WO2013033019A1 - Procédés de détermination de l'intégrité d'un échantillon biologique - Google Patents
Procédés de détermination de l'intégrité d'un échantillon biologique Download PDFInfo
- Publication number
- WO2013033019A1 WO2013033019A1 PCT/US2012/052519 US2012052519W WO2013033019A1 WO 2013033019 A1 WO2013033019 A1 WO 2013033019A1 US 2012052519 W US2012052519 W US 2012052519W WO 2013033019 A1 WO2013033019 A1 WO 2013033019A1
- Authority
- WO
- WIPO (PCT)
- Prior art keywords
- sentinel
- rna
- rnas
- degradation
- biological sample
- Prior art date
Links
- 238000000034 method Methods 0.000 title claims abstract description 127
- 239000012472 biological sample Substances 0.000 title claims abstract description 95
- 108091032973 (ribonucleotides)n+m Proteins 0.000 claims description 319
- -1 AGT Proteins 0.000 claims description 182
- 102000040650 (ribonucleotides)n+m Human genes 0.000 claims description 142
- 230000015556 catabolic process Effects 0.000 claims description 103
- 238000006731 degradation reaction Methods 0.000 claims description 103
- 108090000623 proteins and genes Proteins 0.000 claims description 57
- 108020004999 messenger RNA Proteins 0.000 claims description 50
- 210000004027 cell Anatomy 0.000 claims description 41
- 210000001519 tissue Anatomy 0.000 claims description 38
- 239000002773 nucleotide Substances 0.000 claims description 33
- 125000003729 nucleotide group Chemical group 0.000 claims description 33
- 102100023973 Bax inhibitor 1 Human genes 0.000 claims description 28
- 101000903937 Homo sapiens Bax inhibitor 1 Proteins 0.000 claims description 28
- 102100025234 Receptor of activated protein C kinase 1 Human genes 0.000 claims description 28
- 108010044157 Receptors for Activated C Kinase Proteins 0.000 claims description 28
- 101001028730 Homo sapiens Transcription factor JunB Proteins 0.000 claims description 19
- 238000003559 RNA-seq method Methods 0.000 claims description 19
- 102100037168 Transcription factor JunB Human genes 0.000 claims description 19
- 102100022524 Alpha-1-antichymotrypsin Human genes 0.000 claims description 17
- 101000678026 Homo sapiens Alpha-1-antichymotrypsin Proteins 0.000 claims description 17
- 101001128460 Homo sapiens Myosin light polypeptide 6 Proteins 0.000 claims description 17
- 102100031829 Myosin light polypeptide 6 Human genes 0.000 claims description 17
- 102100032007 Serum amyloid A-2 protein Human genes 0.000 claims description 17
- 101710083332 Serum amyloid A-2 protein Proteins 0.000 claims description 17
- 150000002085 enols Chemical class 0.000 claims description 17
- 238000003753 real-time PCR Methods 0.000 claims description 17
- 101000577619 Homo sapiens Profilin-1 Proteins 0.000 claims description 15
- 102100028857 Profilin-1 Human genes 0.000 claims description 15
- 238000012360 testing method Methods 0.000 claims description 15
- 102100031181 Glyceraldehyde-3-phosphate dehydrogenase Human genes 0.000 claims description 13
- 108020004445 glyceraldehyde-3-phosphate dehydrogenase Proteins 0.000 claims description 13
- 102100024341 10 kDa heat shock protein, mitochondrial Human genes 0.000 claims description 12
- 102100025007 14-3-3 protein epsilon Human genes 0.000 claims description 12
- 102100022586 17-beta-hydroxysteroid dehydrogenase type 2 Human genes 0.000 claims description 12
- 102100040962 26S proteasome non-ATPase regulatory subunit 13 Human genes 0.000 claims description 12
- 102100033458 26S proteasome non-ATPase regulatory subunit 4 Human genes 0.000 claims description 12
- 102100029511 26S proteasome regulatory subunit 6B Human genes 0.000 claims description 12
- 102100036563 26S proteasome regulatory subunit 8 Human genes 0.000 claims description 12
- 102100021834 3-hydroxyacyl-CoA dehydrogenase Human genes 0.000 claims description 12
- 102100039358 3-hydroxyacyl-CoA dehydrogenase type-2 Human genes 0.000 claims description 12
- 102100028626 4-hydroxyphenylpyruvate dioxygenase Human genes 0.000 claims description 12
- 108010068327 4-hydroxyphenylpyruvate dioxygenase Proteins 0.000 claims description 12
- 102100026357 40S ribosomal protein S13 Human genes 0.000 claims description 12
- 102100037563 40S ribosomal protein S2 Human genes 0.000 claims description 12
- 102100023415 40S ribosomal protein S20 Human genes 0.000 claims description 12
- 102100033409 40S ribosomal protein S3 Human genes 0.000 claims description 12
- 102100034088 40S ribosomal protein S4, X isoform Human genes 0.000 claims description 12
- 102100023779 40S ribosomal protein S5 Human genes 0.000 claims description 12
- 102100033731 40S ribosomal protein S9 Human genes 0.000 claims description 12
- 102100022406 60S ribosomal protein L10a Human genes 0.000 claims description 12
- 102100025643 60S ribosomal protein L12 Human genes 0.000 claims description 12
- 102100038237 60S ribosomal protein L30 Human genes 0.000 claims description 12
- 102100023777 60S ribosomal protein L31 Human genes 0.000 claims description 12
- 102100036116 60S ribosomal protein L35 Human genes 0.000 claims description 12
- 102100022276 60S ribosomal protein L35a Human genes 0.000 claims description 12
- 102100026926 60S ribosomal protein L4 Human genes 0.000 claims description 12
- 102100026750 60S ribosomal protein L5 Human genes 0.000 claims description 12
- 108010016281 ADP-Ribosylation Factor 1 Proteins 0.000 claims description 12
- 102100034341 ADP-ribosylation factor 1 Human genes 0.000 claims description 12
- 102100022870 ADP-ribosylation factor-like protein 5B Human genes 0.000 claims description 12
- 102100031315 AP-2 complex subunit mu Human genes 0.000 claims description 12
- 102100022890 ATP synthase subunit beta, mitochondrial Human genes 0.000 claims description 12
- 102100025581 ATP synthase subunit delta, mitochondrial Human genes 0.000 claims description 12
- 102100032763 ATP synthase subunit gamma, mitochondrial Human genes 0.000 claims description 12
- 102100037399 Alanine-tRNA ligase, cytoplasmic Human genes 0.000 claims description 12
- 102100027211 Albumin Human genes 0.000 claims description 12
- 102100022712 Alpha-1-antitrypsin Human genes 0.000 claims description 12
- 102100035991 Alpha-2-antiplasmin Human genes 0.000 claims description 12
- 102100027165 Alpha-2-macroglobulin receptor-associated protein Human genes 0.000 claims description 12
- 101710191958 Amino-acid acetyltransferase Proteins 0.000 claims description 12
- 101710185938 Amino-acid acetyltransferase, mitochondrial Proteins 0.000 claims description 12
- 101000879393 Aplysia californica Synaptobrevin Proteins 0.000 claims description 12
- 102100037320 Apolipoprotein A-IV Human genes 0.000 claims description 12
- 102100040202 Apolipoprotein B-100 Human genes 0.000 claims description 12
- 102000004363 Aquaporin 3 Human genes 0.000 claims description 12
- 108090000991 Aquaporin 3 Proteins 0.000 claims description 12
- 102100026596 Bcl-2-like protein 1 Human genes 0.000 claims description 12
- 101150008012 Bcl2l1 gene Proteins 0.000 claims description 12
- 102100030802 Beta-2-glycoprotein 1 Human genes 0.000 claims description 12
- 102100027314 Beta-2-microglobulin Human genes 0.000 claims description 12
- 102100026031 Beta-glucuronidase Human genes 0.000 claims description 12
- 102100023109 Bile acyl-CoA synthetase Human genes 0.000 claims description 12
- 102100037084 C4b-binding protein alpha chain Human genes 0.000 claims description 12
- 102100037080 C4b-binding protein beta chain Human genes 0.000 claims description 12
- 102100025222 CD63 antigen Human genes 0.000 claims description 12
- 102100027221 CD81 antigen Human genes 0.000 claims description 12
- 101150110330 CRAT gene Proteins 0.000 claims description 12
- 102100025579 Calmodulin-2 Human genes 0.000 claims description 12
- 102100029968 Calreticulin Human genes 0.000 claims description 12
- 102100035023 Carboxypeptidase B2 Human genes 0.000 claims description 12
- 102100036357 Carnitine O-acetyltransferase Human genes 0.000 claims description 12
- 102100021633 Cathepsin B Human genes 0.000 claims description 12
- 102100032219 Cathepsin D Human genes 0.000 claims description 12
- 102100024538 Cdc42 effector protein 1 Human genes 0.000 claims description 12
- 108010066813 Chitinase-3-Like Protein 1 Proteins 0.000 claims description 12
- 102100038196 Chitinase-3-like protein 1 Human genes 0.000 claims description 12
- 102100040491 Complement component C8 beta chain Human genes 0.000 claims description 12
- 102100040492 Complement component C8 gamma chain Human genes 0.000 claims description 12
- 108010058546 Cyclin D1 Proteins 0.000 claims description 12
- 102100026891 Cystatin-B Human genes 0.000 claims description 12
- 102100031051 Cysteine and glycine-rich protein 1 Human genes 0.000 claims description 12
- 102100031127 Cysteine/serine-rich nuclear protein 1 Human genes 0.000 claims description 12
- 102100039259 Cytochrome c oxidase subunit 8A, mitochondrial Human genes 0.000 claims description 12
- 102100023949 Cytochrome c oxidase subunit NDUFA4 Human genes 0.000 claims description 12
- 102100023760 Cytosolic iron-sulfur assembly component 2B Human genes 0.000 claims description 12
- 102100031007 Cytosolic non-specific dipeptidase Human genes 0.000 claims description 12
- 102100027641 DNA-binding protein inhibitor ID-1 Human genes 0.000 claims description 12
- 102100035890 Delta(24)-sterol reductase Human genes 0.000 claims description 12
- 102100034274 Diamine acetyltransferase 1 Human genes 0.000 claims description 12
- 102100031681 DnaJ homolog subfamily C member 3 Human genes 0.000 claims description 12
- 102100039216 Dolichyl-diphosphooligosaccharide-protein glycosyltransferase subunit 2 Human genes 0.000 claims description 12
- 102100039104 Dolichyl-diphosphooligosaccharide-protein glycosyltransferase subunit DAD1 Human genes 0.000 claims description 12
- 101150115146 EEF2 gene Proteins 0.000 claims description 12
- 101150073788 EIF3K gene Proteins 0.000 claims description 12
- 102100039368 ER lumen protein-retaining receptor 2 Human genes 0.000 claims description 12
- 102100021659 ER membrane protein complex subunit 10 Human genes 0.000 claims description 12
- 101150073167 Eif1 gene Proteins 0.000 claims description 12
- 101150107333 Eif3g gene Proteins 0.000 claims description 12
- 102100027262 Electron transfer flavoprotein subunit beta Human genes 0.000 claims description 12
- 102100031334 Elongation factor 2 Human genes 0.000 claims description 12
- 102100029988 Endoplasmic reticulum-Golgi intermediate compartment protein 3 Human genes 0.000 claims description 12
- 102100039328 Endoplasmin Human genes 0.000 claims description 12
- 102100021822 Enoyl-CoA hydratase, mitochondrial Human genes 0.000 claims description 12
- 101710180035 Enoyl-CoA hydratase, mitochondrial Proteins 0.000 claims description 12
- 102100030082 Epsin-1 Human genes 0.000 claims description 12
- 102100039950 Eukaryotic initiation factor 4A-I Human genes 0.000 claims description 12
- 102100029775 Eukaryotic translation initiation factor 1 Human genes 0.000 claims description 12
- 102100023236 Eukaryotic translation initiation factor 3 subunit G Human genes 0.000 claims description 12
- 102100037110 Eukaryotic translation initiation factor 3 subunit K Human genes 0.000 claims description 12
- 102100039737 Eukaryotic translation initiation factor 4 gamma 2 Human genes 0.000 claims description 12
- 102100022466 Eukaryotic translation initiation factor 4E-binding protein 1 Human genes 0.000 claims description 12
- 102100026761 Eukaryotic translation initiation factor 5A-1 Human genes 0.000 claims description 12
- 102100021062 Ferritin light chain Human genes 0.000 claims description 12
- 102100028313 Fibrinogen beta chain Human genes 0.000 claims description 12
- 102100024783 Fibrinogen gamma chain Human genes 0.000 claims description 12
- 102100026536 Fibronectin type III domain-containing protein 4 Human genes 0.000 claims description 12
- 102100023513 Flotillin-2 Human genes 0.000 claims description 12
- 102100035233 Furin Human genes 0.000 claims description 12
- 101150111025 Furin gene Proteins 0.000 claims description 12
- 102100040861 G0/G1 switch protein 2 Human genes 0.000 claims description 12
- 102100024165 G1/S-specific cyclin-D1 Human genes 0.000 claims description 12
- 102100040287 GTP cyclohydrolase 1 feedback regulatory protein Human genes 0.000 claims description 12
- 102100035695 Gamma-aminobutyric acid receptor-associated protein Human genes 0.000 claims description 12
- 102100037388 Gasdermin-D Human genes 0.000 claims description 12
- 102100031132 Glucose-6-phosphate isomerase Human genes 0.000 claims description 12
- 108010070600 Glucose-6-phosphate isomerase Proteins 0.000 claims description 12
- 102100033053 Glutathione peroxidase 3 Human genes 0.000 claims description 12
- 102100034176 Glutathione-specific gamma-glutamylcyclotransferase 1 Human genes 0.000 claims description 12
- 102100040893 Glycolipid transfer protein domain-containing protein 2 Human genes 0.000 claims description 12
- 102100030648 Glyoxylate reductase/hydroxypyruvate reductase Human genes 0.000 claims description 12
- 102100031153 Growth arrest and DNA damage-inducible protein GADD45 beta Human genes 0.000 claims description 12
- 102100029138 H/ACA ribonucleoprotein complex subunit 3 Human genes 0.000 claims description 12
- 102100028976 HLA class I histocompatibility antigen, B alpha chain Human genes 0.000 claims description 12
- 102100028970 HLA class I histocompatibility antigen, alpha chain E Human genes 0.000 claims description 12
- 102100030595 HLA class II histocompatibility antigen gamma chain Human genes 0.000 claims description 12
- 108010058607 HLA-B Antigens Proteins 0.000 claims description 12
- 102100032510 Heat shock protein HSP 90-beta Human genes 0.000 claims description 12
- 102100034629 Hemopexin Human genes 0.000 claims description 12
- 102100022054 Hepatocyte nuclear factor 4-alpha Human genes 0.000 claims description 12
- 101000980303 Homo sapiens 10 kDa heat shock protein, mitochondrial Proteins 0.000 claims description 12
- 101000760079 Homo sapiens 14-3-3 protein epsilon Proteins 0.000 claims description 12
- 101001045223 Homo sapiens 17-beta-hydroxysteroid dehydrogenase type 2 Proteins 0.000 claims description 12
- 101000612655 Homo sapiens 26S proteasome non-ATPase regulatory subunit 1 Proteins 0.000 claims description 12
- 101000612536 Homo sapiens 26S proteasome non-ATPase regulatory subunit 13 Proteins 0.000 claims description 12
- 101001135231 Homo sapiens 26S proteasome non-ATPase regulatory subunit 4 Proteins 0.000 claims description 12
- 101001125524 Homo sapiens 26S proteasome regulatory subunit 6B Proteins 0.000 claims description 12
- 101001136753 Homo sapiens 26S proteasome regulatory subunit 8 Proteins 0.000 claims description 12
- 101001035740 Homo sapiens 3-hydroxyacyl-CoA dehydrogenase type-2 Proteins 0.000 claims description 12
- 101000718313 Homo sapiens 40S ribosomal protein S13 Proteins 0.000 claims description 12
- 101001098029 Homo sapiens 40S ribosomal protein S2 Proteins 0.000 claims description 12
- 101001114932 Homo sapiens 40S ribosomal protein S20 Proteins 0.000 claims description 12
- 101000656561 Homo sapiens 40S ribosomal protein S3 Proteins 0.000 claims description 12
- 101000732165 Homo sapiens 40S ribosomal protein S4, X isoform Proteins 0.000 claims description 12
- 101000622644 Homo sapiens 40S ribosomal protein S5 Proteins 0.000 claims description 12
- 101000657066 Homo sapiens 40S ribosomal protein S9 Proteins 0.000 claims description 12
- 101000755323 Homo sapiens 60S ribosomal protein L10a Proteins 0.000 claims description 12
- 101000575173 Homo sapiens 60S ribosomal protein L12 Proteins 0.000 claims description 12
- 101001101319 Homo sapiens 60S ribosomal protein L30 Proteins 0.000 claims description 12
- 101001113162 Homo sapiens 60S ribosomal protein L31 Proteins 0.000 claims description 12
- 101000715818 Homo sapiens 60S ribosomal protein L35 Proteins 0.000 claims description 12
- 101001110988 Homo sapiens 60S ribosomal protein L35a Proteins 0.000 claims description 12
- 101000691203 Homo sapiens 60S ribosomal protein L4 Proteins 0.000 claims description 12
- 101000691083 Homo sapiens 60S ribosomal protein L5 Proteins 0.000 claims description 12
- 101000974439 Homo sapiens ADP-ribosylation factor-like protein 5B Proteins 0.000 claims description 12
- 101000796047 Homo sapiens AP-2 complex subunit mu Proteins 0.000 claims description 12
- 101000903027 Homo sapiens ATP synthase subunit beta, mitochondrial Proteins 0.000 claims description 12
- 101000766510 Homo sapiens ATP synthase subunit delta, mitochondrial Proteins 0.000 claims description 12
- 101000730170 Homo sapiens ATP synthase subunit gamma, mitochondrial Proteins 0.000 claims description 12
- 101000879354 Homo sapiens Alanine-tRNA ligase, cytoplasmic Proteins 0.000 claims description 12
- 101000693913 Homo sapiens Albumin Proteins 0.000 claims description 12
- 101000823116 Homo sapiens Alpha-1-antitrypsin Proteins 0.000 claims description 12
- 101000783712 Homo sapiens Alpha-2-antiplasmin Proteins 0.000 claims description 12
- 101000836956 Homo sapiens Alpha-2-macroglobulin receptor-associated protein Proteins 0.000 claims description 12
- 101000806793 Homo sapiens Apolipoprotein A-IV Proteins 0.000 claims description 12
- 101000889953 Homo sapiens Apolipoprotein B-100 Proteins 0.000 claims description 12
- 101000793425 Homo sapiens Beta-2-glycoprotein 1 Proteins 0.000 claims description 12
- 101000937544 Homo sapiens Beta-2-microglobulin Proteins 0.000 claims description 12
- 101000933465 Homo sapiens Beta-glucuronidase Proteins 0.000 claims description 12
- 101000933364 Homo sapiens Brain protein I3 Proteins 0.000 claims description 12
- 101000740685 Homo sapiens C4b-binding protein alpha chain Proteins 0.000 claims description 12
- 101000740689 Homo sapiens C4b-binding protein beta chain Proteins 0.000 claims description 12
- 101000934368 Homo sapiens CD63 antigen Proteins 0.000 claims description 12
- 101000914479 Homo sapiens CD81 antigen Proteins 0.000 claims description 12
- 101000984150 Homo sapiens Calmodulin-2 Proteins 0.000 claims description 12
- 101000793651 Homo sapiens Calreticulin Proteins 0.000 claims description 12
- 101000855412 Homo sapiens Carbamoyl-phosphate synthase [ammonia], mitochondrial Proteins 0.000 claims description 12
- 101000946518 Homo sapiens Carboxypeptidase B2 Proteins 0.000 claims description 12
- 101000898449 Homo sapiens Cathepsin B Proteins 0.000 claims description 12
- 101000869010 Homo sapiens Cathepsin D Proteins 0.000 claims description 12
- 101000762448 Homo sapiens Cdc42 effector protein 1 Proteins 0.000 claims description 12
- 101000749895 Homo sapiens Complement component C8 beta chain Proteins 0.000 claims description 12
- 101000912191 Homo sapiens Cystatin-B Proteins 0.000 claims description 12
- 101000922196 Homo sapiens Cysteine/serine-rich nuclear protein 1 Proteins 0.000 claims description 12
- 101000745956 Homo sapiens Cytochrome c oxidase subunit 8A, mitochondrial Proteins 0.000 claims description 12
- 101001111225 Homo sapiens Cytochrome c oxidase subunit NDUFA4 Proteins 0.000 claims description 12
- 101000906803 Homo sapiens Cytosolic iron-sulfur assembly component 2B Proteins 0.000 claims description 12
- 101000919690 Homo sapiens Cytosolic non-specific dipeptidase Proteins 0.000 claims description 12
- 101000932009 Homo sapiens DNA polymerase delta subunit 4 Proteins 0.000 claims description 12
- 101001081590 Homo sapiens DNA-binding protein inhibitor ID-1 Proteins 0.000 claims description 12
- 101000929877 Homo sapiens Delta(24)-sterol reductase Proteins 0.000 claims description 12
- 101000641077 Homo sapiens Diamine acetyltransferase 1 Proteins 0.000 claims description 12
- 101000845898 Homo sapiens DnaJ homolog subfamily C member 3 Proteins 0.000 claims description 12
- 101000670093 Homo sapiens Dolichyl-diphosphooligosaccharide-protein glycosyltransferase subunit 2 Proteins 0.000 claims description 12
- 101000884921 Homo sapiens Dolichyl-diphosphooligosaccharide-protein glycosyltransferase subunit DAD1 Proteins 0.000 claims description 12
- 101000812465 Homo sapiens ER lumen protein-retaining receptor 2 Proteins 0.000 claims description 12
- 101000896290 Homo sapiens ER membrane protein complex subunit 10 Proteins 0.000 claims description 12
- 101001057122 Homo sapiens Electron transfer flavoprotein subunit beta Proteins 0.000 claims description 12
- 101001010804 Homo sapiens Endoplasmic reticulum-Golgi intermediate compartment protein 3 Proteins 0.000 claims description 12
- 101000812663 Homo sapiens Endoplasmin Proteins 0.000 claims description 12
- 101001012105 Homo sapiens Epsin-1 Proteins 0.000 claims description 12
- 101000959666 Homo sapiens Eukaryotic initiation factor 4A-I Proteins 0.000 claims description 12
- 101001034811 Homo sapiens Eukaryotic translation initiation factor 4 gamma 2 Proteins 0.000 claims description 12
- 101000678280 Homo sapiens Eukaryotic translation initiation factor 4E-binding protein 1 Proteins 0.000 claims description 12
- 101001054354 Homo sapiens Eukaryotic translation initiation factor 5A-1 Proteins 0.000 claims description 12
- 101001065295 Homo sapiens Fas-binding factor 1 Proteins 0.000 claims description 12
- 101000818390 Homo sapiens Ferritin light chain Proteins 0.000 claims description 12
- 101000917163 Homo sapiens Fibrinogen beta chain Proteins 0.000 claims description 12
- 101001052043 Homo sapiens Fibrinogen gamma chain Proteins 0.000 claims description 12
- 101000913658 Homo sapiens Fibronectin type III domain-containing protein 4 Proteins 0.000 claims description 12
- 101000828609 Homo sapiens Flotillin-2 Proteins 0.000 claims description 12
- 101000893656 Homo sapiens G0/G1 switch protein 2 Proteins 0.000 claims description 12
- 101001038346 Homo sapiens GTP cyclohydrolase 1 feedback regulatory protein Proteins 0.000 claims description 12
- 101001001372 Homo sapiens Gamma-aminobutyric acid receptor-associated protein Proteins 0.000 claims description 12
- 101001026262 Homo sapiens Gasdermin-D Proteins 0.000 claims description 12
- 101000871067 Homo sapiens Glutathione peroxidase 3 Proteins 0.000 claims description 12
- 101000943584 Homo sapiens Glutathione-specific gamma-glutamylcyclotransferase 1 Proteins 0.000 claims description 12
- 101001040067 Homo sapiens Glycolipid transfer protein domain-containing protein 2 Proteins 0.000 claims description 12
- 101001010442 Homo sapiens Glyoxylate reductase/hydroxypyruvate reductase Proteins 0.000 claims description 12
- 101001066164 Homo sapiens Growth arrest and DNA damage-inducible protein GADD45 beta Proteins 0.000 claims description 12
- 101001124920 Homo sapiens H/ACA ribonucleoprotein complex subunit 3 Proteins 0.000 claims description 12
- 101000986085 Homo sapiens HLA class I histocompatibility antigen, alpha chain E Proteins 0.000 claims description 12
- 101001082627 Homo sapiens HLA class II histocompatibility antigen gamma chain Proteins 0.000 claims description 12
- 101001016856 Homo sapiens Heat shock protein HSP 90-beta Proteins 0.000 claims description 12
- 101001067323 Homo sapiens Hemopexin Proteins 0.000 claims description 12
- 101001045740 Homo sapiens Hepatocyte nuclear factor 4-alpha Proteins 0.000 claims description 12
- 101001035951 Homo sapiens Hyaluronan-binding protein 2 Proteins 0.000 claims description 12
- 101100286226 Homo sapiens IBTK gene Proteins 0.000 claims description 12
- 101001044940 Homo sapiens Insulin-like growth factor-binding protein 2 Proteins 0.000 claims description 12
- 101000840572 Homo sapiens Insulin-like growth factor-binding protein 4 Proteins 0.000 claims description 12
- 101001056814 Homo sapiens Integral membrane protein 2C Proteins 0.000 claims description 12
- 101000994369 Homo sapiens Integrin alpha-5 Proteins 0.000 claims description 12
- 101000609406 Homo sapiens Inter-alpha-trypsin inhibitor heavy chain H3 Proteins 0.000 claims description 12
- 101001034846 Homo sapiens Interferon-induced transmembrane protein 3 Proteins 0.000 claims description 12
- 101000599886 Homo sapiens Isocitrate dehydrogenase [NADP], mitochondrial Proteins 0.000 claims description 12
- 101000998020 Homo sapiens Keratin, type I cytoskeletal 18 Proteins 0.000 claims description 12
- 101000975496 Homo sapiens Keratin, type II cytoskeletal 8 Proteins 0.000 claims description 12
- 101001023330 Homo sapiens LIM and SH3 domain protein 1 Proteins 0.000 claims description 12
- 101000579789 Homo sapiens Leucine-rich repeat-containing protein 59 Proteins 0.000 claims description 12
- 101001010513 Homo sapiens Leukocyte elastase inhibitor Proteins 0.000 claims description 12
- 101001065568 Homo sapiens Lymphocyte antigen 6E Proteins 0.000 claims description 12
- 101001039669 Homo sapiens Lysophospholipid acyltransferase 5 Proteins 0.000 claims description 12
- 101000946053 Homo sapiens Lysosomal-associated transmembrane protein 4A Proteins 0.000 claims description 12
- 101001033820 Homo sapiens Malate dehydrogenase, mitochondrial Proteins 0.000 claims description 12
- 101000616876 Homo sapiens Mesencephalic astrocyte-derived neurotrophic factor Proteins 0.000 claims description 12
- 101000602479 Homo sapiens Methionine-tRNA ligase, cytoplasmic Proteins 0.000 claims description 12
- 101001003205 Homo sapiens Methylosome subunit pICln Proteins 0.000 claims description 12
- 101000988591 Homo sapiens Minor histocompatibility antigen H13 Proteins 0.000 claims description 12
- 101000648421 Homo sapiens Mitochondrial import receptor subunit TOM7 homolog Proteins 0.000 claims description 12
- 101001051835 Homo sapiens Mitochondrial pyruvate carrier 1 Proteins 0.000 claims description 12
- 101000577080 Homo sapiens Mitochondrial-processing peptidase subunit alpha Proteins 0.000 claims description 12
- 101000987094 Homo sapiens Moesin Proteins 0.000 claims description 12
- 101000992748 Homo sapiens Mortality factor 4-like protein 2 Proteins 0.000 claims description 12
- 101001013159 Homo sapiens Myeloid leukemia factor 2 Proteins 0.000 claims description 12
- 101000983292 Homo sapiens N-fatty-acyl-amino acid synthase/hydrolase PM20D1 Proteins 0.000 claims description 12
- 101001128634 Homo sapiens NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 2, mitochondrial Proteins 0.000 claims description 12
- 101000979731 Homo sapiens NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 9 Proteins 0.000 claims description 12
- 101001111195 Homo sapiens NADH dehydrogenase [ubiquinone] flavoprotein 1, mitochondrial Proteins 0.000 claims description 12
- 101001125327 Homo sapiens Na(+)/H(+) exchange regulatory cofactor NHE-RF1 Proteins 0.000 claims description 12
- 101000593533 Homo sapiens Out at first protein homolog Proteins 0.000 claims description 12
- 101000611202 Homo sapiens Peptidyl-prolyl cis-trans isomerase B Proteins 0.000 claims description 12
- 101001090065 Homo sapiens Peroxiredoxin-2 Proteins 0.000 claims description 12
- 101000983161 Homo sapiens Phospholipase A2, membrane associated Proteins 0.000 claims description 12
- 101001073422 Homo sapiens Pigment epithelium-derived factor Proteins 0.000 claims description 12
- 101001053641 Homo sapiens Plasma serine protease inhibitor Proteins 0.000 claims description 12
- 101000742143 Homo sapiens Prenylated Rab acceptor protein 1 Proteins 0.000 claims description 12
- 101001041721 Homo sapiens Probable ATP-dependent RNA helicase DDX17 Proteins 0.000 claims description 12
- 101001129654 Homo sapiens Prohibitin-2 Proteins 0.000 claims description 12
- 101000705756 Homo sapiens Proteasome activator complex subunit 1 Proteins 0.000 claims description 12
- 101000592466 Homo sapiens Proteasome subunit beta type-4 Proteins 0.000 claims description 12
- 101001136954 Homo sapiens Proteasome subunit beta type-7 Proteins 0.000 claims description 12
- 101000797623 Homo sapiens Protein AMBP Proteins 0.000 claims description 12
- 101001072202 Homo sapiens Protein disulfide-isomerase Proteins 0.000 claims description 12
- 101001098824 Homo sapiens Protein disulfide-isomerase A4 Proteins 0.000 claims description 12
- 101000641111 Homo sapiens Protein transport protein Sec61 subunit alpha isoform 1 Proteins 0.000 claims description 12
- 101001093143 Homo sapiens Protein transport protein Sec61 subunit gamma Proteins 0.000 claims description 12
- 101000666171 Homo sapiens Protein-glutamine gamma-glutamyltransferase 2 Proteins 0.000 claims description 12
- 101000926083 Homo sapiens Rab GDP dissociation inhibitor beta Proteins 0.000 claims description 12
- 101001132652 Homo sapiens Retinoic acid receptor responder protein 2 Proteins 0.000 claims description 12
- 101000856728 Homo sapiens Rho GDP-dissociation inhibitor 1 Proteins 0.000 claims description 12
- 101000581122 Homo sapiens Rho-related GTP-binding protein RhoD Proteins 0.000 claims description 12
- 101001096580 Homo sapiens Rhomboid domain-containing protein 2 Proteins 0.000 claims description 12
- 101000974043 Homo sapiens Ribosome biogenesis protein NOP53 Proteins 0.000 claims description 12
- 101000828738 Homo sapiens Selenide, water dikinase 2 Proteins 0.000 claims description 12
- 101000650822 Homo sapiens Semaphorin-4B Proteins 0.000 claims description 12
- 101000872580 Homo sapiens Serine protease hepsin Proteins 0.000 claims description 12
- 101000629622 Homo sapiens Serine-pyruvate aminotransferase Proteins 0.000 claims description 12
- 101000674278 Homo sapiens Serine-tRNA ligase, cytoplasmic Proteins 0.000 claims description 12
- 101000674040 Homo sapiens Serine-tRNA ligase, mitochondrial Proteins 0.000 claims description 12
- 101000637835 Homo sapiens Serum amyloid A-4 protein Proteins 0.000 claims description 12
- 101001092910 Homo sapiens Serum amyloid P-component Proteins 0.000 claims description 12
- 101000806155 Homo sapiens Short-chain dehydrogenase/reductase 3 Proteins 0.000 claims description 12
- 101000863858 Homo sapiens Sialic acid synthase Proteins 0.000 claims description 12
- 101000828971 Homo sapiens Signal peptidase complex subunit 3 Proteins 0.000 claims description 12
- 101000629635 Homo sapiens Signal recognition particle receptor subunit alpha Proteins 0.000 claims description 12
- 101000657845 Homo sapiens Small nuclear ribonucleoprotein-associated proteins B and B' Proteins 0.000 claims description 12
- 101000713305 Homo sapiens Sodium-coupled neutral amino acid transporter 1 Proteins 0.000 claims description 12
- 101000640813 Homo sapiens Sodium-coupled neutral amino acid transporter 2 Proteins 0.000 claims description 12
- 101000637746 Homo sapiens Solute carrier family 25 member 47 Proteins 0.000 claims description 12
- 101000689224 Homo sapiens Src-like-adapter 2 Proteins 0.000 claims description 12
- 101000861263 Homo sapiens Steroid 21-hydroxylase Proteins 0.000 claims description 12
- 101000820460 Homo sapiens Stomatin Proteins 0.000 claims description 12
- 101000740275 Homo sapiens Store-operated calcium entry-associated regulatory factor Proteins 0.000 claims description 12
- 101000685001 Homo sapiens Stromal cell-derived factor 2-like protein 1 Proteins 0.000 claims description 12
- 101000630717 Homo sapiens Surfeit locus protein 4 Proteins 0.000 claims description 12
- 101000740519 Homo sapiens Syndecan-4 Proteins 0.000 claims description 12
- 101000848647 Homo sapiens Telomerase RNA component interacting RNase Proteins 0.000 claims description 12
- 101000716973 Homo sapiens Thialysine N-epsilon-acetyltransferase Proteins 0.000 claims description 12
- 101001019135 Homo sapiens Thiol S-methyltransferase METTL7B Proteins 0.000 claims description 12
- 101000796134 Homo sapiens Thymidine phosphorylase Proteins 0.000 claims description 12
- 101000658157 Homo sapiens Thymosin beta-4 Proteins 0.000 claims description 12
- 101000837639 Homo sapiens Thyroxine-binding globulin Proteins 0.000 claims description 12
- 101000653538 Homo sapiens Transcription factor 25 Proteins 0.000 claims description 12
- 101000894525 Homo sapiens Transforming growth factor-beta-induced protein ig-h3 Proteins 0.000 claims description 12
- 101000652726 Homo sapiens Transgelin-2 Proteins 0.000 claims description 12
- 101000629913 Homo sapiens Translocon-associated protein subunit beta Proteins 0.000 claims description 12
- 101000851544 Homo sapiens Transmembrane emp24 domain-containing protein 9 Proteins 0.000 claims description 12
- 101000763430 Homo sapiens Transmembrane protein 205 Proteins 0.000 claims description 12
- 101000713613 Homo sapiens Tubulin beta-4B chain Proteins 0.000 claims description 12
- 101000652472 Homo sapiens Tubulin beta-6 chain Proteins 0.000 claims description 12
- 101000801228 Homo sapiens Tumor necrosis factor receptor superfamily member 1A Proteins 0.000 claims description 12
- 101000679857 Homo sapiens Tumor necrosis factor receptor superfamily member 3 Proteins 0.000 claims description 12
- 101000749359 Homo sapiens V-type proton ATPase subunit e 1 Proteins 0.000 claims description 12
- 101000649937 Homo sapiens Vacuolar protein sorting-associated protein 28 homolog Proteins 0.000 claims description 12
- 101000760747 Homo sapiens Very long-chain specific acyl-CoA dehydrogenase, mitochondrial Proteins 0.000 claims description 12
- 101000803709 Homo sapiens Vitronectin Proteins 0.000 claims description 12
- 101000723827 Homo sapiens Zinc finger CCHC domain-containing protein 24 Proteins 0.000 claims description 12
- 102100039238 Hyaluronan-binding protein 2 Human genes 0.000 claims description 12
- 102100027638 Inhibitor of Bruton tyrosine kinase Human genes 0.000 claims description 12
- 102100022710 Insulin-like growth factor-binding protein 2 Human genes 0.000 claims description 12
- 102100029224 Insulin-like growth factor-binding protein 4 Human genes 0.000 claims description 12
- 102100025464 Integral membrane protein 2C Human genes 0.000 claims description 12
- 102100032817 Integrin alpha-5 Human genes 0.000 claims description 12
- 102100039460 Inter-alpha-trypsin inhibitor heavy chain H3 Human genes 0.000 claims description 12
- 102100040035 Interferon-induced transmembrane protein 3 Human genes 0.000 claims description 12
- 102100037845 Isocitrate dehydrogenase [NADP], mitochondrial Human genes 0.000 claims description 12
- 102100033421 Keratin, type I cytoskeletal 18 Human genes 0.000 claims description 12
- 102100023972 Keratin, type II cytoskeletal 8 Human genes 0.000 claims description 12
- 102100035118 LIM and SH3 domain protein 1 Human genes 0.000 claims description 12
- 102100028206 Leucine-rich repeat-containing protein 59 Human genes 0.000 claims description 12
- 102100030635 Leukocyte elastase inhibitor Human genes 0.000 claims description 12
- 101710089435 Lipopolysaccharide-binding protein Proteins 0.000 claims description 12
- 102100032131 Lymphocyte antigen 6E Human genes 0.000 claims description 12
- 102100040944 Lysophospholipid acyltransferase 5 Human genes 0.000 claims description 12
- 108010009254 Lysosomal-Associated Membrane Protein 1 Proteins 0.000 claims description 12
- 102100034728 Lysosomal-associated transmembrane protein 4A Human genes 0.000 claims description 12
- 102100035133 Lysosome-associated membrane glycoprotein 1 Human genes 0.000 claims description 12
- 102100039742 Malate dehydrogenase, mitochondrial Human genes 0.000 claims description 12
- 102100021833 Mesencephalic astrocyte-derived neurotrophic factor Human genes 0.000 claims description 12
- 102100020846 Methylosome subunit pICln Human genes 0.000 claims description 12
- 102100029083 Minor histocompatibility antigen H13 Human genes 0.000 claims description 12
- 102100028764 Mitochondrial import receptor subunit TOM7 homolog Human genes 0.000 claims description 12
- 102100024828 Mitochondrial pyruvate carrier 1 Human genes 0.000 claims description 12
- 102100025321 Mitochondrial-processing peptidase subunit alpha Human genes 0.000 claims description 12
- 102100027869 Moesin Human genes 0.000 claims description 12
- 102100031304 Mortality factor 4-like protein 2 Human genes 0.000 claims description 12
- 102100029687 Myeloid leukemia factor 2 Human genes 0.000 claims description 12
- 102100032618 N-acetylglutamate synthase, mitochondrial Human genes 0.000 claims description 12
- 102100026873 N-fatty-acyl-amino acid synthase/hydrolase PM20D1 Human genes 0.000 claims description 12
- 102100032194 NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 2, mitochondrial Human genes 0.000 claims description 12
- 102100024978 NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 9 Human genes 0.000 claims description 12
- 102100023963 NADH dehydrogenase [ubiquinone] flavoprotein 1, mitochondrial Human genes 0.000 claims description 12
- 102100031911 NEDD8 Human genes 0.000 claims description 12
- 108700004934 NEDD8 Proteins 0.000 claims description 12
- 101150107958 NEDD8 gene Proteins 0.000 claims description 12
- 102100029447 Na(+)/H(+) exchange regulatory cofactor NHE-RF1 Human genes 0.000 claims description 12
- 101100532088 Oryza sativa subsp. japonica RUB2 gene Proteins 0.000 claims description 12
- 101100532090 Oryza sativa subsp. japonica RUB3 gene Proteins 0.000 claims description 12
- 102100034979 Out at first protein homolog Human genes 0.000 claims description 12
- 102100040283 Peptidyl-prolyl cis-trans isomerase B Human genes 0.000 claims description 12
- 102100034763 Peroxiredoxin-2 Human genes 0.000 claims description 12
- 102100026831 Phospholipase A2, membrane associated Human genes 0.000 claims description 12
- 102100035846 Pigment epithelium-derived factor Human genes 0.000 claims description 12
- 102100024078 Plasma serine protease inhibitor Human genes 0.000 claims description 12
- 102100024168 Polymerase delta-interacting protein 2 Human genes 0.000 claims description 12
- 102100038619 Prenylated Rab acceptor protein 1 Human genes 0.000 claims description 12
- 102100022661 Pro-neuregulin-1, membrane-bound isoform Human genes 0.000 claims description 12
- 102100021409 Probable ATP-dependent RNA helicase DDX17 Human genes 0.000 claims description 12
- 102100031156 Prohibitin-2 Human genes 0.000 claims description 12
- 102100031300 Proteasome activator complex subunit 1 Human genes 0.000 claims description 12
- 102100033190 Proteasome subunit beta type-4 Human genes 0.000 claims description 12
- 102100035763 Proteasome subunit beta type-7 Human genes 0.000 claims description 12
- 102100032859 Protein AMBP Human genes 0.000 claims description 12
- 102100036352 Protein disulfide-isomerase Human genes 0.000 claims description 12
- 102100037089 Protein disulfide-isomerase A4 Human genes 0.000 claims description 12
- 102100034271 Protein transport protein Sec61 subunit alpha isoform 1 Human genes 0.000 claims description 12
- 102100036306 Protein transport protein Sec61 subunit gamma Human genes 0.000 claims description 12
- 102100038095 Protein-glutamine gamma-glutamyltransferase 2 Human genes 0.000 claims description 12
- 108010007100 Pulmonary Surfactant-Associated Protein A Proteins 0.000 claims description 12
- 102100027773 Pulmonary surfactant-associated protein A2 Human genes 0.000 claims description 12
- 101150111584 RHOA gene Proteins 0.000 claims description 12
- 102100034328 Rab GDP dissociation inhibitor beta Human genes 0.000 claims description 12
- 102100033914 Retinoic acid receptor responder protein 2 Human genes 0.000 claims description 12
- 102100025642 Rho GDP-dissociation inhibitor 1 Human genes 0.000 claims description 12
- 102100027609 Rho-related GTP-binding protein RhoD Human genes 0.000 claims description 12
- 102100037470 Rhomboid domain-containing protein 2 Human genes 0.000 claims description 12
- 102100022399 Ribosome biogenesis protein NOP53 Human genes 0.000 claims description 12
- 101150045029 SF3B5 gene Proteins 0.000 claims description 12
- 108091006532 SLC27A5 Proteins 0.000 claims description 12
- 101100444985 Schizosaccharomyces pombe (strain 972 / ATCC 24843) tif35 gene Proteins 0.000 claims description 12
- 102100023522 Selenide, water dikinase 2 Human genes 0.000 claims description 12
- 102100027717 Semaphorin-4B Human genes 0.000 claims description 12
- 102100034801 Serine protease hepsin Human genes 0.000 claims description 12
- 102100026842 Serine-pyruvate aminotransferase Human genes 0.000 claims description 12
- 102100040516 Serine-tRNA ligase, cytoplasmic Human genes 0.000 claims description 12
- 102100032016 Serum amyloid A-4 protein Human genes 0.000 claims description 12
- 102100036202 Serum amyloid P-component Human genes 0.000 claims description 12
- 102100037857 Short-chain dehydrogenase/reductase 3 Human genes 0.000 claims description 12
- 102100029954 Sialic acid synthase Human genes 0.000 claims description 12
- 102100023789 Signal peptidase complex subunit 3 Human genes 0.000 claims description 12
- 102100026900 Signal recognition particle receptor subunit alpha Human genes 0.000 claims description 12
- 102100034683 Small nuclear ribonucleoprotein-associated proteins B and B' Human genes 0.000 claims description 12
- 102100032112 Solute carrier family 25 member 47 Human genes 0.000 claims description 12
- 102100021818 Splicing factor 3B subunit 5 Human genes 0.000 claims description 12
- 102100024510 Src-like-adapter 2 Human genes 0.000 claims description 12
- 102100021685 Stomatin Human genes 0.000 claims description 12
- 102100037172 Store-operated calcium entry-associated regulatory factor Human genes 0.000 claims description 12
- 102100023183 Stromal cell-derived factor 2-like protein 1 Human genes 0.000 claims description 12
- 102100032891 Superoxide dismutase [Mn], mitochondrial Human genes 0.000 claims description 12
- 102100026355 Surfeit locus protein 4 Human genes 0.000 claims description 12
- 102100037220 Syndecan-4 Human genes 0.000 claims description 12
- 102100034592 Telomerase RNA component interacting RNase Human genes 0.000 claims description 12
- 101150050472 Tfr2 gene Proteins 0.000 claims description 12
- 102100020926 Thialysine N-epsilon-acetyltransferase Human genes 0.000 claims description 12
- 102100034757 Thiol S-methyltransferase METTL7B Human genes 0.000 claims description 12
- 102100031372 Thymidine phosphorylase Human genes 0.000 claims description 12
- 102100035000 Thymosin beta-4 Human genes 0.000 claims description 12
- 102100028709 Thyroxine-binding globulin Human genes 0.000 claims description 12
- 102100030628 Transcription factor 25 Human genes 0.000 claims description 12
- 102100026143 Transferrin receptor protein 2 Human genes 0.000 claims description 12
- 102000002015 Transforming Protein 1 Src Homology 2 Domain-Containing Human genes 0.000 claims description 12
- 108010040625 Transforming Protein 1 Src Homology 2 Domain-Containing Proteins 0.000 claims description 12
- 102100021398 Transforming growth factor-beta-induced protein ig-h3 Human genes 0.000 claims description 12
- 102100022387 Transforming protein RhoA Human genes 0.000 claims description 12
- 102100031016 Transgelin-2 Human genes 0.000 claims description 12
- 102100026229 Translocon-associated protein subunit beta Human genes 0.000 claims description 12
- 102100036760 Transmembrane emp24 domain-containing protein 9 Human genes 0.000 claims description 12
- 102100027022 Transmembrane protein 205 Human genes 0.000 claims description 12
- 102100036821 Tubulin beta-4B chain Human genes 0.000 claims description 12
- 102100030303 Tubulin beta-6 chain Human genes 0.000 claims description 12
- 102100033732 Tumor necrosis factor receptor superfamily member 1A Human genes 0.000 claims description 12
- 102100022156 Tumor necrosis factor receptor superfamily member 3 Human genes 0.000 claims description 12
- 102100029785 UDP-glucuronosyltransferase 2B4 Human genes 0.000 claims description 12
- 101710200334 UDP-glucuronosyltransferase 2B4 Proteins 0.000 claims description 12
- 102100040563 V-type proton ATPase subunit e 1 Human genes 0.000 claims description 12
- 102100028227 Vacuolar protein sorting-associated protein 28 homolog Human genes 0.000 claims description 12
- 102100024591 Very long-chain specific acyl-CoA dehydrogenase, mitochondrial Human genes 0.000 claims description 12
- 102100035140 Vitronectin Human genes 0.000 claims description 12
- 102100028460 Zinc finger CCHC domain-containing protein 24 Human genes 0.000 claims description 12
- 108010075843 alpha-2-HS-Glycoprotein Proteins 0.000 claims description 12
- 102000012005 alpha-2-HS-Glycoprotein Human genes 0.000 claims description 12
- 108700000711 bcl-X Proteins 0.000 claims description 12
- 108091006374 cAMP receptor proteins Proteins 0.000 claims description 12
- 108010044853 histidine-rich proteins Proteins 0.000 claims description 12
- 229920002791 poly-4-hydroxybutyrate Polymers 0.000 claims description 12
- 101150024074 rub1 gene Proteins 0.000 claims description 12
- 108010045815 superoxide dismutase 2 Proteins 0.000 claims description 12
- ATCJTYORYKLVIA-SRXJVYAUSA-N vamp regimen Chemical compound O=C1C=C[C@]2(C)[C@H]3[C@@H](O)C[C@](C)([C@@](CC4)(O)C(=O)CO)[C@@H]4[C@@H]3CCC2=C1.C=1N=C2N=C(N)N=C(N)C2=NC=1CN(C)C1=CC=C(C(=O)N[C@@H](CCC(O)=O)C(O)=O)C=C1.O([C@H]1C[C@@](O)(CC=2C(O)=C3C(=O)C=4C=CC=C(C=4C(=O)C3=C(O)C=21)OC)C(=O)CO)[C@H]1C[C@H](N)[C@H](O)[C@H](C)O1.C([C@H](C[C@]1(C(=O)OC)C=2C(=CC3=C(C45[C@H]([C@@]([C@H](OC(C)=O)[C@]6(CC)C=CCN([C@H]56)CC4)(O)C(=O)OC)N3C=O)C=2)OC)C[C@@](C2)(O)CC)N2CCC2=C1NC1=CC=CC=C21 ATCJTYORYKLVIA-SRXJVYAUSA-N 0.000 claims description 12
- 102100033416 60S acidic ribosomal protein P1 Human genes 0.000 claims description 11
- 102100022289 60S ribosomal protein L13a Human genes 0.000 claims description 11
- 102100036126 60S ribosomal protein L37a Human genes 0.000 claims description 11
- 108090000996 Cofilin 1 Proteins 0.000 claims description 11
- 102000004360 Cofilin 1 Human genes 0.000 claims description 11
- 108010016788 Cyclin-Dependent Kinase Inhibitor p21 Proteins 0.000 claims description 11
- 102100033270 Cyclin-dependent kinase inhibitor 1 Human genes 0.000 claims description 11
- 108010003163 GDP dissociation inhibitor 1 Proteins 0.000 claims description 11
- 102100039651 Glutathione S-transferase kappa 1 Human genes 0.000 claims description 11
- 101000712357 Homo sapiens 60S acidic ribosomal protein P1 Proteins 0.000 claims description 11
- 101000681240 Homo sapiens 60S ribosomal protein L13a Proteins 0.000 claims description 11
- 101001092424 Homo sapiens 60S ribosomal protein L37a Proteins 0.000 claims description 11
- 101000756632 Homo sapiens Actin, cytoplasmic 1 Proteins 0.000 claims description 11
- 101001034434 Homo sapiens Glutathione S-transferase kappa 1 Proteins 0.000 claims description 11
- 101001034844 Homo sapiens Interferon-induced transmembrane protein 1 Proteins 0.000 claims description 11
- 101000783723 Homo sapiens Leucine-rich alpha-2-glycoprotein Proteins 0.000 claims description 11
- 101000896414 Homo sapiens Nuclear nucleic acid-binding protein C1D Proteins 0.000 claims description 11
- 101001043564 Homo sapiens Prolow-density lipoprotein receptor-related protein 1 Proteins 0.000 claims description 11
- 101000642456 Homo sapiens Serpin A11 Proteins 0.000 claims description 11
- 101000701334 Homo sapiens Sodium/potassium-transporting ATPase subunit alpha-1 Proteins 0.000 claims description 11
- 101000653679 Homo sapiens Translationally-controlled tumor protein Proteins 0.000 claims description 11
- 101000649115 Homo sapiens Translocating chain-associated membrane protein 1 Proteins 0.000 claims description 11
- 101000714762 Homo sapiens Transmembrane protein 176A Proteins 0.000 claims description 11
- 101000666295 Homo sapiens X-box-binding protein 1 Proteins 0.000 claims description 11
- 102100040021 Interferon-induced transmembrane protein 1 Human genes 0.000 claims description 11
- 102100035987 Leucine-rich alpha-2-glycoprotein Human genes 0.000 claims description 11
- ZBZXYUYUUDZCNB-UHFFFAOYSA-N N-cyclohexa-1,3-dien-1-yl-N-phenyl-4-[4-(N-[4-[4-(N-[4-[4-(N-phenylanilino)phenyl]phenyl]anilino)phenyl]phenyl]anilino)phenyl]aniline Chemical compound C1=CCCC(N(C=2C=CC=CC=2)C=2C=CC(=CC=2)C=2C=CC(=CC=2)N(C=2C=CC=CC=2)C=2C=CC(=CC=2)C=2C=CC(=CC=2)N(C=2C=CC=CC=2)C=2C=CC(=CC=2)C=2C=CC(=CC=2)N(C=2C=CC=CC=2)C=2C=CC=CC=2)=C1 ZBZXYUYUUDZCNB-UHFFFAOYSA-N 0.000 claims description 11
- 102100021713 Nuclear nucleic acid-binding protein C1D Human genes 0.000 claims description 11
- 102100022883 Nuclear receptor coactivator 3 Human genes 0.000 claims description 11
- 102100034335 Rab GDP dissociation inhibitor alpha Human genes 0.000 claims description 11
- 108091005487 SCARB1 Proteins 0.000 claims description 11
- 102100037118 Scavenger receptor class B member 1 Human genes 0.000 claims description 11
- 102100030420 Serpin A9 Human genes 0.000 claims description 11
- 102100030458 Sodium/potassium-transporting ATPase subunit alpha-1 Human genes 0.000 claims description 11
- 102100029887 Translationally-controlled tumor protein Human genes 0.000 claims description 11
- 102100036380 Transmembrane protein 176A Human genes 0.000 claims description 11
- 102100038151 X-box-binding protein 1 Human genes 0.000 claims description 11
- 102100035916 60S ribosomal protein L11 Human genes 0.000 claims description 10
- 102100030374 Actin, cytoplasmic 2 Human genes 0.000 claims description 10
- 102100025981 Aminoacylase-1 Human genes 0.000 claims description 10
- 102100022977 Antithrombin-III Human genes 0.000 claims description 10
- 102100030762 Apolipoprotein L1 Human genes 0.000 claims description 10
- 102100032216 Calcium and integrin-binding protein 1 Human genes 0.000 claims description 10
- 102100039924 Cytochrome b-c1 complex subunit 1, mitochondrial Human genes 0.000 claims description 10
- 102100022874 Dexamethasone-induced Ras-related protein 1 Human genes 0.000 claims description 10
- 102100032450 Endothelial differentiation-related factor 1 Human genes 0.000 claims description 10
- 102100033296 Gamma-aminobutyric acid receptor-associated protein-like 1 Human genes 0.000 claims description 10
- 102100035354 Guanine nucleotide-binding protein G(I)/G(S)/G(T) subunit beta-1 Human genes 0.000 claims description 10
- 102100028006 Heme oxygenase 1 Human genes 0.000 claims description 10
- 101001073740 Homo sapiens 60S ribosomal protein L11 Proteins 0.000 claims description 10
- 101100323521 Homo sapiens APOL1 gene Proteins 0.000 claims description 10
- 101000773237 Homo sapiens Actin, cytoplasmic 2 Proteins 0.000 claims description 10
- 101000720039 Homo sapiens Aminoacylase-1 Proteins 0.000 claims description 10
- 101000757319 Homo sapiens Antithrombin-III Proteins 0.000 claims description 10
- 101000943475 Homo sapiens Calcium and integrin-binding protein 1 Proteins 0.000 claims description 10
- 101000749897 Homo sapiens Complement component C8 gamma chain Proteins 0.000 claims description 10
- 101000607486 Homo sapiens Cytochrome b-c1 complex subunit 1, mitochondrial Proteins 0.000 claims description 10
- 101000620808 Homo sapiens Dexamethasone-induced Ras-related protein 1 Proteins 0.000 claims description 10
- 101001016384 Homo sapiens Endothelial differentiation-related factor 1 Proteins 0.000 claims description 10
- 101000926844 Homo sapiens Gamma-aminobutyric acid receptor-associated protein-like 1 Proteins 0.000 claims description 10
- 101001024316 Homo sapiens Guanine nucleotide-binding protein G(I)/G(S)/G(T) subunit beta-1 Proteins 0.000 claims description 10
- 101001079623 Homo sapiens Heme oxygenase 1 Proteins 0.000 claims description 10
- 101000976697 Homo sapiens Inter-alpha-trypsin inhibitor heavy chain H1 Proteins 0.000 claims description 10
- 101000891028 Homo sapiens Peptidyl-prolyl cis-trans isomerase FKBP11 Proteins 0.000 claims description 10
- 101000987493 Homo sapiens Phosphatidylethanolamine-binding protein 1 Proteins 0.000 claims description 10
- 101000819227 Homo sapiens Protein YIF1A Proteins 0.000 claims description 10
- 101000964691 Homo sapiens Protein Z-dependent protease inhibitor Proteins 0.000 claims description 10
- 101001094547 Homo sapiens Rhotekin Proteins 0.000 claims description 10
- 101000766332 Homo sapiens Tribbles homolog 1 Proteins 0.000 claims description 10
- 101000807306 Homo sapiens Ubiquitin-like modifier-activating enzyme 1 Proteins 0.000 claims description 10
- 102100023490 Inter-alpha-trypsin inhibitor heavy chain H1 Human genes 0.000 claims description 10
- 102100040348 Peptidyl-prolyl cis-trans isomerase FKBP11 Human genes 0.000 claims description 10
- 102100028489 Phosphatidylethanolamine-binding protein 1 Human genes 0.000 claims description 10
- 102100021294 Protein YIF1A Human genes 0.000 claims description 10
- 102100040790 Protein Z-dependent protease inhibitor Human genes 0.000 claims description 10
- 102100035124 Rhotekin Human genes 0.000 claims description 10
- 102100026387 Tribbles homolog 1 Human genes 0.000 claims description 10
- 102100037160 Ubiquitin-like modifier-activating enzyme 1 Human genes 0.000 claims description 10
- 210000004369 blood Anatomy 0.000 claims description 10
- 239000008280 blood Substances 0.000 claims description 10
- 102100040881 60S acidic ribosomal protein P0 Human genes 0.000 claims description 9
- 102100035645 Biogenesis of lysosome-related organelles complex 1 subunit 1 Human genes 0.000 claims description 9
- 101150050146 DNMBP gene Proteins 0.000 claims description 9
- 102100034583 Dolichyl-diphosphooligosaccharide-protein glycosyltransferase subunit 1 Human genes 0.000 claims description 9
- 102100024821 Dynamin-binding protein Human genes 0.000 claims description 9
- 101000590272 Homo sapiens 26S proteasome non-ATPase regulatory subunit 2 Proteins 0.000 claims description 9
- 101000673456 Homo sapiens 60S acidic ribosomal protein P0 Proteins 0.000 claims description 9
- 101000803232 Homo sapiens Biogenesis of lysosome-related organelles complex 1 subunit 1 Proteins 0.000 claims description 9
- 101000848781 Homo sapiens Dolichyl-diphosphooligosaccharide-protein glycosyltransferase subunit 1 Proteins 0.000 claims description 9
- 101001091590 Homo sapiens Kininogen-1 Proteins 0.000 claims description 9
- 101000734572 Homo sapiens Phosphoenolpyruvate carboxykinase, cytosolic [GTP] Proteins 0.000 claims description 9
- 101001038300 Homo sapiens Protein ERGIC-53 Proteins 0.000 claims description 9
- 101000683584 Homo sapiens Ribosome-binding protein 1 Proteins 0.000 claims description 9
- 101000818517 Homo sapiens Zinc-alpha-2-glycoprotein Proteins 0.000 claims description 9
- 102100035792 Kininogen-1 Human genes 0.000 claims description 9
- 102100034796 Phosphoenolpyruvate carboxykinase, cytosolic [GTP] Human genes 0.000 claims description 9
- 102100040252 Protein ERGIC-53 Human genes 0.000 claims description 9
- 102100023542 Ribosome-binding protein 1 Human genes 0.000 claims description 9
- 102100021144 Zinc-alpha-2-glycoprotein Human genes 0.000 claims description 9
- 101150103035 tubA gene Proteins 0.000 claims description 9
- 102100023809 Adipocyte plasma membrane-associated protein Human genes 0.000 claims description 8
- 102100031752 Fibrinogen alpha chain Human genes 0.000 claims description 8
- 102100020972 Glutamine amidotransferase-like class 1 domain-containing protein 3, mitochondrial Human genes 0.000 claims description 8
- 101000684373 Homo sapiens Adipocyte plasma membrane-associated protein Proteins 0.000 claims description 8
- 101000846244 Homo sapiens Fibrinogen alpha chain Proteins 0.000 claims description 8
- 101001002170 Homo sapiens Glutamine amidotransferase-like class 1 domain-containing protein 3, mitochondrial Proteins 0.000 claims description 8
- 101001081567 Homo sapiens Insulin-like growth factor-binding protein 1 Proteins 0.000 claims description 8
- 101000981742 Homo sapiens Protein lifeguard 1 Proteins 0.000 claims description 8
- 101000648075 Homo sapiens Trafficking protein particle complex subunit 1 Proteins 0.000 claims description 8
- 102100027636 Insulin-like growth factor-binding protein 1 Human genes 0.000 claims description 8
- 102100024139 Protein lifeguard 1 Human genes 0.000 claims description 8
- 102100025256 Trafficking protein particle complex subunit 1 Human genes 0.000 claims description 8
- 102100037528 ER membrane protein complex subunit 3 Human genes 0.000 claims description 7
- 101000598552 Homo sapiens Acetyl-CoA acetyltransferase, mitochondrial Proteins 0.000 claims description 7
- 101000880977 Homo sapiens ER membrane protein complex subunit 3 Proteins 0.000 claims description 7
- 101000617830 Homo sapiens Sterol O-acyltransferase 1 Proteins 0.000 claims description 7
- 102100021993 Sterol O-acyltransferase 1 Human genes 0.000 claims description 7
- 239000003153 chemical reaction reagent Substances 0.000 claims description 7
- 210000002381 plasma Anatomy 0.000 claims description 7
- 210000003296 saliva Anatomy 0.000 claims description 7
- 210000002966 serum Anatomy 0.000 claims description 7
- 101000669513 Homo sapiens Metalloproteinase inhibitor 1 Proteins 0.000 claims description 6
- 102100039364 Metalloproteinase inhibitor 1 Human genes 0.000 claims description 6
- 210000004102 animal cell Anatomy 0.000 claims description 6
- 210000002751 lymph Anatomy 0.000 claims description 6
- 210000003097 mucus Anatomy 0.000 claims description 6
- 210000001138 tear Anatomy 0.000 claims description 6
- 210000002700 urine Anatomy 0.000 claims description 6
- 206010036790 Productive cough Diseases 0.000 claims description 5
- 210000004209 hair Anatomy 0.000 claims description 5
- 210000003802 sputum Anatomy 0.000 claims description 5
- 208000024794 sputum Diseases 0.000 claims description 5
- 238000011529 RT qPCR Methods 0.000 claims description 3
- 101150036146 Fkbpl gene Proteins 0.000 claims 2
- 150000007523 nucleic acids Chemical class 0.000 abstract description 62
- 102000039446 nucleic acids Human genes 0.000 abstract description 58
- 108020004707 nucleic acids Proteins 0.000 abstract description 58
- 239000000203 mixture Substances 0.000 abstract description 7
- 239000000523 sample Substances 0.000 description 87
- 230000003321 amplification Effects 0.000 description 48
- 238000003199 nucleic acid amplification method Methods 0.000 description 48
- 239000013615 primer Substances 0.000 description 43
- 238000003752 polymerase chain reaction Methods 0.000 description 36
- 238000003556 assay Methods 0.000 description 32
- 238000012163 sequencing technique Methods 0.000 description 31
- 230000014509 gene expression Effects 0.000 description 29
- 108020004414 DNA Proteins 0.000 description 23
- 238000005516 engineering process Methods 0.000 description 19
- 201000010099 disease Diseases 0.000 description 16
- 208000037265 diseases, disorders, signs and symptoms Diseases 0.000 description 16
- 108091028043 Nucleic acid sequence Proteins 0.000 description 15
- 239000002299 complementary DNA Substances 0.000 description 15
- 238000004393 prognosis Methods 0.000 description 15
- 108091034117 Oligonucleotide Proteins 0.000 description 14
- 238000004458 analytical method Methods 0.000 description 14
- 238000003762 quantitative reverse transcription PCR Methods 0.000 description 13
- 239000000047 product Substances 0.000 description 12
- 238000006243 chemical reaction Methods 0.000 description 11
- 102000004169 proteins and genes Human genes 0.000 description 11
- 238000011534 incubation Methods 0.000 description 9
- 108020004418 ribosomal RNA Proteins 0.000 description 9
- 238000002123 RNA extraction Methods 0.000 description 8
- DBMJMQXJHONAFJ-UHFFFAOYSA-M Sodium laurylsulphate Chemical compound [Na+].CCCCCCCCCCCCOS([O-])(=O)=O DBMJMQXJHONAFJ-UHFFFAOYSA-M 0.000 description 8
- 238000004166 bioassay Methods 0.000 description 8
- 238000000746 purification Methods 0.000 description 8
- 238000011282 treatment Methods 0.000 description 8
- 238000001514 detection method Methods 0.000 description 7
- 239000000975 dye Substances 0.000 description 7
- 210000004185 liver Anatomy 0.000 description 7
- 238000002493 microarray Methods 0.000 description 7
- 102000040430 polynucleotide Human genes 0.000 description 7
- 108091033319 polynucleotide Proteins 0.000 description 7
- 239000002157 polynucleotide Substances 0.000 description 7
- 238000013518 transcription Methods 0.000 description 7
- 230000035897 transcription Effects 0.000 description 7
- 108700011259 MicroRNAs Proteins 0.000 description 6
- 206010028980 Neoplasm Diseases 0.000 description 6
- 238000010240 RT-PCR analysis Methods 0.000 description 6
- 238000003491 array Methods 0.000 description 6
- 239000000090 biomarker Substances 0.000 description 6
- 230000007423 decrease Effects 0.000 description 6
- 230000000670 limiting effect Effects 0.000 description 6
- 239000003550 marker Substances 0.000 description 6
- 239000002679 microRNA Substances 0.000 description 6
- 241000196324 Embryophyta Species 0.000 description 5
- 102000004190 Enzymes Human genes 0.000 description 5
- 108090000790 Enzymes Proteins 0.000 description 5
- 108700024394 Exon Proteins 0.000 description 5
- 241001465754 Metazoa Species 0.000 description 5
- 108091034057 RNA (poly(A)) Proteins 0.000 description 5
- 210000001124 body fluid Anatomy 0.000 description 5
- 230000003247 decreasing effect Effects 0.000 description 5
- 230000002349 favourable effect Effects 0.000 description 5
- 238000009396 hybridization Methods 0.000 description 5
- 238000005259 measurement Methods 0.000 description 5
- 238000002360 preparation method Methods 0.000 description 5
- 239000002987 primer (paints) Substances 0.000 description 5
- 230000008569 process Effects 0.000 description 5
- 102100034343 Integrase Human genes 0.000 description 4
- 102000028391 RNA cap binding Human genes 0.000 description 4
- 108091000106 RNA cap binding Proteins 0.000 description 4
- 108020004566 Transfer RNA Proteins 0.000 description 4
- 239000010839 body fluid Substances 0.000 description 4
- 239000013068 control sample Substances 0.000 description 4
- 230000000593 degrading effect Effects 0.000 description 4
- 230000000694 effects Effects 0.000 description 4
- 230000002255 enzymatic effect Effects 0.000 description 4
- 238000000605 extraction Methods 0.000 description 4
- 239000012530 fluid Substances 0.000 description 4
- 230000006870 function Effects 0.000 description 4
- 238000010369 molecular cloning Methods 0.000 description 4
- 238000011002 quantification Methods 0.000 description 4
- 230000009467 reduction Effects 0.000 description 4
- 238000010839 reverse transcription Methods 0.000 description 4
- 238000000926 separation method Methods 0.000 description 4
- 239000007787 solid Substances 0.000 description 4
- 239000000758 substrate Substances 0.000 description 4
- 108091093088 Amplicon Proteins 0.000 description 3
- 102000053602 DNA Human genes 0.000 description 3
- 238000001712 DNA sequencing Methods 0.000 description 3
- 108010092799 RNA-directed DNA polymerase Proteins 0.000 description 3
- 102000006382 Ribonucleases Human genes 0.000 description 3
- 108010083644 Ribonucleases Proteins 0.000 description 3
- 238000013459 approach Methods 0.000 description 3
- 230000033228 biological regulation Effects 0.000 description 3
- 201000011510 cancer Diseases 0.000 description 3
- 238000011156 evaluation Methods 0.000 description 3
- 210000001808 exosome Anatomy 0.000 description 3
- 239000007850 fluorescent dye Substances 0.000 description 3
- 238000003500 gene array Methods 0.000 description 3
- 238000000338 in vitro Methods 0.000 description 3
- 238000002955 isolation Methods 0.000 description 3
- 238000004519 manufacturing process Methods 0.000 description 3
- 238000012175 pyrosequencing Methods 0.000 description 3
- 230000010076 replication Effects 0.000 description 3
- 238000003860 storage Methods 0.000 description 3
- 108020005176 AU Rich Elements Proteins 0.000 description 2
- 101001082110 Acanthamoeba polyphaga mimivirus Eukaryotic translation initiation factor 4E homolog Proteins 0.000 description 2
- 244000105975 Antidesma platyphyllum Species 0.000 description 2
- 108010077544 Chromatin Proteins 0.000 description 2
- 206010009944 Colon cancer Diseases 0.000 description 2
- 108020004394 Complementary RNA Proteins 0.000 description 2
- 102100027369 Histone H1.4 Human genes 0.000 description 2
- 101001009443 Homo sapiens Histone H1.4 Proteins 0.000 description 2
- 108091092195 Intron Proteins 0.000 description 2
- 241000713869 Moloney murine leukemia virus Species 0.000 description 2
- 108020005187 Oligonucleotide Probes Proteins 0.000 description 2
- 102000009572 RNA Polymerase II Human genes 0.000 description 2
- 108010009460 RNA Polymerase II Proteins 0.000 description 2
- 102000014450 RNA Polymerase III Human genes 0.000 description 2
- 108010078067 RNA Polymerase III Proteins 0.000 description 2
- 239000013616 RNA primer Substances 0.000 description 2
- DZBUGLKDJFMEHC-UHFFFAOYSA-N acridine Chemical compound C1=CC=CC2=CC3=CC=CC=C3N=C21 DZBUGLKDJFMEHC-UHFFFAOYSA-N 0.000 description 2
- 230000004913 activation Effects 0.000 description 2
- 230000000692 anti-sense effect Effects 0.000 description 2
- 108010058966 bacteriophage T7 induced DNA polymerase Proteins 0.000 description 2
- 239000011324 bead Substances 0.000 description 2
- 230000015572 biosynthetic process Effects 0.000 description 2
- 210000000988 bone and bone Anatomy 0.000 description 2
- 238000010804 cDNA synthesis Methods 0.000 description 2
- 238000004364 calculation method Methods 0.000 description 2
- 238000004113 cell culture Methods 0.000 description 2
- 230000006037 cell lysis Effects 0.000 description 2
- 210000002421 cell wall Anatomy 0.000 description 2
- 230000008859 change Effects 0.000 description 2
- 238000012512 characterization method Methods 0.000 description 2
- 210000003483 chromatin Anatomy 0.000 description 2
- 230000000052 comparative effect Effects 0.000 description 2
- 230000000295 complement effect Effects 0.000 description 2
- 239000003184 complementary RNA Substances 0.000 description 2
- 150000001875 compounds Chemical class 0.000 description 2
- 238000004925 denaturation Methods 0.000 description 2
- 230000036425 denaturation Effects 0.000 description 2
- 239000003599 detergent Substances 0.000 description 2
- 238000003745 diagnosis Methods 0.000 description 2
- 230000003828 downregulation Effects 0.000 description 2
- 239000003623 enhancer Substances 0.000 description 2
- 210000002919 epithelial cell Anatomy 0.000 description 2
- 210000000981 epithelium Anatomy 0.000 description 2
- 230000001747 exhibiting effect Effects 0.000 description 2
- 238000010195 expression analysis Methods 0.000 description 2
- 239000012634 fragment Substances 0.000 description 2
- 230000002068 genetic effect Effects 0.000 description 2
- 235000009424 haa Nutrition 0.000 description 2
- 201000005787 hematologic cancer Diseases 0.000 description 2
- KWGKDLIKAYFUFQ-UHFFFAOYSA-M lithium chloride Chemical compound [Li+].[Cl-] KWGKDLIKAYFUFQ-UHFFFAOYSA-M 0.000 description 2
- 238000007403 mPCR Methods 0.000 description 2
- 239000000463 material Substances 0.000 description 2
- 230000001404 mediated effect Effects 0.000 description 2
- 238000007855 methylation-specific PCR Methods 0.000 description 2
- 238000010208 microarray analysis Methods 0.000 description 2
- 238000007838 multiplex ligation-dependent probe amplification Methods 0.000 description 2
- 238000013188 needle biopsy Methods 0.000 description 2
- 238000007857 nested PCR Methods 0.000 description 2
- 238000003499 nucleic acid array Methods 0.000 description 2
- 239000002751 oligonucleotide probe Substances 0.000 description 2
- 210000003463 organelle Anatomy 0.000 description 2
- 230000036961 partial effect Effects 0.000 description 2
- 238000007858 polymerase cycling assembly Methods 0.000 description 2
- 230000000750 progressive effect Effects 0.000 description 2
- 239000011541 reaction mixture Substances 0.000 description 2
- 102000027426 receptor tyrosine kinases Human genes 0.000 description 2
- 108091008598 receptor tyrosine kinases Proteins 0.000 description 2
- 239000013074 reference sample Substances 0.000 description 2
- 230000001105 regulatory effect Effects 0.000 description 2
- 238000011160 research Methods 0.000 description 2
- 230000002441 reversible effect Effects 0.000 description 2
- 238000005096 rolling process Methods 0.000 description 2
- 150000003839 salts Chemical class 0.000 description 2
- 239000000126 substance Substances 0.000 description 2
- 238000003786 synthesis reaction Methods 0.000 description 2
- 238000002560 therapeutic procedure Methods 0.000 description 2
- 238000007861 thermal asymmetric interlaced PCR Methods 0.000 description 2
- 230000014616 translation Effects 0.000 description 2
- 238000013519 translation Methods 0.000 description 2
- 230000003827 upregulation Effects 0.000 description 2
- 230000003612 virological effect Effects 0.000 description 2
- 108020004463 18S ribosomal RNA Proteins 0.000 description 1
- VGIRNWJSIRVFRT-UHFFFAOYSA-N 2',7'-difluorofluorescein Chemical compound OC(=O)C1=CC=CC=C1C1=C2C=C(F)C(=O)C=C2OC2=CC(O)=C(F)C=C21 VGIRNWJSIRVFRT-UHFFFAOYSA-N 0.000 description 1
- PYNVSZMFFVWFQA-NOMGDLSISA-N 2-amino-9-[(2r,3r,4s,5r)-3,4-dihydroxy-5-(1-hydroxyethyl)oxolan-2-yl]-3h-purin-6-one Chemical compound O[C@@H]1[C@H](O)[C@@H](C(O)C)O[C@H]1N1C(NC(N)=NC2=O)=C2N=C1 PYNVSZMFFVWFQA-NOMGDLSISA-N 0.000 description 1
- 102100040131 60S ribosomal protein L37 Human genes 0.000 description 1
- 208000030507 AIDS Diseases 0.000 description 1
- 102100022900 Actin, cytoplasmic 1 Human genes 0.000 description 1
- 108010085238 Actins Proteins 0.000 description 1
- 208000031261 Acute myeloid leukaemia Diseases 0.000 description 1
- 206010005003 Bladder cancer Diseases 0.000 description 1
- 206010006187 Breast cancer Diseases 0.000 description 1
- 208000026310 Breast neoplasm Diseases 0.000 description 1
- 101100223333 Caenorhabditis elegans dcap-2 gene Proteins 0.000 description 1
- 102000014914 Carrier Proteins Human genes 0.000 description 1
- 241000700199 Cavia porcellus Species 0.000 description 1
- 241000282693 Cercopithecidae Species 0.000 description 1
- 208000001333 Colorectal Neoplasms Diseases 0.000 description 1
- 108020004635 Complementary DNA Proteins 0.000 description 1
- 108090000695 Cytokines Proteins 0.000 description 1
- 102000004127 Cytokines Human genes 0.000 description 1
- 230000004544 DNA amplification Effects 0.000 description 1
- 238000000018 DNA microarray Methods 0.000 description 1
- 108090000626 DNA-directed RNA polymerases Proteins 0.000 description 1
- 102000004163 DNA-directed RNA polymerases Human genes 0.000 description 1
- 101001082109 Danio rerio Eukaryotic translation initiation factor 4E-1B Proteins 0.000 description 1
- 206010014733 Endometrial cancer Diseases 0.000 description 1
- 206010014759 Endometrial neoplasm Diseases 0.000 description 1
- 108060002716 Exonuclease Proteins 0.000 description 1
- 241000282326 Felis catus Species 0.000 description 1
- 208000005176 Hepatitis C Diseases 0.000 description 1
- 206010019799 Hepatitis viral Diseases 0.000 description 1
- 108091027305 Heteroduplex Proteins 0.000 description 1
- 101000671735 Homo sapiens 60S ribosomal protein L37 Proteins 0.000 description 1
- 101710203526 Integrase Proteins 0.000 description 1
- 208000008839 Kidney Neoplasms Diseases 0.000 description 1
- 206010058467 Lung neoplasm malignant Diseases 0.000 description 1
- 102000008072 Lymphokines Human genes 0.000 description 1
- 108010074338 Lymphokines Proteins 0.000 description 1
- 241000124008 Mammalia Species 0.000 description 1
- 206010027476 Metastases Diseases 0.000 description 1
- 108060004795 Methyltransferase Proteins 0.000 description 1
- 208000034578 Multiple myelomas Diseases 0.000 description 1
- 208000033776 Myeloid Acute Leukemia Diseases 0.000 description 1
- 239000000020 Nitrocellulose Substances 0.000 description 1
- 241000283973 Oryctolagus cuniculus Species 0.000 description 1
- 206010033128 Ovarian cancer Diseases 0.000 description 1
- 206010061535 Ovarian neoplasm Diseases 0.000 description 1
- 238000012408 PCR amplification Methods 0.000 description 1
- 238000002944 PCR assay Methods 0.000 description 1
- 206010061902 Pancreatic neoplasm Diseases 0.000 description 1
- 241001494479 Pecora Species 0.000 description 1
- ISWSIDIOOBJBQZ-UHFFFAOYSA-N Phenol Chemical compound OC1=CC=CC=C1 ISWSIDIOOBJBQZ-UHFFFAOYSA-N 0.000 description 1
- 206010035226 Plasma cell myeloma Diseases 0.000 description 1
- 108091000054 Prion Proteins 0.000 description 1
- 102000029797 Prion Human genes 0.000 description 1
- 206010060862 Prostate cancer Diseases 0.000 description 1
- 208000000236 Prostatic Neoplasms Diseases 0.000 description 1
- 102000052575 Proto-Oncogene Human genes 0.000 description 1
- 108700020978 Proto-Oncogene Proteins 0.000 description 1
- 239000013614 RNA sample Substances 0.000 description 1
- 206010038389 Renal cancer Diseases 0.000 description 1
- 208000004337 Salivary Gland Neoplasms Diseases 0.000 description 1
- 206010061934 Salivary gland cancer Diseases 0.000 description 1
- 108091081021 Sense strand Proteins 0.000 description 1
- 108020004688 Small Nuclear RNA Proteins 0.000 description 1
- 102000039471 Small Nuclear RNA Human genes 0.000 description 1
- 208000005718 Stomach Neoplasms Diseases 0.000 description 1
- 108010006785 Taq Polymerase Proteins 0.000 description 1
- 244000269722 Thea sinensis Species 0.000 description 1
- 241000589499 Thermus thermophilus Species 0.000 description 1
- GYDJEQRTZSCIOI-UHFFFAOYSA-N Tranexamic acid Chemical compound NCC1CCC(C(O)=O)CC1 GYDJEQRTZSCIOI-UHFFFAOYSA-N 0.000 description 1
- 108091023040 Transcription factor Proteins 0.000 description 1
- 102000040945 Transcription factor Human genes 0.000 description 1
- 208000007097 Urinary Bladder Neoplasms Diseases 0.000 description 1
- 241000700605 Viruses Species 0.000 description 1
- JLCPHMBAVCMARE-UHFFFAOYSA-N [3-[[3-[[3-[[3-[[3-[[3-[[3-[[3-[[3-[[3-[[3-[[5-(2-amino-6-oxo-1H-purin-9-yl)-3-[[3-[[3-[[3-[[3-[[3-[[5-(2-amino-6-oxo-1H-purin-9-yl)-3-[[5-(2-amino-6-oxo-1H-purin-9-yl)-3-hydroxyoxolan-2-yl]methoxy-hydroxyphosphoryl]oxyoxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(5-methyl-2,4-dioxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(6-aminopurin-9-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(6-aminopurin-9-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(6-aminopurin-9-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(6-aminopurin-9-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxyoxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(5-methyl-2,4-dioxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(4-amino-2-oxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(5-methyl-2,4-dioxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(5-methyl-2,4-dioxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(6-aminopurin-9-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(6-aminopurin-9-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(4-amino-2-oxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(4-amino-2-oxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(4-amino-2-oxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(6-aminopurin-9-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(4-amino-2-oxopyrimidin-1-yl)oxolan-2-yl]methyl [5-(6-aminopurin-9-yl)-2-(hydroxymethyl)oxolan-3-yl] hydrogen phosphate Polymers Cc1cn(C2CC(OP(O)(=O)OCC3OC(CC3OP(O)(=O)OCC3OC(CC3O)n3cnc4c3nc(N)[nH]c4=O)n3cnc4c3nc(N)[nH]c4=O)C(COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3CO)n3cnc4c(N)ncnc34)n3ccc(N)nc3=O)n3cnc4c(N)ncnc34)n3ccc(N)nc3=O)n3ccc(N)nc3=O)n3ccc(N)nc3=O)n3cnc4c(N)ncnc34)n3cnc4c(N)ncnc34)n3cc(C)c(=O)[nH]c3=O)n3cc(C)c(=O)[nH]c3=O)n3ccc(N)nc3=O)n3cc(C)c(=O)[nH]c3=O)n3cnc4c3nc(N)[nH]c4=O)n3cnc4c(N)ncnc34)n3cnc4c(N)ncnc34)n3cnc4c(N)ncnc34)n3cnc4c(N)ncnc34)O2)c(=O)[nH]c1=O JLCPHMBAVCMARE-UHFFFAOYSA-N 0.000 description 1
- 239000012190 activator Substances 0.000 description 1
- 210000001789 adipocyte Anatomy 0.000 description 1
- 201000005188 adrenal gland cancer Diseases 0.000 description 1
- 208000024447 adrenal gland neoplasm Diseases 0.000 description 1
- 210000005058 airway cell Anatomy 0.000 description 1
- 238000007844 allele-specific PCR Methods 0.000 description 1
- 210000004381 amniotic fluid Anatomy 0.000 description 1
- 238000010171 animal model Methods 0.000 description 1
- 238000000137 annealing Methods 0.000 description 1
- 210000002403 aortic endothelial cell Anatomy 0.000 description 1
- 239000012062 aqueous buffer Substances 0.000 description 1
- 239000007864 aqueous solution Substances 0.000 description 1
- 210000003567 ascitic fluid Anatomy 0.000 description 1
- 238000007845 assembly PCR Methods 0.000 description 1
- 238000007846 asymmetric PCR Methods 0.000 description 1
- 230000001580 bacterial effect Effects 0.000 description 1
- 108091008324 binding proteins Proteins 0.000 description 1
- 238000001574 biopsy Methods 0.000 description 1
- 210000000601 blood cell Anatomy 0.000 description 1
- 210000001185 bone marrow Anatomy 0.000 description 1
- 210000005013 brain tissue Anatomy 0.000 description 1
- 210000004413 cardiac myocyte Anatomy 0.000 description 1
- 108091092328 cellular RNA Proteins 0.000 description 1
- 230000001413 cellular effect Effects 0.000 description 1
- 230000003196 chaotropic effect Effects 0.000 description 1
- 210000001612 chondrocyte Anatomy 0.000 description 1
- 238000004587 chromatography analysis Methods 0.000 description 1
- 230000002759 chromosomal effect Effects 0.000 description 1
- 210000000349 chromosome Anatomy 0.000 description 1
- 230000001684 chronic effect Effects 0.000 description 1
- 238000010367 cloning Methods 0.000 description 1
- 208000029742 colonic neoplasm Diseases 0.000 description 1
- 230000001010 compromised effect Effects 0.000 description 1
- 230000001276 controlling effect Effects 0.000 description 1
- 238000007796 conventional method Methods 0.000 description 1
- 230000001351 cycling effect Effects 0.000 description 1
- 230000001086 cytosolic effect Effects 0.000 description 1
- 238000012350 deep sequencing Methods 0.000 description 1
- 230000007812 deficiency Effects 0.000 description 1
- 239000007857 degradation product Substances 0.000 description 1
- 239000001064 degrader Substances 0.000 description 1
- 239000003398 denaturant Substances 0.000 description 1
- 238000000432 density-gradient centrifugation Methods 0.000 description 1
- 230000001419 dependent effect Effects 0.000 description 1
- 239000000104 diagnostic biomarker Substances 0.000 description 1
- 230000004069 differentiation Effects 0.000 description 1
- 230000029087 digestion Effects 0.000 description 1
- 239000006185 dispersion Substances 0.000 description 1
- 238000006073 displacement reaction Methods 0.000 description 1
- 230000009977 dual effect Effects 0.000 description 1
- 238000001962 electrophoresis Methods 0.000 description 1
- 238000004836 empirical method Methods 0.000 description 1
- 239000000839 emulsion Substances 0.000 description 1
- YQGOJNYOYNNSMM-UHFFFAOYSA-N eosin Chemical compound [Na+].OC(=O)C1=CC=CC=C1C1=C2C=C(Br)C(=O)C(Br)=C2OC2=C(Br)C(O)=C(Br)C=C21 YQGOJNYOYNNSMM-UHFFFAOYSA-N 0.000 description 1
- IINNWAYUJNWZRM-UHFFFAOYSA-L erythrosin B Chemical compound [Na+].[Na+].[O-]C(=O)C1=CC=CC=C1C1=C2C=C(I)C(=O)C(I)=C2OC2=C(I)C([O-])=C(I)C=C21 IINNWAYUJNWZRM-UHFFFAOYSA-L 0.000 description 1
- 210000003527 eukaryotic cell Anatomy 0.000 description 1
- 102000013165 exonuclease Human genes 0.000 description 1
- 238000002474 experimental method Methods 0.000 description 1
- 210000002950 fibroblast Anatomy 0.000 description 1
- 238000000684 flow cytometry Methods 0.000 description 1
- GNBHRKFJIUUOQI-UHFFFAOYSA-N fluorescein Chemical compound O1C(=O)C2=CC=CC=C2C21C1=CC=C(O)C=C1OC1=CC(O)=CC=C21 GNBHRKFJIUUOQI-UHFFFAOYSA-N 0.000 description 1
- 238000005194 fractionation Methods 0.000 description 1
- 230000002538 fungal effect Effects 0.000 description 1
- 206010017758 gastric cancer Diseases 0.000 description 1
- 238000003197 gene knockdown Methods 0.000 description 1
- 230000007274 generation of a signal involved in cell-cell signaling Effects 0.000 description 1
- 239000011521 glass Substances 0.000 description 1
- 208000005017 glioblastoma Diseases 0.000 description 1
- 239000003102 growth factor Substances 0.000 description 1
- ZJYYHGLJYGJLLN-UHFFFAOYSA-N guanidinium thiocyanate Chemical compound SC#N.NC(N)=N ZJYYHGLJYGJLLN-UHFFFAOYSA-N 0.000 description 1
- 210000002768 hair cell Anatomy 0.000 description 1
- 201000010536 head and neck cancer Diseases 0.000 description 1
- 208000014829 head and neck neoplasm Diseases 0.000 description 1
- 230000036541 health Effects 0.000 description 1
- 238000000265 homogenisation Methods 0.000 description 1
- 238000007849 hot-start PCR Methods 0.000 description 1
- 210000001822 immobilized cell Anatomy 0.000 description 1
- 238000007852 inverse PCR Methods 0.000 description 1
- 210000002510 keratinocyte Anatomy 0.000 description 1
- 201000010982 kidney cancer Diseases 0.000 description 1
- 239000006101 laboratory sample Substances 0.000 description 1
- 238000007834 ligase chain reaction Methods 0.000 description 1
- 238000007854 ligation-mediated PCR Methods 0.000 description 1
- 239000007788 liquid Substances 0.000 description 1
- 201000007270 liver cancer Diseases 0.000 description 1
- 208000014018 liver neoplasm Diseases 0.000 description 1
- 201000005202 lung cancer Diseases 0.000 description 1
- 208000020816 lung neoplasm Diseases 0.000 description 1
- 230000001926 lymphatic effect Effects 0.000 description 1
- 230000002934 lysing effect Effects 0.000 description 1
- 238000010841 mRNA extraction Methods 0.000 description 1
- 208000015486 malignant pancreatic neoplasm Diseases 0.000 description 1
- 210000004962 mammalian cell Anatomy 0.000 description 1
- 210000004216 mammary stem cell Anatomy 0.000 description 1
- 238000013507 mapping Methods 0.000 description 1
- 238000013178 mathematical model Methods 0.000 description 1
- 230000007246 mechanism Effects 0.000 description 1
- 210000002752 melanocyte Anatomy 0.000 description 1
- 238000002844 melting Methods 0.000 description 1
- 230000008018 melting Effects 0.000 description 1
- 239000012528 membrane Substances 0.000 description 1
- 230000004060 metabolic process Effects 0.000 description 1
- 230000009401 metastasis Effects 0.000 description 1
- 208000037819 metastatic cancer Diseases 0.000 description 1
- 208000011575 metastatic malignant neoplasm Diseases 0.000 description 1
- MYWUZJCMWCOHBA-VIFPVBQESA-N methamphetamine Chemical compound CN[C@@H](C)CC1=CC=CC=C1 MYWUZJCMWCOHBA-VIFPVBQESA-N 0.000 description 1
- 108091070501 miRNA Proteins 0.000 description 1
- 230000003278 mimic effect Effects 0.000 description 1
- 238000012986 modification Methods 0.000 description 1
- 230000004048 modification Effects 0.000 description 1
- 210000000663 muscle cell Anatomy 0.000 description 1
- 238000007481 next generation sequencing Methods 0.000 description 1
- 229920001220 nitrocellulos Polymers 0.000 description 1
- 208000002154 non-small cell lung carcinoma Diseases 0.000 description 1
- 238000007899 nucleic acid hybridization Methods 0.000 description 1
- 210000000056 organ Anatomy 0.000 description 1
- 239000003960 organic solvent Substances 0.000 description 1
- 230000008723 osmotic stress Effects 0.000 description 1
- 210000000963 osteoblast Anatomy 0.000 description 1
- 201000002528 pancreatic cancer Diseases 0.000 description 1
- 208000008443 pancreatic carcinoma Diseases 0.000 description 1
- 239000012188 paraffin wax Substances 0.000 description 1
- 238000010827 pathological analysis Methods 0.000 description 1
- 230000037361 pathway Effects 0.000 description 1
- 239000013610 patient sample Substances 0.000 description 1
- 201000002628 peritoneum cancer Diseases 0.000 description 1
- 230000003169 placental effect Effects 0.000 description 1
- 210000004910 pleural fluid Anatomy 0.000 description 1
- 239000002243 precursor Substances 0.000 description 1
- 230000007425 progressive decline Effects 0.000 description 1
- 238000000275 quality assurance Methods 0.000 description 1
- 230000002829 reductive effect Effects 0.000 description 1
- 239000013643 reference control Substances 0.000 description 1
- 238000003757 reverse transcription PCR Methods 0.000 description 1
- PYWVYCXTNDRMGF-UHFFFAOYSA-N rhodamine B Chemical compound [Cl-].C=12C=CC(=[N+](CC)CC)C=C2OC2=CC(N(CC)CC)=CC=C2C=1C1=CC=CC=C1C(O)=O PYWVYCXTNDRMGF-UHFFFAOYSA-N 0.000 description 1
- 210000000582 semen Anatomy 0.000 description 1
- 238000004904 shortening Methods 0.000 description 1
- 239000000243 solution Substances 0.000 description 1
- 238000000527 sonication Methods 0.000 description 1
- 241000894007 species Species 0.000 description 1
- 238000010561 standard procedure Methods 0.000 description 1
- 239000007858 starting material Substances 0.000 description 1
- 230000003068 static effect Effects 0.000 description 1
- 210000000130 stem cell Anatomy 0.000 description 1
- 201000011549 stomach cancer Diseases 0.000 description 1
- 235000000346 sugar Nutrition 0.000 description 1
- 150000008163 sugars Chemical class 0.000 description 1
- 238000001356 surgical procedure Methods 0.000 description 1
- 208000024891 symptom Diseases 0.000 description 1
- MPLHNVLQVRSVEE-UHFFFAOYSA-N texas red Chemical compound [O-]S(=O)(=O)C1=CC(S(Cl)(=O)=O)=CC=C1C(C1=CC=2CCCN3CCCC(C=23)=C1O1)=C2C1=C(CCC1)C3=[N+]1CCCC3=C2 MPLHNVLQVRSVEE-UHFFFAOYSA-N 0.000 description 1
- 230000001225 therapeutic effect Effects 0.000 description 1
- 238000005382 thermal cycling Methods 0.000 description 1
- 238000007862 touchdown PCR Methods 0.000 description 1
- 238000012546 transfer Methods 0.000 description 1
- 238000011269 treatment regimen Methods 0.000 description 1
- 235000011178 triphosphate Nutrition 0.000 description 1
- 239000001226 triphosphate Substances 0.000 description 1
- 125000002264 triphosphate group Chemical class [H]OP(=O)(O[H])OP(=O)(O[H])OP(=O)(O[H])O* 0.000 description 1
- 230000010415 tropism Effects 0.000 description 1
- 208000029729 tumor suppressor gene on chromosome 11 Diseases 0.000 description 1
- 201000005112 urinary bladder cancer Diseases 0.000 description 1
- 210000005167 vascular cell Anatomy 0.000 description 1
- 239000013598 vector Substances 0.000 description 1
- 201000001862 viral hepatitis Diseases 0.000 description 1
Classifications
-
- C—CHEMISTRY; METALLURGY
- C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
- C12Q—MEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
- C12Q1/00—Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions
- C12Q1/68—Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions involving nucleic acids
- C12Q1/6809—Methods for determination or identification of nucleic acids involving differential detection
Definitions
- compositions, methods and kits relate broadly to the identification of nucleic acids for determining the overall quality of a biological test sample.
- the compositions, methods and kits relate to assessing the quantity and processive degradation of nucleic acid molecules as a measure of test sample integrity.
- RNA sample arrays facilitate the determination of nucleic acid expression levels, which can serve as diagnostic or prognostic indicators of disease.
- Such tests are clinically employed to aid in the selection of appropriate treatment regimens for patients with various disease indications, such as, e.g., cancer.
- accurate measures of gene expression can be critical to ensure that the proper therapy is chosen or diagnosis is established.
- Biological test samples are routinely collected, stored and/or processed under suboptimal conditions for maintaining intact oligonucleotides, e.g., samples may be subjected to room temperature for extended periods of time subsequent to collection.
- RNases are ubiquitous in biological samples and therefore samples containing RNA are susceptible to degradation. It follows that, if the quality of isolated RNA is compromised, i.e., from a degraded sample, then inaccurate expression profiles may result. Consequently, medical practitioners may prescribe improper treatment protocols or diagnoses based on inaccurate data.
- compositions, methods and kits for detecting and quantifying nucleic acid markers which serve as a measure of biological sample integrity.
- the methods described herein measure the quantity and intactness, i.e., level of degradation, of representative RNAs as a conduit for determining the overall quality of a biological test sample.
- representative RNAs are abundantly expressed and processively degrade with 3 '-5' polarity.
- methods for determining the integrity of a biological sample include identifying one or more sentinel RNAs in the biological sample, determining the amount of degradation in the one or more sentinel RNAs, comparing the amount of degradation to a reference standard, and correlating the degradation to the integrity of the biological sample.
- the biological sample includes one or more of blood, plasma, serum, lymph, mucus, sputum, tears, urine, stool, saliva, tissue, hair, animal cells, and plant cells.
- the one or more sentinel RNAs are mRNA.
- the one or more sentinel RNAs include one or more of EIF4G2, STOM, C4BPA, GNB1, TMEM66, NAGS, CALM2, ACTG1, AGT, EIF1, SCARB1, C20orf3, CNDP2, CD81, ATP5B, AGXT, EIF4A1, HSP90AB1, AHSG, SARS, CDKN1A, SEPHS2, PSAP, RPL5, TGFBI, CPB2, CCND1, AP2M1, ERGIC3, IBTK, YIF1A, ENOl, UGT2B4, GABARAPL1, KDELR2, RHBDD2, CD63, F9, TRAM1, DHRS3, ZCCHC24, SNRPB, LPCAT3, B2M, ITIH3, RPLP0, CRAT, SERPINA5, ATP5C1, RPL13A,
- the amount of degradation includes one or more selected from the group consisting of: 3 '-5' processive degradation, 5 '-3 ' processive degradation, a ratio of 3 '-5' processive degradation to 5 '-3' processive degradation, and a ratio of 5 '-3 ' processive degradation to 3 '-5' processive degradation.
- the 3 '-5 ' processive degradation is determined from 200 nucleotides from the 3 '-end of the one or more sentinel RNAs.
- the 5 '-3' processive degradation is determined from 200 nucleotides from the 5 '-end of the one or more sentinel RNAs.
- measuring is by RNA sequencing.
- the measuring is by quantitative PCR.
- the quantitative PCR is performed using primers specific for the one or more sentinel RNAs including one or more of EIF4G2, STOM, C4BPA, GNB1, TMEM66, NAGS, CALM2, ACTG1, AGT, EIF1, SCARB1, C20orf3, CNDP2, CD81, ATP5B, AGXT, EIF4A1, HSP90AB1, AHSG, SARS, CDKNIA, SEPHS2, PSAP, RPL5, TGFBI, CPB2, CCND1, AP2M1, ERGIC3, IBTK, YIF1A, ENOl, UGT2B4, GABARAPL1, KDELR2, RHBDD2, CD63, F9, TRAM1, DHRS3, ZCCHC24, SNRPB, LPCAT3, B2M, ITIH3, RPLP0, C
- a reference standard is included.
- the reference standard comprises a known amount of sentinel RNA degradation from a control biological sample.
- the amount of degradation is measured at one or more time points.
- the indentifying comprises isolating 5 '-capped RNA in the biological sample and determining the level of degradation at one or more time points.
- a sentinel R A panel is provided.
- the panel includes SERPINA3, B2M, ENOl, GNB2L1, TMBIM6, PFN1, MYL6, SAA2, JUNB and TIMP1.
- a method of identifying one or more sentinel RNAs in a biological sample includes isolating RNA from one or more abundantly expressed genes in the biological sample, measuring processive degradation of the isolated RNA at one or more time points; and classifying the one or more abundantly expressed genes as the one or more sentinel RNAs based on the measuring.
- the isolated RNA is 5 '-capped RNA.
- the isolated RNA is mRNA.
- the processive degradation includes one or more of: 3 '-5' processive degradation, 5 '-3' processive degradation, a ratio of 3 '-5' processive degradation to 5 '-3' processive degradation, and a ratio of 5 '-3' processive degradation to 3 '-5 ' processive degradation.
- the 3 '-5' processive degradation is from 200 nucleotides from the 3'- end of the one or more sentinel RNAs.
- the 5 '-3' processive degradation is from 200 nucleotides from the 5 '-end of the one or more sentinel RNAs.
- a control or standard is included.
- the control comprises RNA.
- the processive degradation is rapid compared to the processive degradation from a control RNA.
- the measuring is by RNA sequencing. Additionally or alternatively, in some embodiments, the measuring is by quantitative PCR.
- the sentinel RNA includes one or more of EIF4G2, STOM, C4BPA, GNB1, TMEM66, NAGS, CALM2, ACTG1,
- AHSG AHSG, SARS, CDKN1A, SEPHS2, PSAP, RPL5, TGFBI, CPB2, CCND1, AP2M1,
- the quantitative PCR is performed using primers specific for one or more sentinel RNAs.
- the sentinel RNAs include one or more of EIF4G2, STOM, C4BPA, GNB1, TMEM66, NAGS, CALM2, ACTG1, AGT, EIF1, SCARB1, C20orf3, CNDP2, CD81, ATP5B, AGXT, EIF4A1, HSP90AB1, AHSG, SARS, CDKN1A, SEPHS2, PSAP, RPL5, TGFBI, CPB2, CCND1, AP2M1, ERGIC3, IBTK, YIFIA, ENOl, UGT2B4, GABARAPLl, KDELR2, RHBDD2, CD63, F9, TRAMl, DHRS3, ZCCHC24, SNRPB, LPCAT3, B2M, ITIH3, RPLP0, CRAT, SERPINA5, ATP5C1, RPLl 3 A, LBP
- the biological sample includes one or more of blood, plasma, serum, lymph, mucus, sputum, tears, urine, stool, saliva, tissue, hair, animal cells, and plant cells.
- kits for testing the integrity of a biological sample are provided.
- the kit includes one or more primers specific for one or more sentinel RNAs, optionally, reagents for qPCR or RNA sequencing; and degradation reference standards.
- the kit the primers are specific for the one or more sentinel RNAs including one or more of EIF4G2, STOM, C4BPA, GNB1, TMEM66, NAGS, CALM2, ACTG1, AGT, EIF1, SCARB1, C20orO, CNDP2, CD81, ATP5B, AGXT, EIF4A1, HSP90AB1, AHSG, SARS, CDKN1A, SEPHS2, PSAP, RPL5, TGFBI, CPB2, CCND1, AP2M1, ERGIC3, IBTK, YIF1A, ENOl, UGT2B4, GABARAPL1, KDELR2, RHBDD2, CD63, F9, TRAM1, DHRS3, ZCCHC24, SNRPB, LPCAT3, B2M, ITIH3, RPLP0, CRAT, SERPINA5, ATP5C1, RPL13A, LBP, GSDMD, ALB, CLNS1A, ARF1, ND
- the kit comprises PCR primers for sentinel RNAs
- FIGURE 1 is a series of graphs showing RNA integrity analyses from frozen donor liver biospecimens that were incubated at room temperature (RT) at increase time intervals (0, 5, 10 or 15 minutes).
- RT room temperature
- RIN RNA integrity Number
- FIGURE 2 is a graph showing the percent of protein coding mRNAs with a >50% reduction in the total number of exonic sequencing reads or RPKM (reads per kilobase of gene per million reads) as samples (same as in FIGURE 1) were allowed to thaw at room temperature for 5, 10, and 15 minutes. A >50% reduction in sequencing reads was observed in 2.7% of mRNA transcripts by 5 minutes, 14% at 10 minutes, and 76% by 15 minutes.
- FIGURE 3 is a graph showing the percent of protein coding mRNAs with >50, >75, and >90%> of their 0 minute sequencing reads after 5, 10, and 15 minutes.
- FIGURE 4A-4D shows Integrated Genome Browser images showing RNA-seq reads of representative rapidly and slowly degrading mRNAs, isolated from flash frozen human liver directly (0 minutes), and after 5, 10, and 15 minutes at room temperature. Each vertical black bar represents the total number of reads for a 36 nucleotide sequence, originated from 5' capped RNA, and aligned with the corresponding genomic region.
- Rapidly degrading transcripts PFNl and JUNB (Panel A and B), showed a rapid decrease in number of reads, particularly at the 3' end, as time increased.
- JUNB showed a 33, 60, and 78% reduction in 3' reads after 5, 10 and 15 minutes, respectively.
- PFN1 showed a 39, 66, and 86% reduction after 5, 10 and 15 minutes).
- HIST1H1E Panel C
- MT-BCOl Panel D
- FIGURE 5 is a graph showing the integrity of protein coding Pol II RNAs as measured by sequencing 200 bp of their 3' and 5' ends.
- the RNA-seq data from the experiment described in Figure 1 and Materials and Methods was further analyzed with informatics programs.
- To calculate a 375' ratio for each RNA transcript the number of sequence reads from the last 200 bases (3' end) was divided by the reads from the first 200 bases (5' end) of each mRNA transcript and graphed according to time.
- Protein coding mRNAs with a minimum 5' end RPKM > 10 at all time points were included in the analysis to avoid confounding the analysis with genes with very low expression levels.
- FIGURE 6 show pie charts of mappable Pol II RNA sequencing reads in intronic, exonic, and intergenic regions over time. The percentage of sequencing reads mapping to exonic, intronic, and intergenic regions at 0, 5, 10, and 15 minutes are shown schematically. With increasing time fewer reads were aligned to exonic regions, but not to intronic or intergenic RNAs. For each pie chart, the largest section is exons; the second largest section is introns and the smallest is intergenic.
- FIGURE 7A-7J are graphs showing RNA-sequence and 375' qRT-PCR data of sentinel mRNAs with time.
- RNA-sequence data for five sentinel mRNAs mined from the database obtained from the biospecimens described in Figure 1 are presented.
- B2M Panel A, B
- SERPINA3 Panel C, D
- GNB2L1 Panel E, F
- TMBIM6 Panel G, H
- ENOl Panel I, J
- the RNA-sequence data is presented as in Figure 4.
- FIGURE 8A-8E are graphs showing RNA-sequence data of other sentinel mRNAs with time.
- FIGURE 9A-9B are graphs showing examples of control mRNAs that exhibit little degradation with time.
- the RNA-sequence reads for MT-C01 (9 A) are shown as in Figure 7 and the 375' qPCR ratio (9B) is shown below.
- the RNA-sequence reads for HIST1H1E ( Figure 4C) another sequence that shows slow or no degradation, is also shown herein.
- FIGURE 10A-C are graphs showing 375 ' end ratios of B2M(A), GNB2L 1 (B) and TMB1M6(C) sentinel mRNAs at different time points (0, 5, 10 and 15 minutes) as determined by qPCR. Samples were total RNA that had ribosomal RNA removed. Values represent mean 375' ratios ⁇ SEM of three replicates at each time.
- sentinel RNAs amplification, and quantification of representative nucleic acids, e.g., sentinel RNAs, which can be used to quickly and accurately measure the usefulness and reliability of a biological sample by linking sentinel RNA integrity, e.g., intactness and/or degradation levels, to biological sample quality.
- the methods can be performed in a multiplex format which permits the determination of expression levels for two or more sentinel RNAs in a single reaction.
- oligonucleotide includes a plurality of oligonucleotide molecules, and a reference to "a nucleic acid” is a reference to one or more nucleic acids.
- a nucleic acid is a reference to one or more nucleic acids.
- 3'-end or “3'-region” refer to the portion of a polynucleotide or oligonucleotide, e.g., RNA or DNA, located towards the 3'-end of the polynucleotide or oligonucleotide, and may or may not include the 3' most nucleotide(s) or moieties attached to the 3' most nucleotide of the same polynucleotide or oligonucleotide.
- 5'-end or “5'-region” refer to the portion of a polynucleotide or oligonucleotide, e.g., RNA or DNA, located towards the 5' end of the polynucleotide or oligonucleotide, and may or may not include the 5' most nucleotide(s) or moieties attached to the 5' most nucleotide of the same polynucleotide or oligonucleotide.
- amplification or “amplifying” refers to the production of additional copies of a nucleic acid sequence. Amplification is typically performed by using, for example, polymerase chain reaction (PCR), reverse transcription RT-PCR, qPCR, qRT- PCR, etc., technologies and/or real time PCR and/or other technologies known in the art.
- PCR polymerase chain reaction
- qPCR reverse transcription RT-PCR
- qRT-PCR qRT-PCR
- qRT-PCR qRT-PCR
- qRT-PCR qRT-PCR
- PCR mixture refers to an aqueous solution comprising the various reagents used to amplify a target nucleic acid, e.g. , RNA, DNA, cDNA, etc., and the like.
- Amplification may be exponential or linear.
- a nucleic acid to be amplified may be, for example, either RNA, DNA, cDNA, and the like or equivalents or complements thereof.
- the sequences amplified in this manner form an "amplicon.” While the exemplary methods described hereinafter relate to amplification using PCR, qPCR, or qRT-PCR, numerous other methods are known in the art for amplification of nucleic acids, e.g., isothermal methods, rolling circle methods, etc.
- comparing two or more samples means that the same type of sample, e.g., a tissue sample, is used in the comparison.
- nucleic acid degradation e.g., DNA or RNA
- comparable samples may be obtained from the same individual at different times.
- comparable samples may be obtained from different individuals, e.g., a patient and a healthy individual.
- comparable samples are normalized by a common factor.
- body fluid samples are typically normalized by volume body fluid and cell-containing samples are normalized by protein content or cell count.
- determining means determining if a characteristic, trait, or feature is present or not. Assessing may be relative or absolute. Assessing the presence of, for example, includes determining the amount of something present, as well as determining whether it is present or absent.
- the phrases “difference in the level of or “difference in the amount of refer to differences in the quantity of a particular biomarker, e.g., one or more nucleic acids, e.g., RNAs, in a sample as compared to a control or reference level.
- the quantity of a particular RNA may be present at an elevated amount or at a decreased amount in samples of patients with a disease compared to a reference level.
- a "difference in the amount of may be a difference between the level of marker present in a sample as compared to a control.
- the difference in the amount of is at least about 1%, at least about 2%, at least about 3%, at least about 5%, at least about 10%, at least about 15%, at least about 20%), at least about 25%, at least about 30%>, at least about 35%, at least about 40%>, at least about 50%), at least about 60%>, at least about 75%, at least about 80%> or more.
- a "difference in the amount of can be a statistically significant difference between the level of the marker present in a sample as compared to a control. For example, a difference can be statistically significant if the measured level of the marker R A falls outside of about 1.0 standard deviations, about 1.5 standard deviations, about 2.0 standard deviations, or about 2.5 stand deviations of the mean of any control or reference group.
- RNA expression refers to the process of converting genetic information encoded in a gene into RNA, e.g., total RNA, mRNA, miRNA, rRNA, tRNA, or snRNA, through transcription of the gene, i.e., via the enzymatic action of an RNA polymerase, and for protein encoding genes, into protein through translation of mRNA.
- Gene expression can be regulated at many stages in the process. Up- regulation or activation refers to regulation that increases the production of gene expression products, i.e., RNA or protein, while down-regulation, repression or knock-down refers to regulation that decrease production.
- Molecules e.g., transcription factors that are involved in up-regulation or down-regulation are often called activators and repressors, respectively.
- nucleic acid refers to a nucleotide, oligonucleotide, polynucleotide, or any fragment thereof and to naturally occurring or synthetic molecules. These phrases also refer to DNA or RNA of genomic or synthetic origin which may be single-stranded or double-stranded and may represent the sense or the antisense strand, or to any DNA-like or RNA-like material, including natural and/or non-natural bases.
- microarray refers to an arrangement of a collection of nucleic acids, e.g., nucleotide sequences in a centralized location.
- Arrays can be on a solid substrate, such as a glass slide, or on a semi-solid substrate, such as nitrocellulose membrane.
- the nucleotide sequences can be DNA, RNA, or any combination or permutations thereof.
- the nucleotide sequences can also be partial sequences or fragments from a gene, primers, whole gene sequences, non-coding sequences, coding sequences, published sequences, known sequences, or novel sequences.
- Tissue microarrays are well known in the art and can be performed as described. See e.g., Camp, R. L., et al, J Clin Oncol, 26, 5630-5637 (2008).
- a "primer” for amplification is an oligonucleotide that specifically anneals to a target or marker nucleotide sequence and forms a substrate for a nucleic acid polymerase.
- primer includes "primer pairs" required to amplify a nucleic acid sequence.
- the 3' nucleotide of the primer can be complementary, identical, and/or hybridize to a target or marker sequence at a corresponding nucleotide position for optimal primer extension by a polymerase.
- a "forward primer” is a primer that anneals to the anti-sense strand of double stranded DNA (dsDNA) or an appropriate cDNA or RNA or other nucleic acid with similar polarity.
- a “reverse primer” anneals to the sense- strand of dsDNA or an appropriate cDNA or RNA or other nucleic acids with similar polarity.
- prognosis refers to a prediction of the probable course and outcome of a clinical condition or disease.
- a prognosis is usually made by evaluating factors or symptoms of a disease that are indicative of a favorable or unfavorable course or outcome of the disease.
- determining the prognosis refers to the process by which the skilled artisan can predict the course or outcome of a condition in a patient.
- prognosis does not refer to the ability to predict the course or outcome of a condition with 100% accuracy.
- prognosis refers to an increased probability that a certain course or outcome will occur; that is, that a course or outcome is more likely to occur in a patient exhibiting a given condition, when compared to those individuals not exhibiting the condition.
- prognosis and positive prognosis or “unfavorable prognosis” and “negative prognosis” as used herein are relative terms for the prediction of the probable course and/or likely outcome of a condition or a disease. A favorable or positive prognosis predicts a better outcome for a condition than an unfavorable or negative prognosis.
- a "favorable prognosis" is an outcome that is relatively better than many other possible prognoses that could be associated with a particular condition, whereas an unfavorable prognosis predicts an outcome that is relatively worse than many other possible prognoses that could be associated with a particular condition.
- Typical examples of a favorable or positive prognosis include a better than average cure rate, a lower propensity for metastasis, a longer than expected life expectancy, differentiation of a benign process from a cancerous process, and the like.
- a positive prognosis is one where a patient has a 50% probability of being cured of a particular disease, e.g., cancer, after treatment, while the average patient with the same cancer has only a 25% probability of being cured.
- a reference level refers to a sample having a level or amount of a substance which may be of interest for comparative purposes.
- a reference level is the average of the amount of, and/or rate of, intact and/or degraded nucleic acid (e.g., sentinel RNA) from one or more biological samples taken from a control population of one or more healthy (disease-free) subjects.
- nucleic acid e.g., sentinel RNA
- the reference level is the amount of, and/or rate of, intact and/or degraded nucleic acid from the same subject at a different time, e.g., prior to the subject developing the disease and/or prior to and/or after and/or during therapy, and/or before and after a sample preparation procedure, and/or before and after sample storage.
- samples are normalized by a common factor.
- body fluid samples are normalized by volume body fluid and cell-containing samples are normalized by protein content or cell count.
- sample biological sample
- test sample test sample
- clinical sample laboratory sample
- biological sample biological sample
- test sample test sample
- clinical sample laboratory sample
- biological sample biological sample
- biological sample biological sample
- test sample test sample
- clinical sample laboratory sample
- laboratory sample and/or “biospecimen” are used interchangeably and in the broadest sense.
- a sample may include a bodily tissue or a bodily fluid including but not limited to tissue samples, blood (or a fraction of blood such as plasma or serum), lymph, mucus, tears, urine, stool and saliva.
- a sample may include an extract from an animal or plant cell, a chromosome, organelle, or a virus.
- a sample may be a "cell-free” sample, meaning that the volume of cells in the sample are less than about 2% of the total sample volume (preferably less than about 1% of the total sample volume).
- a sample may comprise RNA, e.g., mRNA or cDNA, any of which may be amplified to provide amplified nucleic acid.
- a sample may include nucleic acid in solution or bound to a substrate, e.g. , as part of a microarray.
- a sample may be obtained from any subject or any patient.
- sample integrity or “sample quality” or “overall quality” are used interchangeably and refer the overall “health” of a sample as it relates to the amount, level, intactness, and/or rate of nucleic acid degradation, e.g., RNA degradation, therein.
- the “sample integrity” or “sample quality” or “overall quality” can also refer to the ability of the sample to accurately and/or reliably reflect the results for a given assay. Sample integrity or quality, however, is independent of the accuracy or reliability of any particular assay.
- a biological sample when employing a gene expression panel, may have "optimal” or “good” quality or integrity if the sample possesses the nucleic acids which may be expressed and/or are expressed, e.g., one or more specific mR As.
- a biological sample when employing a gene expression panel, may have
- the term "subject” and "patient” are used interchangeably and refer to a mammal, such as a human, but can also be another animal such as a domestic animal, e.g., a dog, cat, or the like, a farm animal, e.g., a cow, a sheep, a pig, a horse, or the like, or a laboratory animal, e.g., a monkey, a rat, a mouse, a rabbit, a guinea pig, or the like.
- a domestic animal e.g., a dog, cat, or the like
- a farm animal e.g., a cow, a sheep, a pig, a horse, or the like
- laboratory animal e.g., a monkey, a rat, a mouse, a rabbit, a guinea pig, or the like.
- sentinel RNA or “sentinel RNAs” refer to one or more RNA molecules capable of serving as a biomarker for the quality of RNA, such as mRNA, in a biological sample.
- the sentinel RNA serves as a biomarker for the quality of RNA, such as mRNA, in a biological sample at a given time point.
- RNA quality in a biological sample See, e.g., Schroeder et al, "The RIN: an RNA integrity number for assigning integrity values to RNA measurements.” BMC molecular biology, 7, 3 (2006).
- RNA integrity number (RIN).
- Pol II RNA polymerase II
- a RIN of > 7 is considered to be “intact” RNA.
- Auer et al. “Chipping away at the chip bias: RNA degradation in microarray analysis.” Nature genetics, 35, 292-293 (2003).
- RIN values of less than 7 may however produce spurious microarray results due to reduced transcript probe length and decreased yields prior to hybridization.
- Thompson et al. "Characterization of the effect of sample quality on high density oligonucleotide microarray data using progressively degraded rat liver RNA.” BMC biotechnology, 7, 57 (2007).
- RNA transcripts possessing RIN scores of greater than 7.8 can be degraded prior to use in hybridization assays. Popova et al, "Effect of RNA quality on transcript intensity levels in microarray analysis of human post-mortem brain tissues.” BMC genomics, 9, 91 (2008).
- RNA sequencing RNA-seq
- 5'-methyl guanosine capped 5'-capped or 5'-m 7 GpppN
- the degree of degradation in a biological sample can be quantitatively determined using techniques known in the art, e.g., PCR, RT-PCR, and/or qRT-PCR, while avoiding the inconsistencies associated with 3 '-end RNA isolation.
- PCR PCR, RT-PCR, and/or qRT-PCR
- sentinel RNA identification of 5'-m 7 GpppN capped, abundantly expressed and rapidly degrading RNAs, termed sentinel RNA, which can be used to accurately measure the quality or integrity of a biological sample.
- sentinel RNA degradation and the concomitant level of intactness, are assessed to identify abundantly expressed genes, which degrade at a rapid rate, thereby allowing for the absolute and/or relative determination of 3'- and/or 5'-end decay of these candidate RNAs.
- determinations provide sentinel RNAs as a tool for assessing the overall quality of a biological sample, prior to, for example, clinical assessment and/or gene array analysis.
- sentinel RNA refers to one or more RNA molecules capable of serving as a biomarker for the quality of RNA, such as mRNA, in a biological sample.
- sentinel RNA serve as biomarkers for the quality of RNA, such as mRNA, in a biological sample at a given time point.
- sentinel RNA imparts a mechanism for determining the integrity or quality of a biological sample.
- sentinel RNAs are abundantly expressed, e.g.
- tissues and cell types such as, but not limited to, e.g., one or more of muscle cells or tissue, epithelial cells or tissue, endothelia cells or tissue, organ cells or tissue, stem cells or tissue, umbilical vessel cells or tissue, corneal cells or tissue, cardiomyocytes, aortic cells or tissue, corneal epithelial cells or tissue, aortic endothelial cells or tissue, fibroblasts, hair cells or tissue, keratinocytes, melanocytes, adipose cells or tissue, bone cells or tissue, osteoblasts, airway cells or tissue, microvascular cells or tissue, mammary cells or tissue, vascular cells or tissue,
- chondrocytes placental cells or tissue, plant cells, and the like.
- one or more sentinel RNAs are tissue specific. Additionally or alternatively, in some embodiments
- one or more sentinel RNAs do not possess a specific tropism.
- sentinel RNAs are typically degraded at a rapid, or comparatively measurable, rate, e.g., not degradation resistant. Therefore, sentinel RNAs include, but are not limited to, biologically active or expressed RNA molecules, such as, e.g., exonic RNA (exons), messenger RNA (mRNA), microRNA (miRNA), transfer RNA (tRNA), and/or any RNA molecule possessing a 5'-m 7 GpppN cap.
- exonic RNA exonic RNA
- mRNA messenger RNA
- miRNA microRNA
- tRNA transfer RNA
- sentinel RNAs include, for example, biologically inert RNAs, such as, e.g., intronic RNA (introns), intergenic RNA, and the like, or any RNA species derived from the aforementioned classes of RNAs by metabolic processes.
- biologically inert RNAs such as, e.g., intronic RNA (introns), intergenic RNA, and the like, or any RNA species derived from the aforementioned classes of RNAs by metabolic processes.
- sentinel RNAs include, but are not limited to, e.g., RNAs from one or more of the following genes or gene products: EIF4G2, STOM, C4BPA, GNB1, TMEM66, NAGS, CALM2, ACTG1, AGT, EIF1, SCARB1, C20orO, CNDP2, CD81, ATP5B, AGXT, EIF4A1, HSP90AB1, AHSG, SARS, CDKN1A, SEPHS2, PSAP, RPL5, TGFBI, CPB2, CCND1, AP2M1, ERGIC3, IBTK, YIF1A, ENOl, UGT2B4, GABARAPL1, KDELR2, RHBDD2, CD63, F9, TRAM1, DHRS3, ZCCHC24, SNRPB, LPCAT3, B2M, ITIH3, RPLP0, CRAT, SERPINA5, ATP5C1, RPL13A, LBP, GSDMD, A
- the one or more sentinel RNAs are one or both of GNB2L1 and TMBIM6.
- the sentinel RNAs of the present technology can be directly or indirectly assayed.
- one or more sentinel RNAs are used as a template for quantitative amplification, e.g., qRT-PCR, according to the methods disclosed herein.
- the sentinel RNAs described herein, as listed above can be grouped in non-limiting assay panels for use in the methods described herein. In some embodiments, at least from about 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, 30, 40, 50, 75, 100, or 500 sentinel RNAs to about 5, 6, 7, 8, 9, 10, 15, 20, 30, 40, 50, 75, 100, 200, 300, 400, 500, 1,000, or 10,000 sentinel RNAs are group into arrays in accordance with the methods provided herein. Additionally or alternatively, in some embodiments, the one or more sentinel RNAs are assayed in a multiplexed format.
- compositions, methods and kits described herein may be used to detect nucleic acids associated with various genes using a biological sample obtained from a subject.
- the biological sample may be from any organism that possesses endogenous nucleic acid (RNA and/or DNA).
- Biological samples can be obtained by standard procedures and can be used immediately or stored, under conditions appropriate for the type of biological sample, for later use. Methods of obtaining biological samples are well known to those of skill in the art and include, but are not limited to, aspirations, tissue sections, swabs, drawing of blood or other fluids, surgical or needle biopsies, and the like. Additionally or alternatively, in some embodiments, biological samples are obtained pursuant to the instructions or recommendations of a bioassay manufacturer (e.g., MammaPrintTM, ColoPrintTM, etc.) with which the sample is to be tested.
- a bioassay manufacturer e.g., MammaPrintTM, ColoPrintTM, etc.
- the starting material for the assays disclosed herein typically include, but are not limited to, one or more clinical samples, which are suspected to contain RNA, e.g., total cellular RNA, and/or one or more sentinel RNAs.
- the sample may be obtained from a subject or patient.
- the biological sample in some embodiments, is a cell-containing liquid or a tissue. Samples may include, but are not limited to, biopsies, blood, blood cells, bone marrow, fine needle biopsy samples, peritoneal fluid, amniotic fluid, plasma, pleural fluid, saliva, semen, serum, tissue or tissue homogenates, frozen or paraffin sections of tissue.
- Samples may also be processed, such as sectioning of tissues, fractionation, purification, or cellular organelle separation.
- the biological sample includes one or more of blood, plasma, serum, lymph, mucus, sputum, tears, urine, stool, saliva, tissue, hair, animal cells, and plant cells.
- the sample may contain cells, tissues or fluid obtained from a patient suspected being afflicted with a disease such as, but not limited to, e.g., exogenous diseases, including, but not limited to, bacterial, fungal, prion, and/or viral diseases, e.g., chronic viral hepatitis, and/or endogenous diseases, such as, but not limited to, cancers including, but not limited to, e.g., lymphatic cancers, hematologic cancers, breast cancer, liver cancer, lung cancer, prostate cancer, gastric cancer, endometrial cancer, salivary gland cancer, adrenal cancer, non-small cell lung cancer, pancreatic cancer, renal cancer, ovarian cancer, peritoneal cancer, head and neck cancer, bladder cancer, colorectal cancer, glioblastomas, hematologic tumors, multiple myeloma, acute myelogenous leukemia, and/or colon cancer, and/or metastatic cancers of the same.
- exogenous diseases including, but not limited to
- Methods for isolating a particular cell from other cells in a sample include, but are not limited to, Fluorescent Activated Cell Sorting (FACS) as described, for example, in Shapiro, Practical Flow Cytometry, 3rd edition Wiley-Liss; (1995), density gradient centrifugation, or manual separation using micromanipulation methods with microscope assistance.
- FACS Fluorescent Activated Cell Sorting
- Exemplary cell separation devices that are useful in the invention include, without limitation, a Beckman JE-6 centrifugal elutriation system, Beckman Coulter EPICS ALTRA computer-controlled Flow Cytometer-cell sorter, Modular Flow Cytometer from Cytomation, Inc., Coulter counter and channelyzer system, density gradient apparatus, cytocentrifuge, Beckman J-6 centrifuge, EPICS V dual laser cell sorter, or EPICS PROFILE flow cytometer.
- a tissue or population of cells can also be removed by surgical techniques.
- a biological sample can be prepared for use in the methods of the present invention by lysing a cell that contains one or more desired nucleic acids, e.g., total RNA, mRNA, 5 '-capped RNA, and/or sentinel RNAs.
- a cell is lysed under conditions that substantially preserve the integrity of the desired nucleic acid.
- cells can be lysed or subtractions obtained under conditions which stabilize RNA and/or DNA.
- Such conditions include, for example, cell lysis in strong denaturants, including chaotropic salts such as guanidine thiocyanate, ionic detergents such as sodium dodecyl sulfate, organic solvents such as phenol, high lithium chloride concentrations or other conditions known in the art to be effective in limiting the activity of endogenous RNases during RNA purification.
- chaotropic salts such as guanidine thiocyanate
- ionic detergents such as sodium dodecyl sulfate
- organic solvents such as phenol
- high lithium chloride concentrations such as RNA purification
- relatively undamaged nucleic acids such as RNA can be obtained from a cell lysed by an enzyme that degrades the cell wall.
- Cells lacking a cell wall either naturally or due to enzymatic removal can also be lysed by exposure to osmotic stress.
- Other conditions that can be used to lyse a cell include exposure to detergents, mechanical disruption,
- the nucleic acids are separated from proteins and sugars present in the original sample and/or a sample that was subjected to cell lysis. Any purification methods known in the art may be used in the context of the present invention. Those skilled in the art will know or be able to readily determine methods for isolating nucleic acid from a cell, fluid or tissue, such as those described in Sambrook et ah,
- Nucleic acid sequences in the sample can subsequently be amplified using in vitro amplification, such as PCR or qPCR. Typically, compounds that may inhibit polymerases are removed from the nucleic acids.
- the biological samples ⁇ e.g., cells, tissues, fluids, nucleic acid, etc. for testing
- a bioassay manufacturer e.g., MammaPrintTM, ColoPrintTM, etc.
- RNA isolation and/or extraction is required for a variety of biological assays.
- Gene expression arrays, RNA sequencing technologies, and tiling arrays, for example, are fundamental tools for developing diagnostic biomarkers of disease, which may require RNA purification. Time consuming annotation of expressed genes and RNA quality assurance in patient samples, however, underlie the problems associated with these approaches.
- transcript signal values are calculated from probes annealed within 500 bases of the 5'- and/or 3'-end of genes such as, e.g., GAPDH and ACTB.
- the quality of mRNA is measured as a function of the 375' ratio, wherein quotients of approximately three denote equal amounts of cDNA synthesis from the 5'- and 3 '-ends.
- Such methods nevertheless typically isolate RNA transcripts from the 3 '-end, via oligo(dT) primers, which hybridize to the poly(A) terminus.
- 5 '-end RNA levels can be underestimated due to 3 '-end degradation and/or the inability of a reverse transcriptase to processively reach the 5 '-end, i.e., when cDNA synthesis is required.
- RNA Pol II transcription products which possess a 5'-m 7 GpppN cap (5 '-cap).
- RNAs include, but are not limited to, for example, exonic mRNA (exons), protein coding mRNA, micro-RNA (miRNA) precursors, and other RNAs which may not encode for specific proteins. See Cai et al, "Human microRNAs are processed from capped, polyadenylated transcripts that can also function as mRNAs.” RNA, 10, 1957- 1966 (2004).
- the isolation and analysis of 5'-capped RNA enables the accurate identification and evaluation of sentinel RNAs, their intactness and/or the 3 -5' and 5 '-3' degradation that occurs in Pol II transcripts because such methods obviate the inconsistencies associated with 3' -RNA isolation.
- RNA transcripts are present in eukaryotic cells than are currently annotated, yet many appear to lack 3'-poly(A) ends and a majority of these RNAs are Pol II transcripts. See Durtrow et al. (2008). These RNAs likely encode proteins and may also represent non-coding regulatory RNAs.
- the present technology therefore provides an efficient method of isolating Pol II transcripts by binding their 5 '-caps with a RNA cap binding protein and/or a high-affinity variant of the RNA cap binding protein (4EK119A).
- RNA sequences in the test sample can subsequently be amplified using in vitro amplification, such as, for example, qRT-PCR.
- substances, enzymes, and/or compounds that may degrade RNA e.g., RNases, are removed from the sample prior to and/or during RNA isolation and/or extraction.
- total RNA, mRNA, sentinel RNA, tRNA, rRNA, miRNA, and/or other RNA molecules which may be contained in a biological sample, are isolated.
- total RNA in some embodiments, is first isolated from a biological sample using techniques known in the art, such as, e.g., Trizol® (Invitrogen), Ribominus®, or other RNA isolation/extraction kits known in the art.
- Trizol® Invitrogen
- Ribominus® Ribominus®
- 5'-capped RNA including, e.g., mRNA and/or sentinel RNA is separated from the total RNA thereby enriching for the mRNA and/or sentinel RNA, for example.
- the 5 '-capped RNA is isolated from a sample by incubating a tagged cap- binding protein, e.g., eIF-4E, with the total RNA and thereafter purifying the bound complex using methods known in the art, e.g., magnetic or affinity bead isolation and/or chromatography. See, e.g., Folkers et al, "ENCODE tiling array analysis identifies differentially expressed annotated and novel 5 '-capped RNAs in hepatitis C infected liver.” PLoS One, 6, el 4697 (2011). Additionally or alternatively, in some embodiments, a high affinity variant of the cap binding protein is employed to enrich for 5 '-cap-isolated RNA. See Choi et al. (2003).
- RNA can be isolated from other RNAs in the biological sample to enrich for mRNA and/or sentinel RNA, such that the mRNA and/or sentinel RNA is substantially pure, meaning it is at least about 70%, 75%, 80%, 85%, 90%, 95% pure or more, but typically less than 100%) pure, with respect to other RNA molecules.
- Various kits for the extraction and/or full or partial isolation and/or purification of total RNA, mRNA, and/or one or more sentinel RNAs, from biological samples are provided herein and/or commercially available and are well known to the skilled artisan.
- exosome-mediated decay represents one of the primary pathways for mRNA degradation in biological cells. See, e.g., Chen et al., "AU binding proteins recruit the exosome to degrade ARE-containing mRNAs.” Cell, 107, 451-464 (2001). Exosome-mediated decay occurs by 3 -5'
- AREs AU-rich elements
- sentinel RNAs are identified by (A) isolating 5' capped mRNA (e.g., as described above in section III.B), and (B) analyzing these RNAs to determine sequence identity, abundance, and/or sequence integrity (e.g., degradation patterns).
- candidate sentinel RNAs can be identified by nucleic acid sequencing, in conjunction with bioinforomatics programs and publicly available gene expression databases, such as, e.g., GEO Dataset-GSE5364, which contain genetic profiles from a variety of diseased and corresponding healthy samples, and/or databases such as, for example, the Ensembl human genome database, to identify the candidate sentinel RNA sequences.
- bioinformatics programs can be used to determine the relative abundance and/or integrity (e.g., degradation patterns) of the candidate sentinel RNAs.
- RNA and/or DNA sequencing allows for the identification of candidate sentinel RNAs the subsequent evaluation of abundance and degradation patterns of these RNAs.
- RNA and/or DNA sequencing can be performed using methods known in the art, such as, for example, dideoxy chain termination method of Sanger et al. , Proceedings of the National Academy of Sciences USA, 74, 5463-5467 (1977), with modifications by Zimmermann et al, Nucleic Acids Res., 18: 1067 (1990). Sequencing by dideoxy chain termination method can be performed using Thermo Sequenase (Amersham Pharmacia, Piscataway, NJ), Sequenase reagents from US Biochemicals or Sequatherm sequencing kit (Epicenter Technologies, Madison, Wis.). Sequencing may also be carried out by the "RR
- dRhodamine Terminator Cycle Sequencing Kit from PE Applied Biosystems (product no. 403044, Rothstadt, Germany), Taq DyeDeoxyTM Terminator Cycle Sequencing kit and method (Perkin-Elmer/ Applied Biosystems) in two directions using an Applied Biosystems Model 373 A DNA or in the presence of dye terminators CEQTM Dye Terminator Cycle Sequencing Kit, (Beckman 608000). Additionally or alternatively, sequencing can be performed by a method known as Pyrosequencing (Pyrosequencing, Westborough, Mass.). Detailed protocols for Pyrosequencing can be found in: Alderborn et al., Genome Res. (2000), 10: 1249-1265.
- R A or DNA sequencing can be performed using hybridization techniques, such as, but not limited to, heteroduplex tracking assays, line probe assays, nucleic acid arrays, nucleic acid arrays (DNA chips), bead arrays, and the like. See U.S. Pat. No. 6,300,063 and U.S. Pat. No. 5,837,832.
- Massively parallel sequencing, next generation sequencing, and/or deep sequencing are also be used in the methods described herein. See Voelkerding et al. (2009) Clin. Chem. 55(4):641-658; ten Bosch et al. (2008) J. Mol. Diag. 10(6):484-492;
- Genome Sequence FLX systems from 454 Corporation (a Roche Company)
- Genome Analyzer from Illumina
- SOLiD system from Life Technologies.
- Single molecule massively parallel sequencers include those from, for example, Helicos Biosciences (the Heliscope) and Pacific Biosciences.
- next generation RNA sequencing is employed to measure the amount, level, and/or presence of one or more candidate sentinel RNAs.
- Pol II RNA transcripts are analyzed in some embodiments by RNA sequencing using, e.g., an Illumina Genome Analyzer 2 (GA2) and standard protocols for preparing and sequencing libraries representing RNA samples, as known in the art.
- G2 Illumina Genome Analyzer 2
- 5'-capped RNAs and/or total RNA is sequenced. Total RNA and/or 5 '-capped RNA- with rRNA removed in some embodiments-can be sequenced using the Ribominus® for RNA-seq kit (Invitrogen).
- RNAs are fragmented, reverse transcribed to cDNA, and adapted to create a cDNA library.
- Adapters for cDNAs can be amplified via PCR using, e.g., a Cluster Station (Illumina) and sequenced with an Illumina GA2. See Oler et al., "Human RNA polymerase III transcriptomes and relationships to Pol II promoter chromatin and enhancer-binding factors.” Nat Struct Mol Biol, 17, 620-628 (2010).
- Nucleic acid sequencing allows for the identification of the candidate sentinel RNA, and provides the information necessary to develop amplification primers which can be used in the methods discussed below.
- candidate sentinel RNA sequences are aligned with sequences from one or more databases, such as, but not limited to, for example, the NCBI human genome database, NCBI 37.3 of the human genome ⁇ e.g., using the Bowtie aligner), the UCSC Genome Browser, MXSCARNA, Murlet, RNAmine, SCARNA, PHMMTS, PSTAG, Rfold, Stem Kernels, CentroidAlifold, CentroidHomfold, CentroidAlign, miRRim, SCARNA LM, npbfold, RactIP, IPknot, Raccess, Fdur, Rentropy, Rchange GEO Datasets, and/or the Ensembl human genome database, and the like.
- bioinformatic programs can then be employed to identify the candidate sentinel RNA sequences, and/
- RNA sequence Reads Per Kilobase of gene per Million reads (“RPKM” or "sequence reads" are obtained and/or performed. Additionally or alternatively, in some embodiments, from about 1,000,000 to about from 10,000,000 RPKM are obtained and/or performed. Additionally or alternatively, in some embodiments 1, 2, 5, 10, 20, 25, 30, 35, 40, 45, 50, 60, 70, 80, 90 or 100 RPKM are obtained and/or performed.
- RPKM from about 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 20, 30 or 40 nucleotides to about 10, 15, 20, 30, 40, 50, 100, 200, 300, 400, or 500 nucleotides are aligned to, for example, NCBI 37.3 of the human genome, using the Bowtie aligner. See Oler et al., "Human RNA polymerase III transcriptomes and relationships to Pol II promoter chromatin and enhancer-binding factors.” Nat. Struct. Mol. Biol, 17, 620-628 (2010). Additionally or alternatively, in some embodiments, about 30-50 nucleotides are aligned. Id.
- Alignments can be filtered and selected based on score ranges for example, based on the number of base mismatches (e.g., between 0 and 3 mismatches).
- Non-limiting applications such as, for example, "USeqDefmedRegionScanSeqs" can be employed to score genes for relative differential expression.
- Useq DefinedRegionsScanSeqs determines the genie sequencing reads of a given gene by summing the reads originating from each exon of that gene.
- DRSS uses the genomic coordinates for each of those three exons to calculate the number of reads from each exon region and sums those reads for that gene. See also, e.g., Nix et ah, "Empirical methods for controlling false positives and estimating confidence in ChlP-Seq peaks.” BMC Bioinformatics, 9, 523 (2008).
- abundant expression is determined using one or more publicly available gene expression datasets ⁇ e.g., GEO Dataset, containing gene profiles from many solid cancers, GSE5364, Ensembl, etc.) and/or other bioinformatic programs as known in the art.
- identified sequences ⁇ e.g., candidate sentinel RNAs
- background levels for read counts of RNA sequencing data are considered to fall between 0.1 and 1 RPKM. The deeper the sequencing depth the more confidence exists in lower background level cutoffs. An RPKM between 0.3-0.4 has been published recently ⁇ see e.g., Blood.
- abundant expression is defined as three, four, five, six, seven, eight, nine or ten orders of magnitude above background.
- candidate sentinel RNAs are selected from all genes in the Ensembl human genome.
- criteria used to identify candidate sentinel RNAs include, for example, expressed genes with about 1, 5, 10, 20, 30, 40, 50, 100, 500, 1000 or more RPKMs. Additionally or alternatively, in some embodiments, candidate sentinel RNAs are selected from samples containing expressed genes with an RPKMs of about > 10. Additionally or alternatively, in some embodiments, candidate sentinel RNAs are selected from samples containing expressed genes with a RPKM of one log above background.
- sentinel RNAs can include, but are not limited to abundantly expressed genes with about 1 , 5, 10, 20, 30, 40, 50, 100, 500, 1000 or more RPKMs from the 5'- and/or 3'-terminal ends. Additionally or alternatively, in some embodiments, sentinel RNAs contain abundantly expressed genes with about 10-50 or more RPKMs in the 5'- and/or 3'-terminal ends.
- sequencing analyses of sentinel RNAs are employed to interrogate the 5' and 3'-ends, separately, simultaneously, or sequentially.
- from about 10, 20, 30, 40, 50, 100, 200, 300, 500, 1000, or 10,000 bases to about 50, 100, 200, 300, 500, 1 ,000; 10,000; or 100,000 bases from the 5*- and/or 3*-ends of one or more sentinel RNAs are analyzed.
- from about 100 to about 300 bases from the 5' and/or 3'-ends of one or more sentinel RNAs are analyzed.
- about 200 bases from the 5' and/or 3'-ends of one or more sentinel RNAs are analyzed.
- sentinel RNAs possess decreasing or increasing 375' and/or 573 ' ratios-at increasing time intervals-relative to static RNAs and/or RNAs which do not possess such ratios. Additionally or alternatively, in some embodiments, sentinel RNAs possess decreasing 375' ratios as time increases.
- sentinel RNAs processively decay with 3'-5' and/or 5 '-3 ' polarity. Additionally or alternatively, in some embodiments, candidate sentinel RNAs processively decay with 3 '-5' polarity. Additionally or alternatively, in some embodiments, sentinel RNAs processively decay with 3'-5' polarity at a rapid rate.
- a rapid decay rate is considered a > 20% decrease in sequencing reads on the 3 ' end (200 terminal nucleotides of the 3 ' untranslated end or UTR) compared to the 5 ' end of sentinel RNAs after 5 and 10 minutes at degradation (room temperature in the examples provided). Additionally or alternatively, in some embodiments, a rapid decay rate is defined as a slope of 0.2 between 0 and 10 minutes of degradation.
- RPKM measurements for identifying sentinel RNAs are selected from sequencing reactions performed after 1 , 2, 3, 4, 5, 10, 15, 20, 30, 40, 50, 75, 100, 200, 500, 1000 or more minutes (min) of sample incubation. Additionally or alternatively, in some embodiments, RPKM measurements for identifying sentinel RNAs are selected from sequencing reactions performed after 5, 10, and/or 15 minutes of sample incubation times.
- the samples are incubated at about from 0°C, 4°C, 5°C, 10°C, 15°C, 20°C, 25°C, and/or 37°C to about from 4°C, 5°C, 10°C, 15°C, 20°C, 25°C, 35°C, 50°C and/or 100°C and evaluated at specific time points (e.g., such as those described above).
- the samples are incubated at room temperature and evaluated at specific time points (e.g., such as those described above).
- sentinel RNAs are identified via degradation pattern analysis of candidate sentinel RNAs.
- 5' capped RNA sequences are compared to sequences provided in one or more database(s), using e.g., bioinformatics programs, to identify those RNAs which are (1) abundantly expressed and (2) show rapid degradation relative to the other 5' capped RNAs.
- candidate sentinel RNA degradation patterns are determined by calculating the ratio of the number of sequence reads in a defined number of 3' and/or 5 '-end nucleotides. Additionally or alternatively, in some embodiments, the number of sequence reads in a defined number of 3' and/or 5' end nucleotides is determined at different time points to establish a 3 ' end/5 '-end ratio.
- the defined number of nucleotides in the 3' and 5 '-ends can be the same or different.
- the defined number of nucleotides ranges from about 5-1000, about 10-500, about 20-250, and about 30-100.
- the defined number of nucleotides is about 10, about 20, about 30, about 40, about 50, about 60, about 70, about 80, about 90, about 100, about 110, about 120, about 130, about 140, about 150, about 160, about 170, about 180, about 190, about 200, about 210, about 220, about 230, about 240, about 250, about 260, about 270, about 280, about 290, or is about 300 or more.
- the defined number of nucleotides of the 3' and/or 5'-end is 200.
- candidate sentinel RNA decay is measured at different time points, e.g., from the time a sample is collected and/or different time points from when a sample is thawed.
- samples are evaluated for degradation at from about 0.1, 0.5, 1, 2, 3, 4, 5 or 6 seconds, minutes, hours, days or years to about from 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 20, 30, 50 or 100 seconds, minutes, hours, days or years.
- sentinel RNA decay is measured at about 1 minute, 2 minutes, 3 minutes, 4 minutes, 5 minutes, 6 minutes, 7 minutes, 8 minutes, 9 minutes, 10 minutes, 11 minutes, 12 minutes, 13 minutes 14 minutes, 15 minutes, 16 minutes, 17 minutes, 18 minutes, 19 minutes, 20 minutes, 30 minutes, 60 minutes, or 90 minutes or more after sample collection or after sample thaw. Additionally or alternatively, in some embodiments, sentinel RNA decay is measured at time points which simulate sample treatment prior to a biological assay. [0093] In a non-limiting exemplary embodiment, candidate sentinel RNAs are identified as follows. Biological samples continaing RNA are sequenced at TO, Tl, T2, and T3 of incubation at a given temperature. Sequencing is performed such that each sample has given number of sequence reads (e.g., 1-10 million sequence reads) for a fixed number of nucleotides (e.g., 10-50) nucleotides. Sequences are evaluated as follows.
- RNAs with an overall decrease in 375' ratios are identified: (e.g., those RNAs with a slope for the best fit linear line of ⁇ -0.2).
- RNAs with progressive 3' to 5' degradation are identified (e.g., those RNAs that show a difference in 375' ratio of > 0.2 between TO, Tl and T2 time points).
- the amount or level of one or more sentinel RNAs present in a biological sample correlates with the biological integrity of the sample, which may subsequently be used in a diagnostic assay. Accordingly, in some aspects, the present methods can be used to measure sentinel RNA levels or amounts in order to facilitate disease diagnosis and/or therapeutic administration.
- the methods provided herein can be applied to quantify the amount of sentinel RNA decay, and concomitant intactness, in a biological sample at one or more time points.
- Embodiments of the present technology include methods for determining the amount of one or more sentinel RNA sequences present in a biological sample, and/or degradation thereof, and comparing the result to a reference standard, such as, e.g., a standard curve, normal or healthy control samples, etc.
- a reference standard such as, e.g., a standard curve, normal or healthy control samples, etc.
- the difference in the level or amount of one or more sentinel RNA sequences in the biological sample, compared to the reference standard is indicative of the biological sample quality, which may be
- sentinel R A levels are determined in a biological sample by amplification.
- the sentinel R As may be biomarkers which pertain to a subject and/or patient and can be used to measure the quality or integrity of a sample, and/or the progressive decrease in the quality or integrity of a biological sample as a function of time.
- sentinel RNA standards are developed to simulate sample treatment prior to a biological assay (e.g., a MammaPrintTM Oncotype DXTM or ColoPrintTM assay).
- Standards can be prepared from a separate, comparable biological sample or the same biological sample to be assayed.
- standards can be prepared and evaluated in advance of the biological assay, using an aliquot of the biological sample to be assayed or a comparable sample.
- controls or standards can be performed and control or standard information can be provided as values or ranges that indicate sample integrity, to be compared to the sentinel RNA degradation value or range of the biological sample.
- the biological sample integrity is suspect and should not be used in the bioassay, or if used in the assay, results derived from the suspect biological sample should be critically analyzed.
- the biological sample shows sentinel RNA degradation that falls within an "acceptable" range or value indicated by the reference standard, the biological sample integrity is good, and the bioassay should proceed.
- RNA isolation or purification RNA isolation or purification
- sample storage steps e.g., sample storage steps, and/or the final preparation steps of the sample prior to use in the selected assay application (e.g., reagent addition, incubation, etc.).
- time, temperature, reagent addition and/or storage of the sample are considered in developing a reference sample(s).
- sentinel RNA decay is measured to develop a standard from about 0.1, 0.5, 1, 2, 3, 4, 5 or 6 seconds, minutes, hours, days or years to about from 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 20, 30, 50 or 100 seconds, minutes, hours, days or years after sample collection and/or after sample thaw (e.g., at RT, or at 4°C).
- sentinel RNA decay is measured after RNA is isolated from the standard sample, to develop the standard. Additionally or alternatively, in some embodiments, RNA is isolated by methods known in the art, including but not limited to, for example, Trizol® kit and/or 5 '-capped mRNA isolation.
- the integrity of a biological sample is compared to standard samples containing one or more sentinel RNAs which have been incubated at a given temperature or temperature range (e.g., 0°C, 4°C, 25°C, room temperature (RT), 37°C, etc.). Additionally or alternatively, the incubation of the control sample is at a temperature from about 1, 10, 20, 30 or 40°C to about 20, 30, 40, 50, 60, 70, 80, 90, 100°C or higher. Additionally or alternatively, a standard curve can be generated to facilitate accurate comparative analyses.
- the integrity of a biological sample can be compared to standard samples containing one or more sentinel RNAs which have been incubated at a selected temperature from about 0.1, 0.5, 1, 2, 3, 4, 5 or 6 seconds, minutes, hours, days or years to about from 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 20, 30, 50 or 100 seconds, minutes, hours, days or years.
- sentinel RNA decay to develop standards is measured using the same methods as used for determining sentinel RNA decay in the biological sample.
- one or more standard curves can be developed and used as a standards or controls.
- a control sample is collected and subject to RNase treatment, and/or incubation at a particular temperature, with aliquots being evaluated for sentinel RNA degradation at pre-determined time points (e.g., once per 30 seconds, once per minute, every 2 minutes, every 5 minutes, etc.).
- a control sample is collected and subject to RNase treatment at increasing concentrations of RNase, and/or incubation at a particular temperature and/or for a specific time (e.g., once per 30 seconds, once per minute, every 2 minutes, every 5 minutes, etc.).
- control or standard values of sentinel RNA decay are measured using nucleic acid amplification techniques.
- a control mRNA showing little change in the 375' qPCR ratio with time relative to a sentienl mRNA would be MT-COl (RNA sequencing data and 375' Ratio provided in FIGURE 9).
- amplification-based assays are used to measure the intactness and/or quantity of sentinel RNAs in a biological sample. As noted above, such assays can be used for control or standard determination and/or for biological sample evaluation. Such assays can rapidly assess RNA integrity in biospecimens prior to downstream gene expression analysis or diagnostic/prognostic testing. In some
- the respective intactness and quantity of the one or more sentinel RNAs in the biological sample can be determined. Additionally or alternatively, in some embodiments, the intactness of sentinel RNA is determined independent of changes in RNA abundance.
- RNA from a biological sample is isolated as described above. Additionally or alternatively in some embodiments, RNA from a biological sample is isolated using the 5 '-capped RNA isolation procedures described herein and/or total RNA is used. Additionally or alternatively, in some embodiments, a quantitative assessment of sentinel RNA present in a sample is determined. Additionally or alternatively, in some embodiments, in concert with this assessment, the 3 '-end degradation provides data required for determining whether the one or more sentinel RNAs are intact.
- the amount of intactness e.g., non-degraded sentinel RNA
- the amount of sentinel RNA degradation is about from 1, 5, 10, 20, 30, 40, or 50% to about 10, 20, 30, 40, 50, 60, 70, 80, or 90% or more.
- amplification-based procedures can also be performed to assess the ratio of 375' and/or 573' sentinel RNA in a biological sample.
- ratios are measured at a single time point or at multiple, different time points.
- Embodiments of the present technology include, for example, measuring 375' and/or 573' sentinel RNA degradation ratios in a biological sample at a single time.
- sentinel RNA of a biological sample is measured at various time points, wherein the time points correlate to treatment of the sample, incubation at a specific temperature, etc., as described above.
- sentinel RNAs in a biological sample possess decreasing 375' ratios as time increases. Additionally or alternatively, in some embodiments, sentinel RNAs processively decay with 3 '-5 polarity. Additionally or alternatively, in some embodiments, sentinel RNAs processively decay with 5 ' - 3 ' polarity. Additionally or alternatively , in some embodiments, sentinel RNAs processively decay in some embodiments with 3 '-5' polarity at a rapid rate.
- a rapid decay rate is considered a > 20% decrease in sequencing reads on the 3' end (200 terminal nucleotides of the 3' untranslated end or UTR) compared to the 5' end of sentinel RNAs after 5 and 10 minutes at degradation (room temperature in the examples provided). Additionally or alternatively, in some
- rapid decay rate is defined as a slope of 0.2 between 0 and 10 minutes of degradation.
- the foregoing embodiments can be measured, for example, using one or more amplification procedures known in the art.
- RNA and/or DNA can be amplified using nucleic acid amplification techniques well known in the art.
- nucleic acid amplification techniques include, but are nor limited to, polymerase chain reaction (PCR), reverse transcriptase polymerase chain reaction (RT-PCR), quantitative reverse transcriptase polymerase chain reaction PCR (qRT-PCR), and/or ligase chain reaction.
- PCR polymerase chain reaction
- RT-PCR reverse transcriptase polymerase chain reaction
- qRT-PCR quantitative reverse transcriptase polymerase chain reaction PCR
- ligase chain reaction See Abravaya, K., et al., Nucleic Acids Research, 23:675-682, (1995), branched DNA signal amplification, Urdea, M.
- RNA reporters S., et al., AIDS, 7 (suppl 2):S11-S 14, (1993), amplifiable RNA reporters, Q-beta replication, transcription-based amplification, boomerang DNA amplification, strand displacement activation, cycling probe technology, isothermal nucleic acid sequence based amplification (NASBA).
- NASBA isothermal nucleic acid sequence based amplification
- PCR is used to amplify a sequence of interest, i.e., a sentinel RNA sequence.
- PCR is a technique for making many copies of a specific template DNA and/or cDNA sequence.
- the reaction can include multiple amplification cycles and is initiated using primer sequences that hybridize to the 5 ' and 3 ' ends of the sequence to be copied.
- the amplification cycle includes an initial denaturation, and typically up to 50 cycles of annealing, strand elongation and strand separation (denaturation).
- the DNA and/or cDNA sequence between the primers is copied.
- primers can bind to the copied DNA and/or cDNA as well as the original template sequence, so the total number of copies increases exponentially with time.
- PCR is performed as according to Whelan et al., J of Clin Micro, 33(3):556- 561 (1995). Briefly, a PCR reaction mixture includes two specific primers, dNTPs, approximately 0.25 U of Taq polymerase, and lx PCR Buffer.
- Some methods of the present disclosure employ reverse transcription of RNA to cDNA.
- the method of reverse transcription and amplification may be performed by previously published or recommended procedures.
- Various reverse transcriptases may be used, including, but not limited to, MMLV RT, RNase H mutants of MMLV RT such as Superscript and Superscript II (Life Technologies, GIBCO BRL, Gaithersburg, Md.), AMV RT, and thermostable reverse transcriptase from Thermus thermophilus .
- MMLV RT RNase H mutants of MMLV RT
- AMV RT thermostable reverse transcriptase from Thermus thermophilus
- one method which may be used to convert RNA to cDNA is the protocol adapted from the Superscript II Preamplification system (Life Technologies, GIBCO BRL, Gaithersburg, Md.; catalog no.
- qPCR quantitative reverse transcription PCR
- the methods may include amplifying multiple nucleic acids in sample, also known as “multiplex detection” or “multiplexing.”
- multiplex PCR refers to PCR, which involves adding more than one set of PCR primers to the reaction in order to detect and quantify multiple nucleic acids, including nucleic acids from one or more target gene markers.
- multiplexing with an internal control e.g., 18s rRNA, GADPH, or ⁇ -actin
- an internal control e.g., 18s rRNA, GADPH, or ⁇ -actin
- Primers can be developed for the amplification and/or quantification assays described herein, for example, using methods well known in the art, e.g., Roche's Universal Probe Library Assay Design Center (Basel, Switzerland). The skilled artisan is capable of designing and preparing primers that are appropriate for amplifying a target or marker sequence.
- the length of the amplification primers depends on several factors including the nucleotide sequence identity and the temperature at which these nucleic acids are hybridized or used during in vitro nucleic acid amplification. The considerations necessary to determine a preferred length for an amplification primer of a particular sequence identity are well-known to a person of ordinary skill. For example, the length of a short nucleic acid or oligonucleotide can relate to its hybridization specificity or selectivity.
- primers for detecting one or more sentinel RNA primers may be designed based on the cDNA sequence available for one or more sentinel RNAs including, but are not limited to, e.g., one or more of the following genes or gene products: EIF4G2, STOM, C4BPA, GNB1, TMEM66, NAGS, CALM2, ACTG1, AGT, EIF1, SCARB1, C20orO, CNDP2, CD81, ATP5B, AGXT, EIF4A1, HSP90AB1, AHSG, SARS, CDKN1A, SEPHS2, PSAP, RPL5, TGFBI, CPB2, CCND1, AP2M1, ERGIC3, IBTK, YIF1A, ENOl, UGT2B4, GABARAPL1, KDELR2, RHBDD2, CD63, F9, TRAM1, DHRS3, ZCCHC24, SNRPB, LPCAT3, B2M, ITIH3, RPLP
- the one or more sentinel RNA primers are provided.
- primers are provided in the table below.
- the primers are for one or both of GNB2L1 and TMBIM6.
- the amplification reactions on the present technology may include a labeled primer or probe, thereby allowing detection of the amplification products corresponding to that primer or probe.
- the amplification may include a multiplicity of labeled primers or probes; such primers may be distinguishably labeled, allowing the simultaneous detection of multiple amplification products.
- a primer or probe is labeled with a fluorogenic reporter dye that emits a detectable signal. While a suitable reporter dye is a fluorescent dye, any reporter dye that can be attached to a detection reagent such as an oligonucleotide probe or primer is suitable for use in the invention.
- Such dyes include, but are not limited to, Acridine, AMCA, BODIPY, Cascade Blue, Cy2, Cy3, Cy5, Cy7, Edans, Eosin, Erythrosin, Fluorescein, 6-Fam, Tet, Joe, Hex, Oregon Green, Rhodamine, Rhodol Green, Tamra, Rox, and Texas Red.
- amplification is monitored using "real-time" methods.
- Real time PCR allows for the detection and quantitation of a nucleic acid target.
- a fluorescent dye which may be a double-strand specific dye, such as SYBR Green® I.
- other fluorescent dyes e.g., FAM or HEX, may be conjugated to an oligonucleotide probe or a primer.
- Various instruments capable of performing real time PCR are known in the art and include, for example, ABI Prism® 7900 (Applied Biosystems) and LightCycler® systems (Roche).
- the fluorescent signal generated at each cycle of PCR is proportional to the amount of PCR product.
- a plot of fluorescence versus cycle number is used to describe the kinetics of amplification and a fluorescence threshold level is used to define a fractional cycle number related to initial template concentration.
- enzymatic replication and amplification methods include, but are not limited to, isothermal methods, rolling circle methods, Hot-start PCR, real-time PCR, Allele-specific PCR, Assembly PCR or Polymerase Cycling Assembly (PCA), Asymmetric PCR, Colony PCR, Emulsion PCR, Fast PCR, Real-Time PCR, nucleic acid ligation, Gap Ligation Chain Reaction (Gap LCR), Ligation-mediated PCR,
- MLPA Multiplex Ligation-dependent Probe Amplification,
- GEXL-PCR Gap Extension Ligation PCR
- Q-PCR quantitative PCR
- QRT-PCR Quantitative real-time PCR
- multiplex PCR Helicase-dependent amplification
- Intersequence-specific (ISSR) PCR Inverse PCR
- LATE-PCR Linear-After-The-Exponential-PCR
- MSP Methylation-specific PCR
- Nested PCR Overlap-extension PCR
- PAN- AC assay Reverse Transcription PCR (RT-PCR), Rapid Amplification of cDNA Ends (RACE PCR), Single molecule
- SMA PCR amplification PCR
- TAIL-PCR Thermal asymmetric interlaced PCR
- Touchdown PCR long PCR
- nucleic acid sequencing including DNA sequencing and RNA sequencing
- transcription reverse transcription, duplication, DNA or RNA ligation, and other nucleic acid extension reactions known in the art.
- 375 '-end expression ratios are generated for each test RNA transcript using formulas for quantification in real-time RT- PCR as described.
- Pfaffl, M.W. "A new mathematical model for relative quantification in real-time qRT-PCR.” Nucleic acids research, 29, e45 (2001).
- the formula is as follows:
- the 375' ratio data equals the efficiency of the target qRT- PCR raised to the power of cycle threshold for the target control subtracted from the cycle threshold of the target sample. Additionally or alternatively, in some embodiments, the ascertained value is subsequently divided by the efficiency of the reference raised to the cycle threshold of the reference control subtracted from the cycle threshold of the reference sample. Additionally or alternatively, in some embodiments, an efficiency of two is employed for all calculations. In some embodiments, exact PCR efficiencies (generally between 1.8 and 2.2) may be calculated for both 5 ' and 3 ' end primer pairs to most accurately calculate 375' ratios.
- the above formula target and reference are defined as the 3'- and 5 '-end amplicons of the same sentinel RNA, respectively.
- Cycle thresholds and the 0 minute time point can serve as the cycle threshold control in some embodiments.
- the sentinel RNAs described herein, as listed above can be grouped in non- limiting assay panels for use in the 375' qRT- PCR assays methods described herein.
- at least from about 1 , 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, 30, 40, 50, 75, 100, or 500 sentinel RNAs to about 5, 6, 7, 8, 9, 10, 15, 20, 30, 40, 50, 75, 100, 200, 300, 400, 500, 1 ,000, or 10,000 sentinel RNAs are employed for the 3 5' qRT-PCR assays in accordance with the methods provided herein.
- the 375' qRT-PCR assays described herein are analyzed in comparison to reference standards and/or control samples, from which standard curves were generated for specific tissues and/or assays, as described above. Additionally or alternatively, in some embodiments, the minimum number of sentinel RNAs selected for a 375' qRT-PCR assay to detect degradation of about 1 , 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, 30, 40, 50, 75, or 90% of the niRNAs in a biological sample are be determined.
- the minimum number of sentinel RNAs selected is about 1 , 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, 30, 40, 50, 75, or 90% of the mRNAs in a biological sample. Additionally or alternatively, in some embodiments, the minimum number of sentinel RNAs selected is about 5% of the mRNAs in a biological sample.
- >3 sentinel RNAs are used to determine the RNA integrity of a biospecimens sample.
- the exact number of sentinels selected will be determined, in part, by the tissue being sampled as some tissues may have lower overall expression of some sentinels.
- the number of sentinel RNAs selected is about 10.
- a panel of sentinel RNAs includes one or more of the following: SERPINA3, B2M, ENOl , GNB2L1 , TMBIM6, PFN1 , MYL6, SAA2, JUNB and TIMP1. 8. Statistical Methods
- a sentinel RNA may be present at an elevated amount or at a decreased amount in samples of patients having or suspected of having a disease or medical condition compared to a reference level.
- a "difference of a level” may be a statistically significant difference. For example, a difference may be statistically significant if the measured level of the biomarker falls outside of about 1.0 standard deviations, about 1.5 standard deviations, about 2.0 standard deviations, or about 2.5 stand deviations of the mean of any control or reference group.
- statistics can be used to determine the validity of the difference or similarity observed between a patient's gene expression level and the reference level.
- Exemplary statistical analysis methods are described in L.D. Fisher & G. vanBelle, Biostatistics: A Methodology for the Health Sciences (Wiley-lnterscience, NY, 1993). For instance, confidence ("/?") values can be calculated using an unpaired 2-tailed t test, with a difference between groups deemed significant if the p value is less than or equal to 0.05.
- RNA protection assay RNA protection assay
- RDA representation difference analysis
- SAGE serial analysis of gene expression
- LMF multiplex ligation-mediated amplification with the Luminex FlexMAP
- WO 91/06678 Kwiatkowski, M., United States Patent Nos. US 6,255,475, US 6,309,836, and US 6639088 and EP1218391; Anazawa, T., et al., United States Patent No. 6242193; Ju, et al., United States Patent No. US 6,664,079; Tsien, R.Y., et al, International Patent Appl. No. WO 91/06678; and Dower, et al, International Patent Appl. No. WO 92/10587.
- kits employed in the disclosed methods can be packaged into diagnostic kits and the like.
- Diagnostic kits can include, for example, at least one or more primers specific for one or more sentinel RNAs. Additionally or alternatively, in some embodiments the kit includes nucleotide bases capable of being incorporated into an elongating oligonucleotide by a polymerase. Additionally or alternatively, in some embodiments, the bases are labeled. Additionally or alternatively, in some embodiments, specific labeling reagents can also be included in the kits as disclosed herein.
- the kit can also contain other suitably packaged reagents and materials needed for amplification, for example, buffers, dNTPs, or polymerizing enzymes, and for detection analysis, for example, enzymes and solid phase extractants.
- the kits comprise multiple amplification primer sets, wherein at least one of the primers is composed of a sequence complementary to at least a portion of one or more sentinel RNAs, such as, e.g., GNB2L1 and TMBIM6, or any other sentinel RNA as described herein.
- the kits include controls and/or standards.
- kits include one or more of the following (consistent with methods, reagents, and compositions discussed above):
- components for sample purification including a lysis buffer with a chaotropic agent; a glass-fiber filter or column; an elution buffer; a wash buffer; an alcohol solution; and/or a nuclease inhibitor.
- the components of the kits may be packaged either in aqueous media or in lyophilized form, for example, and will be provided in a suitable container.
- the components of the kits provided herein may be provided as dried powder(s). Additionally or alternatively, in some embodiments, when reagents and/or components are provided as a dry powder, the powder can be reconstituted by the addition of a suitable solvent.
- the solvent may also be provided in another container.
- the container will generally include at least one vial, test tube, flask, bottle, syringe, and/or other container means, into which the solvent is placed, optionally aliquoted.
- the kits also comprise a second container means for containing a sterile, pharmaceutically acceptable buffer and/or other solvent.
- Reagents useful for the disclosed methods can be stored in solution or can be lyophilized. When lyophilized, some or all of the reagents can be readily stored in microtiter plate wells for easy use after reconstitution. It is contemplated that any method for lyophilizing reagents known in the art would be suitable for preparing dried down reagents useful for the disclosed methods.
- kits include control samples or standards, and/or control values or standards.
- compositions, methods and kits described herein will be understood more readily by reference to the following examples, which are provided by way of illustration and are not intended to be limiting of the present methods and kits.
- sentinel RNAs represent biomarkers that reflect of the quality of most mRNA contained in a biological sample.
- Next generation RNA-sequencing was employed as described in the Examples below to analyze 5 '-capped mRNA recovered from human liver biospecimens which were thawed, and subsequently incubated at RT for increasing time periods.
- candidate sentinel mRNAs were identified using sequencing data by calculating the RPKM ratio in the 3'- and 5 '-terminal ends of transcripts at varying times.
- RNA samples were obtained with IRB approval and flash frozen with liquid nitrogen and stored at -80°C. Tissue samples were allowed to thaw at room temperature for 0, 5, 10, and 15 min before isolating total RNA.
- Total RNA was isolated using Trizol® (Invitrogen, Carlsbad, CA) following standard methods. See, e.g., Choi et ah, "Purifying mRNAs with a high-affinity eIF4E mutant identifies the short 3' poly(A) end phenotype.” Proceedings of the National Academy of Sciences of the United States of America, , 7033-7038 (2003). The quality of total RNA was measured using a bioanalyzer from Agilent Technologies (Santa Clara, CA).
- RNA polymerase II transcripts possessing a 5' m7GpppN cap were purified using a recombinant high affinity variant of eIF4E
- eIF4EKl 19A which binds to the 5'-cap with at least a tenfold higher affinity than the wild- type protein.
- Spivak-Kroizman et al. "Mutations in the S4-H2 loop of eIF4E which increase the affinity for m7GTP.”
- Friedland et al "A mutant of eukaryotic protein synthesis initiation factor eIF4E(Kl 19A) has an increased binding affinity for both m7G cap analogues and eIF4G peptides.” Biochemistry, 44, 4546-4550 (2005).
- GST-tagged eIF4EKl 19A protein bound to glutathione-agarose beads was used to purify 5'-capped RNA as described. See, e.g., Choi et al. (2003).
- RNA polymerase II transcripts were analyzed by RNA sequencing with an Illumina Genome Analyzer 2 (GA2) and using standard protocols for preparing and sequencing libraries representing RNA samples. 5'-capped RNAs with rRNA removed (Ribominus® for RNA-seq kit, Invitrogen, Carlsbad, CA) were fragmented, reverse transcribed to cDNA, and adapters added to create a cDNA library. cDNAs with adapters were amplified by PCR using a Cluster Station (Illumina, San Diego, CA) and sequenced with an Illumina GA2.
- GA2 Illumina Genome Analyzer 2
- the bioinformatic criteria used to identify candidate sentinel RNAs were as follows: all genes - 36,615 genes in the Ensembl human genome 19 March 2009 build; expressed genes - 12,166 genes with 10 or more sequencing reads in the 15 minute sample; abundantly expressed genes - 4,877 genes with 50 or more reads in the 15 minute sample; abundantly expressed genes with significant 5' and 3' transcription - 706 genes with 25 or more reads in the terminal 200 bp of their 5' and 3' ends at 0 minutes and 25 or more reads in their 5' end after 5, 10, and 15 minutes; RNAs with an overall decrease in 375' ratios - 565 RNAs with a slope for the best fit linear line of ⁇ -0.2; and RNAs with progressive 3' to 5' degradation - 304 RNAs showed a difference in 375' ratio of > 0.2 between 0, 5, and 10 minute time points. After ten minutes half of these transcripts (148 or 49%) had ⁇ 25 reads in their
- the cDNA was produced using random hexamers from two different preparations of RNA: 5 '-cap dependent RNA isolation and total RNA treated with
- Ribominus® PCR was performed in 96-well plates in a final reaction volume of 20 ⁇ .
- RNA Integrity Number (RIN) values of 9.5, 8.9, 7.9, and 6.7, respectively (see Figure 1). These values fall within the recommended guidelines for intact high quality RNA that would be examined by gene arrays, RNA sequencing (RNA-seq), and in clinical diagnostic or prognostic gene array testing. See, e.g., Schroeder et al., "The RIN: an RNA integrity number for assigning integrity values to RNA
- the vertical bar represents the total number of reads for a 36 nucleotide sequence of isolated 5'- capped RNA, which was aligned with the corresponding genomic region, as provided (Hg 19, 2009).
- Rapidly degrading transcripts such as, e.g., JUNB ⁇ see Figure 4B
- 33%, 60%) and 78% reductions in JUNB 3' reads were observed after 5, 10 and 15 min, respectively.
- PFN1 decreased by 39%>, 66%>, and 86%> after 5, 10 and 15 min, respectively (Figure 4A).
- HIST1H1E see Figure 4C
- MT-BCOl see Figure 4D
- Candidate sentinel mRNAs were identified as described in Example 1, i.e., by employing RNA sequencing data and calculating the ratio of sequence reads in the last 200 3 '-end bases to the first 200 5 '-end bases (3' end/5' end ratio), at various time points. A total of 304 of candidate sentinel RNAs were identified as shown below in Table 2.
- RNAs that reflect the integrity of most mRNAs in a sample is useful in developing improved and more rapid measures of RNA integrity in biospecimens.
- 304 candidate sentinel mRNA transcripts were identified that were rapidly degraded in a 3' to 5' processive order, by mining the Pol II RNA-seq dataset described with specific criteria. These RNAs, or variants thereof, can be used to determine the integrity of a biological sample.
- a candidate sentinel RNA is defined as a protein coding transcript that has specific expression criteria and shows a difference in 375' sequence reads of >0.2 between 0.5 and 10 minutes (see Materials and Methods).
- mitochondrial transcript MT-BC01
- HIST1H1E is another mRNA that showed very slow degradation with time ( Figure 4C).
- Such transcripts provide useful controls.
- qRT-PCR is employed as follows to facilitate the determination of biological sample quality via sentinel RNA analysis.
- a standard curve is prepared using a fresh tissue of interest and incubating at room temperature for 0, 10, 20, 40, 60 minutes. Each time point is divided into three sets thereby allowing for in parallel analysis through standard gene microarrays, such as, e.g., Affymetrix, to measure mRNAs of the most expressed genes, while performing pair-wise differential gene expression analyses.
- standard gene microarrays such as, e.g., Affymetrix
- the number of genes that are determined to be differentially expressed are a direct measure of a "false positives" due to, e.g., sample degradation at the thresholds used to select the differentially expressed genes.
- differentially expressed genes at a false discovery rate ("FDR") of 1% and 2X difference.
- FDR false discovery rate
- the FDR of a sentinel RNA is ⁇ 0.1.
- threshold stringency is increased to accommodate acceptable FDR.
- qRT-PCR is performed on tissue specific sentinel RNAs at each time point. Initially, this is performed at each time point with an unknown RNA set. The 375' ratio is calculated for each gene, at each time point, after converting the 3 '-end terminus and 5 '-end terminus cycle number to relative abundance. As such, at each time point an array of 375' ratios is obtained. Next the test sample is measured against a standard curve by calculating pair-wise Euclidian distances. The time points most closely associated with the test sample serve to score the sample in minutes of degradation.
- RNA integrity is empirically determined for each application, e.g., using a fresh sample of a known quality of RNA, while subjecting such a sample to degradation using RNase and the like, and subsequently assaying the sample. 5.
- RNA integrity is empirically determined for each application, e.g., using a fresh sample of a known quality of RNA, while subjecting such a sample to degradation using RNase and the like, and subsequently assaying the sample. 5.
- each range discussed herein can be readily broken down into a lower third, middle third and upper third, etc.
- all language such as “up to,” “at least,” “greater than,” “less than,” and the like include the number recited and refer to ranges which can be subsequently broken down into subranges as discussed above.
- a range includes each individual member.
- a group having 1-3 nucleotides refers to groups having 1, 2, or 3 nucleotides.
- a group having 1-5 nucleotides refers to groups having 1, 2, 3, 4, or 5 nucleotides, and so forth.
Landscapes
- Chemical & Material Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Organic Chemistry (AREA)
- Analytical Chemistry (AREA)
- Zoology (AREA)
- Wood Science & Technology (AREA)
- Proteomics, Peptides & Aminoacids (AREA)
- Health & Medical Sciences (AREA)
- Engineering & Computer Science (AREA)
- Microbiology (AREA)
- Immunology (AREA)
- Molecular Biology (AREA)
- Biotechnology (AREA)
- Biophysics (AREA)
- Physics & Mathematics (AREA)
- Biochemistry (AREA)
- Bioinformatics & Cheminformatics (AREA)
- General Engineering & Computer Science (AREA)
- General Health & Medical Sciences (AREA)
- Genetics & Genomics (AREA)
- Measuring Or Testing Involving Enzymes Or Micro-Organisms (AREA)
Abstract
L'invention concerne des procédés, des trousses et des composants pour l'identification et la détection de molécules d'acide nucléique, telles que dans un échantillon biologique. Les compositions, procédés et trousses sont utiles pour estimer l'intégrité d'un échantillon biologique.
Applications Claiming Priority (4)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US201161575922P | 2011-08-31 | 2011-08-31 | |
US61/575,922 | 2011-08-31 | ||
US201261601402P | 2012-02-21 | 2012-02-21 | |
US61/601,402 | 2012-02-21 |
Publications (1)
Publication Number | Publication Date |
---|---|
WO2013033019A1 true WO2013033019A1 (fr) | 2013-03-07 |
Family
ID=47756788
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
PCT/US2012/052519 WO2013033019A1 (fr) | 2011-08-31 | 2012-08-27 | Procédés de détermination de l'intégrité d'un échantillon biologique |
Country Status (1)
Country | Link |
---|---|
WO (1) | WO2013033019A1 (fr) |
Cited By (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2016016065A1 (fr) * | 2014-07-28 | 2016-02-04 | Metanomics Health Gmbh | Moyens et procédés pour évaluer la qualité d'un échantillon biologique |
CN107543929A (zh) * | 2016-06-23 | 2018-01-05 | 中国医学科学院肿瘤医院 | 基于蛋白标志物hsp90ab1诊断肺癌患者的试剂盒 |
CN108026584A (zh) * | 2015-09-11 | 2018-05-11 | 适体科学株式会社 | 非小细胞肺癌诊断用蛋白质生物标志物组及利用其的非小细胞肺癌诊断方法 |
CN112795579A (zh) * | 2019-12-25 | 2021-05-14 | 四川省人民医院 | 克山病基因筛查试剂盒 |
CN113109569A (zh) * | 2021-03-05 | 2021-07-13 | 李朴 | Gsdmd作为生物标志物在胸腔积液相关疾病鉴别诊断及疗效评估上的用途 |
US11686731B2 (en) | 2015-01-05 | 2023-06-27 | Ian Mills | Prostate cancer markers and uses thereof |
Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5876937A (en) * | 1995-07-03 | 1999-03-02 | Akzo Nobel N.V. | Method for determining the integrity of nucleic acid |
WO2001062981A1 (fr) * | 2000-02-25 | 2001-08-30 | Montclair Group | Plate-forme destinee a la decouverte de genes bacteriens impliques dans la modification d'arn |
US20060281108A1 (en) * | 2005-05-03 | 2006-12-14 | Althea Technologies, Inc. | Compositions and methods for the analysis of degraded nucleic acids |
US20100057371A1 (en) * | 2008-08-29 | 2010-03-04 | Bio-Rad Laboratories, Inc. | Determination of the integrity of rna |
-
2012
- 2012-08-27 WO PCT/US2012/052519 patent/WO2013033019A1/fr active Application Filing
Patent Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5876937A (en) * | 1995-07-03 | 1999-03-02 | Akzo Nobel N.V. | Method for determining the integrity of nucleic acid |
WO2001062981A1 (fr) * | 2000-02-25 | 2001-08-30 | Montclair Group | Plate-forme destinee a la decouverte de genes bacteriens impliques dans la modification d'arn |
US20060281108A1 (en) * | 2005-05-03 | 2006-12-14 | Althea Technologies, Inc. | Compositions and methods for the analysis of degraded nucleic acids |
US20100057371A1 (en) * | 2008-08-29 | 2010-03-04 | Bio-Rad Laboratories, Inc. | Determination of the integrity of rna |
Non-Patent Citations (1)
Title |
---|
NOLAN, TANIA ET AL.: "Quantification of mRNA using real-time RT-PCR", NATURE PROTOCOLS, vol. L, no. 3, 2006, pages 1559 - 1582, XP009084519, DOI: doi:10.1038/nprot.2006.236 * |
Cited By (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2016016065A1 (fr) * | 2014-07-28 | 2016-02-04 | Metanomics Health Gmbh | Moyens et procédés pour évaluer la qualité d'un échantillon biologique |
US11686731B2 (en) | 2015-01-05 | 2023-06-27 | Ian Mills | Prostate cancer markers and uses thereof |
CN108026584A (zh) * | 2015-09-11 | 2018-05-11 | 适体科学株式会社 | 非小细胞肺癌诊断用蛋白质生物标志物组及利用其的非小细胞肺癌诊断方法 |
CN108026584B (zh) * | 2015-09-11 | 2021-12-10 | 适体科学株式会社 | 非小细胞肺癌诊断用蛋白质生物标志物组及利用其的非小细胞肺癌诊断方法 |
CN107543929A (zh) * | 2016-06-23 | 2018-01-05 | 中国医学科学院肿瘤医院 | 基于蛋白标志物hsp90ab1诊断肺癌患者的试剂盒 |
CN112795579A (zh) * | 2019-12-25 | 2021-05-14 | 四川省人民医院 | 克山病基因筛查试剂盒 |
CN112795579B (zh) * | 2019-12-25 | 2022-03-18 | 四川省人民医院 | 克山病基因筛查试剂盒 |
CN113109569A (zh) * | 2021-03-05 | 2021-07-13 | 李朴 | Gsdmd作为生物标志物在胸腔积液相关疾病鉴别诊断及疗效评估上的用途 |
CN113109569B (zh) * | 2021-03-05 | 2022-08-19 | 李朴 | Gsdmd作为生物标志物在胸腔积液相关疾病鉴别诊断及疗效评估上的用途 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
JP6246845B2 (ja) | 遺伝子発現を用いた前立腺癌の予後を定量化する方法 | |
CN105917008B (zh) | 用于前列腺癌复发的预后的基因表达面板 | |
JP4606879B2 (ja) | Egfr陽性癌の遺伝子発現プロファイリング | |
US7914988B1 (en) | Gene expression profiles to predict relapse of prostate cancer | |
US20230366034A1 (en) | Compositions and methods for diagnosing lung cancers using gene expression profiles | |
US20140220580A1 (en) | Biomarker compositions and methods | |
JP2009529880A (ja) | 原発細胞の増殖 | |
CA2865335A1 (fr) | Compositions de biomarqueurs et procedes associes | |
JP2006506093A5 (fr) | ||
JP2015503356A (ja) | 末梢血中で、がんによって変化したrnaを検出するシステムおよび方法 | |
Parsons et al. | Circulating plasma tumor DNA | |
EP3481951A1 (fr) | Marqueurs de méthylation spécifiques du cancer du côlon et utilisations de ces marqueurs | |
CN114945687A (zh) | 对疑似具有肺瘤变的受试者中的甲基化dna、rna和蛋白质的表征 | |
WO2018009703A1 (fr) | Marqueurs de méthylation du cancer du sein et de l'ovaire et leurs utilisations | |
Gimondi et al. | Circulating miRNA panel for prediction of acute graft-versus-host disease in lymphoma patients undergoing matched unrelated hematopoietic stem cell transplantation | |
WO2013033019A1 (fr) | Procédés de détermination de l'intégrité d'un échantillon biologique | |
Jacobson et al. | Gene expression analysis using long-term preserved formalin-fixed and paraffin-embedded tissue of non-small cell lung cancer | |
US9347088B2 (en) | Molecular signature of liver tumor grade and use to evaluate prognosis and therapeutic regimen | |
KR20230003560A (ko) | 대장암의 조기 발견, 치료 반응의 예측 및 예후 방법 | |
US20160222461A1 (en) | Methods and kits for diagnosing the prognosis of cancer patients | |
Li et al. | The cornerstone of integrating circulating tumor DNA into cancer management | |
CN106676191A (zh) | 一种用于结肠腺癌的分子标志物 | |
CN104131113B (zh) | 一种miRNA检测试剂盒及其应用 | |
AU2015227398A1 (en) | Method for using gene expression to determine prognosis of prostate cancer | |
KR20140125647A (ko) | 조기 유방암 예후 예측 진단용 자동화 시스템 |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
121 | Ep: the epo has been informed by wipo that ep was designated in this application |
Ref document number: 12827219 Country of ref document: EP Kind code of ref document: A1 |
|
NENP | Non-entry into the national phase |
Ref country code: DE |
|
122 | Ep: pct application non-entry in european phase |
Ref document number: 12827219 Country of ref document: EP Kind code of ref document: A1 |