Key tumor suppressor genes inactivated by "greater promoter" methylation and somatic mutations in head and neck cancer
Jazyk angličtina Země Spojené státy americké Médium print-electronic
Typ dokumentu časopisecké články, multicentrická studie, Research Support, N.I.H., Extramural, práce podpořená grantem
Grantová podpora
P30 CA016672
NCI NIH HHS - United States
K01CA164092
NCI NIH HHS - United States
R01 CA121113
NCI NIH HHS - United States
P50DE019032
NIDCR NIH HHS - United States
U01CA84986
NCI NIH HHS - United States
CA121113
NCI NIH HHS - United States
RC2 DE20957
NIDCR NIH HHS - United States
K01 CA164092
NCI NIH HHS - United States
P50 DE019032
NIDCR NIH HHS - United States
RC2 DE020957
NIDCR NIH HHS - United States
U01 CA084986
NCI NIH HHS - United States
PubMed
24786473
PubMed Central
PMC4143405
DOI
10.4161/epi.29025
PII: 29025
Knihovny.cz E-zdroje
- Klíčová slova
- DNA methylation, Head and Neck Squamous Cell Carcinoma, Tumor Suppressor Genes, integration analysis, somatic mutations,
- MeSH
- aktivátorový protein specifický pro B-buňky genetika metabolismus MeSH
- CpG ostrůvky MeSH
- kohortové studie MeSH
- lidé MeSH
- metylace DNA * MeSH
- mutace MeSH
- nádorové buněčné linie MeSH
- nádorový supresorový protein p53 genetika metabolismus MeSH
- nádory hlavy a krku genetika metabolismus MeSH
- promotorové oblasti (genetika) * MeSH
- receptor Notch1 genetika metabolismus MeSH
- spinocelulární karcinom genetika metabolismus MeSH
- transkripční faktory paired box genetika metabolismus MeSH
- tumor supresorové geny * MeSH
- umlčování genů * MeSH
- Check Tag
- lidé MeSH
- mužské pohlaví MeSH
- ženské pohlaví MeSH
- Publikační typ
- časopisecké články MeSH
- multicentrická studie MeSH
- práce podpořená grantem MeSH
- Research Support, N.I.H., Extramural MeSH
- Názvy látek
- aktivátorový protein specifický pro B-buňky MeSH
- nádorový supresorový protein p53 MeSH
- NOTCH1 protein, human MeSH Prohlížeč
- PAX1 transcription factor MeSH Prohlížeč
- PAX5 protein, human MeSH Prohlížeč
- receptor Notch1 MeSH
- transkripční faktory paired box MeSH
Tumor suppressor genes (TSGs) are commonly inactivated by somatic mutation and/or promoter methylation; yet, recent high-throughput genomic studies have not identified key TSGs inactivated by both mechanisms. We pursued an integrated molecular analysis based on methylation binding domain sequencing (MBD-seq), 450K Methylation arrays, whole exome sequencing, and whole genome gene expression arrays in primary head and neck squamous cell carcinoma (HNSCC) tumors and matched uvulopalatopharyngoplasty tissue samples (UPPPs). We uncovered 186 downregulated genes harboring cancer specific promoter methylation including PAX1 and PAX5 and we identified 10 key tumor suppressor genes (GABRB3, HOXC12, PARP15, SLCO4C1, CDKN2A, PAX1, PIK3AP1, HOXC6, PLCB1, and ZIC4) inactivated by both promoter methylation and/or somatic mutation. Among the novel tumor suppressor genes discovered with dual mechanisms of inactivation, we found a high frequency of genomic and epigenomic alterations in the PAX gene family of transcription factors, which selectively impact canonical NOTCH and TP53 pathways to determine cell fate, cell survival, and genome maintenance. Our results highlight the importance of assessing TSGs at the genomic and epigenomic level to identify key pathways in HNSCC, deregulated by simultaneous promoter methylation and somatic mutations.
Department of Head and Neck Surgery; University of Texas M D Anderson Cancer Center; Houston TX USA
Department of Oncology Biostatistics; Johns Hopkins University; School of Medicine; Baltimore MD USA
Sidney Kimmel Comprehensive Cancer Center; Johns Hopkins University; Baltimore MD USA
Zobrazit více v PubMed
Agrawal N, Frederick MJ, Pickering CR, Bettegowda C, Chang K, Li RJ, Fakhry C, Xie TX, Zhang J, Wang J, et al. Exome sequencing of head and neck squamous cell carcinoma reveals inactivating mutations in NOTCH1. Science. 2011;333:1154–7. doi: 10.1126/science.1206923. PubMed DOI PMC
Stransky N, Egloff AM, Tward AD, Kostic AD, Cibulskis K, Sivachenko A, Kryukov GV, Lawrence MS, Sougnez C, McKenna A, et al. The mutational landscape of head and neck squamous cell carcinoma. Science. 2011;333:1157–60. doi: 10.1126/science.1208130. PubMed DOI PMC
Westra WH. The changing face of head and neck cancer in the 21st century: the impact of HPV on the epidemiology and pathology of oral cancer. Head Neck Pathol. 2009;3:78–81. doi: 10.1007/s12105-009-0100-y. PubMed DOI PMC
Kim GB, Wang Z, Liu YY, Stavrou S, Mathias A, Goodwin KJ, Thomas JM, Neville DM. A fold-back single-chain diabody format enhances the bioactivity of an anti-monkey CD3 recombinant diphtheria toxin-based immunotoxin. Protein Eng Des Sel. 2007;20:425–32. doi: 10.1093/protein/gzm040. PubMed DOI
Poeta ML, Manola J, Goldwasser MA, Forastiere A, Benoit N, Califano JA, Ridge JA, Goodwin J, Kenady D, Saunders J, et al. TP53 mutations and survival in squamous-cell carcinoma of the head and neck. N Engl J Med. 2007;357:2552–61. doi: 10.1056/NEJMoa073770. PubMed DOI PMC
Ang KK, Harris J, Wheeler R, Weber R, Rosenthal DI, Nguyen-Tân PF, Westra WH, Chung CH, Jordan RC, Lu C, et al. Human papillomavirus and survival of patients with oropharyngeal cancer. N Engl J Med. 2010;363:24–35. doi: 10.1056/NEJMoa0912217. PubMed DOI PMC
Kelloff GJ, Lippman SM, Dannenberg AJ, Sigman CC, Pearce HL, Reid BJ, Szabo E, Jordan VC, Spitz MR, Mills GB, et al. AACR Task Force on Cancer Prevention Progress in chemoprevention drug development: the promise of molecular biomarkers for prevention of intraepithelial neoplasia and cancer--a plan to move forward. Clin Cancer Res. 2006;12:3661–97. doi: 10.1158/1078-0432.CCR-06-1104. PubMed DOI
Myers MF, Chang MH, Jorgensen C, Whitworth W, Kassim S, Litch JA, Armstrong L, Bernhardt B, Faucett WA, Irwin D, et al. Genetic testing for susceptibility to breast and ovarian cancer: evaluating the impact of a direct-to-consumer marketing campaign on physicians’ knowledge and practices. Genet Med. 2006;8:361–70. doi: 10.1097/01.gim.0000223544.68475.6c. PubMed DOI
Whitworth A. New research suggests access, genetic differences play role in high minority cancer death rate. J Natl Cancer Inst. 2006;98:669. doi: 10.1093/jnci/djj223. PubMed DOI
Svatek RS, Lee JJ, Roehrborn CG, Lippman SM, Lotan Y. The cost of prostate cancer chemoprevention: a decision analysis model. Cancer Epidemiol Biomarkers Prev. 2006;15:1485–9. doi: 10.1158/1055-9965.EPI-06-0221. PubMed DOI
Guerrero-Preston R, Soudry E, Acero J, Orera M, Moreno-López L, Macía-Colón G, Jaffe A, Berdasco M, Ili-Gangas C, Brebi-Mieville P, et al. NID2 and HOXA9 promoter hypermethylation as biomarkers for prevention and early detection in oral cavity squamous cell carcinoma tissues and saliva. Cancer Prev Res (Phila) 2011;4:1061–72. doi: 10.1158/1940-6207.CAPR-11-0006. PubMed DOI PMC
Carvalho AL, Chuang A, Jiang WW, Lee J, Begum S, Poeta L, Zhao M, Jerónimo C, Henrique R, Nayak CS, et al. Deleted in colorectal cancer is a putative conditional tumor-suppressor gene inactivated by promoter hypermethylation in head and neck squamous cell carcinoma. Cancer Res. 2006;66:9401–7. doi: 10.1158/0008-5472.CAN-06-1073. PubMed DOI
Demokan S, Chang X, Chuang A, Mydlarz WK, Kaur J, Huang P, Khan Z, Khan T, Ostrow KL, Brait M, et al. KIF1A and EDNRB are differentially methylated in primary HNSCC and salivary rinses. Int J Cancer. 2010;127:2351–9. doi: 10.1002/ijc.25248. PubMed DOI PMC
Andrades P, Asiedu C, Ray P, Rodriguez C, Goodwin J, McCarn J, Thomas JM. Islet yield after different methods of pancreatic Liberase delivery. Transplant Proc. 2007;39:183–4. doi: 10.1016/j.transproceed.2006.10.016. PubMed DOI
Settle K, Posner MR, Schumaker LM, Tan M, Suntharalingam M, Goloubeva O, Strome SE, Haddad RI, Patel SS, Cambell EV, 3rd, et al. Racial survival disparity in head and neck cancer results from low prevalence of human papillomavirus infection in black oropharyngeal cancer patients. Cancer Prev Res (Phila) 2009;2:776–81. doi: 10.1158/1940-6207.CAPR-09-0149. PubMed DOI PMC
Leemans CR, Braakhuis BJ, Brakenhoff RH. The molecular biology of head and neck cancer. Nat Rev Cancer. 2011;11:9–22. doi: 10.1038/nrc2982. PubMed DOI
Morris LG, Kaufman AM, Gong Y, Ramaswami D, Walsh LA, Turcan Ş, Eng S, Kannan K, Zou Y, Peng L, et al. Recurrent somatic mutation of FAT1 in multiple human cancers leads to aberrant Wnt activation. Nat Genet. 2013;45:253–61. doi: 10.1038/ng.2538. PubMed DOI PMC
Scholtens D, Vidal M, Gentleman R. Local modeling of global interactome networks. Bioinformatics. 2005;21:3548–57. doi: 10.1093/bioinformatics/bti567. PubMed DOI
Serre D, Lee BH, Ting AH. MBD-isolated Genome Sequencing provides a high-throughput and comprehensive survey of DNA methylation in the human genome. Nucleic Acids Res. 2010;38:391–9. doi: 10.1093/nar/gkp992. PubMed DOI PMC
Irizarry RA, Ladd-Acosta C, Wen B, Wu Z, Montano C, Onyango P, Cui H, Gabo K, Rongione M, Webster M, et al. The human colon cancer methylome shows similar hypo- and hypermethylation at conserved tissue-specific CpG island shores. Nat Genet. 2009;41:178–86. doi: 10.1038/ng.298. PubMed DOI PMC
Mena E, Turkbey B, Mani H, Adler S, Valera VA, Bernardo M, Shah V, Pohida T, McKinney Y, Kwarteng G, et al. 11C-Acetate PET/CT in localized prostate cancer: a study with MRI and histopathologic correlation. J Nucl Med. 2012;53:538–45. doi: 10.2967/jnumed.111.096032. PubMed DOI PMC
Feng J, Liu T, Zhang Y. Using MACS to identify peaks from ChIP-Seq data. Current protocols in bioinformatics / editoral board, Andreas D Baxevanis [et al] 2011; Chapter 2:Unit 2 14. PubMed PMC
Jaffe AE, Murakami P, Lee H, Leek JT, Fallin MD, Feinberg AP, Irizarry RA. Bump hunting to identify differentially methylated regions in epigenetic epidemiology studies. Int J Epidemiol. 2012;41:200–9. doi: 10.1093/ije/dyr238. PubMed DOI PMC
Zhang X, Cruz FD, Terry M, Remotti F, Matushansky I. Terminal differentiation and loss of tumorigenicity of human cancers via pluripotency-based reprogramming. Oncogene. 2013;32:2249–60, e1-21. doi: 10.1038/onc.2012.237. PubMed DOI PMC
Kortenhorst MS1, Wissing MD, Rodríguez R, Kachhap SK, Jans JJ, Van der Groep P, Verheul HM, Gupta A, Aiyetan PO, van der Wall E, et al. Analysis of the genomic response of human prostate cancer cells to histone deacetylase inhibitors. Epigenetics. 2013;8:907–20. doi: 10.4161/epi.25574. PubMed DOI PMC
Stuart ET, Haffner R, Oren M, Gruss P. Loss of p53 function through PAX-mediated transcriptional repression. EMBO J. 1995;14:5638–45. PubMed PMC
O’Brien P, Morin P, Jr., Ouellette RJ, Robichaud GA. The Pax-5 gene: a pluripotent regulator of B-cell differentiation and cancer disease. Cancer Res. 2011;71:7345–50. doi: 10.1158/0008-5472.CAN-11-1874. PubMed DOI
Moelans CB, Verschuur-Maes AH, van Diest PJ. Frequent promoter hypermethylation of BRCA2, CDH13, MSH6, PAX5, PAX6 and WT1 in ductal carcinoma in situ and invasive breast cancer. J Pathol. 2011;225:222–31. doi: 10.1002/path.2930. PubMed DOI
Torlakovic E, Slipicevic A, Robinson C, DeCoteau JF, Alfsen GC, Vyberg M, Chibbar R, Flørenes VA. Pax-5 expression in nonhematopoietic tissues. Am J Clin Pathol. 2006;126:798–804. doi: 10.1309/XEC7JMW9YRM74RNO. PubMed DOI
Liu W, Li X, Chu ES, Go MY, Xu L, Zhao G, Li L, Dai N, Si J, Tao Q, et al. Paired box gene 5 is a novel tumor suppressor in hepatocellular carcinoma through interaction with p53 signaling pathway. Hepatology. 2011;53:843–53. doi: 10.1002/hep.24124. PubMed DOI
Li X, Cheung KF, Ma X, Tian L, Zhao J, Go MY, Shen B, Cheng AS, Ying J, Tao Q, et al. Epigenetic inactivation of paired box gene 5, a novel tumor suppressor gene, through direct upregulation of p53 is associated with prognosis in gastric cancer patients. Oncogene. 2012;31:3419–30. doi: 10.1038/onc.2011.511. PubMed DOI
Cobaleda C, Schebesta A, Delogu A, Busslinger M. Pax5: the guardian of B cell identity and function. Nat Immunol. 2007;8:463–70. doi: 10.1038/ni1454. PubMed DOI
Mullighan CG, Goorha S, Radtke I, Miller CB, Coustan-Smith E, Dalton JD, Girtman K, Mathew S, Ma J, Pounds SB, et al. Genome-wide analysis of genetic alterations in acute lymphoblastic leukaemia. Nature. 2007;446:758–64. doi: 10.1038/nature05690. PubMed DOI
Mandel EM, Grosschedl R. Transcription control of early B cell differentiation. Curr Opin Immunol. 2010;22:161–7. doi: 10.1016/j.coi.2010.01.010. PubMed DOI
Todd DJ, Lee AH, Glimcher LH. The endoplasmic reticulum stress response in immunity and autoimmunity. Nat Rev Immunol. 2008;8:663–74. doi: 10.1038/nri2359. PubMed DOI
Chen Z, Xiao Y, Zhang J, Li J, Liu Y, Zhao Y, Ma C, Luo J, Qiu Y, Huang G, et al. Transcription factors E2A, FOXO1 and FOXP1 regulate recombination activating gene expression in cancer cells. PLoS One. 2011;6:e20475. doi: 10.1371/journal.pone.0020475. PubMed DOI PMC
Palmisano WA, Crume KP, Grimes MJ, Winters SA, Toyota M, Esteller M, Joste N, Baylin SB, Belinsky SA. Aberrant promoter methylation of the transcription factor genes PAX5 alpha and beta in human cancers. Cancer Res. 2003;63:4620–5. PubMed
Lagergren A, Manetopoulos C, Axelson H, Sigvardsson M. Neuroblastoma and pre-B lymphoma cells share expression of key transcription factors but display tissue restricted target gene expression. BMC Cancer. 2004;4:80. doi: 10.1186/1471-2407-4-80. PubMed DOI PMC
Bolós V, Grego-Bessa J, de la Pompa JL. Notch signaling in development and cancer. Endocr Rev. 2007;28:339–63. doi: 10.1210/er.2006-0046. PubMed DOI
Mani S, Szymańska K, Cuenin C, Zaridze D, Balassiano K, Lima SC, Matos E, Daudt A, Koifman S, Filho VW, et al. DNA methylation changes associated with risk factors in tumors of the upper aerodigestive tract. Epigenetics. 2012;7:270–7. doi: 10.4161/epi.7.3.19306. PubMed DOI PMC
Wall DS, Mears AJ, McNeill B, Mazerolle C, Thurig S, Wang Y, Kageyama R, Wallace VA. Progenitor cell proliferation in the retina is dependent on Notch-independent Sonic hedgehog/Hes1 activity. J Cell Biol. 2009;184:101–12. doi: 10.1083/jcb.200805155. PubMed DOI PMC
Landsman L, Parent A, Hebrok M. Elevated Hedgehog/Gli signaling causes beta-cell dedifferentiation in mice. Proc Natl Acad Sci U S A. 2011;108:17010–5. doi: 10.1073/pnas.1105404108. PubMed DOI PMC
Forastiere A, Koch W, Trotti A, Sidransky D. Head and neck cancer. N Engl J Med. 2001;345:1890–900. doi: 10.1056/NEJMra001375. PubMed DOI
Manley NR, Capecchi MR. The role of Hoxa-3 in mouse thymus and thyroid development. Development. 1995;121:1989–2003. PubMed
Rodrigo I, Hill RE, Balling R, Münsterberg A, Imai K. Pax1 and Pax9 activate Bapx1 to induce chondrogenic differentiation in the sclerotome. Development. 2003;130:473–82. doi: 10.1242/dev.00240. PubMed DOI
Mammucari C, Tommasi di Vignano A, Sharov AA, Neilson J, Havrda MC, Roop DR, Botchkarev VA, Crabtree GR, Dotto GP. Integration of Notch 1 and calcineurin/NFAT signaling pathways in keratinocyte growth and differentiation control. Dev Cell. 2005;8:665–76. doi: 10.1016/j.devcel.2005.02.016. PubMed DOI
Sang L, Roberts JM, Coller HA. Hijacking HES1: how tumors co-opt the anti-differentiation strategies of quiescent cells. Trends Mol Med. 2010;16:17–26. doi: 10.1016/j.molmed.2009.11.001. PubMed DOI PMC
Mill P, Mo R, Fu H, Grachtchouk M, Kim PC, Dlugosz AA, Hui CC. Sonic hedgehog-dependent activation of Gli2 is essential for embryonic hair follicle development. Genes Dev. 2003;17:282–94. doi: 10.1101/gad.1038103. PubMed DOI PMC
Cillo C, Cantile M, Faiella A, Boncinelli E. Homeobox genes in normal and malignant cells. J Cell Physiol. 2001;188:161–9. doi: 10.1002/jcp.1115. PubMed DOI
Schubert M, Yu JK, Holland ND, Escriva H, Laudet V, Holland LZ. Retinoic acid signaling acts via Hox1 to establish the posterior limit of the pharynx in the chordate amphioxus. Development. 2005;132:61–73. doi: 10.1242/dev.01554. PubMed DOI
Koop D, Holland ND, Sémon M, Alvarez S, de Lera AR, Laudet V, Holland LZ, Schubert M. Retinoic acid signaling targets Hox genes during the amphioxus gastrula stage: insights into early anterior-posterior patterning of the chordate body plan. Dev Biol. 2010;338:98–106. doi: 10.1016/j.ydbio.2009.11.016. PubMed DOI
Turkbey B, Mani H, Aras O, Ho J, Hoang A, Rastinehad AR, Agarwal H, Shah V, Bernardo M, Pang Y, et al. Prostate cancer: can multiparametric MR imaging help identify patients who are candidates for active surveillance? Radiology. 2013;268:144–52. doi: 10.1148/radiol.13121325. PubMed DOI PMC
Turkbey B, Mani H, Aras O, Rastinehad AR, Shah V, Bernardo M, Pohida T, Daar D, Benjamin C, McKinney YL, et al. Correlation of magnetic resonance imaging tumor volume with histopathology. J Urol. 2012;188:1157–63. doi: 10.1016/j.juro.2012.06.011. PubMed DOI PMC
Shah V, Turkbey B, Mani H, Pang Y, Pohida T, Merino MJ, Pinto PA, Choyke PL, Bernardo M. Decision support system for localizing prostate cancer based on multiparametric magnetic resonance imaging. Med Phys. 2012;39:4093–103. doi: 10.1118/1.4722753. PubMed DOI PMC
Dal Molin M, Matthaei H, Wu J, Blackford A, Debeljak M, Rezaee N, Wolfgang CL, Butturini G, Salvia R, Bassi C, et al. Clinicopathological correlates of activating GNAS mutations in intraductal papillary mucinous neoplasm (IPMN) of the pancreas. Ann Surg Oncol. 2013;20:3802–8. doi: 10.1245/s10434-013-3096-1. PubMed DOI PMC
Bock C, Tomazou EM, Brinkman AB, Müller F, Simmer F, Gu H, Jäger N, Gnirke A, Stunnenberg HG, Meissner A. Quantitative comparison of genome-wide DNA methylation mapping technologies. Nat Biotechnol. 2010;28:1106–14. doi: 10.1038/nbt.1681. PubMed DOI PMC
Yegnasubramanian S, Wu Z, Haffner MC, Esopi D, Aryee MJ, Badrinath R, He TL, Morgan JD, Carvalho B, Zheng Q, et al. Chromosome-wide mapping of DNA methylation patterns in normal and malignant prostate cells reveals pervasive methylation of gene-associated and conserved intergenic sequences. BMC Genomics. 2011;12:313. doi: 10.1186/1471-2164-12-313. PubMed DOI PMC
Zhang Y, Liu T, Meyer CA, Eeckhoute J, Johnson DS, Bernstein BE, Nusbaum C, Myers RM, Brown M, Li W, et al. Model-based analysis of ChIP-Seq (MACS) Genome Biol. 2008;9:R137. doi: 10.1186/gb-2008-9-9-r137. PubMed DOI PMC
Feng J, Liu T, Qin B, Zhang Y, Liu XS. Identifying ChIP-seq enrichment using MACS. Nat Protoc. 2012;7:1728–40. doi: 10.1038/nprot.2012.101. PubMed DOI PMC
Jaenisch R, Bird A. Epigenetic regulation of gene expression: how the genome integrates intrinsic and environmental signals. Nat Genet. 2003;33(Suppl):245–54. doi: 10.1038/ng1089. PubMed DOI
Hansen KD, Timp W, Bravo HC, Sabunciyan S, Langmead B, McDonald OG, Wen B, Wu H, Liu Y, Diep D, et al. Increased methylation variation in epigenetic domains across cancer types. Nat Genet. 2011;43:768–75. doi: 10.1038/ng.865. PubMed DOI PMC
Lister R, Pelizzola M, Dowen RH, Hawkins RD, Hon G, Tonti-Filippini J, Nery JR, Lee L, Ye Z, Ngo QM, et al. Human DNA methylomes at base resolution show widespread epigenomic differences. Nature. 2009;462:315–22. doi: 10.1038/nature08514. PubMed DOI PMC
Bibikova M, Barnes B, Tsan C, Ho V, Klotzle B, Le JM, Delano D, Zhang L, Schroth GP, Gunderson KL, et al. High density DNA methylation array with single CpG site resolution. Genomics. 2011;98:288–95. doi: 10.1016/j.ygeno.2011.07.007. PubMed DOI
Aryee MJ, Jaffe AE, Corrada-Bravo H, Ladd-Acosta C, Feinberg AP, Hansen KD, Irizarry RA. Minfi: a flexible and comprehensive Bioconductor package for the analysis of Infinium DNA methylation microarrays. Bioinformatics. 2014 doi: 10.1093/bioinformatics/btu049. PubMed DOI PMC
Kim SY, Volsky DJ. PAGE: parametric analysis of gene set enrichment. BMC Bioinformatics. 2005;6:144. doi: 10.1186/1471-2105-6-144. PubMed DOI PMC
Tyekucheva S, Marchionni L, Karchin R, Parmigiani G. Integrating diverse genomic data using gene sets. Genome Biol. 2011;12:R105. doi: 10.1186/gb-2011-12-10-r105. PubMed DOI PMC
Benjamini Y, Drai D, Elmer G, Kafkafi N, Golani I. Controlling the false discovery rate in behavior genetics research. Behav Brain Res. 2001;125:279–84. doi: 10.1016/S0166-4328(01)00297-2. PubMed DOI
Subramanian A, Tamayo P, Mootha VK, Mukherjee S, Ebert BL, Gillette MA, Paulovich A, Pomeroy SL, Golub TR, Lander ES, et al. Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles. Proc Natl Acad Sci U S A. 2005;102:15545–50. doi: 10.1073/pnas.0506580102. PubMed DOI PMC
Daniel VC, Marchionni L, Hierman JS, Rhodes JT, Devereux WL, Rudin CM, Yung R, Parmigiani G, Dorsch M, Peacock CD, et al. A primary xenograft model of small-cell lung cancer reveals irreversible changes in gene expression imposed by culture in vitro. Cancer Res. 2009;69:3364–73. doi: 10.1158/0008-5472.CAN-08-4210. PubMed DOI PMC
Ross AE, Marchionni L, Vuica-Ross M, Cheadle C, Fan J, Berman DM, Schaeffer EM. Gene expression pathways of high grade localized prostate cancer. Prostate. 2011 doi: 10.1002/pros.21373. PubMed DOI
Hoque MO, Begum S, Topaloglu O, Chatterjee A, Rosenbaum E, Van Criekinge W, Westra WH, Schoenberg M, Zahurak M, Goodman SN, et al. Quantitation of promoter methylation of multiple genes in urine DNA and bladder cancer detection. J Natl Cancer Inst. 2006;98:996–1004. doi: 10.1093/jnci/djj265. PubMed DOI