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Published in: Molecular Cancer 1/2010

Open Access 01-12-2010 | Research

Integrative and comparative genomics analysis of early hepatocellular carcinoma differentiated from liver regeneration in young and old

Authors: Dilek Colak, Muhammad A Chishti, Al-Bandary Al-Bakheet, Ahmed Al-Qahtani, Mohamed M Shoukri, Malcolm H Goyns, Pinar T Ozand, John Quackenbush, Ben H Park, Namik Kaya

Published in: Molecular Cancer | Issue 1/2010

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Abstract

Background

Hepatocellular carcinoma (HCC) is the third-leading cause of cancer-related deaths worldwide. It is often diagnosed at an advanced stage, and hence typically has a poor prognosis. To identify distinct molecular mechanisms for early HCC we developed a rat model of liver regeneration post-hepatectomy, as well as liver cells undergoing malignant transformation and compared them to normal liver using a microarray approach. Subsequently, we performed cross-species comparative analysis coupled with copy number alterations (CNA) of independent early human HCC microarray studies to facilitate the identification of critical regulatory modules conserved across species.

Results

We identified 35 signature genes conserved across species, and shared among different types of early human HCCs. Over 70% of signature genes were cancer-related, and more than 50% of the conserved genes were mapped to human genomic CNA regions. Functional annotation revealed genes already implicated in HCC, as well as novel genes which were not previously reported in liver tumors. A subset of differentially expressed genes was validated using quantitative RT-PCR. Concordance was also confirmed for a significant number of genes and pathways in five independent validation microarray datasets. Our results indicated alterations in a number of cancer related pathways, including p53, p38 MAPK, ERK/MAPK, PI3K/AKT, and TGF-β signaling pathways, and potential critical regulatory role of MYC, ERBB2, HNF4A, and SMAD3 for early HCC transformation.

Conclusions

The integrative analysis of transcriptional deregulation, genomic CNA and comparative cross species analysis brings new insights into the molecular profile of early hepatoma formation. This approach may lead to robust biomarkers for the detection of early human HCC.
Appendix
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Literature
1.
go back to reference El-Serag HB, Rudolph KL: Hepatocellular carcinoma: epidemiology and molecular carcinogenesis. Gastroenterology. 2007, 132: 2557-2576. 10.1053/j.gastro.2007.04.061CrossRefPubMed El-Serag HB, Rudolph KL: Hepatocellular carcinoma: epidemiology and molecular carcinogenesis. Gastroenterology. 2007, 132: 2557-2576. 10.1053/j.gastro.2007.04.061CrossRefPubMed
2.
go back to reference Altekruse SF, McGlynn KA, Reichman ME: Hepatocellular carcinoma incidence, mortality, and survival trends in the United States from 1975 to 2005. J Clin Oncol. 2009, 27: 1485-1491. 10.1200/JCO.2008.20.7753PubMedCentralCrossRefPubMed Altekruse SF, McGlynn KA, Reichman ME: Hepatocellular carcinoma incidence, mortality, and survival trends in the United States from 1975 to 2005. J Clin Oncol. 2009, 27: 1485-1491. 10.1200/JCO.2008.20.7753PubMedCentralCrossRefPubMed
3.
go back to reference Nguyen MH, Whittemore AS, Garcia RT, Tawfeek SA, Ning J, Lam S, Wright TL, Keeffe EB: Role of ethnicity in risk for hepatocellular carcinoma in patients with chronic hepatitis C and cirrhosis. Clin Gastroenterol Hepatol. 2004, 2: 820-824. 10.1016/S1542-3565(04)00353-2CrossRefPubMed Nguyen MH, Whittemore AS, Garcia RT, Tawfeek SA, Ning J, Lam S, Wright TL, Keeffe EB: Role of ethnicity in risk for hepatocellular carcinoma in patients with chronic hepatitis C and cirrhosis. Clin Gastroenterol Hepatol. 2004, 2: 820-824. 10.1016/S1542-3565(04)00353-2CrossRefPubMed
4.
go back to reference Farazi PA, DePinho RA: Hepatocellular carcinoma pathogenesis: from genes to environment. Nat Rev Cancer. 2006, 6: 674-687. 10.1038/nrc1934CrossRefPubMed Farazi PA, DePinho RA: Hepatocellular carcinoma pathogenesis: from genes to environment. Nat Rev Cancer. 2006, 6: 674-687. 10.1038/nrc1934CrossRefPubMed
5.
go back to reference El-Serag HB: Hepatocellular carcinoma: recent trends in the United States. Gastroenterology. 2004, 127: S27-34. 10.1053/j.gastro.2004.09.013CrossRefPubMed El-Serag HB: Hepatocellular carcinoma: recent trends in the United States. Gastroenterology. 2004, 127: S27-34. 10.1053/j.gastro.2004.09.013CrossRefPubMed
6.
go back to reference El-Serag HB: Epidemiology of hepatocellular carcinoma in USA. Hepatol Res. 2007, 37 (Suppl 2): S88-94. 10.1111/j.1872-034X.2007.00168.xCrossRefPubMed El-Serag HB: Epidemiology of hepatocellular carcinoma in USA. Hepatol Res. 2007, 37 (Suppl 2): S88-94. 10.1111/j.1872-034X.2007.00168.xCrossRefPubMed
7.
go back to reference Su WH, Chao CC, Yeh SH, Chen DS, Chen PJ, Jou YS: OncoDB.HCC: an integrated oncogenomic database of hepatocellular carcinoma revealed aberrant cancer target genes and loci. Nucleic Acids Res. 2007, 35: D727-731. 10.1093/nar/gkl845PubMedCentralCrossRefPubMed Su WH, Chao CC, Yeh SH, Chen DS, Chen PJ, Jou YS: OncoDB.HCC: an integrated oncogenomic database of hepatocellular carcinoma revealed aberrant cancer target genes and loci. Nucleic Acids Res. 2007, 35: D727-731. 10.1093/nar/gkl845PubMedCentralCrossRefPubMed
8.
go back to reference Wurmbach E, Chen YB, Khitrov G, Zhang W, Roayaie S, Schwartz M, Fiel I, Thung S, Mazzaferro V, Bruix J: Genome-wide molecular profiles of HCV-induced dysplasia and hepatocellular carcinoma. Hepatology. 2007, 45: 938-947. 10.1002/hep.21622CrossRefPubMed Wurmbach E, Chen YB, Khitrov G, Zhang W, Roayaie S, Schwartz M, Fiel I, Thung S, Mazzaferro V, Bruix J: Genome-wide molecular profiles of HCV-induced dysplasia and hepatocellular carcinoma. Hepatology. 2007, 45: 938-947. 10.1002/hep.21622CrossRefPubMed
9.
go back to reference Luo JH, Ren B, Keryanov S, Tseng GC, Rao UN, Monga SP, Strom S, Demetris AJ, Nalesnik M, Yu YP: Transcriptomic and genomic analysis of human hepatocellular carcinomas and hepatoblastomas. Hepatology. 2006, 44: 1012-1024. 10.1002/hep.21328PubMedCentralCrossRefPubMed Luo JH, Ren B, Keryanov S, Tseng GC, Rao UN, Monga SP, Strom S, Demetris AJ, Nalesnik M, Yu YP: Transcriptomic and genomic analysis of human hepatocellular carcinomas and hepatoblastomas. Hepatology. 2006, 44: 1012-1024. 10.1002/hep.21328PubMedCentralCrossRefPubMed
10.
go back to reference Woo HG, Park ES, Lee JS, Lee YH, Ishikawa T, Kim YJ, Thorgeirsson SS: Identification of potential driver genes in human liver carcinoma by genomewide screening. Cancer Res. 2009, 69: 4059-4066. 10.1158/0008-5472.CAN-09-0164PubMedCentralCrossRefPubMed Woo HG, Park ES, Lee JS, Lee YH, Ishikawa T, Kim YJ, Thorgeirsson SS: Identification of potential driver genes in human liver carcinoma by genomewide screening. Cancer Res. 2009, 69: 4059-4066. 10.1158/0008-5472.CAN-09-0164PubMedCentralCrossRefPubMed
11.
go back to reference Ye QH, Qin LX, Forgues M, He P, Kim JW, Peng AC, Simon R, Li Y, Robles AI, Chen Y: Predicting hepatitis B virus-positive metastatic hepatocellular carcinomas using gene expression profiling and supervised machine learning. Nat Med. 2003, 9: 416-423. 10.1038/nm843CrossRefPubMed Ye QH, Qin LX, Forgues M, He P, Kim JW, Peng AC, Simon R, Li Y, Robles AI, Chen Y: Predicting hepatitis B virus-positive metastatic hepatocellular carcinomas using gene expression profiling and supervised machine learning. Nat Med. 2003, 9: 416-423. 10.1038/nm843CrossRefPubMed
12.
go back to reference Shackel NA, Seth D, Haber PS, Gorrell MD, McCaughan GW: The hepatic transcriptome in human liver disease. Comp Hepatol. 2006, 5: 6- 10.1186/1476-5926-5-6PubMedCentralCrossRefPubMed Shackel NA, Seth D, Haber PS, Gorrell MD, McCaughan GW: The hepatic transcriptome in human liver disease. Comp Hepatol. 2006, 5: 6- 10.1186/1476-5926-5-6PubMedCentralCrossRefPubMed
13.
go back to reference Smith MW, Yue ZN, Geiss GK, Sadovnikova NY, Carter VS, Boix L, Lazaro CA, Rosenberg GB, Bumgarner RE, Fausto N: Identification of novel tumor markers in hepatitis C virus-associated hepatocellular carcinoma. Cancer Res. 2003, 63: 859-864.PubMed Smith MW, Yue ZN, Geiss GK, Sadovnikova NY, Carter VS, Boix L, Lazaro CA, Rosenberg GB, Bumgarner RE, Fausto N: Identification of novel tumor markers in hepatitis C virus-associated hepatocellular carcinoma. Cancer Res. 2003, 63: 859-864.PubMed
14.
go back to reference Nam SW, Park JY, Ramasamy A, Shevade S, Islam A, Long PM, Park CK, Park SE, Kim SY, Lee SH: Molecular changes from dysplastic nodule to hepatocellular carcinoma through gene expression profiling. Hepatology. 2005, 42: 809-818. 10.1002/hep.20878CrossRefPubMed Nam SW, Park JY, Ramasamy A, Shevade S, Islam A, Long PM, Park CK, Park SE, Kim SY, Lee SH: Molecular changes from dysplastic nodule to hepatocellular carcinoma through gene expression profiling. Hepatology. 2005, 42: 809-818. 10.1002/hep.20878CrossRefPubMed
15.
go back to reference Geigl JB, Langer S, Barwisch S, Pfleghaar K, Lederer G, Speicher MR: Analysis of gene expression patterns and chromosomal changes associated with aging. Cancer Res. 2004, 64: 8550-8557. 10.1158/0008-5472.CAN-04-2151CrossRefPubMed Geigl JB, Langer S, Barwisch S, Pfleghaar K, Lederer G, Speicher MR: Analysis of gene expression patterns and chromosomal changes associated with aging. Cancer Res. 2004, 64: 8550-8557. 10.1158/0008-5472.CAN-04-2151CrossRefPubMed
16.
go back to reference Yau C, Fedele V, Roydasgupta R, Fridlyand J, Hubbard A, Gray JW, Chew K, Dairkee SH, Moore DH, Schittulli F: Aging impacts transcriptomes but not genomes of hormone-dependent breast cancers. Breast Cancer Res. 2007, 9: R59- 10.1186/bcr1765PubMedCentralCrossRefPubMed Yau C, Fedele V, Roydasgupta R, Fridlyand J, Hubbard A, Gray JW, Chew K, Dairkee SH, Moore DH, Schittulli F: Aging impacts transcriptomes but not genomes of hormone-dependent breast cancers. Breast Cancer Res. 2007, 9: R59- 10.1186/bcr1765PubMedCentralCrossRefPubMed
17.
go back to reference Thomas RP, Guigneaux M, Wood T, Evers BM: Age-associated changes in gene expression patterns in the liver. J Gastrointest Surg. 2002, 6: 445-453. discussion 454, 10.1016/S1091-255X(01)00010-5CrossRefPubMed Thomas RP, Guigneaux M, Wood T, Evers BM: Age-associated changes in gene expression patterns in the liver. J Gastrointest Surg. 2002, 6: 445-453. discussion 454, 10.1016/S1091-255X(01)00010-5CrossRefPubMed
18.
go back to reference Lee JS, Chu IS, Mikaelyan A, Calvisi DF, Heo J, Reddy JK, Thorgeirsson SS: Application of comparative functional genomics to identify best-fit mouse models to study human cancer. Nat Genet. 2004, 36: 1306-1311. 10.1038/ng1481CrossRefPubMed Lee JS, Chu IS, Mikaelyan A, Calvisi DF, Heo J, Reddy JK, Thorgeirsson SS: Application of comparative functional genomics to identify best-fit mouse models to study human cancer. Nat Genet. 2004, 36: 1306-1311. 10.1038/ng1481CrossRefPubMed
19.
go back to reference Perez-Carreon JI, Lopez-Garcia C, Fattel-Fazenda S, Arce-Popoca E, Aleman-Lazarini L, Hernandez-Garcia S, Le Berre V, Sokol S, Francois JM, Villa-Trevino S: Gene expression profile related to the progression of preneoplastic nodules toward hepatocellular carcinoma in rats. Neoplasia. 2006, 8: 373-383. 10.1593/neo.05841PubMedCentralCrossRefPubMed Perez-Carreon JI, Lopez-Garcia C, Fattel-Fazenda S, Arce-Popoca E, Aleman-Lazarini L, Hernandez-Garcia S, Le Berre V, Sokol S, Francois JM, Villa-Trevino S: Gene expression profile related to the progression of preneoplastic nodules toward hepatocellular carcinoma in rats. Neoplasia. 2006, 8: 373-383. 10.1593/neo.05841PubMedCentralCrossRefPubMed
20.
go back to reference Paoloni M, Davis S, Lana S, Withrow S, Sangiorgi L, Picci P, Hewitt S, Triche T, Meltzer P, Khanna C: Canine tumor cross-species genomics uncovers targets linked to osteosarcoma progression. BMC Genomics. 2009, 10: 625- 10.1186/1471-2164-10-625PubMedCentralCrossRefPubMed Paoloni M, Davis S, Lana S, Withrow S, Sangiorgi L, Picci P, Hewitt S, Triche T, Meltzer P, Khanna C: Canine tumor cross-species genomics uncovers targets linked to osteosarcoma progression. BMC Genomics. 2009, 10: 625- 10.1186/1471-2164-10-625PubMedCentralCrossRefPubMed
21.
go back to reference Sweet-Cordero A, Mukherjee S, Subramanian A, You H, Roix JJ, Ladd-Acosta C, Mesirov J, Golub TR, Jacks T: An oncogenic KRAS2 expression signature identified by cross-species gene-expression analysis. Nat Genet. 2005, 37: 48-55.PubMed Sweet-Cordero A, Mukherjee S, Subramanian A, You H, Roix JJ, Ladd-Acosta C, Mesirov J, Golub TR, Jacks T: An oncogenic KRAS2 expression signature identified by cross-species gene-expression analysis. Nat Genet. 2005, 37: 48-55.PubMed
22.
go back to reference Ellwood-Yen K, Graeber TG, Wongvipat J, Iruela-Arispe ML, Zhang J, Matusik R, Thomas GV, Sawyers CL: Myc-driven murine prostate cancer shares molecular features with human prostate tumors. Cancer Cell. 2003, 4: 223-238. 10.1016/S1535-6108(03)00197-1CrossRefPubMed Ellwood-Yen K, Graeber TG, Wongvipat J, Iruela-Arispe ML, Zhang J, Matusik R, Thomas GV, Sawyers CL: Myc-driven murine prostate cancer shares molecular features with human prostate tumors. Cancer Cell. 2003, 4: 223-238. 10.1016/S1535-6108(03)00197-1CrossRefPubMed
23.
go back to reference Lee JS, Thorgeirsson SS: Comparative and integrative functional genomics of HCC. Oncogene. 2006, 25: 3801-3809. 10.1038/sj.onc.1209561CrossRefPubMed Lee JS, Thorgeirsson SS: Comparative and integrative functional genomics of HCC. Oncogene. 2006, 25: 3801-3809. 10.1038/sj.onc.1209561CrossRefPubMed
24.
go back to reference Garraway LA, Widlund HR, Rubin MA, Getz G, Berger AJ, Ramaswamy S, Beroukhim R, Milner DA, Granter SR, Du J: Integrative genomic analyses identify MITF as a lineage survival oncogene amplified in malignant melanoma. Nature. 2005, 436: 117-122. 10.1038/nature03664CrossRefPubMed Garraway LA, Widlund HR, Rubin MA, Getz G, Berger AJ, Ramaswamy S, Beroukhim R, Milner DA, Granter SR, Du J: Integrative genomic analyses identify MITF as a lineage survival oncogene amplified in malignant melanoma. Nature. 2005, 436: 117-122. 10.1038/nature03664CrossRefPubMed
25.
go back to reference Thorgeirsson SS, Lee JS, Grisham JW: Molecular prognostication of liver cancer: end of the beginning. J Hepatol. 2006, 44: 798-805. 10.1016/j.jhep.2006.01.008CrossRefPubMed Thorgeirsson SS, Lee JS, Grisham JW: Molecular prognostication of liver cancer: end of the beginning. J Hepatol. 2006, 44: 798-805. 10.1016/j.jhep.2006.01.008CrossRefPubMed
26.
go back to reference Cifola I, Spinelli R, Beltrame L, Peano C, Fasoli E, Ferrero S, Bosari S, Signorini S, Rocco F, Perego R: Genome-wide screening of copy number alterations and LOH events in renal cell carcinomas and integration with gene expression profile. Mol Cancer. 2008, 7: 6- 10.1186/1476-4598-7-6PubMedCentralCrossRefPubMed Cifola I, Spinelli R, Beltrame L, Peano C, Fasoli E, Ferrero S, Bosari S, Signorini S, Rocco F, Perego R: Genome-wide screening of copy number alterations and LOH events in renal cell carcinomas and integration with gene expression profile. Mol Cancer. 2008, 7: 6- 10.1186/1476-4598-7-6PubMedCentralCrossRefPubMed
27.
go back to reference Mas VR, Maluf DG, Archer KJ, Yanek K, Kong X, Kulik L, Freise CE, Olthoff KM, Ghobrial RM, McIver P, Fisher R: Genes involved in viral carcinogenesis and tumor initiation in hepatitis C virus-induced hepatocellular carcinoma. Mol Med. 2009, 15: 85-94. 10.2119/molmed.2008.00110PubMedCentralCrossRefPubMed Mas VR, Maluf DG, Archer KJ, Yanek K, Kong X, Kulik L, Freise CE, Olthoff KM, Ghobrial RM, McIver P, Fisher R: Genes involved in viral carcinogenesis and tumor initiation in hepatitis C virus-induced hepatocellular carcinoma. Mol Med. 2009, 15: 85-94. 10.2119/molmed.2008.00110PubMedCentralCrossRefPubMed
28.
go back to reference Pavlidis P, Noble WS: Analysis of strain and regional variation in gene expression in mouse brain. Genome Biol. 2001, 2: RESEARCH0042- 10.1186/gb-2001-2-10-research0042PubMedCentralCrossRefPubMed Pavlidis P, Noble WS: Analysis of strain and regional variation in gene expression in mouse brain. Genome Biol. 2001, 2: RESEARCH0042- 10.1186/gb-2001-2-10-research0042PubMedCentralCrossRefPubMed
29.
go back to reference Tsafrir D, Bacolod M, Selvanayagam Z, Tsafrir I, Shia J, Zeng Z, Liu H, Krier C, Stengel RF, Barany F: Relationship of gene expression and chromosomal abnormalities in colorectal cancer. Cancer Res. 2006, 66: 2129-2137. 10.1158/0008-5472.CAN-05-2569CrossRefPubMed Tsafrir D, Bacolod M, Selvanayagam Z, Tsafrir I, Shia J, Zeng Z, Liu H, Krier C, Stengel RF, Barany F: Relationship of gene expression and chromosomal abnormalities in colorectal cancer. Cancer Res. 2006, 66: 2129-2137. 10.1158/0008-5472.CAN-05-2569CrossRefPubMed
30.
go back to reference Moinzadeh P, Breuhahn K, Stutzer H, Schirmacher P: Chromosome alterations in human hepatocellular carcinomas correlate with aetiology and histological grade--results of an explorative CGH meta-analysis. Br J Cancer. 2005, 92: 935-941. 10.1038/sj.bjc.6602448PubMedCentralCrossRefPubMed Moinzadeh P, Breuhahn K, Stutzer H, Schirmacher P: Chromosome alterations in human hepatocellular carcinomas correlate with aetiology and histological grade--results of an explorative CGH meta-analysis. Br J Cancer. 2005, 92: 935-941. 10.1038/sj.bjc.6602448PubMedCentralCrossRefPubMed
31.
go back to reference Albertson DG, Collins C, McCormick F, Gray JW: Chromosome aberrations in solid tumors. Nat Genet. 2003, 34: 369-376. 10.1038/ng1215CrossRefPubMed Albertson DG, Collins C, McCormick F, Gray JW: Chromosome aberrations in solid tumors. Nat Genet. 2003, 34: 369-376. 10.1038/ng1215CrossRefPubMed
32.
go back to reference Pollack JR, Sorlie T, Perou CM, Rees CA, Jeffrey SS, Lonning PE, Tibshirani R, Botstein D, Borresen-Dale AL, Brown PO: Microarray analysis reveals a major direct role of DNA copy number alteration in the transcriptional program of human breast tumors. Proc Natl Acad Sci USA. 2002, 99: 12963-12968. 10.1073/pnas.162471999PubMedCentralCrossRefPubMed Pollack JR, Sorlie T, Perou CM, Rees CA, Jeffrey SS, Lonning PE, Tibshirani R, Botstein D, Borresen-Dale AL, Brown PO: Microarray analysis reveals a major direct role of DNA copy number alteration in the transcriptional program of human breast tumors. Proc Natl Acad Sci USA. 2002, 99: 12963-12968. 10.1073/pnas.162471999PubMedCentralCrossRefPubMed
33.
go back to reference Chiang DY, Villanueva A, Hoshida Y, Peix J, Newell P, Minguez B, LeBlanc AC, Donovan DJ, Thung SN, Sole M: Focal gains of VEGFA and molecular classification of hepatocellular carcinoma. Cancer Res. 2008, 68: 6779-6788. 10.1158/0008-5472.CAN-08-0742PubMedCentralCrossRefPubMed Chiang DY, Villanueva A, Hoshida Y, Peix J, Newell P, Minguez B, LeBlanc AC, Donovan DJ, Thung SN, Sole M: Focal gains of VEGFA and molecular classification of hepatocellular carcinoma. Cancer Res. 2008, 68: 6779-6788. 10.1158/0008-5472.CAN-08-0742PubMedCentralCrossRefPubMed
34.
go back to reference Boyault S, Rickman DS, de Reynies A, Balabaud C, Rebouissou S, Jeannot E, Herault A, Saric J, Belghiti J, Franco D: Transcriptome classification of HCC is related to gene alterations and to new therapeutic targets. Hepatology. 2007, 45: 42-52. 10.1002/hep.21467CrossRefPubMed Boyault S, Rickman DS, de Reynies A, Balabaud C, Rebouissou S, Jeannot E, Herault A, Saric J, Belghiti J, Franco D: Transcriptome classification of HCC is related to gene alterations and to new therapeutic targets. Hepatology. 2007, 45: 42-52. 10.1002/hep.21467CrossRefPubMed
35.
go back to reference Liao YL, Sun YM, Chau GY, Chau YP, Lai TC, Wang JL, Horng JT, Hsiao M, Tsou AP: Identification of SOX4 target genes using phylogenetic footprinting-based prediction from expression microarrays suggests that overexpression of SOX4 potentiates metastasis in hepatocellular carcinoma. Oncogene. 2008 Liao YL, Sun YM, Chau GY, Chau YP, Lai TC, Wang JL, Horng JT, Hsiao M, Tsou AP: Identification of SOX4 target genes using phylogenetic footprinting-based prediction from expression microarrays suggests that overexpression of SOX4 potentiates metastasis in hepatocellular carcinoma. Oncogene. 2008
36.
go back to reference Ivanova NB, Dimos JT, Schaniel C, Hackney JA, Moore KA, Lemischka IR: A stem cell molecular signature. Science. 2002, 298: 601-604. 10.1126/science.1073823CrossRefPubMed Ivanova NB, Dimos JT, Schaniel C, Hackney JA, Moore KA, Lemischka IR: A stem cell molecular signature. Science. 2002, 298: 601-604. 10.1126/science.1073823CrossRefPubMed
37.
go back to reference Dudoit SSP, Boldrick JC: Multiple hypothesis testing in microarray Experiments. Statist Scie. 2003, 18: 71-103. 10.1214/ss/1056397487. 10.1214/ss/1056397487CrossRef Dudoit SSP, Boldrick JC: Multiple hypothesis testing in microarray Experiments. Statist Scie. 2003, 18: 71-103. 10.1214/ss/1056397487. 10.1214/ss/1056397487CrossRef
38.
go back to reference Liu YF, Zha BS, Zhang HL, Zhu XJ, Li YH, Zhu J, Guan XH, Feng ZQ, Zhang JP: Characteristic gene expression profiles in the progression from liver cirrhosis to carcinoma induced by diethylnitrosamine in a rat model. J Exp Clin Cancer Res. 2009, 28: 107- 10.1186/1756-9966-28-107PubMedCentralCrossRefPubMed Liu YF, Zha BS, Zhang HL, Zhu XJ, Li YH, Zhu J, Guan XH, Feng ZQ, Zhang JP: Characteristic gene expression profiles in the progression from liver cirrhosis to carcinoma induced by diethylnitrosamine in a rat model. J Exp Clin Cancer Res. 2009, 28: 107- 10.1186/1756-9966-28-107PubMedCentralCrossRefPubMed
39.
go back to reference Thorgeirsson SS, Grisham JW: Molecular pathogenesis of human hepatocellular carcinoma. Nat Genet. 2002, 31: 339-346. 10.1038/ng0802-339CrossRefPubMed Thorgeirsson SS, Grisham JW: Molecular pathogenesis of human hepatocellular carcinoma. Nat Genet. 2002, 31: 339-346. 10.1038/ng0802-339CrossRefPubMed
40.
go back to reference Wanless IR: International consensus on histologic diagnosis of early hepatocellular neoplasia. Hepatol Res. 2007, 37 (Suppl 2): S139-141. 10.1111/j.1872-034X.2007.00177.xCrossRefPubMed Wanless IR: International consensus on histologic diagnosis of early hepatocellular neoplasia. Hepatol Res. 2007, 37 (Suppl 2): S139-141. 10.1111/j.1872-034X.2007.00177.xCrossRefPubMed
41.
go back to reference Francois P, Garzoni C, Bento M, Schrenzel J: Comparison of amplification methods for transcriptomic analyses of low abundance prokaryotic RNA sources. J Microbiol Methods. 2007, 68: 385-391. 10.1016/j.mimet.2006.09.022CrossRefPubMed Francois P, Garzoni C, Bento M, Schrenzel J: Comparison of amplification methods for transcriptomic analyses of low abundance prokaryotic RNA sources. J Microbiol Methods. 2007, 68: 385-391. 10.1016/j.mimet.2006.09.022CrossRefPubMed
42.
go back to reference Kleinbaum DG, Kupper L.L, Morgenstern H: Confounding. Epidemiological Research- Principles and Quantitative Methods. 243-267. New York Kleinbaum DG, Kupper L.L, Morgenstern H: Confounding. Epidemiological Research- Principles and Quantitative Methods. 243-267. New York
43.
go back to reference Guo L, Lobenhofer EK, Wang C, Shippy R, Harris SC, Zhang L, Mei N, Chen T, Herman D, Goodsaid FM: Rat toxicogenomic study reveals analytical consistency across microarray platforms. Nat Biotechnol. 2006, 24: 1162-1169. 10.1038/nbt1238CrossRefPubMed Guo L, Lobenhofer EK, Wang C, Shippy R, Harris SC, Zhang L, Mei N, Chen T, Herman D, Goodsaid FM: Rat toxicogenomic study reveals analytical consistency across microarray platforms. Nat Biotechnol. 2006, 24: 1162-1169. 10.1038/nbt1238CrossRefPubMed
44.
go back to reference Shi L, Reid LH, Jones WD, Shippy R, Warrington JA, Baker SC, Collins PJ, de Longueville F, Kawasaki ES, Lee KY: The MicroArray Quality Control (MAQC) project shows inter- and intraplatform reproducibility of gene expression measurements. Nat Biotechnol. 2006, 24: 1151-1161. 10.1038/nbt1239CrossRefPubMed Shi L, Reid LH, Jones WD, Shippy R, Warrington JA, Baker SC, Collins PJ, de Longueville F, Kawasaki ES, Lee KY: The MicroArray Quality Control (MAQC) project shows inter- and intraplatform reproducibility of gene expression measurements. Nat Biotechnol. 2006, 24: 1151-1161. 10.1038/nbt1239CrossRefPubMed
45.
go back to reference Ghosh D, Barette TR, Rhodes D, Chinnaiyan AM: Statistical issues and methods for meta-analysis of microarray data: a case study in prostate cancer. Funct Integr Genomics. 2003, 3: 180-188. 10.1007/s10142-003-0087-5CrossRefPubMed Ghosh D, Barette TR, Rhodes D, Chinnaiyan AM: Statistical issues and methods for meta-analysis of microarray data: a case study in prostate cancer. Funct Integr Genomics. 2003, 3: 180-188. 10.1007/s10142-003-0087-5CrossRefPubMed
46.
go back to reference Panteva M, Korkaya H, Jameel S: Hepatitis viruses and the MAPK pathway: is this a survival strategy?. Virus Res. 2003, 92: 131-140. 10.1016/S0168-1702(02)00356-8CrossRefPubMed Panteva M, Korkaya H, Jameel S: Hepatitis viruses and the MAPK pathway: is this a survival strategy?. Virus Res. 2003, 92: 131-140. 10.1016/S0168-1702(02)00356-8CrossRefPubMed
47.
go back to reference Wu CH, Sahoo D, Arvanitis C, Bradon N, Dill DL, Felsher DW: Combined analysis of murine and human microarrays and ChIP analysis reveals genes associated with the ability of MYC to maintain tumorigenesis. PLoS Genet. 2008, 4: e1000090- 10.1371/journal.pgen.1000090PubMedCentralCrossRefPubMed Wu CH, Sahoo D, Arvanitis C, Bradon N, Dill DL, Felsher DW: Combined analysis of murine and human microarrays and ChIP analysis reveals genes associated with the ability of MYC to maintain tumorigenesis. PLoS Genet. 2008, 4: e1000090- 10.1371/journal.pgen.1000090PubMedCentralCrossRefPubMed
48.
go back to reference Chang Q, Chen J, Beezhold KJ, Castranova V, Shi X, Chen F: JNK1 activation predicts the prognostic outcome of the human hepatocellular carcinoma. Mol Cancer. 2009, 8: 64- 10.1186/1476-4598-8-64PubMedCentralCrossRefPubMed Chang Q, Chen J, Beezhold KJ, Castranova V, Shi X, Chen F: JNK1 activation predicts the prognostic outcome of the human hepatocellular carcinoma. Mol Cancer. 2009, 8: 64- 10.1186/1476-4598-8-64PubMedCentralCrossRefPubMed
49.
go back to reference Liu J, Ahiekpor A, Li L, Li X, Arbuthnot P, Kew M, Feitelson MA: Increased expression of ErbB-2 in liver is associated with hepatitis B × antigen and shorter survival in patients with liver cancer. Int J Cancer. 2009, 125: 1894-1901. 10.1002/ijc.24580PubMedCentralCrossRefPubMed Liu J, Ahiekpor A, Li L, Li X, Arbuthnot P, Kew M, Feitelson MA: Increased expression of ErbB-2 in liver is associated with hepatitis B × antigen and shorter survival in patients with liver cancer. Int J Cancer. 2009, 125: 1894-1901. 10.1002/ijc.24580PubMedCentralCrossRefPubMed
50.
go back to reference Fusco O, Querzoli P, Nenci I, Natoli C, Brakebush C, Ullrich A, Iacobelli S: 90K (MAC-2 BP) gene expression in breast cancer and evidence for the production of 90 K by peripheral-blood mononuclear cells. Int J Cancer. 1998, 79: 23-26. 10.1002/(SICI)1097-0215(19980220)79:1<23::AID-IJC5>3.0.CO;2-YCrossRefPubMed Fusco O, Querzoli P, Nenci I, Natoli C, Brakebush C, Ullrich A, Iacobelli S: 90K (MAC-2 BP) gene expression in breast cancer and evidence for the production of 90 K by peripheral-blood mononuclear cells. Int J Cancer. 1998, 79: 23-26. 10.1002/(SICI)1097-0215(19980220)79:1<23::AID-IJC5>3.0.CO;2-YCrossRefPubMed
51.
go back to reference Kim SJ, Lee SJ, Sung HJ, Choi IK, Choi CW, Kim BS, Kim JS, Yu W, Hwang HS, Kim IS: Increased serum 90 K and Galectin-3 expression are associated with advanced stage and a worse prognosis in diffuse large B-cell lymphomas. Acta Haematol. 2008, 120: 211-216. 10.1159/000193223CrossRefPubMed Kim SJ, Lee SJ, Sung HJ, Choi IK, Choi CW, Kim BS, Kim JS, Yu W, Hwang HS, Kim IS: Increased serum 90 K and Galectin-3 expression are associated with advanced stage and a worse prognosis in diffuse large B-cell lymphomas. Acta Haematol. 2008, 120: 211-216. 10.1159/000193223CrossRefPubMed
52.
go back to reference Vasko V, Espinosa AV, Scouten W, He H, Auer H, Liyanarachchi S, Larin A, Savchenko V, Francis GL, de la Chapelle A: Gene expression and functional evidence of epithelial-to-mesenchymal transition in papillary thyroid carcinoma invasion. Proc Natl Acad Sci USA. 2007, 104: 2803-2808. 10.1073/pnas.0610733104PubMedCentralCrossRefPubMed Vasko V, Espinosa AV, Scouten W, He H, Auer H, Liyanarachchi S, Larin A, Savchenko V, Francis GL, de la Chapelle A: Gene expression and functional evidence of epithelial-to-mesenchymal transition in papillary thyroid carcinoma invasion. Proc Natl Acad Sci USA. 2007, 104: 2803-2808. 10.1073/pnas.0610733104PubMedCentralCrossRefPubMed
53.
go back to reference Yamada S, Ohira M, Horie H, Ando K, Takayasu H, Suzuki Y, Sugano S, Hirata T, Goto T, Matsunaga T: Expression profiling and differential screening between hepatoblastomas and the corresponding normal livers: identification of high expression of the PLK1 oncogene as a poor-prognostic indicator of hepatoblastomas. Oncogene. 2004, 23: 5901-5911. 10.1038/sj.onc.1207782CrossRefPubMed Yamada S, Ohira M, Horie H, Ando K, Takayasu H, Suzuki Y, Sugano S, Hirata T, Goto T, Matsunaga T: Expression profiling and differential screening between hepatoblastomas and the corresponding normal livers: identification of high expression of the PLK1 oncogene as a poor-prognostic indicator of hepatoblastomas. Oncogene. 2004, 23: 5901-5911. 10.1038/sj.onc.1207782CrossRefPubMed
54.
go back to reference Ma W, Cai S, Du J, Tan Y, Chen H, Guo Z, Hu H, Fang R, Cai S: SDF-1/54-DCN: a novel recombinant chimera with dual inhibitory effects on proliferation and chemotaxis of tumor cells. Biol Pharm Bull. 2008, 31: 1086-1091. 10.1248/bpb.31.1086CrossRefPubMed Ma W, Cai S, Du J, Tan Y, Chen H, Guo Z, Hu H, Fang R, Cai S: SDF-1/54-DCN: a novel recombinant chimera with dual inhibitory effects on proliferation and chemotaxis of tumor cells. Biol Pharm Bull. 2008, 31: 1086-1091. 10.1248/bpb.31.1086CrossRefPubMed
55.
go back to reference Bi X, Tong C, Dockendorff A, Bancroft L, Gallagher L, Guzman G, Iozzo RV, Augenlicht LH, Yang W: Genetic deficiency of decorin causes intestinal tumor formation through disruption of intestinal cell maturation. Carcinogenesis. 2008, 29: 1435-1440. 10.1093/carcin/bgn141PubMedCentralCrossRefPubMed Bi X, Tong C, Dockendorff A, Bancroft L, Gallagher L, Guzman G, Iozzo RV, Augenlicht LH, Yang W: Genetic deficiency of decorin causes intestinal tumor formation through disruption of intestinal cell maturation. Carcinogenesis. 2008, 29: 1435-1440. 10.1093/carcin/bgn141PubMedCentralCrossRefPubMed
56.
go back to reference Luo SM, Tan WM, Deng WX, Zhuang SM, Luo JW: Expression of albumin, IGF-1, IGFBP-3 in tumor tissues and adjacent non-tumor tissues of hepatocellular carcinoma patients with cirrhosis. World J Gastroenterol. 2005, 11: 4272-4276.CrossRefPubMed Luo SM, Tan WM, Deng WX, Zhuang SM, Luo JW: Expression of albumin, IGF-1, IGFBP-3 in tumor tissues and adjacent non-tumor tissues of hepatocellular carcinoma patients with cirrhosis. World J Gastroenterol. 2005, 11: 4272-4276.CrossRefPubMed
57.
go back to reference Sato T, Oshima T, Yoshihara K, Yamamoto N, Yamada R, Nagano Y, Fujii S, Kunisaki C, Shiozawa M, Akaike M: Overexpression of the fibroblast growth factor receptor-1 gene correlates with liver metastasis in colorectal cancer. Oncol Rep. 2009, 21: 211-216.PubMed Sato T, Oshima T, Yoshihara K, Yamamoto N, Yamada R, Nagano Y, Fujii S, Kunisaki C, Shiozawa M, Akaike M: Overexpression of the fibroblast growth factor receptor-1 gene correlates with liver metastasis in colorectal cancer. Oncol Rep. 2009, 21: 211-216.PubMed
58.
go back to reference Pollmann MA, Shao Q, Laird DW, Sandig M: Connexin 43 mediated gap junctional communication enhances breast tumor cell diapedesis in culture. Breast Cancer Res. 2005, 7: R522-534. 10.1186/bcr1042PubMedCentralCrossRefPubMed Pollmann MA, Shao Q, Laird DW, Sandig M: Connexin 43 mediated gap junctional communication enhances breast tumor cell diapedesis in culture. Breast Cancer Res. 2005, 7: R522-534. 10.1186/bcr1042PubMedCentralCrossRefPubMed
59.
go back to reference Bea S, Salaverria I, Armengol L, Pinyol M, Fernandez V, Hartmann EM, Jares P, Amador V, Hernandez L, Navarro A: Uniparental disomies, homozygous deletions, amplifications, and target genes in mantle cell lymphoma revealed by integrative high-resolution whole-genome profiling. Blood. 2009, 113: 3059-3069. 10.1182/blood-2008-07-170183PubMedCentralCrossRefPubMed Bea S, Salaverria I, Armengol L, Pinyol M, Fernandez V, Hartmann EM, Jares P, Amador V, Hernandez L, Navarro A: Uniparental disomies, homozygous deletions, amplifications, and target genes in mantle cell lymphoma revealed by integrative high-resolution whole-genome profiling. Blood. 2009, 113: 3059-3069. 10.1182/blood-2008-07-170183PubMedCentralCrossRefPubMed
60.
go back to reference Kajiyama H, Kikkawa F, Suzuki T, Shibata K, Ino K, Mizutani S: Prolonged survival and decreased invasive activity attributable to dipeptidyl peptidase IV overexpression in ovarian carcinoma. Cancer Res. 2002, 62: 2753-2757.PubMed Kajiyama H, Kikkawa F, Suzuki T, Shibata K, Ino K, Mizutani S: Prolonged survival and decreased invasive activity attributable to dipeptidyl peptidase IV overexpression in ovarian carcinoma. Cancer Res. 2002, 62: 2753-2757.PubMed
61.
go back to reference Zhu L, Gibson P, Currle DS, Tong Y, Richardson RJ, Bayazitov IT, Poppleton H, Zakharenko S, Ellison DW, Gilbertson RJ: Prominin 1 marks intestinal stem cells that are susceptible to neoplastic transformation. Nature. 2009, 457: 603-607. 10.1038/nature07589PubMedCentralCrossRefPubMed Zhu L, Gibson P, Currle DS, Tong Y, Richardson RJ, Bayazitov IT, Poppleton H, Zakharenko S, Ellison DW, Gilbertson RJ: Prominin 1 marks intestinal stem cells that are susceptible to neoplastic transformation. Nature. 2009, 457: 603-607. 10.1038/nature07589PubMedCentralCrossRefPubMed
62.
go back to reference Ma O, Cai WW, Zender L, Dayaram T, Shen J, Herron AJ, Lowe SW, Man TK, Lau CC, Donehower LA: MMP13, Birc2 (cIAP1), and Birc3 (cIAP2), amplified on chromosome 9, collaborate with p53 deficiency in mouse osteosarcoma progression. Cancer Res. 2009, 69: 2559-2567. 10.1158/0008-5472.CAN-08-2929PubMedCentralCrossRefPubMed Ma O, Cai WW, Zender L, Dayaram T, Shen J, Herron AJ, Lowe SW, Man TK, Lau CC, Donehower LA: MMP13, Birc2 (cIAP1), and Birc3 (cIAP2), amplified on chromosome 9, collaborate with p53 deficiency in mouse osteosarcoma progression. Cancer Res. 2009, 69: 2559-2567. 10.1158/0008-5472.CAN-08-2929PubMedCentralCrossRefPubMed
63.
go back to reference Huang W, Yu LF, Zhong J, Wu W, Zhu JY, Jiang FX, Wu YL: Stat3 is involved in angiotensin II-induced expression of MMP2 in gastric cancer cells. Dig Dis Sci. 2009, 54: 2056-2062. 10.1007/s10620-008-0617-zCrossRefPubMed Huang W, Yu LF, Zhong J, Wu W, Zhu JY, Jiang FX, Wu YL: Stat3 is involved in angiotensin II-induced expression of MMP2 in gastric cancer cells. Dig Dis Sci. 2009, 54: 2056-2062. 10.1007/s10620-008-0617-zCrossRefPubMed
64.
go back to reference Ibanez de Caceres I, Dulaimi E, Hoffman AM, Al-Saleem T, Uzzo RG, Cairns P: Identification of novel target genes by an epigenetic reactivation screen of renal cancer. Cancer Res. 2006, 66: 5021-5028. 10.1158/0008-5472.CAN-05-3365CrossRefPubMed Ibanez de Caceres I, Dulaimi E, Hoffman AM, Al-Saleem T, Uzzo RG, Cairns P: Identification of novel target genes by an epigenetic reactivation screen of renal cancer. Cancer Res. 2006, 66: 5021-5028. 10.1158/0008-5472.CAN-05-3365CrossRefPubMed
65.
go back to reference Chen C, Mendez E, Houck J, Fan W, Lohavanichbutr P, Doody D, Yueh B, Futran ND, Upton M, Farwell DG: Gene expression profiling identifies genes predictive of oral squamous cell carcinoma. Cancer Epidemiol Biomarkers Prev. 2008, 17: 2152-2162. 10.1158/1055-9965.EPI-07-2893PubMedCentralCrossRefPubMed Chen C, Mendez E, Houck J, Fan W, Lohavanichbutr P, Doody D, Yueh B, Futran ND, Upton M, Farwell DG: Gene expression profiling identifies genes predictive of oral squamous cell carcinoma. Cancer Epidemiol Biomarkers Prev. 2008, 17: 2152-2162. 10.1158/1055-9965.EPI-07-2893PubMedCentralCrossRefPubMed
66.
go back to reference Rubinstein R, Simon I: MILANO--custom annotation of microarray results using automatic literature searches. BMC Bioinformatics. 2005, 6: 12- 10.1186/1471-2105-6-12PubMedCentralCrossRefPubMed Rubinstein R, Simon I: MILANO--custom annotation of microarray results using automatic literature searches. BMC Bioinformatics. 2005, 6: 12- 10.1186/1471-2105-6-12PubMedCentralCrossRefPubMed
67.
go back to reference Patil MA, Chua MS, Pan KH, Lin R, Lih CJ, Cheung ST, Ho C, Li R, Fan ST, Cohen SN: An integrated data analysis approach to characterize genes highly expressed in hepatocellular carcinoma. Oncogene. 2005, 24: 3737-3747. 10.1038/sj.onc.1208479CrossRefPubMed Patil MA, Chua MS, Pan KH, Lin R, Lih CJ, Cheung ST, Ho C, Li R, Fan ST, Cohen SN: An integrated data analysis approach to characterize genes highly expressed in hepatocellular carcinoma. Oncogene. 2005, 24: 3737-3747. 10.1038/sj.onc.1208479CrossRefPubMed
68.
go back to reference Zhao X, Weir BA, LaFramboise T, Lin M, Beroukhim R, Garraway L, Beheshti J, Lee JC, Naoki K, Richards WG: Homozygous deletions and chromosome amplifications in human lung carcinomas revealed by single nucleotide polymorphism array analysis. Cancer Res. 2005, 65: 5561-5570. 10.1158/0008-5472.CAN-04-4603CrossRefPubMed Zhao X, Weir BA, LaFramboise T, Lin M, Beroukhim R, Garraway L, Beheshti J, Lee JC, Naoki K, Richards WG: Homozygous deletions and chromosome amplifications in human lung carcinomas revealed by single nucleotide polymorphism array analysis. Cancer Res. 2005, 65: 5561-5570. 10.1158/0008-5472.CAN-04-4603CrossRefPubMed
69.
go back to reference Marchetti A, Tinari N, Buttitta F, Chella A, Angeletti CA, Sacco R, Mucilli F, Ullrich A, Iacobelli S: Expression of 90 K (Mac-2 BP) correlates with distant metastasis and predicts survival in stage I non-small cell lung cancer patients. Cancer Res. 2002, 62: 2535-2539.PubMed Marchetti A, Tinari N, Buttitta F, Chella A, Angeletti CA, Sacco R, Mucilli F, Ullrich A, Iacobelli S: Expression of 90 K (Mac-2 BP) correlates with distant metastasis and predicts survival in stage I non-small cell lung cancer patients. Cancer Res. 2002, 62: 2535-2539.PubMed
70.
go back to reference Kholova I, Ludvikova M, Ryska A, Topolcan O, Pikner R, Pecen L, Cap J, Holubec L: Diagnostic role of markers dipeptidyl peptidase IV and thyroid peroxidase in thyroid tumors. Anticancer Res. 2003, 23: 871-875.PubMed Kholova I, Ludvikova M, Ryska A, Topolcan O, Pikner R, Pecen L, Cap J, Holubec L: Diagnostic role of markers dipeptidyl peptidase IV and thyroid peroxidase in thyroid tumors. Anticancer Res. 2003, 23: 871-875.PubMed
71.
go back to reference Halbersztadt A, Halon A, Pajak J, Robaczynski J, Rabczynski J, St Gabrys M: [The role of matrix metalloproteinases in tumor invasion and metastasis]. Ginekol Pol. 2006, 77: 63-71.PubMed Halbersztadt A, Halon A, Pajak J, Robaczynski J, Rabczynski J, St Gabrys M: [The role of matrix metalloproteinases in tumor invasion and metastasis]. Ginekol Pol. 2006, 77: 63-71.PubMed
72.
go back to reference Samantaray S, Sharma R, Chattopadhyaya TK, Gupta SD, Ralhan R: Increased expression of MMP-2 and MMP-9 in esophageal squamous cell carcinoma. J Cancer Res Clin Oncol. 2004, 130: 37-44. 10.1007/s00432-003-0500-4CrossRefPubMed Samantaray S, Sharma R, Chattopadhyaya TK, Gupta SD, Ralhan R: Increased expression of MMP-2 and MMP-9 in esophageal squamous cell carcinoma. J Cancer Res Clin Oncol. 2004, 130: 37-44. 10.1007/s00432-003-0500-4CrossRefPubMed
73.
go back to reference McKenna GJ, Chen Y, Smith RM, Meneghetti A, Ong C, McMaster R, Scudamore CH, Chung SW: A role for matrix metalloproteinases and tumor host interaction in hepatocellular carcinomas. Am J Surg. 2002, 183: 588-594. 10.1016/S0002-9610(02)00833-4CrossRefPubMed McKenna GJ, Chen Y, Smith RM, Meneghetti A, Ong C, McMaster R, Scudamore CH, Chung SW: A role for matrix metalloproteinases and tumor host interaction in hepatocellular carcinomas. Am J Surg. 2002, 183: 588-594. 10.1016/S0002-9610(02)00833-4CrossRefPubMed
74.
go back to reference Asamoto M, Hokaiwado N, Cho Y-M, Shirai T: Effects of genetic background on prostate and taste bud carcinogenesis due to SV40 T antigen expression under probasin gene promoter control. Carcinogenesis. 2002, 23: 463-467. 10.1093/carcin/23.3.463CrossRefPubMed Asamoto M, Hokaiwado N, Cho Y-M, Shirai T: Effects of genetic background on prostate and taste bud carcinogenesis due to SV40 T antigen expression under probasin gene promoter control. Carcinogenesis. 2002, 23: 463-467. 10.1093/carcin/23.3.463CrossRefPubMed
75.
go back to reference Yamashita S, Wakazono K, Nomoto T, Tsujino Y, Kuramoto T, Ushijima T: Expression Quantitative Trait Loci Analysis of 13 Genes in the Rat Prostate. Genetics. 2005, 171: 1231-1238. 10.1534/genetics.104.038174PubMedCentralCrossRefPubMed Yamashita S, Wakazono K, Nomoto T, Tsujino Y, Kuramoto T, Ushijima T: Expression Quantitative Trait Loci Analysis of 13 Genes in the Rat Prostate. Genetics. 2005, 171: 1231-1238. 10.1534/genetics.104.038174PubMedCentralCrossRefPubMed
76.
go back to reference Dillner K, Kindblom J, Flores-Morales A, Shao R, Tornell J, Norstedt G, Wennbo H: Gene Expression Analysis of Prostate Hyperplasia in Mice Overexpressing the Prolactin Gene Specifically in the Prostate. Endocrinology. 2003, 144: 4955-4966. 10.1210/en.2003-0415CrossRefPubMed Dillner K, Kindblom J, Flores-Morales A, Shao R, Tornell J, Norstedt G, Wennbo H: Gene Expression Analysis of Prostate Hyperplasia in Mice Overexpressing the Prolactin Gene Specifically in the Prostate. Endocrinology. 2003, 144: 4955-4966. 10.1210/en.2003-0415CrossRefPubMed
77.
go back to reference Maffey AH, Ishibashi T, He C, Wang X, White AR, Hendy SC, Nelson CC, Rennie PS, Ausio J: Probasin promoter assembles into a strongly positioned nucleosome that permits androgen receptor binding. Mol Cell Endocrinol. 2007, 268: 10-19. 10.1016/j.mce.2007.01.009CrossRefPubMed Maffey AH, Ishibashi T, He C, Wang X, White AR, Hendy SC, Nelson CC, Rennie PS, Ausio J: Probasin promoter assembles into a strongly positioned nucleosome that permits androgen receptor binding. Mol Cell Endocrinol. 2007, 268: 10-19. 10.1016/j.mce.2007.01.009CrossRefPubMed
78.
go back to reference Nikitovic D, Berdiaki A, Zafiropoulos A, Katonis P, Tsatsakis A, Karamanos NK, Tzanakakis GN: Lumican expression is positively correlated with the differentiation and negatively with the growth of human osteosarcoma cells. Febs J. 2008, 275: 350-361. 10.1111/j.1742-4658.2007.06205.xCrossRefPubMed Nikitovic D, Berdiaki A, Zafiropoulos A, Katonis P, Tsatsakis A, Karamanos NK, Tzanakakis GN: Lumican expression is positively correlated with the differentiation and negatively with the growth of human osteosarcoma cells. Febs J. 2008, 275: 350-361. 10.1111/j.1742-4658.2007.06205.xCrossRefPubMed
79.
go back to reference Eshchenko TY, Rykova VI, Chernakov AE, Sidorov SV, Grigorieva EV: Expression of different proteoglycans in human breast tumors. Biochemistry (Mosc). 2007, 72: 1016-1020. 10.1134/S0006297907090143CrossRef Eshchenko TY, Rykova VI, Chernakov AE, Sidorov SV, Grigorieva EV: Expression of different proteoglycans in human breast tumors. Biochemistry (Mosc). 2007, 72: 1016-1020. 10.1134/S0006297907090143CrossRef
80.
go back to reference Ishiwata T, Cho K, Kawahara K, Yamamoto T, Fujiwara Y, Uchida E, Tajiri T, Naito Z: Role of lumican in cancer cells and adjacent stromal tissues in human pancreatic cancer. Oncol Rep. 2007, 18: 537-543.PubMed Ishiwata T, Cho K, Kawahara K, Yamamoto T, Fujiwara Y, Uchida E, Tajiri T, Naito Z: Role of lumican in cancer cells and adjacent stromal tissues in human pancreatic cancer. Oncol Rep. 2007, 18: 537-543.PubMed
81.
go back to reference Seya T, Tanaka N, Shinji S, Yokoi K, Koizumi M, Teranishi N, Yamashita K, Tajiri T, Ishiwata T, Naito Z: Lumican expression in advanced colorectal cancer with nodal metastasis correlates with poor prognosis. Oncol Rep. 2006, 16: 1225-1230.PubMed Seya T, Tanaka N, Shinji S, Yokoi K, Koizumi M, Teranishi N, Yamashita K, Tajiri T, Ishiwata T, Naito Z: Lumican expression in advanced colorectal cancer with nodal metastasis correlates with poor prognosis. Oncol Rep. 2006, 16: 1225-1230.PubMed
82.
go back to reference Kelemen LE, Couch FJ, Ahmed S, Dunning AM, Pharoah PD, Easton DF, Fredericksen ZS, Vierkant RA, Pankratz VS, Goode EL: Genetic variation in stromal proteins decorin and lumican with breast cancer: investigations in two case-control studies. Breast Cancer Res. 2008, 10: R98- 10.1186/bcr2201PubMedCentralCrossRefPubMed Kelemen LE, Couch FJ, Ahmed S, Dunning AM, Pharoah PD, Easton DF, Fredericksen ZS, Vierkant RA, Pankratz VS, Goode EL: Genetic variation in stromal proteins decorin and lumican with breast cancer: investigations in two case-control studies. Breast Cancer Res. 2008, 10: R98- 10.1186/bcr2201PubMedCentralCrossRefPubMed
83.
go back to reference Yee J, Sadar MD, Sin DD, Kuzyk M, Xing L, Kondra J, McWilliams A, Man SF, Lam S: Connective tissue-activating peptide III: a novel blood biomarker for early lung cancer detection. J Clin Oncol. 2009, 27: 2787-2792. 10.1200/JCO.2008.19.4233PubMedCentralCrossRefPubMed Yee J, Sadar MD, Sin DD, Kuzyk M, Xing L, Kondra J, McWilliams A, Man SF, Lam S: Connective tissue-activating peptide III: a novel blood biomarker for early lung cancer detection. J Clin Oncol. 2009, 27: 2787-2792. 10.1200/JCO.2008.19.4233PubMedCentralCrossRefPubMed
84.
go back to reference Marshall KW, Mohr S, Khettabi FE, Nossova N, Chao S, Bao W, Ma J, Li XJ, Liew CC: A blood-based biomarker panel for stratifying current risk for colorectal cancer. Int J Cancer. 2010, 126: 1177-1186.PubMed Marshall KW, Mohr S, Khettabi FE, Nossova N, Chao S, Bao W, Ma J, Li XJ, Liew CC: A blood-based biomarker panel for stratifying current risk for colorectal cancer. Int J Cancer. 2010, 126: 1177-1186.PubMed
85.
go back to reference Lonneborg A: Biomarkers for Alzheimer disease in cerebrospinal fluid, urine, and blood. Mol Diagn Ther. 2008, 12: 307-320.CrossRefPubMed Lonneborg A: Biomarkers for Alzheimer disease in cerebrospinal fluid, urine, and blood. Mol Diagn Ther. 2008, 12: 307-320.CrossRefPubMed
86.
go back to reference Aaroe J, Lindahl T, Dumeaux V, Saebo S, Tobin D, Hagen N, Skaane P, Lonneborg A, Sharma P, Borresen-Dale AL: Gene expression profiling of peripheral blood cells for early detection of breast cancer. Breast Cancer Res. 2010, 12: R7- 10.1186/bcr2472PubMedCentralCrossRefPubMed Aaroe J, Lindahl T, Dumeaux V, Saebo S, Tobin D, Hagen N, Skaane P, Lonneborg A, Sharma P, Borresen-Dale AL: Gene expression profiling of peripheral blood cells for early detection of breast cancer. Breast Cancer Res. 2010, 12: R7- 10.1186/bcr2472PubMedCentralCrossRefPubMed
87.
go back to reference Kurian SM, Le-Niculescu H, Patel SD, Bertram D, Davis J, Dike C, Yehyawi N, Lysaker P, Dustin J, Caligiuri M: Identification of blood biomarkers for psychosis using convergent functional genomics. Mol Psychiatry. 2009 Kurian SM, Le-Niculescu H, Patel SD, Bertram D, Davis J, Dike C, Yehyawi N, Lysaker P, Dustin J, Caligiuri M: Identification of blood biomarkers for psychosis using convergent functional genomics. Mol Psychiatry. 2009
88.
go back to reference Lonneborg A, Aaroe J, Dumeaux V, Borresen-Dale AL: Found in transcription: gene expression and other novel blood biomarkers for the early detection of breast cancer. Expert Rev Anticancer Ther. 2009, 9: 1115-1123. 10.1586/era.09.31CrossRefPubMed Lonneborg A, Aaroe J, Dumeaux V, Borresen-Dale AL: Found in transcription: gene expression and other novel blood biomarkers for the early detection of breast cancer. Expert Rev Anticancer Ther. 2009, 9: 1115-1123. 10.1586/era.09.31CrossRefPubMed
89.
go back to reference Borovecki F, Lovrecic L, Zhou J, Jeong H, Then F, Rosas HD, Hersch SM, Hogarth P, Bouzou B, Jensen RV, Krainc D: Genome-wide expression profiling of human blood reveals biomarkers for Huntington's disease. Proc Natl Acad Sci USA. 2005, 102: 11023-11028. 10.1073/pnas.0504921102PubMedCentralCrossRefPubMed Borovecki F, Lovrecic L, Zhou J, Jeong H, Then F, Rosas HD, Hersch SM, Hogarth P, Bouzou B, Jensen RV, Krainc D: Genome-wide expression profiling of human blood reveals biomarkers for Huntington's disease. Proc Natl Acad Sci USA. 2005, 102: 11023-11028. 10.1073/pnas.0504921102PubMedCentralCrossRefPubMed
90.
go back to reference Terminology of nodular hepatocellular lesions. International Working Party. Hepatology. 1995, 22: 983-993. Terminology of nodular hepatocellular lesions. International Working Party. Hepatology. 1995, 22: 983-993.
91.
go back to reference Gentleman RC, Carey VJ, Bates DM, Bolstad B, Dettling M, Dudoit S, Ellis B, Gautier L, Ge Y, Gentry J: Bioconductor: open software development for computational biology and bioinformatics. Genome Biol. 2004, 5: R80- 10.1186/gb-2004-5-10-r80PubMedCentralCrossRefPubMed Gentleman RC, Carey VJ, Bates DM, Bolstad B, Dettling M, Dudoit S, Ellis B, Gautier L, Ge Y, Gentry J: Bioconductor: open software development for computational biology and bioinformatics. Genome Biol. 2004, 5: R80- 10.1186/gb-2004-5-10-r80PubMedCentralCrossRefPubMed
92.
go back to reference Li C, Hung Wong W: Model-based analysis of oligonucleotide arrays: model validation, design issues and standard error application. Genome Biol. 2001, 2: RESEARCH0032-PubMedCentralPubMed Li C, Hung Wong W: Model-based analysis of oligonucleotide arrays: model validation, design issues and standard error application. Genome Biol. 2001, 2: RESEARCH0032-PubMedCentralPubMed
93.
go back to reference Wu Z, Irizarry RA: Stochastic models inspired by hybridization theory for short oligonucleotide arrays. J Comput Biol. 2005, 12: 882-893. 10.1089/cmb.2005.12.882CrossRefPubMed Wu Z, Irizarry RA: Stochastic models inspired by hybridization theory for short oligonucleotide arrays. J Comput Biol. 2005, 12: 882-893. 10.1089/cmb.2005.12.882CrossRefPubMed
94.
go back to reference Wu Z, Irizarry RA: Preprocessing of oligonucleotide array data. Nat Biotechnol. 2004, 22: 656-658. author reply 658, 10.1038/nbt0604-656bCrossRefPubMed Wu Z, Irizarry RA: Preprocessing of oligonucleotide array data. Nat Biotechnol. 2004, 22: 656-658. author reply 658, 10.1038/nbt0604-656bCrossRefPubMed
95.
go back to reference Saeed AI, Sharov V, White J, Li J, Liang W, Bhagabati N, Braisted J, Klapa M, Currier T, Thiagarajan M: TM4: a free, open-source system for microarray data management and analysis. Biotechniques. 2003, 34: 374-378.PubMed Saeed AI, Sharov V, White J, Li J, Liang W, Bhagabati N, Braisted J, Klapa M, Currier T, Thiagarajan M: TM4: a free, open-source system for microarray data management and analysis. Biotechniques. 2003, 34: 374-378.PubMed
96.
go back to reference Sherman BT, Huang DW, Tan Q, Guo Y, Bour S, Liu D, Stephens R, Baseler MW, Lane HC, Lempicki RA: DAVID Knowledgebase: a gene-centered database integrating heterogeneous gene annotation resources to facilitate high-throughput gene functional analysis. BMC Bioinformatics. 2007, 8: 426- 10.1186/1471-2105-8-426PubMedCentralCrossRefPubMed Sherman BT, Huang DW, Tan Q, Guo Y, Bour S, Liu D, Stephens R, Baseler MW, Lane HC, Lempicki RA: DAVID Knowledgebase: a gene-centered database integrating heterogeneous gene annotation resources to facilitate high-throughput gene functional analysis. BMC Bioinformatics. 2007, 8: 426- 10.1186/1471-2105-8-426PubMedCentralCrossRefPubMed
97.
go back to reference Hosack DA, Dennis G, Sherman BT, Lane HC, Lempicki RA: Identifying biological themes within lists of genes with EASE. Genome Biol. 2003, 4: R70- 10.1186/gb-2003-4-10-r70PubMedCentralCrossRefPubMed Hosack DA, Dennis G, Sherman BT, Lane HC, Lempicki RA: Identifying biological themes within lists of genes with EASE. Genome Biol. 2003, 4: R70- 10.1186/gb-2003-4-10-r70PubMedCentralCrossRefPubMed
98.
go back to reference Thomas PD, Campbell MJ, Kejariwal A, Mi H, Karlak B, Daverman R, Diemer K, Muruganujan A, Narechania A: PANTHER: a library of protein families and subfamilies indexed by function. Genome Res. 2003, 13: 2129-2141. 10.1101/gr.772403PubMedCentralCrossRefPubMed Thomas PD, Campbell MJ, Kejariwal A, Mi H, Karlak B, Daverman R, Diemer K, Muruganujan A, Narechania A: PANTHER: a library of protein families and subfamilies indexed by function. Genome Res. 2003, 13: 2129-2141. 10.1101/gr.772403PubMedCentralCrossRefPubMed
99.
go back to reference Thomas PD, Kejariwal A, Guo N, Mi H, Campbell MJ, Muruganujan A, Lazareva-Ulitsky B: Applications for protein sequence-function evolution data: mRNA/protein expression analysis and coding SNP scoring tools. Nucleic Acids Res. 2006, 34: W645-650. 10.1093/nar/gkl229PubMedCentralCrossRefPubMed Thomas PD, Kejariwal A, Guo N, Mi H, Campbell MJ, Muruganujan A, Lazareva-Ulitsky B: Applications for protein sequence-function evolution data: mRNA/protein expression analysis and coding SNP scoring tools. Nucleic Acids Res. 2006, 34: W645-650. 10.1093/nar/gkl229PubMedCentralCrossRefPubMed
100.
go back to reference Tsai J, Sultana R, Lee Y, Pertea G, Karamycheva S, Antonescu V, Cho J, Parvizi B, Cheung F, Quackenbush J: RESOURCERER: a database for annotating and linking microarray resources within and across species. Genome Biol. 2001, 2: SOFTWARE0002- 10.1186/gb-2001-2-11-software0002PubMedCentralCrossRefPubMed Tsai J, Sultana R, Lee Y, Pertea G, Karamycheva S, Antonescu V, Cho J, Parvizi B, Cheung F, Quackenbush J: RESOURCERER: a database for annotating and linking microarray resources within and across species. Genome Biol. 2001, 2: SOFTWARE0002- 10.1186/gb-2001-2-11-software0002PubMedCentralCrossRefPubMed
101.
go back to reference Reiner A, Yekutieli D, Benjamini Y: Identifying differentially expressed genes using false discovery rate controlling procedures. Bioinformatics. 2003, 19: 368-375. 10.1093/bioinformatics/btf877CrossRefPubMed Reiner A, Yekutieli D, Benjamini Y: Identifying differentially expressed genes using false discovery rate controlling procedures. Bioinformatics. 2003, 19: 368-375. 10.1093/bioinformatics/btf877CrossRefPubMed
102.
go back to reference Livak KJ, Schmittgen TD: Analysis of relative gene expression data using real-time quantitative PCR and the 2(-Delta Delta C(T)) Method. Methods. 2001, 25: 402-408. 10.1006/meth.2001.1262CrossRefPubMed Livak KJ, Schmittgen TD: Analysis of relative gene expression data using real-time quantitative PCR and the 2(-Delta Delta C(T)) Method. Methods. 2001, 25: 402-408. 10.1006/meth.2001.1262CrossRefPubMed
Metadata
Title
Integrative and comparative genomics analysis of early hepatocellular carcinoma differentiated from liver regeneration in young and old
Authors
Dilek Colak
Muhammad A Chishti
Al-Bandary Al-Bakheet
Ahmed Al-Qahtani
Mohamed M Shoukri
Malcolm H Goyns
Pinar T Ozand
John Quackenbush
Ben H Park
Namik Kaya
Publication date
01-12-2010
Publisher
BioMed Central
Published in
Molecular Cancer / Issue 1/2010
Electronic ISSN: 1476-4598
DOI
https://doi.org/10.1186/1476-4598-9-146

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