Skip to main content
Top
Published in: European Journal of Medical Research 1/2014

Open Access 01-12-2014 | Research

RETRACTED ARTICLE: Ranking candidate genes of esophageal squamous cell carcinomas based on differentially expressed genes and the topological properties of the co-expression network

Authors: Yuzhou Shen, Jicheng Tantai, Heng Zhao

Published in: European Journal of Medical Research | Issue 1/2014

Login to get access

Abstract

Background

The aim of this study was to identify the candidate genes of esophageal squamous cell carcinoma (ESCC).

Methods

Gene expression profiling of 17 ESCC samples and 17 adjacent normal samples, GSE20347, was downloaded from Gene Expression Omnibus database. The raw data were preprocessed, and the differentially expressed genes (DEGs) between ESCC and normal samples were identified by using SAM software (false discovery rate <0.001). Then, the co-expression network of DEGs was constructed based on Pearson’s correlation test (r-value ≥0.8). Furthermore, the topological properties of the co-expression network were analyzed through NetworkAnalyzer (default settings) of Cytoscape. The expression fold changes of DEGs and topological properties were utilized to identify the candidate genes of ESCC (Crin score >4), which were further analyzed based on DAVID functional enrichment analysis (P-value <0.05).

Results

A total of 1,063 DEGs were identified, including 490 up-regulated and 573 down-regulated DEGs. Then, the co-expression network of DEGs was constructed, containing 999 nodes and 46,323 edges. Based on the expression fold changes of DEGs and the topological properties of the co-expression network, DEGs were ranked, and the top 24 genes were candidate genes of ESCC, such as CRISP3, EREG, CXCR2, and CRNN. Furthermore, the 24 genes were significantly enriched in bio-functions regarding cell differentiation, glucan biosynthetic process and immune response.

Conclusion

The present study suggested that CRISP3, EREG, CXCR2, and CRNN might be causative genes of ESCC, and play vital roles in the development of ESCC. However, further experimental studies are needed to confirm our results.
Appendix
Available only for authorised users
Literature
1.
go back to reference Lam AKY: Molecular biology of esophageal squamous cell carcinoma. Crit Rev Oncol Hematol 2000, 33: 71–90. 10.1016/S1040-8428(99)00054-2CrossRefPubMed Lam AKY: Molecular biology of esophageal squamous cell carcinoma. Crit Rev Oncol Hematol 2000, 33: 71–90. 10.1016/S1040-8428(99)00054-2CrossRefPubMed
2.
go back to reference Hu N, Clifford R, Yang H, Wang C, Goldstein A, Ding T, Taylor P, Lee M: Genome wide analysis of DNA copy number neutral loss of heterozygosity (CNNLOH) and its relation to gene expression in esophageal squamous cell carcinoma. BMC Genomics 2010, 11: 576. 10.1186/1471-2164-11-576PubMedCentralCrossRefPubMed Hu N, Clifford R, Yang H, Wang C, Goldstein A, Ding T, Taylor P, Lee M: Genome wide analysis of DNA copy number neutral loss of heterozygosity (CNNLOH) and its relation to gene expression in esophageal squamous cell carcinoma. BMC Genomics 2010, 11: 576. 10.1186/1471-2164-11-576PubMedCentralCrossRefPubMed
3.
go back to reference Wieder HA, Brücher BL, Zimmermann F, Becker K, Lordick F, Beer A, Schwaiger M, Fink U, Siewert JR, Stein HJ: Time course of tumor metabolic activity during chemoradiotherapy of esophageal squamous cell carcinoma and response to treatment. J Clin Oncol 2004, 22: 900–908. 10.1200/JCO.2004.07.122CrossRefPubMed Wieder HA, Brücher BL, Zimmermann F, Becker K, Lordick F, Beer A, Schwaiger M, Fink U, Siewert JR, Stein HJ: Time course of tumor metabolic activity during chemoradiotherapy of esophageal squamous cell carcinoma and response to treatment. J Clin Oncol 2004, 22: 900–908. 10.1200/JCO.2004.07.122CrossRefPubMed
4.
go back to reference Brücher BL, Weber W, Bauer M, Fink U, Avril N, Stein HJ, Werner M, Zimmerman F, Siewert JR, Schwaiger M: Neoadjuvant therapy of esophageal squamous cell carcinoma: response evaluation by positron emission tomography. Ann Surg 2001, 233: 300. 10.1097/00000658-200103000-00002PubMedCentralCrossRefPubMed Brücher BL, Weber W, Bauer M, Fink U, Avril N, Stein HJ, Werner M, Zimmerman F, Siewert JR, Schwaiger M: Neoadjuvant therapy of esophageal squamous cell carcinoma: response evaluation by positron emission tomography. Ann Surg 2001, 233: 300. 10.1097/00000658-200103000-00002PubMedCentralCrossRefPubMed
5.
go back to reference Stahl M, Stuschke M, Lehmann N, Meyer H-J, Walz MK, Seeber S, Klump B, Budach W, Teichmann R, Schmitt M: Chemoradiation with and without surgery in patients with locally advanced squamous cell carcinoma of the esophagus. J Clin Oncol 2005, 23: 2310–2317. 10.1200/JCO.2005.00.034CrossRefPubMed Stahl M, Stuschke M, Lehmann N, Meyer H-J, Walz MK, Seeber S, Klump B, Budach W, Teichmann R, Schmitt M: Chemoradiation with and without surgery in patients with locally advanced squamous cell carcinoma of the esophagus. J Clin Oncol 2005, 23: 2310–2317. 10.1200/JCO.2005.00.034CrossRefPubMed
6.
go back to reference Tepper J, Krasna MJ, Niedzwiecki D, Hollis D, Reed CE, Goldberg R, Kiel K, Willett C, Sugarbaker D, Mayer R: Phase III trial of trimodality therapy with cisplatin, fluorouracil, radiotherapy, and surgery compared with surgery alone for esophageal cancer: CALGB 9781. J Clin Oncol 2008, 26: 1086–1092. 10.1200/JCO.2007.12.9593CrossRefPubMed Tepper J, Krasna MJ, Niedzwiecki D, Hollis D, Reed CE, Goldberg R, Kiel K, Willett C, Sugarbaker D, Mayer R: Phase III trial of trimodality therapy with cisplatin, fluorouracil, radiotherapy, and surgery compared with surgery alone for esophageal cancer: CALGB 9781. J Clin Oncol 2008, 26: 1086–1092. 10.1200/JCO.2007.12.9593CrossRefPubMed
7.
go back to reference Pollack JR, Sørlie T, Perou CM, Rees CA, Jeffrey SS, Lonning PE, Tibshirani R, Botstein D, Børresen-Dale A-L, 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 2002, 99: 12963–12968. 10.1073/pnas.162471999PubMedCentralCrossRefPubMed Pollack JR, Sørlie T, Perou CM, Rees CA, Jeffrey SS, Lonning PE, Tibshirani R, Botstein D, Børresen-Dale A-L, 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 2002, 99: 12963–12968. 10.1073/pnas.162471999PubMedCentralCrossRefPubMed
8.
go back to reference Mischel PS, Cloughesy TF, Nelson SF: DNA-microarray analysis of brain cancer: molecular classification for therapy. Nat Rev Neurosci 2004, 5: 782–792. 10.1038/nrn1518CrossRefPubMed Mischel PS, Cloughesy TF, Nelson SF: DNA-microarray analysis of brain cancer: molecular classification for therapy. Nat Rev Neurosci 2004, 5: 782–792. 10.1038/nrn1518CrossRefPubMed
9.
go back to reference Risinger JI, Maxwell GL, Chandramouli G, Jazaeri A, Aprelikova O, Patterson T, Berchuck A, Barrett JC: Microarray analysis reveals distinct gene expression profiles among different histologic types of endometrial cancer. Cancer Res 2003, 63: 6–11.PubMed Risinger JI, Maxwell GL, Chandramouli G, Jazaeri A, Aprelikova O, Patterson T, Berchuck A, Barrett JC: Microarray analysis reveals distinct gene expression profiles among different histologic types of endometrial cancer. Cancer Res 2003, 63: 6–11.PubMed
10.
go back to reference Moch H, Schraml P, Bubendorf L, Mirlacher M, Kononen J, Gasser T, Mihatsch MJ, Kallioniemi OP, Sauter G: High-throughput tissue microarray analysis to evaluate genes uncovered by cDNA microarray screening in renal cell carcinoma. Am J Pathol 1999, 154: 981–986. 10.1016/S0002-9440(10)65349-7PubMedCentralCrossRefPubMed Moch H, Schraml P, Bubendorf L, Mirlacher M, Kononen J, Gasser T, Mihatsch MJ, Kallioniemi OP, Sauter G: High-throughput tissue microarray analysis to evaluate genes uncovered by cDNA microarray screening in renal cell carcinoma. Am J Pathol 1999, 154: 981–986. 10.1016/S0002-9440(10)65349-7PubMedCentralCrossRefPubMed
11.
go back to reference Hu N, Roth MJ, Emmert-Buck MR, Tang Z-Z, Polymeropolous M, Wang Q-H, Goldstein AM, Han X-Y, Dawsey SM, Ding T, Giffen C, Taylor PR: Allelic loss in esophageal squamous cell carcinoma patients with and without family history of upper gastrointestinal tract cancer. Clin Cancer Res 1999, 5: 3476–3482.PubMed Hu N, Roth MJ, Emmert-Buck MR, Tang Z-Z, Polymeropolous M, Wang Q-H, Goldstein AM, Han X-Y, Dawsey SM, Ding T, Giffen C, Taylor PR: Allelic loss in esophageal squamous cell carcinoma patients with and without family history of upper gastrointestinal tract cancer. Clin Cancer Res 1999, 5: 3476–3482.PubMed
12.
go back to reference Hu N, Wang C, Hu Y, Yang HH, Kong L-H, Lu N, Su H, Wang Q-H, Goldstein AM, Buetow KH: Genome-wide loss of heterozygosity and copy number alteration in esophageal squamous cell carcinoma using the Affymetrix GeneChip mapping 10 K array. BMC Genomics 2006, 7: 299. 10.1186/1471-2164-7-299PubMedCentralCrossRefPubMed Hu N, Wang C, Hu Y, Yang HH, Kong L-H, Lu N, Su H, Wang Q-H, Goldstein AM, Buetow KH: Genome-wide loss of heterozygosity and copy number alteration in esophageal squamous cell carcinoma using the Affymetrix GeneChip mapping 10 K array. BMC Genomics 2006, 7: 299. 10.1186/1471-2164-7-299PubMedCentralCrossRefPubMed
13.
go back to reference Luo A, Kong J, Hu G, Liew C-C, Xiong M, Wang X, Ji J, Wang T, Zhi H, Wu M: Discovery of Ca2+-relevant and differentiation-associated genes downregulated in esophageal squamous cell carcinoma using cDNA microarray. Oncogene 2003, 23: 1291–1299. 10.1038/sj.onc.1207218CrossRef Luo A, Kong J, Hu G, Liew C-C, Xiong M, Wang X, Ji J, Wang T, Zhi H, Wu M: Discovery of Ca2+-relevant and differentiation-associated genes downregulated in esophageal squamous cell carcinoma using cDNA microarray. Oncogene 2003, 23: 1291–1299. 10.1038/sj.onc.1207218CrossRef
14.
go back to reference Kimura S, Naganuma S, Susuki D, Hirono Y, Yamaguchi A, Fujieda S, Sano K, Itoh H: Expression of microRNAs in squamous cell carcinoma of human head and neck and the esophagus: miR-205 and miR-21 are specific markers for HNSCC and ESCC. Oncol Rep 2010, 23: 1625–1633.PubMed Kimura S, Naganuma S, Susuki D, Hirono Y, Yamaguchi A, Fujieda S, Sano K, Itoh H: Expression of microRNAs in squamous cell carcinoma of human head and neck and the esophagus: miR-205 and miR-21 are specific markers for HNSCC and ESCC. Oncol Rep 2010, 23: 1625–1633.PubMed
15.
go back to reference Yamashita K, Upadhyay S, Osada M, Hoque MO, Xiao Y, Mori M, Sato F, Meltzer SJ, Sidransky D: Pharmacologic unmasking of epigenetically silenced tumor suppressor genes in esophageal squamous cell carcinoma. Cancer Cell 2002, 2: 485–495. 10.1016/S1535-6108(02)00215-5CrossRefPubMed Yamashita K, Upadhyay S, Osada M, Hoque MO, Xiao Y, Mori M, Sato F, Meltzer SJ, Sidransky D: Pharmacologic unmasking of epigenetically silenced tumor suppressor genes in esophageal squamous cell carcinoma. Cancer Cell 2002, 2: 485–495. 10.1016/S1535-6108(02)00215-5CrossRefPubMed
16.
go back to reference Irizarry RA, Hobbs B, Collin F, Beazer‐Barclay YD, Antonellis KJ, Scherf U, Speed TP: Exploration, normalization, and summaries of high density oligonucleotide array probe level data. Biostatistics 2003, 4: 249–264. 10.1093/biostatistics/4.2.249CrossRefPubMed Irizarry RA, Hobbs B, Collin F, Beazer‐Barclay YD, Antonellis KJ, Scherf U, Speed TP: Exploration, normalization, and summaries of high density oligonucleotide array probe level data. Biostatistics 2003, 4: 249–264. 10.1093/biostatistics/4.2.249CrossRefPubMed
17.
go back to reference Tusher VG, Tibshirani R, Chu G: Significance analysis of microarrays applied to the ionizing radiation response. Proc Natl Acad Sci 2001, 98: 5116–5121. 10.1073/pnas.091062498PubMedCentralCrossRefPubMed Tusher VG, Tibshirani R, Chu G: Significance analysis of microarrays applied to the ionizing radiation response. Proc Natl Acad Sci 2001, 98: 5116–5121. 10.1073/pnas.091062498PubMedCentralCrossRefPubMed
18.
go back to reference Deza M, Deza E: In Encyclopedia of Distances. In Encyclopedia of Distances. Springer, Berlin Heidelberg; 2009:94. 10.1007/978-3-642-00234-2CrossRef Deza M, Deza E: In Encyclopedia of Distances. In Encyclopedia of Distances. Springer, Berlin Heidelberg; 2009:94. 10.1007/978-3-642-00234-2CrossRef
19.
go back to reference Szekely GJ, Rizzo ML: Hierarchical clustering via joint between-within distances: extending Ward’s minimum variance method. J Classif 2005, 22: 151–183. 10.1007/s00357-005-0012-9CrossRef Szekely GJ, Rizzo ML: Hierarchical clustering via joint between-within distances: extending Ward’s minimum variance method. J Classif 2005, 22: 151–183. 10.1007/s00357-005-0012-9CrossRef
20.
go back to reference Allocco DJ, Kohane IS, Butte AJ: Quantifying the relationship between co-expression, co-regulation and gene function. BMC Bioinformatics 2004, 5: 18. 10.1186/1471-2105-5-18PubMedCentralCrossRefPubMed Allocco DJ, Kohane IS, Butte AJ: Quantifying the relationship between co-expression, co-regulation and gene function. BMC Bioinformatics 2004, 5: 18. 10.1186/1471-2105-5-18PubMedCentralCrossRefPubMed
21.
go back to reference Shannon P, Markiel A, Ozier O, Baliga NS, Wang JT, Ramage D, Amin N, Schwikowski B, Ideker T: Cytoscape: a software environment for integrated models of biomolecular interaction networks. Genome Res 2003, 13: 2498–2504. 10.1101/gr.1239303PubMedCentralCrossRefPubMed Shannon P, Markiel A, Ozier O, Baliga NS, Wang JT, Ramage D, Amin N, Schwikowski B, Ideker T: Cytoscape: a software environment for integrated models of biomolecular interaction networks. Genome Res 2003, 13: 2498–2504. 10.1101/gr.1239303PubMedCentralCrossRefPubMed
22.
go back to reference Assenov Y, Ramirez F, Schelhorn SE, Lengauer T, Albrecht M: Computing topological parameters of biological networks. Bioinformatics 2008, 24: 282–284. 10.1093/bioinformatics/btm554CrossRefPubMed Assenov Y, Ramirez F, Schelhorn SE, Lengauer T, Albrecht M: Computing topological parameters of biological networks. Bioinformatics 2008, 24: 282–284. 10.1093/bioinformatics/btm554CrossRefPubMed
23.
go back to reference Quackenbush J: Microarray data normalization and transformation. Nat Genet 2002, 32: 496–501. 10.1038/ng1032CrossRefPubMed Quackenbush J: Microarray data normalization and transformation. Nat Genet 2002, 32: 496–501. 10.1038/ng1032CrossRefPubMed
24.
go back to reference Sherman BT, Lempicki RA: Bioinformatics enrichment tools: paths toward the comprehensive functional analysis of large gene lists. Nucleic Acids Res 2009, 37: 1–13. 10.1093/nar/gkn859PubMedCentralCrossRefPubMed Sherman BT, Lempicki RA: Bioinformatics enrichment tools: paths toward the comprehensive functional analysis of large gene lists. Nucleic Acids Res 2009, 37: 1–13. 10.1093/nar/gkn859PubMedCentralCrossRefPubMed
25.
go back to reference Udby L, Cowland JB, Johnsen AH, Sørensen OE, Borregaard N, Kjeldsen L: An ELISA for SGP28/CRISP-3, a cysteine-rich secretory protein in human neutrophils, plasma, and exocrine secretions. J Immunol Methods 2002, 263: 43–55. 10.1016/S0022-1759(02)00033-9CrossRefPubMed Udby L, Cowland JB, Johnsen AH, Sørensen OE, Borregaard N, Kjeldsen L: An ELISA for SGP28/CRISP-3, a cysteine-rich secretory protein in human neutrophils, plasma, and exocrine secretions. J Immunol Methods 2002, 263: 43–55. 10.1016/S0022-1759(02)00033-9CrossRefPubMed
26.
go back to reference Kosari F, Asmann YW, Cheville JC, Vasmatzis G: Cysteine-rich secretory protein-3: a potential biomarker for prostate cancer. Cancer Epidemiol Biomark Prev 2002, 11: 1419–1426. Kosari F, Asmann YW, Cheville JC, Vasmatzis G: Cysteine-rich secretory protein-3: a potential biomarker for prostate cancer. Cancer Epidemiol Biomark Prev 2002, 11: 1419–1426.
27.
go back to reference Su H, Hu N, Yang HH, Wang C, Takikita M, Wang Q-H, Giffen C, Clifford R, Hewitt SM, Shou J-Z, Goldstein AM, Lee MP, Taylor PR: Global gene expression profiling and validation in esophageal squamous cell carcinoma and its association with clinical phenotypes. Clin Cancer Res 2011, 17: 2955–2966. 10.1158/1078-0432.CCR-10-2724PubMedCentralCrossRefPubMed Su H, Hu N, Yang HH, Wang C, Takikita M, Wang Q-H, Giffen C, Clifford R, Hewitt SM, Shou J-Z, Goldstein AM, Lee MP, Taylor PR: Global gene expression profiling and validation in esophageal squamous cell carcinoma and its association with clinical phenotypes. Clin Cancer Res 2011, 17: 2955–2966. 10.1158/1078-0432.CCR-10-2724PubMedCentralCrossRefPubMed
28.
go back to reference Ko W-C, Sugahara K, Sakuma T, Yen C-Y, Liu S-Y, Liaw G-A, Shibahara T: Copy number changes of CRISP3 in oral squamous cell carcinoma. Oncol Lett 2012, 3: 75–81.PubMedCentralPubMed Ko W-C, Sugahara K, Sakuma T, Yen C-Y, Liu S-Y, Liaw G-A, Shibahara T: Copy number changes of CRISP3 in oral squamous cell carcinoma. Oncol Lett 2012, 3: 75–81.PubMedCentralPubMed
29.
go back to reference Yun J, Song S-H, Park J, Kim H-P, Yoon Y-K, Lee K-H, Han S-W, Oh D-Y, Im S-A, Bang Y-J: Gene silencing of EREG mediated by DNA methylation and histone modification in human gastric cancers. Lab Investig 2012, 92: 1033–1044. 10.1038/labinvest.2012.61CrossRefPubMed Yun J, Song S-H, Park J, Kim H-P, Yoon Y-K, Lee K-H, Han S-W, Oh D-Y, Im S-A, Bang Y-J: Gene silencing of EREG mediated by DNA methylation and histone modification in human gastric cancers. Lab Investig 2012, 92: 1033–1044. 10.1038/labinvest.2012.61CrossRefPubMed
30.
go back to reference Pan J, Tao Y-F, Zhou Z, Cao B, Wu S-Y, Zhang Y-L, Hu S-Y, Zhao W-L, Wang J, Lou G-L: An novel role of sphingosine kinase-1 (SPHK1) in the invasion and metastasis of esophageal carcinoma. J Transl Med 2011, 9: 157. 10.1186/1479-5876-9-157PubMedCentralCrossRefPubMed Pan J, Tao Y-F, Zhou Z, Cao B, Wu S-Y, Zhang Y-L, Hu S-Y, Zhao W-L, Wang J, Lou G-L: An novel role of sphingosine kinase-1 (SPHK1) in the invasion and metastasis of esophageal carcinoma. J Transl Med 2011, 9: 157. 10.1186/1479-5876-9-157PubMedCentralCrossRefPubMed
31.
go back to reference Belperio JA, Keane MP, Arenberg DA, Addison CL, Ehlert JE, Burdick MD, Strieter RM: CXC chemokines in angiogenesis. J Leukoc Biol 2000, 68: 1–8.PubMed Belperio JA, Keane MP, Arenberg DA, Addison CL, Ehlert JE, Burdick MD, Strieter RM: CXC chemokines in angiogenesis. J Leukoc Biol 2000, 68: 1–8.PubMed
32.
go back to reference Wang B, Hendricks DT, Wamunyokoli F, Parker MI: A growth-related oncogene/CXC chemokine receptor 2 autocrine loop contributes to cellular proliferation in esophageal cancer. Cancer Res 2006, 66: 3071–3077. 10.1158/0008-5472.CAN-05-2871CrossRefPubMed Wang B, Hendricks DT, Wamunyokoli F, Parker MI: A growth-related oncogene/CXC chemokine receptor 2 autocrine loop contributes to cellular proliferation in esophageal cancer. Cancer Res 2006, 66: 3071–3077. 10.1158/0008-5472.CAN-05-2871CrossRefPubMed
33.
go back to reference Wang B, Khachigian LM, Esau L, Birrer MJ, Zhao X, Parker MI, Hendricks DT: A key role for early growth response-1 and nuclear factor-κB in mediating and maintaining GRO/CXCR2 proliferative signaling in esophageal cancer. Mol Cancer Res 2009, 7: 755–764. 10.1158/1541-7786.MCR-08-0472CrossRefPubMed Wang B, Khachigian LM, Esau L, Birrer MJ, Zhao X, Parker MI, Hendricks DT: A key role for early growth response-1 and nuclear factor-κB in mediating and maintaining GRO/CXCR2 proliferative signaling in esophageal cancer. Mol Cancer Res 2009, 7: 755–764. 10.1158/1541-7786.MCR-08-0472CrossRefPubMed
34.
go back to reference Contzler R, Favre B, Huber M, Hohl D: Cornulin, a new member of the ‘fused gene’ family, is expressed during epidermal differentiation. J Investig Dermatol 2005, 124: 990–997. 10.1111/j.0022-202X.2005.23694.xCrossRefPubMed Contzler R, Favre B, Huber M, Hohl D: Cornulin, a new member of the ‘fused gene’ family, is expressed during epidermal differentiation. J Investig Dermatol 2005, 124: 990–997. 10.1111/j.0022-202X.2005.23694.xCrossRefPubMed
35.
go back to reference Pawar H, Maharudraiah J, Kashyap MK, Sharma J, Srikanth SM, Choudhary R, Chavan S, Sathe G, Manju HC, Kumar KV, Vijayakumar M, Sirdeshmukh R, Harsha HC, Prasad TS, Pandey A, Kumar RV: Downregulation of cornulin in esophageal squamous cell carcinoma. Acta Histochem 2013, 115: 89–99. 10.1016/j.acthis.2012.04.003CrossRefPubMed Pawar H, Maharudraiah J, Kashyap MK, Sharma J, Srikanth SM, Choudhary R, Chavan S, Sathe G, Manju HC, Kumar KV, Vijayakumar M, Sirdeshmukh R, Harsha HC, Prasad TS, Pandey A, Kumar RV: Downregulation of cornulin in esophageal squamous cell carcinoma. Acta Histochem 2013, 115: 89–99. 10.1016/j.acthis.2012.04.003CrossRefPubMed
36.
go back to reference Zhang H, Chen W, Duan C-J, Zhang C-F: Overexpression of HSPA2 is correlated with poor prognosis in esophageal squamous cell carcinoma. World J Surg Oncol 2013, 11: 141. 10.1186/1477-7819-11-141PubMedCentralCrossRefPubMed Zhang H, Chen W, Duan C-J, Zhang C-F: Overexpression of HSPA2 is correlated with poor prognosis in esophageal squamous cell carcinoma. World J Surg Oncol 2013, 11: 141. 10.1186/1477-7819-11-141PubMedCentralCrossRefPubMed
37.
go back to reference Gao H, Wang L, Cui S, Wang M: Combination of meta-analysis and graph clustering to identify prognostic markers of ESCC. Genet Mol Biol 2012, 35: 530–537. 10.1590/S1415-47572012000300021PubMedCentralCrossRefPubMed Gao H, Wang L, Cui S, Wang M: Combination of meta-analysis and graph clustering to identify prognostic markers of ESCC. Genet Mol Biol 2012, 35: 530–537. 10.1590/S1415-47572012000300021PubMedCentralCrossRefPubMed
38.
go back to reference Kadowaki Y, Fujiwara T, Fukazawa T, Shao J, Yasuda T, Itoshima T, Kagawa S, Hudson LG, Roth JA, Tanaka N: Induction of differentiation-dependent apoptosis in human esophageal squamous cell carcinoma by adenovirus-mediated p21sdi1 gene transfer. Clin Cancer Res 1999, 5: 4233–4241.PubMed Kadowaki Y, Fujiwara T, Fukazawa T, Shao J, Yasuda T, Itoshima T, Kagawa S, Hudson LG, Roth JA, Tanaka N: Induction of differentiation-dependent apoptosis in human esophageal squamous cell carcinoma by adenovirus-mediated p21sdi1 gene transfer. Clin Cancer Res 1999, 5: 4233–4241.PubMed
39.
go back to reference Banks-Schlegel SP, Quintero J: Growth and differentiation of human esophageal carcinoma cell lines. Cancer Res 1986, 46: 250–258.PubMed Banks-Schlegel SP, Quintero J: Growth and differentiation of human esophageal carcinoma cell lines. Cancer Res 1986, 46: 250–258.PubMed
Metadata
Title
RETRACTED ARTICLE: Ranking candidate genes of esophageal squamous cell carcinomas based on differentially expressed genes and the topological properties of the co-expression network
Authors
Yuzhou Shen
Jicheng Tantai
Heng Zhao
Publication date
01-12-2014
Publisher
BioMed Central
Published in
European Journal of Medical Research / Issue 1/2014
Electronic ISSN: 2047-783X
DOI
https://doi.org/10.1186/s40001-014-0052-x

Other articles of this Issue 1/2014

European Journal of Medical Research 1/2014 Go to the issue