Differential Gene Expression and Weighted Correlation Network Dynamics in High-Throughput Datasets of Prostate Cancer
Precision oncology is an absolute need today due to the emergence of treatment resistance and heterogeneity among cancerous profiles. Target-propelled cancer therapy is one of the treasures of precision oncology which has come together with substantial medical accomplishment. Prostate cancer is one...
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Published in | Frontiers in oncology Vol. 12; p. 881246 |
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Main Authors | , , , , , , , |
Format | Journal Article |
Language | English |
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Frontiers Media S.A
01.06.2022
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Abstract | Precision oncology is an absolute need today due to the emergence of treatment resistance and heterogeneity among cancerous profiles. Target-propelled cancer therapy is one of the treasures of precision oncology which has come together with substantial medical accomplishment. Prostate cancer is one of the most common cancers in males, with tremendous biological heterogeneity in molecular and clinical behavior. The spectrum of molecular abnormalities and varying clinical patterns in prostate cancer suggest substantial heterogeneity among different profiles. To identify novel therapeutic targets and precise biomarkers implicated with prostate cancer, we performed a state-of-the-art bioinformatics study, beginning with analyzing high-throughput genomic datasets from The Cancer Genome Atlas (TCGA). Weighted gene co-expression network analysis (WGCNA) suggests a set of five dysregulated hub genes (MAF, STAT6, SOX2, FOXO1, and WNT3A) that played crucial roles in biological pathways associated with prostate cancer progression. We found overexpressed STAT6 and SOX2 and proposed them as candidate biomarkers and potential targets in prostate cancer. Furthermore, the alteration frequencies in STAT6 and SOX2 and their impact on the patients’ survival were explored through the cBioPortal platform. The Kaplan-Meier survival analysis suggested that the alterations in the candidate genes were linked to the decreased overall survival of the patients. Altogether, the results signify that STAT6 and SOX2 and their genomic alterations can be explored in therapeutic interventions of prostate cancer for precision oncology, utilizing early diagnosis and target-propelled therapy. |
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AbstractList | Precision oncology is an absolute need today due to the emergence of treatment resistance and heterogeneity among cancerous profiles. Target-propelled cancer therapy is one of the treasures of precision oncology which has come together with substantial medical accomplishment. Prostate cancer is one of the most common cancers in males, with tremendous biological heterogeneity in molecular and clinical behavior. The spectrum of molecular abnormalities and varying clinical patterns in prostate cancer suggest substantial heterogeneity among different profiles. To identify novel therapeutic targets and precise biomarkers implicated with prostate cancer, we performed a state-of-the-art bioinformatics study, beginning with analyzing high-throughput genomic datasets from The Cancer Genome Atlas (TCGA). Weighted gene co-expression network analysis (WGCNA) suggests a set of five dysregulated hub genes (MAF, STAT6, SOX2, FOXO1, and WNT3A) that played crucial roles in biological pathways associated with prostate cancer progression. We found overexpressed STAT6 and SOX2 and proposed them as candidate biomarkers and potential targets in prostate cancer. Furthermore, the alteration frequencies in STAT6 and SOX2 and their impact on the patients’ survival were explored through the cBioPortal platform. The Kaplan-Meier survival analysis suggested that the alterations in the candidate genes were linked to the decreased overall survival of the patients. Altogether, the results signify that STAT6 and SOX2 and their genomic alterations can be explored in therapeutic interventions of prostate cancer for precision oncology, utilizing early diagnosis and target-propelled therapy. |
Author | Al-Keridis, Lamya Ahmed Alshammari, Nawaf Dohare, Ravins Mohammad, Taj Singh, Prithvi Hassan, Md Imtaiyaz Jairajpuri, Deeba Shamim Adnan, Mohd |
AuthorAffiliation | 3 Department of Biology, College of Science, Princess Nourah bint Abdulrahman University , Riyadh , Saudi Arabia 4 Department of Biology, College of Science, University of Hail , Hail , Saudi Arabia 2 Department of Medical Biochemistry, College of Medicine and Medical Sciences, Arabian Gulf University , Manama , Bahrain 1 Centre for Interdisciplinary Research in Basic Sciences, Jamia Millia Islamia , New Delhi , India |
AuthorAffiliation_xml | – name: 2 Department of Medical Biochemistry, College of Medicine and Medical Sciences, Arabian Gulf University , Manama , Bahrain – name: 4 Department of Biology, College of Science, University of Hail , Hail , Saudi Arabia – name: 3 Department of Biology, College of Science, Princess Nourah bint Abdulrahman University , Riyadh , Saudi Arabia – name: 1 Centre for Interdisciplinary Research in Basic Sciences, Jamia Millia Islamia , New Delhi , India |
Author_xml | – sequence: 1 givenname: Taj surname: Mohammad fullname: Mohammad, Taj – sequence: 2 givenname: Prithvi surname: Singh fullname: Singh, Prithvi – sequence: 3 givenname: Deeba Shamim surname: Jairajpuri fullname: Jairajpuri, Deeba Shamim – sequence: 4 givenname: Lamya Ahmed surname: Al-Keridis fullname: Al-Keridis, Lamya Ahmed – sequence: 5 givenname: Nawaf surname: Alshammari fullname: Alshammari, Nawaf – sequence: 6 givenname: Mohd surname: Adnan fullname: Adnan, Mohd – sequence: 7 givenname: Ravins surname: Dohare fullname: Dohare, Ravins – sequence: 8 givenname: Md Imtaiyaz surname: Hassan fullname: Hassan, Md Imtaiyaz |
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Cites_doi | 10.1093/nar/gks042 10.1073/pnas.2008762117 10.1080/14728222.2018.1538359 10.1186/1471-2164-14-690 10.1073/pnas.0708476104 10.20546/ijcmas.2017.608.026 10.1371/journal.pcbi.1002488 10.1371/journal.pone.0053701 10.1093/nar/gkt1248 10.1186/1752-0509-8-S4-S11 10.1186/1471-2105-9-559 10.3892/ol.2018.9791 10.4238/2015.June.26.11 10.1371/journal.pone.0206239 10.3748/wjg.v16.i19.2421 10.1021/bi9013038 10.1080/14737159.2019.1665507 10.1016/j.cell.2011.02.013 10.1002/pros.20640 10.1093/nar/gky1131 10.1016/j.semcancer.2015.08.008 10.1016/j.juro.2013.06.017 10.1007/s00262-011-1159-3 10.1371/journal.pone.0135339 10.1038/modpathol.2013.247 10.1093/nargab/lqaa078 10.1093/bioinformatics/bts034 10.1038/nature09677 10.1093/nar/gkw377 10.4137/CIN.S14062 10.1007/s11010-010-0426-5 10.1016/j.semradonc.2016.08.002 10.1371/journal.pcbi.1002797 10.1038/s41585-019-0237-8 10.1186/s13059-014-0550-8 10.1056/NEJMra072739 10.3892/ijo.2018.4429 10.1093/bib/bbt085 10.1093/nar/gkz446 10.2174/1573394710666140313003905 10.1016/S0065-230X(08)60355-3 10.1038/s41568-018-0087-3 10.1101/gr.1239303 10.1158/0008-5472.CAN-06-4608 10.1038/s41388-020-01459-w 10.5114/wo.2014.47136 10.1093/jmcb/mjr002 10.1136/bmjopen-2019-029149 10.1016/S1470-2045(15)00620-8 10.1159/000477852 10.1038/srep15215 10.1093/bib/bby023 10.1016/j.molmed.2017.08.003 10.1158/0008-5472.CAN-16-2479 10.3322/caac.21660 10.1089/cbr.2017.2287 10.18632/oncotarget.11282 10.1158/1078-0432.CCR-14-2603 10.1038/modpathol.3800760 10.1016/j.ygeno.2007.02.005 10.1016/S1470-2045(10)70295-3 10.4103/0974-7788.76794 10.1158/1078-0432.CCR-15-1250 10.1038/ng.3315 10.3892/ol.2015.3970 10.1038/pcan.2015.48 10.1038/s41598-021-92552-x 10.1096/fj.201700629R 10.3390/diagnostics10090658 10.1038/ng.3173 10.1093/nar/gkv007 10.1093/bioinformatics/btp616 10.1038/nrg.2015.17 10.2353/ajpath.2009.080868 10.1111/iju.13326 10.1016/j.cell.2015.10.025 10.1186/s12957-019-1587-7 10.2202/1544-6115.1128 10.1038/s41392-020-00242-3 10.3322/caac.21254 10.1126/scisignal.2004088 10.1186/s13063-019-3251-5 |
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Copyright | Copyright © 2022 Mohammad, Singh, Jairajpuri, Al-Keridis, Alshammari, Adnan, Dohare and Hassan 2022 Mohammad, Singh, Jairajpuri, Al-Keridis, Alshammari, Adnan, Dohare and Hassan |
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Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 Reviewed by: Nathan J. Bowen, Clark Atlanta University, United States; Wei-de Zhong, Guangzhou First People’s Hospital, China Edited by: Marco Cassano, Lunaphore Technologies SA, Switzerland This article was submitted to Cancer Molecular Targets and Therapeutics, a section of the journal Frontiers in Oncology |
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References | Hartmaier (B42) 2017; 77 Verhoeven (B79) 2020 Paula Delgado (B11) 2013; 9 Xu (B88) 2019; 17 Trump (B8) Langfelder (B58) 2008; 9 Royston (B70) 2019; 20 Kuleshov (B63) 2016; 44 Sticht (B65) 2018; 13 Binnemars-Postma (B86) 2018; 32 Cao (B82) 2016; 7 Zhang (B47) 2018; 20 Sung (B6) 2021; 71 Shackney (B34) 2014; 13 Zhao (B41) 2016; 22 Tolkach (B18) 2018; 85 Kuleshov (B49) 2016; 44 Sun (B67) 2012; 8 Wang (B81) 2010; 16 Boutros (B17) 2015; 47 Das (B80) 2007; 67 Rebbeck (B35) 2017; 27 Zhang (B45) 2015; 16 Ku (B29) 2019; 16 Kunhumuhammed (B7) 2017; 6 Sun (B44) 2012; 8 Lin (B46) 2009; 69 Leek (B52) 2012; 28 Zhang (B71) 2020; 5 Mouraviev (B12) 2016; 19 Gao (B68) 2013; 6 Lau (B57) 2020; 117 Zhang (B39) 2015; 14 Bibikova (B20) 2007; 89 Tomczak (B31) 2015; 19 Doyle (B84) 2014; 27 Drake (B9) 2020; 20 Abeshouse (B16) 2015; 163 Khurana (B4) 2016; 17 Cuzick (B25) 2011; 12 Senft (B27) 2017; 23 Blume-Jensen (B23) 2015; 21 Hanahan (B2) 2011; 144 Knezevic (B24) 2013; 14 Rodriguez-Pinilla (B75) 2007; 20 Jia (B77) 2011; 3 Schroten (B22) 2012; 61 Goel (B69) 2010; 1 Novak (B72) 2018 Prasad (B28) 2016; 17 Thurtle (B37) 2019; 9 Robinson (B54) 2010; 26 Wang (B48) 2019; 17 Zhang (B59) 2005; 4 Xu (B33) 2007; 104 Goldman (B50) 2019; 326470 Love (B53) 2014; 15 Wang (B87) 2016; 11 Ding (B21) 2011; 470 Farashi (B36) 2019; 19 Shugay (B40) 2012; 8 Narayan (B13) 2017; 24 Keenan (B64) 2019; 47 Frantzi (B14) 2020; 10 Ritchie (B56) 2015; 43 Shannon (B61) 2003; 13 Li (B66) 2014; 42 Liu (B76) 2010; 340 Gandellini (B3) 2015; 35 Szklarczyk (B60) 2019; 47 Das (B89) 2010; 49 Hsu (B15) 2021; 11 Kregel (B73) 2013; 8 Hüser (B78) 2018; 22 Lu (B85) 2018; 33 Zhang (B51) 2020; 2 Siegel (B5) 2015; 65 Zhang (B43) 2015; 10 Latil (B19) 2003; 9 Chin (B62) 2014; 4 Gu (B74) 2007; 67 Romanuik (B10) 2009; 175 Chen (B38) 2020; 39 Finn (B1) 2008; 358 Fehrmann (B30) 2015; 47 Karnes (B26) 2013; 190 Mccarthy (B55) 2012; 40 Chen (B83) 2018; 53 Kallioniemi (B32) 1996; 68 |
References_xml | – volume: 40 year: 2012 ident: B55 article-title: Differential Expression Analysis of Multifactor RNA-Seq Experiments With Respect to Biological Variation publication-title: Nucleic Acids Res doi: 10.1093/nar/gks042 contributor: fullname: Mccarthy – volume: 117 year: 2020 ident: B57 article-title: Single-Nucleus Transcriptome Analysis Reveals Dysregulation of Angiogenic Endothelial Cells and Neuroprotective Glia in Alzheimer’s Disease publication-title: Proc Natl Acad Sci doi: 10.1073/pnas.2008762117 contributor: fullname: Lau – volume: 22 year: 2018 ident: B78 article-title: Targeting SOX2 in Anticancer Therapy publication-title: Expert Opin Ther Targets doi: 10.1080/14728222.2018.1538359 contributor: fullname: Hüser – volume: 14 start-page: 1471 year: 2013 ident: B24 article-title: Analytical Validation of the Oncotype DX Prostate Cancer Assay - A Clinical RT-PCR Assay Optimized for Prostate Needle Biopsies publication-title: BMC Genomics doi: 10.1186/1471-2164-14-690 contributor: fullname: Knezevic – volume: 104 year: 2007 ident: B33 article-title: Identification of Prostate Cancer Modifier Pathways Using Parental Strain Expression Mapping publication-title: Proc Natl Acad Sci USA doi: 10.1073/pnas.0708476104 contributor: fullname: Xu – volume: 6 year: 2017 ident: B7 article-title: Differential Gene Expression Analysis of Prostate Cancer for Biomarkers and Potential Drug Targets Identification publication-title: Int J Curr Microbiol App Sci doi: 10.20546/ijcmas.2017.608.026 contributor: fullname: Kunhumuhammed – volume: 8 year: 2012 ident: B44 article-title: Uncovering microRNA and Transcription Factor Mediated Regulatory Networks in Glioblastoma publication-title: PloS Comput Biol doi: 10.1371/journal.pcbi.1002488 contributor: fullname: Sun – volume: 8 year: 2013 ident: B73 article-title: Sox2 Is an Androgen Receptor-Repressed Gene That Promotes Castration-Resistant Prostate Cancer publication-title: PloS One doi: 10.1371/journal.pone.0053701 contributor: fullname: Kregel – volume: 42 start-page: 1 year: 2014 ident: B66 article-title: Starbase V2.0: Decoding miRNA-ceRNA, miRNA-ncRNA and Protein-RNA Interaction Networks From Large-Scale CLIP-Seq Data publication-title: Nucleic Acids Res doi: 10.1093/nar/gkt1248 contributor: fullname: Li – volume: 4 year: 2014 ident: B62 article-title: Cytohubba: Identifying Hub Objects and Sub-Networks From Complex Interactome publication-title: BMC Syst Biol doi: 10.1186/1752-0509-8-S4-S11 contributor: fullname: Chin – volume: 9 start-page: 1471 year: 2008 ident: B58 article-title: WGCNA: An R Package for Weighted Correlation Network Analysis publication-title: BMC Bioinf doi: 10.1186/1471-2105-9-559 contributor: fullname: Langfelder – volume: 17 year: 2019 ident: B88 article-title: MicroRNA−135a Induces Prostate Cancer Cell Apoptosis via Inhibition of STAT6 publication-title: Oncol Lett doi: 10.3892/ol.2018.9791 contributor: fullname: Xu – volume: 14 year: 2015 ident: B39 article-title: Construction of a Gene-Gene Interaction Network With a Combined Score Across Multiple Approaches publication-title: Genet Mol Res doi: 10.4238/2015.June.26.11 contributor: fullname: Zhang – volume: 13 year: 2018 ident: B65 article-title: Mirwalk: An Online Resource for Prediction of microRNA Binding Sites publication-title: PloS One doi: 10.1371/journal.pone.0206239 contributor: fullname: Sticht – volume: 16 start-page: 2421 year: 2010 ident: B81 article-title: EZH2 and STAT6 Expression Profiles Are Correlated With Colorectal Cancer Stage and Prognosis publication-title: World J Gastroenterol: WJG doi: 10.3748/wjg.v16.i19.2421 contributor: fullname: Wang – volume: 49 year: 2010 ident: B89 article-title: Signal Transducer and Activator of Transcription 6 (STAT6) Is a Novel Interactor of Annexin A2 in Prostate Cancer Cells publication-title: Biochemistry doi: 10.1021/bi9013038 contributor: fullname: Das – volume: 20 year: 2020 ident: B9 article-title: How Else can We Approach Prostate Cancer Biomarker Discovery publication-title: Expert Rev Mol Diagnostics doi: 10.1080/14737159.2019.1665507 contributor: fullname: Drake – volume: 144 year: 2011 ident: B2 article-title: Hallmarks of Cancer: The Next Generation publication-title: Cell doi: 10.1016/j.cell.2011.02.013 contributor: fullname: Hanahan – volume: 67 year: 2007 ident: B80 article-title: Signal Transducer and Activator of Transcription-6 (STAT6) Is a Constitutively Expressed Survival Factor in Human Prostate Cancer publication-title: Prostate doi: 10.1002/pros.20640 contributor: fullname: Das – volume: 47 year: 2019 ident: B60 article-title: STRING V11: Protein-Protein Association Networks With Increased Coverage, Supporting Functional Discovery in Genome-Wide Experimental Datasets publication-title: Nucleic Acids Res doi: 10.1093/nar/gky1131 contributor: fullname: Szklarczyk – volume: 35 start-page: 96 year: 2015 ident: B3 article-title: Complexity in the Tumour Microenvironment: Cancer Associated Fibroblast Gene Expression Patterns Identify Both Common and Unique Features of Tumour-Stroma Crosstalk Across Cancer Types publication-title: Semin Cancer Biol doi: 10.1016/j.semcancer.2015.08.008 contributor: fullname: Gandellini – volume: 190 year: 2013 ident: B26 article-title: Validation of a Genomic Classifier That Predicts Metastasis Following Radical Prostatectomy in an at Risk Patient Population publication-title: J Urol doi: 10.1016/j.juro.2013.06.017 contributor: fullname: Karnes – volume: 61 year: 2012 ident: B22 article-title: The Additional Value of Tgfβ1 and IL-7 to Predict the Course of Prostate Cancer Progression publication-title: Cancer Immunol Immunother doi: 10.1007/s00262-011-1159-3 contributor: fullname: Schroten – volume: 10 year: 2015 ident: B43 article-title: MicroRNA and Transcription Factor Mediated Regulatory Network Analysis Reveals Critical Regulators and Regulatory Modules in Myocardial Infarction publication-title: PloS One doi: 10.1371/journal.pone.0135339 contributor: fullname: Zhang – volume: 27 year: 2014 ident: B84 article-title: STAT6 Is Amplified in a Subset of Dedifferentiated Liposarcoma publication-title: Modern Pathol doi: 10.1038/modpathol.2013.247 contributor: fullname: Doyle – volume: 2 start-page: 21 year: 2020 ident: B51 article-title: ComBat-Seq: Batch Effect Adjustment for RNA-Seq Count Data publication-title: NAR Genom Bioinform doi: 10.1093/nargab/lqaa078 contributor: fullname: Zhang – volume: 28 year: 2012 ident: B52 article-title: The Sva Package for Removing Batch Effects and Other Unwanted Variation in High-Throughput Experiments publication-title: Bioinformatics doi: 10.1093/bioinformatics/bts034 contributor: fullname: Leek – volume: 470 year: 2011 ident: B21 article-title: SMAD4-Dependent Barrier Constrains Prostate Cancer Growth and Metastatic Progression publication-title: Nature doi: 10.1038/nature09677 contributor: fullname: Ding – volume: 9 year: 2003 ident: B19 article-title: Gene Expression Profiling in Clinically Localized Prostate Cancer: A Four-Gene Expression Model Predicts Clinical Behavior publication-title: Clin Cancer Res contributor: fullname: Latil – volume: 44 year: 2016 ident: B49 article-title: Enrichr: A Comprehensive Gene Set Enrichment Analysis Web Server 2016 Update publication-title: Nucleic Acids Res doi: 10.1093/nar/gkw377 contributor: fullname: Kuleshov – volume: 13 start-page: 89 year: 2014 ident: B34 article-title: A Novel Subset of Human Tumors That Simultaneously Overexpress Multiple E2F-Responsive Genes Found in Breast, Ovarian, and Prostate Cancers publication-title: Cancer Inform doi: 10.4137/CIN.S14062 contributor: fullname: Shackney – volume: 340 year: 2010 ident: B76 article-title: Establishment and Characterization of Multi-Drug Resistant, Prostate Carcinoma-Initiating Stem-Like Cells From Human Prostate Cancer Cell Lines 22RV1 publication-title: Mol Cell Biochem doi: 10.1007/s11010-010-0426-5 contributor: fullname: Liu – volume: 27 start-page: 3 year: 2017 ident: B35 article-title: Prostate Cancer Genetics: Variation by Race, Ethnicity, and Geography publication-title: Semin Radiat Oncol doi: 10.1016/j.semradonc.2016.08.002 contributor: fullname: Rebbeck – volume: 8 start-page: 6 year: 2012 ident: B40 article-title: Genomic Hallmarks of Genes Involved in Chromosomal Translocations in Hematological Cancer publication-title: PloS Comput Biol doi: 10.1371/journal.pcbi.1002797 contributor: fullname: Shugay – volume: 16 year: 2019 ident: B29 article-title: Towards Precision Oncology in Advanced Prostate Cancer publication-title: Nat Rev Urol doi: 10.1038/s41585-019-0237-8 contributor: fullname: Ku – volume: 15 start-page: 014 year: 2014 ident: B53 article-title: Moderated Estimation of Fold Change and Dispersion for RNA-Seq Data With Deseq2 publication-title: Genome Biol doi: 10.1186/s13059-014-0550-8 contributor: fullname: Love – volume: 358 year: 2008 ident: B1 article-title: Cancer Immunology publication-title: N Engl J Med doi: 10.1056/NEJMra072739 contributor: fullname: Finn – volume: 53 year: 2018 ident: B83 article-title: E2F1/SP3/STAT6 Axis Is Required for IL-4-Induced Epithelial-Mesenchymal Transition of Colorectal Cancer Cells publication-title: Int J Oncol doi: 10.3892/ijo.2018.4429 contributor: fullname: Chen – volume: 16 start-page: 45 year: 2015 ident: B45 article-title: Transcription Factor and microRNA Co-Regulatory Loops: Important Regulatory Motifs in Biological Processes and Diseases publication-title: Briefings Bioinf doi: 10.1093/bib/bbt085 contributor: fullname: Zhang – volume: 47 year: 2019 ident: B64 article-title: ChEA3: Transcription Factor Enrichment Analysis by Orthogonal Omics Integration publication-title: Nucleic Acids Res doi: 10.1093/nar/gkz446 contributor: fullname: Keenan – volume: 9 year: 2013 ident: B11 article-title: Mining the Dark Matter of the Cancer Proteome for Novel Biomarkers publication-title: Curr Cancer Ther Rev doi: 10.2174/1573394710666140313003905 contributor: fullname: Paula Delgado – volume: 68 year: 1996 ident: B32 article-title: Genetic Basis and Clonal Evolution of Human Prostate Cancer publication-title: Adv Cancer Res doi: 10.1016/S0065-230X(08)60355-3 contributor: fullname: Kallioniemi – volume: 19 start-page: 46 year: 2019 ident: B36 article-title: Post-GWAS in Prostate Cancer: From Genetic Association to Biological Contribution publication-title: Nat Rev Cancer doi: 10.1038/s41568-018-0087-3 contributor: fullname: Farashi – volume: 13 year: 2003 ident: B61 article-title: Cytoscape: A Software Environment for Integrated Models of Biomolecular Interaction Networks publication-title: Genome Res doi: 10.1101/gr.1239303 contributor: fullname: Shannon – volume: 67 year: 2007 ident: B74 article-title: Wills M and Kasper S: Prostate Cancer Cells With Stem Cell Characteristics Reconstitute the Original Human Tumor In Vivo publication-title: Cancer Res doi: 10.1158/0008-5472.CAN-06-4608 contributor: fullname: Gu – volume: 39 year: 2020 ident: B38 article-title: Core Transcriptional Regulatory Circuitries in Cancer publication-title: Oncogene doi: 10.1038/s41388-020-01459-w contributor: fullname: Chen – volume: 19 start-page: A68 year: 2015 ident: B31 article-title: The Cancer Genome Atlas (TCGA): An Immeasurable Source of Knowledge publication-title: Contemp Oncol doi: 10.5114/wo.2014.47136 contributor: fullname: Tomczak – volume: 44 start-page: 3 year: 2016 ident: B63 article-title: Enrichr: A Comprehensive Gene Set Enrichment Analysis Web Server 2016 Update publication-title: Nucleic Acids Res doi: 10.1093/nar/gkw377 contributor: fullname: Kuleshov – volume: 3 year: 2011 ident: B77 article-title: SOX2 Promotes Tumorigenesis and Increases the Anti-Apoptotic Property of Human Prostate Cancer Cell publication-title: J Mol Cell Biol doi: 10.1093/jmcb/mjr002 contributor: fullname: Jia – volume: 9 year: 2019 ident: B37 article-title: Models Predicting Survival to Guide Treatment Decision-Making in Newly Diagnosed Primary Non-Metastatic Prostate Cancer: A Systematic Review publication-title: BMJ Open doi: 10.1136/bmjopen-2019-029149 contributor: fullname: Thurtle – volume: 17 year: 2016 ident: B28 article-title: Precision Oncology: Origins, Optimism, and Potential publication-title: Lancet Oncol doi: 10.1016/S1470-2045(15)00620-8 contributor: fullname: Prasad – volume: 85 year: 2018 ident: B18 article-title: The Heterogeneity of Prostate Cancer: A Practical Approach publication-title: Pathobiology doi: 10.1159/000477852 contributor: fullname: Tolkach – volume: 69 year: 2009 ident: B46 article-title: c-Myc and eIF4F Constitute a Feedforward Loop That Regulates Cell Growth: Implications for Anticancer Therapy publication-title: Cancer Res doi: 10.1038/srep15215 contributor: fullname: Lin – volume: 20 year: 2018 ident: B47 article-title: A Survey and Evaluation of Web-Based Tools/Databases for Variant Analysis of TCGA Data publication-title: Briefings Bioinf doi: 10.1093/bib/bby023 contributor: fullname: Zhang – start-page: 41 volume-title: Seminars in Cancer Biology year: 2020 ident: B79 article-title: The Potential and Controversy of Targeting STAT Family Members in Cancer contributor: fullname: Verhoeven – volume: 23 year: 2017 ident: B27 article-title: Precision Oncology: The Road Ahead publication-title: Trends Mol Med doi: 10.1016/j.molmed.2017.08.003 contributor: fullname: Senft – volume: 8 start-page: 19 year: 2012 ident: B67 article-title: Uncovering MicroRNA and Transcription Factor Mediated Regulatory Networks in Glioblastoma. publication-title: PloS Comput Biol doi: 10.1371/journal.pcbi.1002488 contributor: fullname: Sun – volume: 77 year: 2017 ident: B42 article-title: High-Throughput Genomic Profiling of Adult Solid Tumors Reveals Novel Insights Into Cancer Pathogenesis publication-title: Cancer Res doi: 10.1158/0008-5472.CAN-16-2479 contributor: fullname: Hartmaier – volume: 71 year: 2021 ident: B6 article-title: Global Cancer Statistics 2020: GLOBOCAN Estimates of Incidence and Mortality Worldwide for 36 Cancers in 185 Countries publication-title: CA: Cancer J Clin doi: 10.3322/caac.21660 contributor: fullname: Sung – volume: 33 start-page: 3 year: 2018 ident: B85 article-title: Inhibition of STAT6/Anoctamin-1 Activation Suppresses Proliferation and Invasion of Gastric Cancer Cells publication-title: Cancer Biotherapy Radiopharmaceuticals doi: 10.1089/cbr.2017.2287 contributor: fullname: Lu – volume: 7 start-page: 61183 year: 2016 ident: B82 article-title: IL-13/STAT6 Signaling Plays a Critical Role in the Epithelial-Mesenchymal Transition of Colorectal Cancer Cells publication-title: Oncotarget doi: 10.18632/oncotarget.11282 contributor: fullname: Cao – volume: 21 year: 2015 ident: B23 article-title: Development and Clinical Validation of an in Situ Biopsy-Based Multimarker Assay for Risk Stratification in Prostate Cancer publication-title: Clin Cancer Res doi: 10.1158/1078-0432.CCR-14-2603 contributor: fullname: Blume-Jensen – volume: 20 year: 2007 ident: B75 article-title: Sox2: A Possible Driver of the Basal-Like Phenotype in Sporadic Breast Cancer publication-title: Modern Pathol doi: 10.1038/modpathol.3800760 contributor: fullname: Rodriguez-Pinilla – volume: 89 year: 2007 ident: B20 article-title: Expression Signatures That Correlated With Gleason Score and Relapse in Prostate Cancer publication-title: Genomics doi: 10.1016/j.ygeno.2007.02.005 contributor: fullname: Bibikova – volume: 12 year: 2011 ident: B25 article-title: Prognostic Value of an RNA Expression Signature Derived From Cell Cycle Proliferation Genes in Patients With Prostate Cancer: A Retrospective Study publication-title: Lancet Oncol doi: 10.1016/S1470-2045(10)70295-3 contributor: fullname: Cuzick – volume: 1 year: 2010 ident: B69 article-title: Understanding Survival Analysis: Kaplan-Meier Estimate publication-title: Int J Ayurveda Res doi: 10.4103/0974-7788.76794 contributor: fullname: Goel – volume: 22 year: 2016 ident: B41 article-title: The Landscape of Prognostic Outlier Genes in High-Risk Prostate Cancer publication-title: Clin Cancer Res doi: 10.1158/1078-0432.CCR-15-1250 contributor: fullname: Zhao – volume: 47 year: 2015 ident: B17 article-title: Spatial Genomic Heterogeneity Within Localized, Multifocal Prostate Cancer publication-title: Nat Genet doi: 10.1038/ng.3315 contributor: fullname: Boutros – volume: 11 year: 2016 ident: B87 article-title: Mir−135b Inhibits Tumour Metastasis in Prostate Cancer by Targeting STAT6 publication-title: Oncol Lett doi: 10.3892/ol.2015.3970 contributor: fullname: Wang – volume: 19 start-page: 14 year: 2016 ident: B12 article-title: Clinical Prospects of Long Noncoding RNAs as Novel Biomarkers and Therapeutic Targets in Prostate Cancer publication-title: Prostate Cancer Prostatic Dis doi: 10.1038/pcan.2015.48 contributor: fullname: Mouraviev – volume: 11 start-page: 1 year: 2021 ident: B15 article-title: MCM2-7 Complex Is a Novel Druggable Target for Neuroendocrine Prostate Cancer publication-title: Sci Rep doi: 10.1038/s41598-021-92552-x contributor: fullname: Hsu – volume: 32 year: 2018 ident: B86 article-title: Targeting the Stat6 Pathway in Tumor-Associated Macrophages Reduces Tumor Growth and Metastatic Niche Formation in Breast Cancer publication-title: FASEB J doi: 10.1096/fj.201700629R contributor: fullname: Binnemars-Postma – volume: 10 start-page: 658 year: 2020 ident: B14 article-title: Omics Derived Biomarkers and Novel Drug Targets for Improved Intervention in Advanced Prostate Cancer publication-title: Diagnostics doi: 10.3390/diagnostics10090658 contributor: fullname: Frantzi – volume: 47 start-page: 115 year: 2015 ident: B30 article-title: Gene Expression Analysis Identifies Global Gene Dosage Sensitivity in Cancer publication-title: Nat Genet doi: 10.1038/ng.3173 contributor: fullname: Fehrmann – volume-title: Seminars in Cancer Biology year: 2018 ident: B72 article-title: SOX2 in Development and Cancer Biology contributor: fullname: Novak – volume: 43 start-page: 20 year: 2015 ident: B56 article-title: Limma Powers Differential Expression Analyses for RNA-Sequencing and Microarray Studies publication-title: Nucleic Acids Res doi: 10.1093/nar/gkv007 contributor: fullname: Ritchie – volume: 26 year: 2010 ident: B54 article-title: Edger: A Bioconductor Package for Differential Expression Analysis of Digital Gene Expression Data publication-title: Bioinformatics doi: 10.1093/bioinformatics/btp616 contributor: fullname: Robinson – volume: 326470 year: 2019 ident: B50 article-title: The UCSC Xena Platform for Public and Private Cancer Genomics Data Visualization and Interpretation publication-title: biorxiv contributor: fullname: Goldman – volume: 17 start-page: 93 year: 2016 ident: B4 article-title: Role of Non-Coding Sequence Variants in Cancer publication-title: Nat Rev Genet doi: 10.1038/nrg.2015.17 contributor: fullname: Khurana – volume: 175 year: 2009 ident: B10 article-title: Novel Biomarkers for Prostate Cancer Including Noncoding Transcripts publication-title: Am J Pathol doi: 10.2353/ajpath.2009.080868 contributor: fullname: Romanuik – volume: 24 year: 2017 ident: B13 article-title: Novel Biomarkers for Prostate Cancer: An Evidence-Based Review for Use in Clinical Practice publication-title: Int J Urol doi: 10.1111/iju.13326 contributor: fullname: Narayan – volume: 163 year: 2015 ident: B16 article-title: The Molecular Taxonomy of Primary Prostate Cancer publication-title: Cell doi: 10.1016/j.cell.2015.10.025 contributor: fullname: Abeshouse – volume: 17 start-page: 1 year: 2019 ident: B48 article-title: Identification of Co-Expression Modules and Pathways Correlated With Osteosarcoma and Its Metastasis publication-title: World J Surg Oncol doi: 10.1186/s12957-019-1587-7 contributor: fullname: Wang – volume-title: Current Understanding of Prostate Cancer. ident: B8 contributor: fullname: Trump – volume: 4 start-page: 1544 year: 2005 ident: B59 article-title: A General Framework for Weighted Gene Co-Expression Network Analysis publication-title: Stat Appl Genet Mol Biol doi: 10.2202/1544-6115.1128 contributor: fullname: Zhang – volume: 5 start-page: 1 year: 2020 ident: B71 article-title: Functional Characterization of SOX2 as an Anticancer Target publication-title: Signal transduction Targeted Ther doi: 10.1038/s41392-020-00242-3 contributor: fullname: Zhang – volume: 65 start-page: 5 year: 2015 ident: B5 article-title: Cancer Statistics 2015 publication-title: CA: Cancer J Clin doi: 10.3322/caac.21254 contributor: fullname: Siegel – volume: 6 start-page: 2004088 year: 2013 ident: B68 article-title: Integrative Analysis of Complex Cancer Genomics and Clinical Profiles Using the Cbioportal publication-title: Sci Signal doi: 10.1126/scisignal.2004088 contributor: fullname: Gao – volume: 20 start-page: 019 year: 2019 ident: B70 article-title: Combined Test Versus Logrank/Cox Test in 50 Randomised Trials publication-title: Trials doi: 10.1186/s13063-019-3251-5 contributor: fullname: Royston |
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Title | Differential Gene Expression and Weighted Correlation Network Dynamics in High-Throughput Datasets of Prostate Cancer |
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