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SNP-SNP Interaction Network in Angiogenesis Genes Associated with Prostate Cancer Aggressiveness

Angiogenesis has been shown to be associated with prostate cancer development. The majority of prostate cancer studies focused on individual single nucleotide polymorphisms (SNPs) while SNP-SNP interactions are suggested having a great impact on unveiling the underlying mechanism of complex disease....

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Autores principales: Lin, Hui-Yi, Amankwah, Ernest K., Tseng, Tung-Sung, Qu, Xiaotao, Chen, Dung-Tsa, Park, Jong Y.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3618555/
https://www.ncbi.nlm.nih.gov/pubmed/23593148
http://dx.doi.org/10.1371/journal.pone.0059688
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author Lin, Hui-Yi
Amankwah, Ernest K.
Tseng, Tung-Sung
Qu, Xiaotao
Chen, Dung-Tsa
Park, Jong Y.
author_facet Lin, Hui-Yi
Amankwah, Ernest K.
Tseng, Tung-Sung
Qu, Xiaotao
Chen, Dung-Tsa
Park, Jong Y.
author_sort Lin, Hui-Yi
collection PubMed
description Angiogenesis has been shown to be associated with prostate cancer development. The majority of prostate cancer studies focused on individual single nucleotide polymorphisms (SNPs) while SNP-SNP interactions are suggested having a great impact on unveiling the underlying mechanism of complex disease. Using 1,151 prostate cancer patients in the Cancer Genetic Markers of Susceptibility (CGEMS) dataset, 2,651 SNPs in the angiogenesis genes associated with prostate cancer aggressiveness were evaluated. SNP-SNP interactions were primarily assessed using the two-stage Random Forests plus Multivariate Adaptive Regression Splines (TRM) approach in the CGEMS group, and were then re-evaluated in the Moffitt group with 1,040 patients. For the identified gene pairs, cross-evaluation was applied to evaluate SNP interactions in both study groups. Five SNP-SNP interactions in three gene pairs (MMP16+ ROBO1, MMP16+ CSF1, and MMP16+ EGFR) were identified to be associated with aggressive prostate cancer in both groups. Three pairs of SNPs (rs1477908+ rs1387665, rs1467251+ rs7625555, and rs1824717+ rs7625555) were in MMP16 and ROBO1, one pair (rs2176771+ rs333970) in MMP16 and CSF1, and one pair (rs1401862+ rs6964705) in MMP16 and EGFR. The results suggest that MMP16 may play an important role in prostate cancer aggressiveness. By integrating our novel findings and available biomedical literature, a hypothetical gene interaction network was proposed. This network demonstrates that our identified SNP-SNP interactions are biologically relevant and shows that EGFR may be the hub for the interactions. The findings provide valuable information to identify genotype combinations at risk of developing aggressive prostate cancer and improve understanding on the genetic etiology of angiogenesis associated with prostate cancer aggressiveness.
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spelling pubmed-36185552013-04-16 SNP-SNP Interaction Network in Angiogenesis Genes Associated with Prostate Cancer Aggressiveness Lin, Hui-Yi Amankwah, Ernest K. Tseng, Tung-Sung Qu, Xiaotao Chen, Dung-Tsa Park, Jong Y. PLoS One Research Article Angiogenesis has been shown to be associated with prostate cancer development. The majority of prostate cancer studies focused on individual single nucleotide polymorphisms (SNPs) while SNP-SNP interactions are suggested having a great impact on unveiling the underlying mechanism of complex disease. Using 1,151 prostate cancer patients in the Cancer Genetic Markers of Susceptibility (CGEMS) dataset, 2,651 SNPs in the angiogenesis genes associated with prostate cancer aggressiveness were evaluated. SNP-SNP interactions were primarily assessed using the two-stage Random Forests plus Multivariate Adaptive Regression Splines (TRM) approach in the CGEMS group, and were then re-evaluated in the Moffitt group with 1,040 patients. For the identified gene pairs, cross-evaluation was applied to evaluate SNP interactions in both study groups. Five SNP-SNP interactions in three gene pairs (MMP16+ ROBO1, MMP16+ CSF1, and MMP16+ EGFR) were identified to be associated with aggressive prostate cancer in both groups. Three pairs of SNPs (rs1477908+ rs1387665, rs1467251+ rs7625555, and rs1824717+ rs7625555) were in MMP16 and ROBO1, one pair (rs2176771+ rs333970) in MMP16 and CSF1, and one pair (rs1401862+ rs6964705) in MMP16 and EGFR. The results suggest that MMP16 may play an important role in prostate cancer aggressiveness. By integrating our novel findings and available biomedical literature, a hypothetical gene interaction network was proposed. This network demonstrates that our identified SNP-SNP interactions are biologically relevant and shows that EGFR may be the hub for the interactions. The findings provide valuable information to identify genotype combinations at risk of developing aggressive prostate cancer and improve understanding on the genetic etiology of angiogenesis associated with prostate cancer aggressiveness. Public Library of Science 2013-04-03 /pmc/articles/PMC3618555/ /pubmed/23593148 http://dx.doi.org/10.1371/journal.pone.0059688 Text en © 2013 Lin et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Lin, Hui-Yi
Amankwah, Ernest K.
Tseng, Tung-Sung
Qu, Xiaotao
Chen, Dung-Tsa
Park, Jong Y.
SNP-SNP Interaction Network in Angiogenesis Genes Associated with Prostate Cancer Aggressiveness
title SNP-SNP Interaction Network in Angiogenesis Genes Associated with Prostate Cancer Aggressiveness
title_full SNP-SNP Interaction Network in Angiogenesis Genes Associated with Prostate Cancer Aggressiveness
title_fullStr SNP-SNP Interaction Network in Angiogenesis Genes Associated with Prostate Cancer Aggressiveness
title_full_unstemmed SNP-SNP Interaction Network in Angiogenesis Genes Associated with Prostate Cancer Aggressiveness
title_short SNP-SNP Interaction Network in Angiogenesis Genes Associated with Prostate Cancer Aggressiveness
title_sort snp-snp interaction network in angiogenesis genes associated with prostate cancer aggressiveness
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3618555/
https://www.ncbi.nlm.nih.gov/pubmed/23593148
http://dx.doi.org/10.1371/journal.pone.0059688
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