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A systems genomics approach to uncover patient-specific pathogenic pathways and proteins in ulcerative colitis
We describe a precision medicine workflow, the integrated single nucleotide polymorphism network platform (iSNP), designed to determine the mechanisms by which SNPs affect cellular regulatory networks, and how SNP co-occurrences contribute to disease pathogenesis in ulcerative colitis (UC). Using SN...
Autores principales: | , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9051123/ https://www.ncbi.nlm.nih.gov/pubmed/35484353 http://dx.doi.org/10.1038/s41467-022-29998-8 |
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author | Brooks-Warburton, Johanne Modos, Dezso Sudhakar, Padhmanand Madgwick, Matthew Thomas, John P. Bohar, Balazs Fazekas, David Zoufir, Azedine Kapuy, Orsolya Szalay-Beko, Mate Verstockt, Bram Hall, Lindsay J. Watson, Alastair Tremelling, Mark Parkes, Miles Vermeire, Severine Bender, Andreas Carding, Simon R. Korcsmaros, Tamas |
author_facet | Brooks-Warburton, Johanne Modos, Dezso Sudhakar, Padhmanand Madgwick, Matthew Thomas, John P. Bohar, Balazs Fazekas, David Zoufir, Azedine Kapuy, Orsolya Szalay-Beko, Mate Verstockt, Bram Hall, Lindsay J. Watson, Alastair Tremelling, Mark Parkes, Miles Vermeire, Severine Bender, Andreas Carding, Simon R. Korcsmaros, Tamas |
author_sort | Brooks-Warburton, Johanne |
collection | PubMed |
description | We describe a precision medicine workflow, the integrated single nucleotide polymorphism network platform (iSNP), designed to determine the mechanisms by which SNPs affect cellular regulatory networks, and how SNP co-occurrences contribute to disease pathogenesis in ulcerative colitis (UC). Using SNP profiles of 378 UC patients we map the regulatory effects of the SNPs to a human signalling network containing protein-protein, miRNA-mRNA and transcription factor binding interactions. With unsupervised clustering algorithms we group these patient-specific networks into four distinct clusters driven by PRKCB, HLA, SNAI1/CEBPB/PTPN1 and VEGFA/XPO5/POLH hubs. The pathway analysis identifies calcium homeostasis, wound healing and cell motility as key processes in UC pathogenesis. Using transcriptomic data from an independent patient cohort, with three complementary validation approaches focusing on the SNP-affected genes, the patient specific modules and affected functions, we confirm the regulatory impact of non-coding SNPs. iSNP identified regulatory effects for disease-associated non-coding SNPs, and by predicting the patient-specific pathogenic processes, we propose a systems-level way to stratify patients. |
format | Online Article Text |
id | pubmed-9051123 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-90511232022-04-30 A systems genomics approach to uncover patient-specific pathogenic pathways and proteins in ulcerative colitis Brooks-Warburton, Johanne Modos, Dezso Sudhakar, Padhmanand Madgwick, Matthew Thomas, John P. Bohar, Balazs Fazekas, David Zoufir, Azedine Kapuy, Orsolya Szalay-Beko, Mate Verstockt, Bram Hall, Lindsay J. Watson, Alastair Tremelling, Mark Parkes, Miles Vermeire, Severine Bender, Andreas Carding, Simon R. Korcsmaros, Tamas Nat Commun Article We describe a precision medicine workflow, the integrated single nucleotide polymorphism network platform (iSNP), designed to determine the mechanisms by which SNPs affect cellular regulatory networks, and how SNP co-occurrences contribute to disease pathogenesis in ulcerative colitis (UC). Using SNP profiles of 378 UC patients we map the regulatory effects of the SNPs to a human signalling network containing protein-protein, miRNA-mRNA and transcription factor binding interactions. With unsupervised clustering algorithms we group these patient-specific networks into four distinct clusters driven by PRKCB, HLA, SNAI1/CEBPB/PTPN1 and VEGFA/XPO5/POLH hubs. The pathway analysis identifies calcium homeostasis, wound healing and cell motility as key processes in UC pathogenesis. Using transcriptomic data from an independent patient cohort, with three complementary validation approaches focusing on the SNP-affected genes, the patient specific modules and affected functions, we confirm the regulatory impact of non-coding SNPs. iSNP identified regulatory effects for disease-associated non-coding SNPs, and by predicting the patient-specific pathogenic processes, we propose a systems-level way to stratify patients. Nature Publishing Group UK 2022-04-28 /pmc/articles/PMC9051123/ /pubmed/35484353 http://dx.doi.org/10.1038/s41467-022-29998-8 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Brooks-Warburton, Johanne Modos, Dezso Sudhakar, Padhmanand Madgwick, Matthew Thomas, John P. Bohar, Balazs Fazekas, David Zoufir, Azedine Kapuy, Orsolya Szalay-Beko, Mate Verstockt, Bram Hall, Lindsay J. Watson, Alastair Tremelling, Mark Parkes, Miles Vermeire, Severine Bender, Andreas Carding, Simon R. Korcsmaros, Tamas A systems genomics approach to uncover patient-specific pathogenic pathways and proteins in ulcerative colitis |
title | A systems genomics approach to uncover patient-specific pathogenic pathways and proteins in ulcerative colitis |
title_full | A systems genomics approach to uncover patient-specific pathogenic pathways and proteins in ulcerative colitis |
title_fullStr | A systems genomics approach to uncover patient-specific pathogenic pathways and proteins in ulcerative colitis |
title_full_unstemmed | A systems genomics approach to uncover patient-specific pathogenic pathways and proteins in ulcerative colitis |
title_short | A systems genomics approach to uncover patient-specific pathogenic pathways and proteins in ulcerative colitis |
title_sort | systems genomics approach to uncover patient-specific pathogenic pathways and proteins in ulcerative colitis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9051123/ https://www.ncbi.nlm.nih.gov/pubmed/35484353 http://dx.doi.org/10.1038/s41467-022-29998-8 |
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