Literature DB >> 25935003

Improved integrative framework combining association data with gene expression features to prioritize Crohn's disease genes.

Kaida Ning1, Kyle Gettler2, Wei Zhang3, Sok Meng Ng3, B Monica Bowen2, Jeffrey Hyams4, Michael C Stephens5, Subra Kugathasan6, Lee A Denson7, Eric E Schadt8, Gabriel E Hoffman1, Judy H Cho9.   

Abstract

Genome-wide association studies in Crohn's disease (CD) have identified 140 genome-wide significant loci. However, identification of genes driving association signals remains challenging. Furthermore, genome-wide significant thresholds limit false positives at the expense of decreased sensitivity. In this study, we explored gene features contributing to CD pathogenicity, including gene-based association data from CD and autoimmune (AI) diseases, as well as gene expression features (eQTLs, epigenetic markers of expression and intestinal gene expression data). We developed an integrative model based on a CD reference gene set. This integrative approach outperformed gene-based association signals alone in identifying CD-related genes based on statistical validation, gene ontology enrichment, differential expression between M1 and M2 macrophages and a validation using genes causing monogenic forms of inflammatory bowel disease as a reference. Besides gene-level CD association P-values, association with AI diseases was the strongest predictor, highlighting generalized mechanisms of inflammation, and the interferon-γ pathway particularly. Within the 140 high-confidence CD regions, 598 of 1328 genes had low prioritization scores, highlighting genes unlikely to contribute to CD pathogenesis. For select regions, comparably high integrative model scores were observed for multiple genes. This is particularly evident for regions having extensive linkage disequilibrium such as the IBD5 locus. Our analyses provide a standardized reference for prioritizing potential CD-related genes, in regions with both highly significant and nominally significant gene-level association P-values. Our integrative model may be particularly valuable in prioritizing rare, potentially private, missense variants for which genome-wide evidence for association may be unattainable.
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Year:  2015        PMID: 25935003      PMCID: PMC4560067          DOI: 10.1093/hmg/ddv142

Source DB:  PubMed          Journal:  Hum Mol Genet        ISSN: 0964-6906            Impact factor:   6.150


  44 in total

1.  A versatile gene-based test for genome-wide association studies.

Authors:  Jimmy Z Liu; Allan F McRae; Dale R Nyholt; Sarah E Medland; Naomi R Wray; Kevin M Brown; Nicholas K Hayward; Grant W Montgomery; Peter M Visscher; Nicholas G Martin; Stuart Macgregor
Journal:  Am J Hum Genet       Date:  2010-07-09       Impact factor: 11.025

2.  Infant colitis--it's in the genes.

Authors:  Erik-Oliver Glocker; Natalie Frede; Mario Perro; Neil Sebire; Mamoun Elawad; Neil Shah; Bodo Grimbacher
Journal:  Lancet       Date:  2010-10-09       Impact factor: 79.321

Review 3.  Monogenic diseases associated with intestinal inflammation: implications for the understanding of inflammatory bowel disease.

Authors:  Holm H Uhlig
Journal:  Gut       Date:  2013-12       Impact factor: 23.059

4.  Sherlock: detecting gene-disease associations by matching patterns of expression QTL and GWAS.

Authors:  Xin He; Chris K Fuller; Yi Song; Qingying Meng; Bin Zhang; Xia Yang; Hao Li
Journal:  Am J Hum Genet       Date:  2013-05-02       Impact factor: 11.025

5.  Phenotypic characterization of very early-onset IBD due to mutations in the IL10, IL10 receptor alpha or beta gene: a survey of the Genius Working Group.

Authors:  Bénédicte Pigneur; Johanna Escher; Mamoun Elawad; Rosa Lima; Stephan Buderus; Jaroslaw Kierkus; Graziella Guariso; Danielle Canioni; Karen Lambot; Cécile Talbotec; Neil Shah; Bernadette Begue; Frédéric Rieux-Laucat; Olivier Goulet; Nadine Cerf-Bensussan; Bénédicte Neven; Frank M Ruemmele
Journal:  Inflamm Bowel Dis       Date:  2013-12       Impact factor: 5.325

6.  A Crohn's disease variant in Atg16l1 enhances its degradation by caspase 3.

Authors:  Aditya Murthy; Yun Li; Ivan Peng; Mike Reichelt; Anand Kumar Katakam; Rajkumar Noubade; Merone Roose-Girma; Jason DeVoss; Lauri Diehl; Robert R Graham; Menno van Lookeren Campagne
Journal:  Nature       Date:  2014-02-19       Impact factor: 49.962

7.  XIAP variants in male Crohn's disease.

Authors:  Yvonne Zeissig; Britt-Sabina Petersen; Snezana Milutinovic; Esther Bosse; Gabriele Mayr; Kenneth Peuker; Jelka Hartwig; Andreas Keller; Martina Kohl; Martin W Laass; Susanne Billmann-Born; Heide Brandau; Alfred C Feller; Christoph Röcken; Martin Schrappe; Philip Rosenstiel; John C Reed; Stefan Schreiber; Andre Franke; Sebastian Zeissig
Journal:  Gut       Date:  2014-02-26       Impact factor: 23.059

8.  Genome-wide meta-analysis increases to 71 the number of confirmed Crohn's disease susceptibility loci.

Authors:  Andre Franke; Dermot P B McGovern; Jeffrey C Barrett; Kai Wang; Graham L Radford-Smith; Tariq Ahmad; Charlie W Lees; Tobias Balschun; James Lee; Rebecca Roberts; Carl A Anderson; Joshua C Bis; Suzanne Bumpstead; David Ellinghaus; Eleonora M Festen; Michel Georges; Todd Green; Talin Haritunians; Luke Jostins; Anna Latiano; Christopher G Mathew; Grant W Montgomery; Natalie J Prescott; Soumya Raychaudhuri; Jerome I Rotter; Philip Schumm; Yashoda Sharma; Lisa A Simms; Kent D Taylor; David Whiteman; Cisca Wijmenga; Robert N Baldassano; Murray Barclay; Theodore M Bayless; Stephan Brand; Carsten Büning; Albert Cohen; Jean-Frederick Colombel; Mario Cottone; Laura Stronati; Ted Denson; Martine De Vos; Renata D'Inca; Marla Dubinsky; Cathryn Edwards; Tim Florin; Denis Franchimont; Richard Gearry; Jürgen Glas; Andre Van Gossum; Stephen L Guthery; Jonas Halfvarson; Hein W Verspaget; Jean-Pierre Hugot; Amir Karban; Debby Laukens; Ian Lawrance; Marc Lemann; Arie Levine; Cecile Libioulle; Edouard Louis; Craig Mowat; William Newman; Julián Panés; Anne Phillips; Deborah D Proctor; Miguel Regueiro; Richard Russell; Paul Rutgeerts; Jeremy Sanderson; Miquel Sans; Frank Seibold; A Hillary Steinhart; Pieter C F Stokkers; Leif Torkvist; Gerd Kullak-Ublick; David Wilson; Thomas Walters; Stephan R Targan; Steven R Brant; John D Rioux; Mauro D'Amato; Rinse K Weersma; Subra Kugathasan; Anne M Griffiths; John C Mansfield; Severine Vermeire; Richard H Duerr; Mark S Silverberg; Jack Satsangi; Stefan Schreiber; Judy H Cho; Vito Annese; Hakon Hakonarson; Mark J Daly; Miles Parkes
Journal:  Nat Genet       Date:  2010-12       Impact factor: 38.330

9.  Innate immune activity conditions the effect of regulatory variants upon monocyte gene expression.

Authors:  Peter Humburg; Seiko Makino; Benjamin P Fairfax; Vivek Naranbhai; Daniel Wong; Evelyn Lau; Luke Jostins; Katharine Plant; Robert Andrews; Chris McGee; Julian C Knight
Journal:  Science       Date:  2014-03-07       Impact factor: 47.728

10.  Genetic and epigenetic fine mapping of causal autoimmune disease variants.

Authors:  Kyle Kai-How Farh; Alexander Marson; Jiang Zhu; Markus Kleinewietfeld; William J Housley; Samantha Beik; Noam Shoresh; Holly Whitton; Russell J H Ryan; Alexander A Shishkin; Meital Hatan; Marlene J Carrasco-Alfonso; Dita Mayer; C John Luckey; Nikolaos A Patsopoulos; Philip L De Jager; Vijay K Kuchroo; Charles B Epstein; Mark J Daly; David A Hafler; Bradley E Bernstein
Journal:  Nature       Date:  2014-10-29       Impact factor: 49.962

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  12 in total

1.  Prioritizing Crohn's disease genes by integrating association signals with gene expression implicates monocyte subsets.

Authors:  Kyle Gettler; Mamta Giri; Ephraim Kenigsberg; Jerome Martin; Ling-Shiang Chuang; Nai-Yun Hsu; Lee A Denson; Jeffrey S Hyams; Anne Griffiths; Joshua D Noe; Wallace V Crandall; David R Mack; Richard Kellermayer; Clara Abraham; Gabriel Hoffman; Subra Kugathasan; Judy H Cho
Journal:  Genes Immun       Date:  2019-01-29       Impact factor: 2.676

2.  Exploring Machine Learning Algorithms to Unveil Genomic Regions Associated With Resistance to Southern Root-Knot Nematode in Soybeans.

Authors:  Caio Canella Vieira; Jing Zhou; Mariola Usovsky; Tri Vuong; Amanda D Howland; Dongho Lee; Zenglu Li; Jianfeng Zhou; Grover Shannon; Henry T Nguyen; Pengyin Chen
Journal:  Front Plant Sci       Date:  2022-05-03       Impact factor: 6.627

3.  Characterization of candidate genes in inflammatory bowel disease-associated risk loci.

Authors:  Joanna M Peloquin; Gautam Goel; Lingjia Kong; Hailiang Huang; Talin Haritunians; R Balfour Sartor; Mark J Daly; Rodney D Newberry; Dermot P McGovern; Vijay Yajnik; Sergio A Lira; Ramnik J Xavier
Journal:  JCI Insight       Date:  2016-08-18

Review 4.  Recent Advances in the Etiopathogenesis of Inflammatory Bowel Disease: The Role of Omics.

Authors:  Eleni Stylianou
Journal:  Mol Diagn Ther       Date:  2018-02       Impact factor: 4.074

5.  Expression quantitative trait loci (eQTLs) in human placentas suggest developmental origins of complex diseases.

Authors:  Shouneng Peng; Maya A Deyssenroth; Antonio F Di Narzo; Luca Lambertini; Carmen J Marsit; Jia Chen; Ke Hao
Journal:  Hum Mol Genet       Date:  2017-09-01       Impact factor: 6.150

Review 6.  Genetics of Inflammatory Bowel Diseases.

Authors:  Dermot P B McGovern; Subra Kugathasan; Judy H Cho
Journal:  Gastroenterology       Date:  2015-08-07       Impact factor: 22.682

7.  Transcriptional risk scores link GWAS to eQTLs and predict complications in Crohn's disease.

Authors:  Urko M Marigorta; Lee A Denson; Jeffrey S Hyams; Kajari Mondal; Jarod Prince; Thomas D Walters; Anne Griffiths; Joshua D Noe; Wallace V Crandall; Joel R Rosh; David R Mack; Richard Kellermayer; Melvin B Heyman; Susan S Baker; Michael C Stephens; Robert N Baldassano; James F Markowitz; Mi-Ok Kim; Marla C Dubinsky; Judy Cho; Bruce J Aronow; Subra Kugathasan; Greg Gibson
Journal:  Nat Genet       Date:  2017-08-14       Impact factor: 38.330

8.  Analysis of the human monocyte-derived macrophage transcriptome and response to lipopolysaccharide provides new insights into genetic aetiology of inflammatory bowel disease.

Authors:  J Kenneth Baillie; Erik Arner; Carsten Daub; Michiel De Hoon; Masayoshi Itoh; Hideya Kawaji; Timo Lassmann; Piero Carninci; Alistair R R Forrest; Yoshihide Hayashizaki; Geoffrey J Faulkner; Christine A Wells; Michael Rehli; Paul Pavli; Kim M Summers; David A Hume
Journal:  PLoS Genet       Date:  2017-03-06       Impact factor: 5.917

9.  Inference of domain-disease associations from domain-protein, protein-disease and disease-disease relationships.

Authors:  Wangshu Zhang; Marcelo P Coba; Fengzhu Sun
Journal:  BMC Syst Biol       Date:  2016-01-11

10.  Functional Analyses of the Crohn's Disease Risk Gene LACC1.

Authors:  Ghazaleh Assadi; Liselotte Vesterlund; Ferdinando Bonfiglio; Luca Mazzurana; Lina Cordeddu; Danika Schepis; Jenny Mjösberg; Sabrina Ruhrmann; Alessia Fabbri; Vladana Vukojevic; Piergiorgio Percipalle; Florian A Salomons; Jurga Laurencikiene; Leif Törkvist; Jonas Halfvarson; Mauro D'Amato
Journal:  PLoS One       Date:  2016-12-13       Impact factor: 3.240

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