Literature DB >> 34741802

Integrative multiomics analysis highlights immune-cell regulatory mechanisms and shared genetic architecture for 14 immune-associated diseases and cancer outcomes.

Claire Prince1, Ruth E Mitchell1, Tom G Richardson2.   

Abstract

Developing functional insight into the causal molecular drivers of immunological disease is a critical challenge in genomic medicine. Here, we systematically apply Mendelian randomization (MR), genetic colocalization, immune-cell-type enrichment, and phenome-wide association methods to investigate the effects of genetically predicted gene expression on ten immune-associated diseases and four cancer outcomes. Using whole blood-derived estimates for regulatory variants from the eQTLGen consortium (n = 31,684), we constructed genetic risk scores for 10,104 genes. Applying the inverse-variance-weighted MR method transcriptome wide while accounting for linkage disequilibrium structure identified 664 unique genes with evidence of a genetically predicted effect on at least one disease outcome (p < 4.81 × 10-5). We next undertook genetic colocalization to investigate cell-type-specific effects at these loci by using gene expression data derived from 18 types of immune cells. This highlighted many cell-type-dependent effects, such as PRKCQ expression and asthma risk (posterior probability = 0.998), which was T cell specific. Phenome-wide analyses on 311 complex traits and endpoints allowed us to explore shared genetic architecture and prioritize key drivers of disease risk, such as CASP10, which provided evidence of an effect on seven cancer-related outcomes. Our atlas of results can be used to characterize known and novel loci in immune-associated disease and cancer susceptibility, both in terms of elucidating cell-type-dependent effects as well as dissecting shared disease pathways and pervasive pleiotropy. As an exemplar, we have highlighted several key findings in this study, although similar evaluations can be conducted via our interactive web platform.
Copyright © 2021. Published by Elsevier Inc.

Entities:  

Keywords:  Mendelian randomization; cancer epidemiology; cell-type specificity; genetic colocalization; immune-associated disease; transcriptome-wide

Mesh:

Year:  2021        PMID: 34741802      PMCID: PMC8715275          DOI: 10.1016/j.ajhg.2021.10.003

Source DB:  PubMed          Journal:  Am J Hum Genet        ISSN: 0002-9297            Impact factor:   11.043


  76 in total

1.  Conditional eQTL analysis reveals allelic heterogeneity of gene expression.

Authors:  Rick Jansen; Jouke-Jan Hottenga; Michel G Nivard; Abdel Abdellaoui; Bram Laport; Eco J de Geus; Fred A Wright; Brenda W J H Penninx; Dorret I Boomsma
Journal:  Hum Mol Genet       Date:  2017-04-15       Impact factor: 6.150

Review 2.  Targeting STAT3 in cancer and autoimmune diseases.

Authors:  Tohid Gharibi; Zohreh Babaloo; Arezoo Hosseini; Meghdad Abdollahpour-Alitappeh; Vida Hashemi; Faroogh Marofi; Kazem Nejati; Behzad Baradaran
Journal:  Eur J Pharmacol       Date:  2020-04-09       Impact factor: 4.432

3.  Robust research needs many lines of evidence.

Authors:  Marcus R Munafò; George Davey Smith
Journal:  Nature       Date:  2018-01-25       Impact factor: 49.962

4.  Integrating Mendelian randomization and multiple-trait colocalization to uncover cell-specific inflammatory drivers of autoimmune and atopic disease.

Authors:  Lucy M McGowan; George Davey Smith; Tom R Gaunt; Tom G Richardson
Journal:  Hum Mol Genet       Date:  2019-10-01       Impact factor: 6.150

Review 5.  Potential roles for CD8(+) T cells in rheumatoid arthritis.

Authors:  Helena Carvalheiro; José António Pereira da Silva; M Margarida Souto-Carneiro
Journal:  Autoimmun Rev       Date:  2012-07-25       Impact factor: 9.754

Review 6.  Targeting apoptotic caspases in cancer.

Authors:  Ashley Boice; Lisa Bouchier-Hayes
Journal:  Biochim Biophys Acta Mol Cell Res       Date:  2020-02-19       Impact factor: 4.739

Review 7.  Genetic architecture: the shape of the genetic contribution to human traits and disease.

Authors:  Nicholas J Timpson; Celia M T Greenwood; Nicole Soranzo; Daniel J Lawson; J Brent Richards
Journal:  Nat Rev Genet       Date:  2017-12-11       Impact factor: 53.242

Review 8.  The Role of IL-17 and Th17 Lymphocytes in Autoimmune Diseases.

Authors:  Jacek Tabarkiewicz; Katarzyna Pogoda; Agnieszka Karczmarczyk; Piotr Pozarowski; Krzysztof Giannopoulos
Journal:  Arch Immunol Ther Exp (Warsz)       Date:  2015-06-11       Impact factor: 4.291

9.  Genetic Drivers of Epigenetic and Transcriptional Variation in Human Immune Cells.

Authors:  Lu Chen; Bing Ge; Francesco Paolo Casale; Louella Vasquez; Tony Kwan; Diego Garrido-Martín; Stephen Watt; Ying Yan; Kousik Kundu; Simone Ecker; Avik Datta; David Richardson; Frances Burden; Daniel Mead; Alice L Mann; Jose Maria Fernandez; Sophia Rowlston; Steven P Wilder; Samantha Farrow; Xiaojian Shao; John J Lambourne; Adriana Redensek; Cornelis A Albers; Vyacheslav Amstislavskiy; Sofie Ashford; Kim Berentsen; Lorenzo Bomba; Guillaume Bourque; David Bujold; Stephan Busche; Maxime Caron; Shu-Huang Chen; Warren Cheung; Oliver Delaneau; Emmanouil T Dermitzakis; Heather Elding; Irina Colgiu; Frederik O Bagger; Paul Flicek; Ehsan Habibi; Valentina Iotchkova; Eva Janssen-Megens; Bowon Kim; Hans Lehrach; Ernesto Lowy; Amit Mandoli; Filomena Matarese; Matthew T Maurano; John A Morris; Vera Pancaldi; Farzin Pourfarzad; Karola Rehnstrom; Augusto Rendon; Thomas Risch; Nilofar Sharifi; Marie-Michelle Simon; Marc Sultan; Alfonso Valencia; Klaudia Walter; Shuang-Yin Wang; Mattia Frontini; Stylianos E Antonarakis; Laura Clarke; Marie-Laure Yaspo; Stephan Beck; Roderic Guigo; Daniel Rico; Joost H A Martens; Willem H Ouwehand; Taco W Kuijpers; Dirk S Paul; Hendrik G Stunnenberg; Oliver Stegle; Kate Downes; Tomi Pastinen; Nicole Soranzo
Journal:  Cell       Date:  2016-11-17       Impact factor: 41.582

10.  Genetic association analyses implicate aberrant regulation of innate and adaptive immunity genes in the pathogenesis of systemic lupus erythematosus.

Authors:  James Bentham; David L Morris; Deborah S Cunninghame Graham; Christopher L Pinder; Philip Tombleson; Timothy W Behrens; Javier Martín; Benjamin P Fairfax; Julian C Knight; Lingyan Chen; Joseph Replogle; Ann-Christine Syvänen; Lars Rönnblom; Robert R Graham; Joan E Wither; John D Rioux; Marta E Alarcón-Riquelme; Timothy J Vyse
Journal:  Nat Genet       Date:  2015-10-26       Impact factor: 38.330

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