Literature DB >> 33011735

Assessment and visualization of phenome-wide causal relationships using genetic data: an application to dental caries and periodontitis.

Simon Haworth1,2, Pik Fang Kho3, Pernilla Lif Holgerson4, Liang-Dar Hwang5, Nicholas J Timpson2, Miguel E Rentería3, Ingegerd Johansson6, Gabriel Cuellar-Partida7.   

Abstract

Hypothesis-free Mendelian randomization studies provide a way to assess the causal relevance of a trait across the human phenome but can be limited by statistical power, sample overlap or complicated by horizontal pleiotropy. The recently described latent causal variable (LCV) approach provides an alternative method for causal inference which might be useful in hypothesis-free experiments across human phenome. We developed an automated pipeline for phenome-wide tests using the LCV approach including steps to estimate partial genetic causality, filter to a meaningful set of estimates, apply correction for multiple testing and then present the findings in a graphical summary termed causal architecture plot. We apply this pipeline to body mass index (BMI) and lipid traits as exemplars of traits where there is strong prior expectation for causal effects, and to dental caries and periodontitis as exemplars of traits where there is a need for causal inference. The results for lipids and BMI suggest that these traits are best viewed as contributing factors on a multitude of traits and conditions, thus providing additional evidence that supports viewing these traits as targets for interventions to improve health. On the other hand, caries and periodontitis are best viewed as a downstream consequence of other traits and diseases rather than a cause of ill health. The automated pipeline is implemented in the Complex-Traits Genetics Virtual Lab ( https://vl.genoma.io ) and results are available in https://view.genoma.io . We propose causal architecture plots based on phenome-wide partial genetic causality estimates as a new way visualizing the overall causal map of the human phenome.

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Year:  2020        PMID: 33011735      PMCID: PMC7868372          DOI: 10.1038/s41431-020-00734-4

Source DB:  PubMed          Journal:  Eur J Hum Genet        ISSN: 1018-4813            Impact factor:   4.246


  6 in total

1.  Phenome-wide screening of GWAS data reveals the complex causal architecture of obesity.

Authors:  Luis M García-Marín; Adrián I Campos; Pik-Fang Kho; Nicholas G Martin; Gabriel Cuéllar-Partida; Miguel E Rentería
Journal:  Hum Genet       Date:  2021-05-31       Impact factor: 4.132

2.  Is periodontitis a risk factor for ischaemic stroke, coronary artery disease and subclinical atherosclerosis? A Mendelian randomization study.

Authors:  Steven Bell; Joel T Gibson; Eric L Harshfield; Hugh S Markus
Journal:  Atherosclerosis       Date:  2020-10-04       Impact factor: 5.162

3.  Causal Association Between Periodontitis and Type 2 Diabetes: A Bidirectional Two-Sample Mendelian Randomization Analysis.

Authors:  Yong-Bo Wang; Si-Yu Yan; Xu-Hui Li; Qiao Huang; Li-Sha Luo; Yun-Yun Wang; Jiao Huang; Ying-Hui Jin; Xian-Tao Zeng
Journal:  Front Genet       Date:  2022-01-10       Impact factor: 4.599

4.  Large-scale genetic investigation reveals genetic liability to multiple complex traits influencing a higher risk of ADHD.

Authors:  Luis M García-Marín; Adrián I Campos; Gabriel Cuéllar-Partida; Sarah E Medland; Scott H Kollins; Miguel E Rentería
Journal:  Sci Rep       Date:  2021-11-19       Impact factor: 4.379

5.  No bidirectional relationship between depression and periodontitis: A genetic correlation and Mendelian randomization study.

Authors:  Michael Nolde; Birte Holtfreter; Thomas Kocher; Zoheir Alayash; Stefan Lars Reckelkamm; Benjamin Ehmke; Hansjörg Baurecht; Sebastian-Edgar Baumeister
Journal:  Front Immunol       Date:  2022-07-22       Impact factor: 8.786

6.  Phenome-wide analysis highlights putative causal relationships between self-reported migraine and other complex traits.

Authors:  Luis M García-Marín; Adrián I Campos; Nicholas G Martin; Gabriel Cuéllar-Partida; Miguel E Rentería
Journal:  J Headache Pain       Date:  2021-07-08       Impact factor: 7.277

  6 in total

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