Systematic classification of shared components of genetic risk for common human diseases
Adrián CortésiD, Calliope Athena DendrouiD, Lars H. FuggeriD, Gil McVeaniD
Abstract
Disease classification is fundamental to clinical practice, but current taxonomies do not necessarily reflect the pathophysiological processes that are common or unique to different disorders, such as those determined by genetic risk factors. Here, we use routine healthcare data from the 500,000 participants in the UK Biobank to map genome-wide associations across 19,628 diagnostic terms. We find that 3,510 independent genetic risk loci affect multiple clinical phenotypes, which we cluster into 629 distinct disease association profiles. We use multiple approaches to link clusters to different underlying biological pathways and show how these clusters define the genetic architecture of common medical conditions, including hypertension and immune-mediated diseases. Finally, we demonstrate how clusters can be utilised to re-define disease relationships and to inform therapeutic strategies.\n\nOne sentence summarySystematic classification of genetic risk factors reveals molecular connectivity of human diseases with clinical implications
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 2
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- The multiplex network of human diseases
Arda Halu, Manlio De Domenico, … Amitabh Sharma·npj Systems Biology and ApplicationsPeer-reviewed·Apr 23, 2019
- A global overview of genetically interpretable comorbidities among common diseases in UK Biobank
Guiying Dong, Jianfeng Feng, … Xing‐Ming Zhao·Genome MedicinePeer-reviewed·Jul 5, 2021
- Bayesian analysis of genetic association across tree-structured routine healthcare data in the UK Biobank
Adrián Cortés, Calliope Athena Dendrou, … Gil McVean·Nature GeneticsPeer-reviewed·Jul 31, 2017
- A Multi-Dimensional Approach to Map Disease Relationships Challenges Classical Disease Views
Lena Möbus, Angela Serra, … Dario Greco·Advanced SciencePeer-reviewed·Jun 5, 2024
- The impact of age on genetic risk for common diseases
Xilin Jiang, Chris C. Holmes, Gil McVean·PLoS GeneticsPeer-reviewed·Aug 26, 2021
- Hierarchical clustering of gene-level association statistics reveals shared and differential genetic architecture among traits in the UK Biobank
Melissa R. McGuirl, Samuel Pattillo Smith, … Sohini Ramachandran·GeneticsPeer-reviewed·Apr 3, 2020