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comorbidPGS: An R Package Assessing Shared Predisposition between Phenotypes Using Polygenic Scores
Vincent Pascat1,2,3,4, Liudmila Zudina3,4, Anna Ulrich3,4
1INSERM UMR 1283, CNRS UMR 8199, European Genomic Institute for Diabetes (EGID), Institut Pasteur de Lille, Lille, France.
This study introduces comorbidPGS, an R package for evaluating shared genetic effects between phenotypes using polygenic scores. It reveals significant genetic links between blood pressure and cancer risks, aiding in understanding complex disease predispositions.
Area of Science:
- Genetics
- Bioinformatics
- Computational Biology
Background:
- Polygenic scores (PGS) assess genetic liability for complex traits, but their use in identifying shared genetic predispositions between phenotypes is limited.
- Understanding shared genetic factors between conditions like blood pressure and cancer is crucial for comprehensive risk assessment.
Purpose of the Study:
- To develop and introduce the comorbidPGS R package for systematically evaluating shared genetic effects between correlated phenotypes using PGS.
- To investigate the shared genetic predisposition between blood pressure traits and various cancers.
Main Methods:
- Developed the comorbidPGS R package that utilizes single nucleotide polymorphisms (SNPs) and their effect sizes on a primary phenotype (Po-PGS).
- Applied the package to analyze shared genetic risks between blood pressure phenotypes (SBP, DBP, pulse pressure) and cancers (breast, pancreatic, kidney, prostate, colorectal).
- Utilized UK Biobank data and independent GWAS summary statistics from European ancestry individuals.
Main Results:
- Identified a significant association between elevated diastolic blood pressure (DBP) and the genetic risk of prostate cancer (PrC).
- Found significant associations between colorectal cancer (CrC) PGS and lower systolic blood pressure (SBP) and DBP.
- Observed nominally significant associations between genetic predisposition to elevated SBP and increased risk of kidney cancer (KidC) and PrC.
Conclusions:
- The comorbidPGS package effectively highlights mechanistic relationships between blood pressure regulation and susceptibility to specific malignancies.
- The findings underscore shared genetic underpinnings between cardiovascular traits and cancer development, offering new avenues for research.
- ComorbidPGS provides a valuable tool for exploring shared genetic susceptibility across diverse and related phenotypes.
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