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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao ZENODOarrow_drop_down
image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
ZENODO
Software . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Software . 2026
License: CC BY
Data sources: Datacite
ZENODO
Software . 2026
License: CC BY
Data sources: Datacite
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Epigenetic landscapes in human pancreatic islets reveal distinct drivers for adaptation to age and type 2 diabetes

Authors: Khamis, Amna;

Epigenetic landscapes in human pancreatic islets reveal distinct drivers for adaptation to age and type 2 diabetes

Abstract

This repository contains the analysis scripts used in the study “Distinct epigenetic landscapes of aging and type 2 diabetes in human pancreatic islets”. The code implements the full analytical workflow applied to human pancreatic islet multi-omic data, including DNA methylation (Illumina EPIC), RNA-sequencing, and genotyping data. Scripts are written primarily in R. Scripts are numbered to reflect the logical order of the analysis pipeline: 01-qc_methylation.R – DNA methylation quality control and preprocessing 02-PCA.R – Principal component analysis (PCA) and covariate assessment 03-EWAS.R – Epigenome-wide association studies (EWAS) 04-Volcano_plots.R – Visualization of EWAS results 05-mQTL.R – cis-mQTL analysis to identify CpG sites under genetic control 06-eQTM.R – eQTM model specification 07-eQTM_target.R – eQTM target gene identification 08-WGCNA.R – Weighted gene co-expression network analysis (WGCNA) of eQTM-identified genes 09-eQTL.R – Cis-eQTL analysis 10-MR_file_prep.R – Preparation and harmonisation of mQTL and eQTL inputs for Mendelian randomization 11-MR.R – Mendelian randomization (MR) analyses testing causal effects of DNA methylation on gene expression 12-Methylation_score.R – Construction of a methylation risk score (MRS) 13-Polygenic_score.sh – Polygenic risk score (PRS) calculation 14-Score_plots.R – Visualisation and performance assessment of MRS/PRS models

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
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Average