Integrating whole genome and transcriptome sequencing to characterize the genetic architecture of isoform variation

C Chunyu Liu (Department of Psychiatry, State University of New York Upstate Medical University) R Roby Joehanes (Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA.) J Jiantao Ma J Jiuyong Xie J Jian Yang M Mengyao Wang (Key Laboratory of Applied Surface and Colloid Chemistry (MOE), School of Chemistry and Chemical Engineering) T Tianxiao Huan S Shih-Jen Hwang J Jia Wen Q Quan Sun C Cumhur Y. Demirkale N Nancy L. Heard-Costa P Peter Orchard (Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA.) A April P. Carson J Jeffrey W. Haessler L Laura M. Raffield (Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.) A Alex P. Reiner N Nora Franceschini (University of North Carolina, Chapel Hill, NC, USA.) P Paul L. Auer C Charles Kooperberg (Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA.) Y Yun Li G George O’Connor J Joanne M. Murabito P Peter Munson D Daniel Levy (Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA.)

Abstract

Abstract We present a whole-blood isoform ratio QTL (irQTL) resource by analyzing genome-wide isoform-to-gene expression ratios using sequencing data. In Framingham Heart Study (FHS, n  = 2622) discovery, we identify over 1.1 million cis -irQTLs (minor allele frequency [MAF] ≥ 0.01, ±1 Mb of 10,883 isoform transcripts, P  < 5 × 10 −8 ) across 4,971 genes. Among 11,425 sentinel cis -irQTLs, 72% replicate ( P  < 1 × 10 −4 ) in the Women’s Health Initiative (WHI; n  = 2005). Notably, 20% of cis -irQTLs have no significant association with overall gene expression, indicating isoform-specific regulation. These variants are enriched at splice donor/acceptor sites and genome-wide association study loci ( P  < 1 × 10 −10 ). We also identify 1870 sentinel trans -irQTLs (MAF ≥ 0.01, P  < 1.5 × 10 −13 ) for 1,084 isoforms across 590 genes, and 2327 rare cis -irQTLs (0.003 < MAF < 0.01) for 2467 isoforms of 1428 genes in FHS, with external replication rates of 61% and 41% in WHI, respectively. We highlight rs12898397 in ULK3 , which alters splice site usage and reduces expression of a full-length isoform. Mendelian randomization supports a causal role between this isoform shift and reduced diastolic blood pressure. These findings highlight the power of irQTL mapping to uncover transcript-specific regulatory mechanisms underlying complex traits.

Article Details

Volume / Issue Vol. 16, Issue 1
Published November 22, 2025
ISSN 2041-1723
Publisher Nature Portfolio

Journal Info

Nature Communications

Nature Portfolio

ISSN: 2041-1723 Open Access Life Sciences

Authors (25)

C

Chunyu Liu

Department of Psychiatry, State University of New York Upstate Medical University

R

Roby Joehanes

Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA.

J

Jiantao Ma

J

Jiuyong Xie

J

Jian Yang

M

Mengyao Wang

Key Laboratory of Applied Surface and Colloid Chemistry (MOE), School of Chemistry and Chemical Engineering

T

Tianxiao Huan

S

Shih-Jen Hwang

J

Jia Wen

Q

Quan Sun

C

Cumhur Y. Demirkale

N

Nancy L. Heard-Costa

P

Peter Orchard

Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA.

A

April P. Carson

J

Jeffrey W. Haessler

L

Laura M. Raffield

Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.

A

Alex P. Reiner

N

Nora Franceschini

University of North Carolina, Chapel Hill, NC, USA.

P

Paul L. Auer

C

Charles Kooperberg

Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA.

Y

Yun Li

G

George O’Connor

J

Joanne M. Murabito

P

Peter Munson

D

Daniel Levy

Population Sciences Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD, USA.