Linkage disequilibrium score regression identifies genetic correlations between hepatocellular carcinoma and clinically relevant traits

Younghun Han, Vikram R. Shaw, Jinyoung Byun, Aaron P. Thrift, Catherine Zhu, Donghui Li, Rikita I. Hatia, Robin Kate Kelley, Sean P. Cleary, Anna S. Lok, Paige M. Bracci, Jennifer B. Permuth, Roxana Bucur, Jennifer Knox, Jian Min Yuan, Amit G. Singal, Prasun K. Jalal, R. Mark Ghobrial, Yuko Kono, Dimpy P. ShahMindie H. Nguyen, Neehar D. Parikh, Richard Kim, Hui Chen Wu, Hashem El-Serag, Ping Chang, Yun Shin Chun, Jian Gu, Chad Huff, Asif Rashid, Lu Yu Hwang, Alison P. Klein, Saira A. Khaderi, Ahmed O. Kaseb, Kathrine A. McGlynn, Lewis R. Roberts, Manal M. Hassan, Christopher I. Amos

Research output: Contribution to journalArticlepeer-review

Abstract

Hepatocellular carcinoma (HCC) mortality is increasing globally, partly due to the growing prevalence of nonviral liver diseases. Genome-wide association studies (GWAS) have identified genetic variants associated with HCC development. Leveraging GWAS summary statistics and linkage disequilibrium score regression (LDSR), we investigated disease co-development with hepatitis C virus-negative (HCV-negative) HCC to provide unique insights into HCC etiology and prioritize relationships for further causal inquiry. We utilized the LDSR statistical framework to estimate the genetic correlation and heritability between HCV-negative HCC with 901 epidemiologic, behavioral, and clinical traits from the United Kingdom Biobank (UKBB). First, we set the threshold for observed scale heritability of each trait at 0.02 to ensure reliable inferences with adequate study power. Next, we observed significant positive genetic correlations between HCV-negative HCC and blood-based biomarkers of liver injury (ALT, GGT) and allostatic load (including glycated hemoglobin, blood pressure, and total albumin). We also identified a positive genetic correlation between HCV-negative HCC and diseases associated with metabolic dysfunction-associated steatotic liver disease (MASLD), including diabetes, hypertension, chronic ischemic heart disease, and others. Taken together, our results help to identify polygenic and pleiotropic signals related to different phenotypic traits associated with HCC and support further exploration of the predictive power of blood-based biomarkers identified in this study for inferring HCC development among HCV-negative individuals.

Original languageEnglish (US)
Pages (from-to)1193-1203
Number of pages11
JournalInternational Journal of Cancer
Volume158
Issue number5
DOIs
StatePublished - Mar 1 2026

Keywords

  • GWAS
  • UK Biobank
  • genetic correlation
  • hepatocellular carcinoma
  • heritability

ASJC Scopus subject areas

  • Oncology
  • Cancer Research

Divisions

  • Abdominal Transplant

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