Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
Meta-Analysis
. 2025 Jun;77(6):727-739.
doi: 10.1002/art.43081. Epub 2025 Feb 27.

Cross-Phenotype Genome-Wide Association Study on the Shared Genetic Susceptibility to Systemic Sclerosis and Primary Biliary Cholangitis

Affiliations
Meta-Analysis

Cross-Phenotype Genome-Wide Association Study on the Shared Genetic Susceptibility to Systemic Sclerosis and Primary Biliary Cholangitis

Yiming Luo et al. Arthritis Rheumatol. 2025 Jun.

Abstract

Objective: An increased risk of primary biliary cholangitis (PBC) has been reported in patients with systemic sclerosis (SSc). Our study aims to investigate the shared genetic susceptibility between the two disorders and to define candidate causal genes using cross-phenotype genome-wide association study (GWAS) meta-analysis.

Methods: We performed cross-phenotype GWAS meta-analysis and Bayesian colocalization analysis for patients with SSc and patients with PBC. We performed both genome-wide and locus-based analysis, including tissue and pathway enrichment analyses, fine-mapping, Bayesian colocalization analyses with expression quantitative trait loci and protein quantitative trait loci (pQTL) datasets, and phenome-wide association studies. Finally, we used an integrative approach to prioritize candidate causal genes from the novel loci.

Results: We detected a strong genetic correlation between SSc and PBC (global genetic correlation = 0.84, P = 1.7 × 10-6). In the cross-phenotype GWAS meta-analysis, we identified 44 nonhuman leukocyte antigens loci that reached genome-wide significance (P < 5 × 10-8). Evidence of shared causal variants between patients with SSc and patients with PBC was found for nine loci, five of which were novel. Integrating multiple sources of evidence, we prioritized CD40, ERAP1, PLD4, SPPL3, and CCDC113 as novel candidate causal genes. The CD40 risk locus colocalized with trans-pQTLs of multiple plasma proteins involved in B cell function.

Conclusion: Our study supports a strong shared genetic susceptibility between SSc and PBC. Using cross-phenotype analyses, we have prioritized several novel candidate causal genes and pathways for these disorders.

PubMed Disclaimer

Conflict of interest statement

EJB has received grants or contracts from Boehringer Ingelheim, Kadmon and aTyr. EJB has received consulting fees from Boehringer Ingelheim and GLG. EJB has received support for attending meetings and travel from Boehringer Ingelheim. EJB participated on Cabaletta Advisory Board and Boehringer Ingelheim Advisory Board.

Update of

References

    1. McMahan ZH, Kulkarni S, Chen J, Chen JZ, Xavier RJ, Pasricha PJ, and Khanna D (2023). Systemic sclerosis gastrointestinal dysmotility: risk factors, pathophysiology, diagnosis and management. Nat Rev Rheumatol 19, 166–181. 10.1038/s41584-022-00900-6. - DOI - PubMed
    1. Lindor KD, Bowlus CL, Boyer J, Levy C, and Mayo M (2019). Primary Biliary Cholangitis: 2018 Practice Guidance from the American Association for the Study of Liver Diseases. Hepatology 69, 394–419. 10.1002/hep.30145. - DOI - PubMed
    1. Rigamonti C, Shand LM, Feudjo M, Bunn CC, Black CM, Denton CP, and Burroughs AK (2006). Clinical features and prognosis of primary biliary cirrhosis associated with systemic sclerosis. Gut 55, 388–394. 10.1136/gut.2005.075002. - DOI - PMC - PubMed
    1. Assassi S, Fritzler MJ, Arnett FC, Norman GL, Shah KR, Gourh P, Manek N, Perry M, Ganesh D, Rahbar MH, and Mayes MD (2009). Primary biliary cirrhosis (PBC), PBC autoantibodies, and hepatic parameter abnormalities in a large population of systemic sclerosis patients. J Rheumatol 36, 2250–2256. 10.3899/jrheum.090340. - DOI - PMC - PubMed
    1. Lopez-Isac E, Acosta-Herrera M, Kerick M, Assassi S, Satpathy AT, Granja J, Mumbach MR, Beretta L, Simeon CP, Carreira P, et al. (2019). GWAS for systemic sclerosis identifies multiple risk loci and highlights fibrotic and vasculopathy pathways. Nat Commun 10, 4955. 10.1038/s41467-019-12760-y. - DOI - PMC - PubMed

Publication types