Quantifying risk modifiers of hereditary hemochromatosis using genomic and electronic health record data

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Authors: Jarkko Toivonen, Jonna Clancy, Aarno Palotie, Mark Daly, Bridget Riley-Gills, Howard Jacob, Coralie Viollet, Slavé Petrovski, Alix Berton, Santha Ramakrishnan, Ellen Tsai, Zhihao Ding
+88 more Emily Holzinger, Robert Plenge, J. Maranville, Mark McCarthy, Rion Pendergrass, Jonathan Davitte, Chia-Yen Chen, Melis A. Aksit, Anna Vlahiotis, Katherine Klinger, Clément Chatelain, Jörg Blankenstein, Karol Estrada, Robert Graham, Dawn Waterworth, Chris O´Donnell, Nicole Renaud, Tomi P. Mäkelä, Jaakko Kaprio, Minna Ruddock, Lila Kallio, Antti Hakanen, Terhi Kilpi, Markus Perola, Jukka Partanen, Taneli Raivio, Eero Punkka, Teija Kekonen, Raisa Serpi, Kati Kristiansson, Sanna Siltanen, Veli-Matti Kosma, Arto Mannermaa, Jari Laukkanen, Tiina Jokela, M. Ahlroth, Johanna Mäkelä, Outi Tuovila, Jeffrey Waring, Bridget Riley-Gillis, Fedik Rahimov, Ioanna Tachmazidou, Slavé Petrovski, Alix Berton, Santha Ramakrishnan, Ellen Tsai, Zhihao Ding, Marc Jung, Hanati Tuoken, Shameek Biswas, Benjamin Sun, Rion Pendergrass, Jonathan Davitte, Neha Raghavan, Jae-Hoon Sul, Melis A. Aksit, Xinli Hu, Katherine Klinger, Robert Graham, Dawn Waterworth, Nicole Renaud, Ma ́en Obeidat, Jonathan Chung, Jonas Zierer, Mari Niemi, Samuli Ripatti, Johanna Schleutker, Markus Perola, Tiina Wahlfors, Mikko Arvas, Olli Carpén, Reetta Hinttala, Johannes Kettunen, Arto Mannermaa, Katriina Aalto‐Setälä, Mika Kähönen, Jari Laukkanen, Johanna Mäkelä, Hanna Kujala, Triin Laisk, Natalia Pujol, Mika Kähönen, V. Salomaa, Jaana Suvisaari, Satu Koskela, Jouni Lauronen, Kristiina Aittomäki, Pirkko Pussinen
Cited by: 2
References: 18

Abstract

BACKGROUND & AIMS: Hereditary hemochromatosis is an autosomal recessive disorder of excessive iron accumulation. Early diagnosis enables treatment before organ damage. The C282Y variant in the HFE gene is the main cause, but its penetrance of only 20% limits its utility for population-wide screening. We aimed to identify and quantify novel genetic and non-genetic modifiers of C282Y-related disease from electronic healthcare records, and thereby partly explain its incomplete penetrance. METHODS: We carried out a cohort study on data from 420,543 individuals in the FinnGen project, for whom genotype information and healthcare records were available. We performed both standard and interaction genome-wide association study analyses for hemochromatosis and fitted statistical models including age, sex, 21 million genetic variants, preceding diagnoses, and blood donation history as predictors. Results were validated using data from the UK Biobank. RESULTS: ). We found that donating blood at least twice a year is likely sufficient to reduce the risk of C282Y homozygotes (male risk 0.16, 80% CI 0.13-0.19) to that of C282Y-H63D compound heterozygotes (male risk 0.018, 80% CI 0.015-0.023). Additionally, the S65C variant protects against severe disease (incidence ratio 0.328, 95% CI 0.192-0.562). CONCLUSIONS: We demonstrated that use of large-scale electronic health record data allows for precise quantification of individual-level risk, which we present as risk tables to support clinical practice. Furthermore, our findings suggest that hemochromatosis may be under-recognized in Finland. IMPACT AND IMPLICATIONS: Because the factors influencing the penetrance of the C282Y variant in hemochromatosis remain incompletely understood, a study leveraging newly available large-scale healthcare and genetic data is warranted. We present the findings of our study as an individual-level risk table designed for practicing clinicians, summarizing the combined effects of key variables most frequently observed in the dataset. Our results suggest that asymptomatic individuals who are homozygous for C282Y could significantly reduce their risk of developing hemochromatosis by donating blood just twice a year.

Fields of Study & Subjects

Iron Metabolism and Disorders Hemoglobinopathies and Related Disorders Hemophilia Treatment and Research

Publication details

Journal / source
JHEP Reports
Publisher
Elsevier BV
Volume
8
Issue
4
Pages
101774–101774
Publication date
6 February 2026
Language
EN