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April 26, 2026JCI Insight0 citationsOpen Access

Pan-cancer polygenic risk score associates with cancer susceptibility following kidney transplantation

JRJarmo RitariKHKati HyvärinenKJKirsi Jahnukainen

Key Points

  • This research aims to explore the impact of genetic susceptibility on post-transplant cancer risk among kidney transplant recipients.
  • Developed a pan-cancer polygenic risk score using genetic variants from previous studies.
  • Analyzed time to first cancer diagnosis in 1,802 Finnish kidney transplant recipients, with 317 developing cancer.
  • Validated the PRS in a non-transplantation cohort and assessed its association with plasma protein expression in the UK Biobank.
  • KTRs showed earlier cancer onset compared to non-transplantation cohort (n = 68,294).
  • PRS significantly associated with time to first cancer diagnosis in non-transplantation population (HR 1.04; 95% CI 1.038-1.056; p = 3.75 x 10-25).
  • Among KTRs under 40, higher PRS linked to earlier cancer onset (HR 1.08; 95% CI 1.01-1.17; p = 0.036).

Abstract

Background Cancer accounts for over 20% of late post-transplant mortality, yet the contribution of genetic susceptibility to post-transplant cancer risk remains unclear. This study investigates germline genetic risk factors for post-transplant cancer in the Finnish population using data from the FinnGen cohort. Methods A pan-cancer polygenic risk score (PRS) was constructed using genetic variants identified in UK and US populations to assess the influence of common germline variants on time to first cancer diagnosis in 1,802 Finnish kidney transplant recipients (KTRs), of whom 317 developed post-transplant cancer. The PRS was first validated in the FinnGen non-transplantation cohort and subsequently applied to KTRs, with replication in lung and liver transplant recipients (n = 476). Functional relevance was explored by assessing associations between the PRS and expression levels of 2,923 plasma proteins in the UK Biobank (n = 53,013). Results Compared to a matched non-transplantation cohort (n = 68,294), KTRs exhibited earlier cancer onset. The PRS was significantly associated with time to first cancer diagnosis in the non-transplantation population (HR 1.04; 95% CI 1.038-1.056; p = 3.75 x 10-25). Among KTRs younger than 40 years, higher PRS was associated with earlier cancer onset (HR, 1.08; 95% CI ,1.01-1.17; p = 0.036), indicating a stronger genetic effect at younger ages. The PRS significantly (Bonferroni < 0.05) altered the regulation of 87 plasma proteins, several of which were known cancer-related markers. Conclusion Inherited genetic predisposition, captured by pan-cancer PRS, may contribute to individual susceptibility to cancer after solid organ transplantation, particularly at younger ages.

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Cite This Study

Ritari et al. (2026) studied this question.

synapsesocial.com/papers/69edab424a46254e215b35cdhttps://doi.org/10.1172/jci.insight.198098
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