Evidence map›Paper›PMID 42086962›Full record

ArticleInternational journal of behavioral medicine2026

Supplementing Disease Risk Information for Type 2 Diabetes and Coronary Heart Disease with Polygenic Risk Scores: Testing a Health Action Process Approach-Inspired Path Model to Predict Health Behavior.

Otto Halmesvaara, Marleena Lonna, Helena Kääriäinen, Markus Perola, Kati Kristiansson, Hanna Konttinen

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Article in International journal of behavioral medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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5 · Who and what money

Authors and funding

6 authors.

Otto HalmesvaaraSocial Psychology, Faculty of Social Sciences, University of Helsinki, Helsinki, Finland. otto.halmesvaara@helsinki.fi.
Marleena LonnaResearch Program for Clinical and Molecular Metabolism, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
Helena KääriäinenDepartment of Public Health, Finnish Institute for Health and Welfare, Helsinki, Finland.
Markus PerolaResearch Program for Clinical and Molecular Metabolism, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
Kati KristianssonResearch Program for Clinical and Molecular Metabolism, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
Hanna KonttinenSocial Psychology, Faculty of Social Sciences, University of Helsinki, Helsinki, Finland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundAdvances in genotyping have heightened interest in using polygenic risk scores (PRS) to predict complex diseases such as type 2 diabetes (T2D) and coronary heart disease (CHD). However, the psychological effects of receiving a PRS have been examined only to a limited extent, with a notable absence of studies grounded in health psychology theory. The present study investigated whether incorporating PRS into risk communication influences health behaviors, drawing on a model inspired by the Health Action Process Approach (HAPA).

methodThe sample was collected in a randomized experimental design (N = 1494), in which 751 participants received a PRS result and 743 did not. Multigroup structural equation modeling was used to estimate HAPA-inspired path models and test whether the path coefficients differed between the study groups. The models examined how perceived risk, self-efficacy, and outcome expectancies were related to intentions to increase physical activity (PA) and fruit and vegetable intake (FVI), and how these intentions, in turn, were related to subsequent behavior.

resultsMultigroup analysis revealed small, non-significant differences between groups, suggesting that the inclusion of PRS did not substantially alter the functioning of the motivational pathways proposed by HAPA or the resulting health behaviors.

conclusionSupplementing traditional disease risk information with PRS does not appear to significantly disrupt the motivational processes typically associated with health behavior change. These findings align with prior research on the HAPA model as well as with studies examining the psychological impact of receiving PRS.

Indexed as

Coronary heart diseaseHealth action process approachPolygenic risk scoreRandomized controlled trialType 2 diabetes

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.