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Do we measure or compute polygenic risk scores? Why language matters
Bart Penders1, A Cecile J W Janssens2
1Care and Public Health Research Institute, Maastricht University, Maastricht, The Netherlands.
Polygenic risk scores (PRSs) are statistical constructs, unlike tangible biomarkers like blood pressure. Understanding their computational nature is crucial for responsible interpretation and credibility.
Area of Science:
- Genetics
- Biomarkers
- Statistical modeling
Background:
- Biomarkers such as blood pressure and sodium levels are quantifiable and visualizable.
- Polygenic risk scores (PRSs) are statistical constructs derived from genetic variants.
- The framing and naming of PRSs influence their interpretation and perceived value.
Purpose of the Study:
- To differentiate polygenic risk scores (PRSs) as distinct epistemic objects from traditional biomarkers.
- To analyze the implications of how PRSs are framed and named.
- To explore the tangible versus inferential understanding of PRSs and their associated languages of measurement and computation.
Main Methods:
- Conceptual analysis distinguishing between measurement and computation.
- Examination of the epistemic status of PRSs.
- Critical review of current practices in polygenic risk score 'doing'.
Main Results:
- PRSs are fundamentally different from traditional biomarkers due to their computational and assembled nature.
- Conflating tangible and inferential frames of PRSs obscures critical questions about their representation and validity.
- Current methods for 'doing PRS' may not be optimal or fully responsible.
Conclusions:
- Clarifying the epistemic nature of PRSs is essential for scientific rigor.
- Further investigation is needed into the optimal and responsible methodologies for PRS calculation and application.
- The credibility of PRS-based knowledge claims requires careful consideration of their inferential basis.
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