CalPred yields calibrated intervals for polygenic risk prediction
Zhuozheng ShiiD, Zixuan ZhangiD, Ravi MandlaiD, Kangcheng HouiD, Bogdan PaşaniuciD
Abstract
Polygenic scores (PGS) have emerged as a useful biomarker for stratification of high-risk individuals in genomic medicine, with prediction intervals arising as a principled approach to incorporate statistical uncertainty in their individual-level predictions. In contrast to recent reports by Xu et al7, we show that CalPred6 provides well-calibrated prediction intervals that contain the trait phenotypes at targeted confidence levels. CalPred maintains calibration when PGS performance varies across contextual factors (e.g., ancestry, age, sex, or socio-economic factors) whereas PredInterval7 - a recently introduced method that focuses on marginal calibration across all individuals - exhibits miscalibration.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 0
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Calibrated Prediction Intervals for Polygenic Scores: Updated Comparisons, Contextual Calibration, and Data Normalization
Chang Xu, Siyu Hou, Xiang Zhou·medRxiv·May 19, 2026
- Calibrated prediction intervals for polygenic scores across diverse contexts
Kangcheng Hou, Ziqi Xu, … Bogdan Paşaniuc·Nature GeneticsPeer-reviewed·Jun 17, 2024
- Adaptive prediction intervals for polygenic risk scores reveal individual variation in genetic predictability
Chen Wang, Fan Wang, … Iuliana Ionita‐Laza·bioRxiv·Oct 13, 2025
- Locally adaptive conformal prediction intervals for polygenic score-based phenotype prediction via residual normalization and data-driven stratification
Yu Yun, Xingjie Hao, Yan Zhang·medRxiv·May 30, 2026
- Development and validation of polygenic scores for within-family prediction of disease risks
Spencer Moore, Ivan Davidson, … Tobias Wolfram·medRxiv·Aug 6, 2025
- Performance of polygenic risk scores in screening, prediction, and risk stratification
Aroon Dinesh Hingorani, Jasmine Gratton, … NJ Wald·medRxiv·Feb 18, 2022