4.6 Article

A validation of models for prediction of pathogenic variants in mismatch repair genes

Journal

GENETICS IN MEDICINE
Volume 24, Issue 10, Pages 2155-2166

Publisher

ELSEVIER SCIENCE INC
DOI: 10.1016/j.gim.2022.07.004

Keywords

Colorectal cancer; Lynch syndrome; Mismatch repair; Model combination; Model validation

Funding

  1. National Institutes of Health, United States [5P50CA062924-20, 5P30CA006516-54, T32CA009001, 5T32CA009337-40, R01 CA132829]
  2. National Cancer Institute, United States, National Institutes of Health [U01 CA167551]

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This study evaluated the predictive performance of models for predicting the probability of an individual having a pathogenic homozygous or heterozygous variant in a mismatch repair gene, such as MMRpro, for individuals with a family history of colorectal cancer. MMRpro+ and PREMM5 showed good discrimination and predictive accuracy.
Purpose: Models used to predict the probability of an individual having a pathogenic homozygous or heterozygous variant in a mismatch repair gene, such as MMRpro, are widely used. Recently, MMRpro was updated with new colorectal cancer penetrance estimates. The purpose of this study was to evaluate the predictive performance of MMRpro and other models for individuals with a family history of colorectal cancer. Methods: We performed a validation study of 4 models, Leiden, MMRpredict, PREMM5, and MMRpro, using 784 members of clinic-based families from the United States. Predicted probabilities were compared with germline testing results and evaluated for discrimination, calibration, and predictive accuracy. We analyzed several strategies to combine models and improve predictive performance. Results: MMRpro with additional tumor information (MMRpro+) and PREMM5 outperformed the other models in discrimination and predictive accuracy. MMRpro+ was the best calibrated with an observed to expected ratio of 0.98 (95% CI = 0.89-1.08). The combination models showed improvement over PREMM S and performed similar to MMRpro+. Conclusion: MMRpro+ and PREMM5 performed well in predicting the probability of having a pathogenic homozygous or heterozygous variant in a mismatch repair gene. They serve as useful clinical decision tools for identifying individuals who would benefit greatly from screening and prevention strategies. (C) 2022 American College of Medical Genetics and Genomics. Published by Elsevier Inc. All rights reserved.

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