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Updated: Nov 19, 2025

A High-Throughput Multiplexed Screening for Type 1 Diabetes, Celiac Diseases, and COVID-19
Published on: July 5, 2022
Cystic fibrosis-related diabetes onset can be predicted using biomarkers measured at birth
Yu-Chung Lin1, Katherine Keenan2, Jiafen Gong2
1Department of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada.
Insights
A new model predicts cystic fibrosis-related diabetes (CFRD) risk at birth using genetic and clinical data. Early CFRD detection improves outcomes for cystic fibrosis (CF) patients.
Area of Science:
- Genetics and Medicine
- Endocrinology
Background:
- Cystic fibrosis (CF) impacts multiple organs, including the pancreas, leading to cystic fibrosis-related diabetes (CFRD).
- Untreated CFRD increases mortality in CF patients; early detection is crucial for improved outcomes.
Purpose of the Study:
- To develop and validate a predictive model for CFRD risk at birth.
- To identify key genetic and clinical predictors of CFRD.
Main Methods:
- A prediction model was constructed using genetic and clinical data from the Canadian CF Gene Modifier Study (CGS).
- The model was validated in the French CF Gene Modifier Study (FGMS).
- Genome-wide association studies identified genetic variants associated with CF severity.
Main Results:
- Sex, CFTR severity score, and specific genetic variants (including one near PRSS1) were the strongest predictors of CFRD.
- The developed model demonstrated excellent agreement and predictive performance in both validation cohorts.
- A significant difference in CFRD prevalence was observed between high-risk and low-risk groups.
Conclusions:
- A validated model using early-life data can accurately predict CFRD risk.
- A web-based tool provides patient-specific risk to guide CFRD monitoring and treatment.
- This approach facilitates early intervention and improved management of CFRD in CF patients.
Purpose:
Cystic fibrosis (CF), caused by pathogenic variants in the CF transmembrane conductance regulator (CFTR), affects multiple organs including the exocrine pancreas, which is a causal contributor to cystic fibrosis-related diabetes (CFRD). Untreated CFRD causes increased CF-related mortality whereas early detection can improve outcomes.
Methods:
Using genetic and easily accessible clinical measures available at birth, we constructed a CFRD prediction model using the Canadian CF Gene Modifier Study (CGS; n = 1,958) and validated it in the French CF Gene Modifier Study (FGMS; n = 1,003). We investigated genetic variants shown to associate with CF disease severity across multiple organs in genome-wide association studies.
Results:
The strongest predictors included sex, CFTR severity score, and several genetic variants including one annotated to PRSS1, which encodes cationic trypsinogen. The final model defined in the CGS shows excellent agreement when validated on the FGMS, and the risk classifier shows slightly better performance at predicting CFRD risk later in life in both studies.
Conclusion:
We demonstrated clinical utility by comparing CFRD prevalence rates between the top 10% of individuals with the highest risk and the bottom 10% with the lowest risk. A web-based application was developed to provide practitioners with patient-specific CFRD risk to guide CFRD monitoring and treatment.
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