ArticleHGG advances2022
Leveraging TOPMed imputation server and constructing a cohort-specific imputation reference panel to enhance genotype imputation among cystic fibrosis patients.
Article in HGG advances, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT00037765 (Gene Modifiers of Cystic Fibrosis Lung Disease), which is not on this map. Cited by 20 papers.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Gene Modifiers of Cystic Fibrosis Lung Disease
Who cites it
20 citing papers in PubMed, 20 citations in OpenAlex.
- An efficient LASSO framework for admixture-aware polygenic scores.HGG advances · 2026Article
- Selphi, a tool for improving genotype imputation accuracy.Scientific reports · 2026Article
- Polygenic scores for risk of pancreatic ductal adenocarcinoma: evaluation of novel and published models.NPJ precision oncology · 2026Article
- Advances in haplotype phasing and genotype imputation.Nature reviews. Genetics · 2026Review
- Article
- Recommendations for responsible use of population descriptors in polygenic risk score development.Nature genetics · 2025Review
- Refining rare disease variant discovery in an isolated Andean community through imputation-enhanced IBD and kinship inference from whole exome sequencing data.Human molecular genetics · 2025Article
- Clinical and Genetic Factors Associated with Intraoperative Minimum Alveolar Concentration Ratio: A Single-center Retrospective Cohort and Genome-wide Association Study.Anesthesiology · 2025Article
- Aggregating single nucleotide polymorphisms improves filtering for false-positive associations postimputation.G3 (Bethesda, Md.) · 2025Article
- Polygenic Scores of Cardiometabolic Risk Factors in American Indian Adults.JAMA network open · 2025Article
- Proxy panels enable privacy-aware outsourcing of genotype imputation.Genome research · 2025Article
- A genome-wide association study of alloimmunization in the TOPMed OMG-SCD cohort identifies a locus on chromosome 12.Transfusion · 2024Article
- MagicalRsq-X: A cross-cohort transferable genotype imputation quality metric.American journal of human genetics · 2024Article
- Improving polygenic risk prediction in admixed populations by explicitly modeling ancestral-differential effects via GAUDI.Nature communications · 2024Article
- Genotype imputation accuracy and the quality metrics of the minor ancestry in multi-ancestry reference panels.Briefings in bioinformatics · 2023Article
- A Large-Scale Exome-Wide Association Study Identifies Novel Germline Mutations in Lung Cancer.American journal of respiratory and critical care medicine · 2023Article
- Performance and accuracy evaluation of reference panels for genotype imputation in sub-Saharan African populations.Cell genomics · 2023Article
- Genetic Modifiers of Cystic Fibrosis Lung Disease Severity: Whole-Genome Analysis of 7,840 Patients.American journal of respiratory and critical care medicine · 2023Article
- MagicalRsq: Machine-learning-based genotype imputation quality calibration.American journal of human genetics · 2022Article
- Extent to which array genotyping and imputation with large reference panels approximate deep whole-genome sequencing.American journal of human genetics · 2022Article
Corrections and comments
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Authors and funding
23 authors at 9 institutions in 3 countries.
Funding
Abstract
Cystic fibrosis (CF) is a severe genetic disorder that can cause multiple comorbidities affecting the lungs, the pancreas, the luminal digestive system and beyond. In our previous genome-wide association studies (GWAS), we genotyped approximately 8,000 CF samples using a mixture of different genotyping platforms. More recently, the Cystic Fibrosis Genome Project (CFGP) performed deep (approximately 30×) whole genome sequencing (WGS) of 5,095 samples to better understand the genetic mechanisms underlying clinical heterogeneity among patients with CF. For mixtures of GWAS array and WGS data, genotype imputation has proven effective in increasing effective sample size. Therefore, we first performed imputation for the approximately 8,000 CF samples with GWAS array genotype using the Trans-Omics for Precision Medicine (TOPMed) freeze 8 reference panel. Our results demonstrate that TOPMed can provide high-quality imputation for patients with CF, boosting genomic coverage from approximately 0.3-4.2 million genotyped markers to approximately 11-43 million well-imputed markers, and significantly improving polygenic risk score (PRS) prediction accuracy. Furthermore, we built a CF-specific CFGP reference panel based on WGS data of patients with CF. We demonstrate that despite having approximately 3% the sample size of TOPMed, our CFGP reference panel can still outperform TOPMed when imputing some CF disease-causing variants, likely owing to allele and haplotype differences between patients with CF and general populations. We anticipate our imputed data for 4,656 samples without WGS data will benefit our subsequent genetic association studies, and the CFGP reference panel built from CF WGS samples will benefit other investigators studying CF.
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Registered trials
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.