ArticlePLoS genetics2018
ProxECAT: Proxy External Controls Association Test. A new case-control gene region association test using allele frequencies from public controls.
Article in PLoS genetics, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 papers.
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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.
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Who cites it
28 citing papers in PubMed.
- CCAFE: Estimating case and control allele frequencies from GWAS summary statistics.HGG advances · 2026Article
- Integrated Germline and Somatic Molecular Profiling to Detect Cancer Predisposition Has a High Clinical Impact in Poor-Prognosis Pediatric Cancer.Clinical cancer research : an official journal of the American Association for Cancer Research · 2026Article
- COBT: a gene-based rare variant burden test for case-only study designs using aggregated genotypes from public reference cohorts.Genome medicine · 2026Article
- The landscape of germline variants in breast and colorectal cancer susceptibility genes in patients with pituitary tumours.Journal of neuro-oncology · 2025Article
- Replication of a GWAS signal nearBlood neoplasia · 2025Article
- FGFR1 variation in the divergent settings of congenital hypopituitarism and pituitary tumours.Pituitary · 2025Article
- Characterizing substructure via mixture modeling in large-scale genetic summary statistics.American journal of human genetics · 2025Article
- Characterizing substructure via mixture modeling in large-scale genetic summary statistics.bioRxiv : the preprint server for biology · 2024Article
- Public platform with 39,472 exome control samples enables association studies without genotype sharing.Nature genetics · 2024Article
- Integrating External Controls by Regression Calibration for Genome-Wide Association Study.Genes · 2024Article
- ZMIX: estimating ancestry proportions using GWAS association Z-scores.Bioinformatics advances · 2024Article
- Article
- Opportunities and challenges for the use of common controls in sequencing studies.Nature reviews. Genetics · 2022Review
- Whole genome sequencing identifies rare genetic variants in familial pancreatic cancer patients.Annals of human genetics · 2022Article
- A rare variant analysis framework using public genotype summary counts to prioritize disease-predisposition genes.Nature communications · 2022Article
- Deviation from baseline mutation burden provides powerful and robust rare-variants association test for complex diseases.Nucleic acids research · 2022Article
- Integrating external controls in case-control studies improves power for rare-variant tests.Genetic epidemiology · 2022Article
- A data harmonization pipeline to leverage external controls and boost power in GWAS.Human molecular genetics · 2022Article
- Recent advances and challenges of rare variant association analysis in the biobank sequencing era.Frontiers in genetics · 2022Review
- Whole genome sequencing identifies rare germline variants enriched in cancer related genes in first degree relatives of familial pancreatic cancer patients.Clinical genetics · 2021Article
Corrections and comments
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Authors and funding
8 authors.
Funding
Abstract
A primary goal of the recent investment in sequencing is to detect novel genetic associations in health and disease improving the development of treatments and playing a critical role in precision medicine. While this investment has resulted in an enormous total number of sequenced genomes, individual studies of complex traits and diseases are often smaller and underpowered to detect rare variant genetic associations. Existing genetic resources such as the Exome Aggregation Consortium (>60,000 exomes) and the Genome Aggregation Database (~140,000 sequenced samples) have the potential to be used as controls in these studies. Fully utilizing these and other existing sequencing resources may increase power and could be especially useful in studies where resources to sequence additional samples are limited. However, to date, these large, publicly available genetic resources remain underutilized, or even misused, in large part due to the lack of statistical methods that can appropriately use this summary level data. Here, we present a new method to incorporate external controls in case-control analysis called ProxECAT (Proxy External Controls Association Test). ProxECAT estimates enrichment of rare variants within a gene region using internally sequenced cases and external controls. We evaluated ProxECAT in simulations and empirical analyses of obesity cases using both low-depth of coverage (7x) whole-genome sequenced controls and ExAC as controls. We find that ProxECAT maintains the expected type I error rate with increased power as the number of external controls increases. With an accompanying R package, ProxECAT enables the use of publicly available allele frequencies as external controls in case-control analysis.
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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.