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The mutational constraint spectrum quantified from variation in 141,456 humans
Konrad J Karczewski1,2, Laurent C Francioli3,4, Grace Tiao3,4
1Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA. konradk@broadinstitute.org.
Nature
|May 29, 2020
Summary
Large-scale human genome sequencing reveals genetic variants impacting gene function. This data helps classify gene essentiality and aids in discovering genes linked to common and rare diseases.
Area of Science:
- Human genetics
- Genomics
- Population genetics
Background:
- Genetic variants offer insights into gene function and essentiality.
- Loss-of-function variants are informative but challenging to analyze due to errors and low frequencies.
Purpose of the Study:
- To aggregate large-scale human sequencing data for variant analysis.
- To identify and analyze high-confidence predicted loss-of-function variants.
- To classify human genes based on their tolerance to inactivation.
Main Methods:
- Aggregated 125,748 exomes and 15,708 genomes into the Genome Aggregation Database (gnomAD).
- Filtered variants to identify 443,769 high-confidence predicted loss-of-function variants.
- Developed an improved model of human mutation rates for gene classification.
Main Results:
- Identified a substantial number of high-confidence loss-of-function variants.
- Classified human protein-coding genes based on their tolerance to inactivation.
- Validated the gene classification model using data from model organisms and engineered human cells.
Conclusions:
- The gnomAD database provides a valuable resource for studying gene function.
- The gene inactivation tolerance spectrum improves gene discovery for diseases.
- This approach enhances the power to identify genes associated with both common and rare human diseases.
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