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Evaluating drug targets through human loss-of-function genetic variation
- Source :
- Nature, Minikel, E V, Karczewski, K J, Martin, H C, Cummings, B B, Whiffin, N, Rhodes, D, Alföldi, J, Trembath, R C, van Heel, D A, Daly, M J, Alföldi, J, Armean, I M, Banks, E, Bergelson, L, Cibulskis, K, Collins, R L, Connolly, K M, Covarrubias, M, Cummings, B B, Daly, M J, Donnelly, S, Farjoun, Y, Ferriera, S, Francioli, L, Gabriel, S, Gauthier, L D, Gentry, J, Gupta, N, Jeandet, T, Kaplan, D, Karczewski, K J, Laricchia, K M, Llanwarne, C, Minikel, E V, Munshi, R, Neale, B M, Novod, S, O’Donnell-Luria, A H, Petrillo, N, Poterba, T, Roazen, D, Ruano-Rubio, V, Saltzman, A, Samocha, K E, Schleicher, M, Seed, C, Solomonson, M & Soto, J & Tiao, G & Tibbetts, K 2020, ' Evaluating drug targets through human loss-of-function genetic variation ', Nature, vol. 581, no. 7809, pp. 459-464 . https://doi.org/10.1038/s41586-020-2267-z
- Publication Year :
- 2020
-
Abstract
- Naturally occurring human genetic variants that are predicted to inactivate protein-coding genes provide an in vivo model of human gene inactivation that complements knockout studies in cells and model organisms. Here we report three key findings regarding the assessment of candidate drug targets using human loss-of-function variants. First, even essential genes, in which loss-of-function variants are not tolerated, can be highly successful as targets of inhibitory drugs. Second, in most genes, loss-of-function variants are sufficiently rare that genotype-based ascertainment of homozygous or compound heterozygous ‘knockout’ humans will await sample sizes that are approximately 1,000 times those presently available, unless recruitment focuses on consanguineous individuals. Third, automated variant annotation and filtering are powerful, but manual curation remains crucial for removing artefacts, and is a prerequisite for recall-by-genotype efforts. Our results provide a roadmap for human knockout studies and should guide the interpretation of loss-of-function variants in drug development.<br />Analysis of predicted loss-of-function variants from 125,748 human exomes and 15,708 whole genomes in the Genome Aggregation Database (gnomAD) provides a roadmap for human ‘knockout’ studies and a guide for future research into disease biology and drug-target selection.
- Subjects :
- Drug
FAMILIAL PRION DISEASE
PENETRANCE
media_common.quotation_subject
ved/biology.organism_classification_rank.species
PROTEIN
Computational biology
Biology
VARIANTS
Compound heterozygosity
AMYOTROPHIC-LATERAL-SCLEROSIS
Target validation
03 medical and health sciences
0302 clinical medicine
PARKINSONS-DISEASE
In vivo
Genetic variation
EPIDEMIOLOGY
Model organism
Gene
Loss function
030304 developmental biology
media_common
0303 health sciences
Multidisciplinary
ved/biology
MUTATIONS
1184 Genetics, developmental biology, physiology
HUNTINGTONS-DISEASE GENE
Genomics
3. Good health
PREVALENCE
Drug development
3111 Biomedicine
030217 neurology & neurosurgery
Analysis
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Nature, Minikel, E V, Karczewski, K J, Martin, H C, Cummings, B B, Whiffin, N, Rhodes, D, Alföldi, J, Trembath, R C, van Heel, D A, Daly, M J, Alföldi, J, Armean, I M, Banks, E, Bergelson, L, Cibulskis, K, Collins, R L, Connolly, K M, Covarrubias, M, Cummings, B B, Daly, M J, Donnelly, S, Farjoun, Y, Ferriera, S, Francioli, L, Gabriel, S, Gauthier, L D, Gentry, J, Gupta, N, Jeandet, T, Kaplan, D, Karczewski, K J, Laricchia, K M, Llanwarne, C, Minikel, E V, Munshi, R, Neale, B M, Novod, S, O’Donnell-Luria, A H, Petrillo, N, Poterba, T, Roazen, D, Ruano-Rubio, V, Saltzman, A, Samocha, K E, Schleicher, M, Seed, C, Solomonson, M & Soto, J & Tiao, G & Tibbetts, K 2020, ' Evaluating drug targets through human loss-of-function genetic variation ', Nature, vol. 581, no. 7809, pp. 459-464 . https://doi.org/10.1038/s41586-020-2267-z
- Accession number :
- edsair.doi.dedup.....66ce474477054ef9d4f8493d4843adc8
- Full Text :
- https://doi.org/10.1038/s41586-020-2267-z