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Published on: August 24, 2013
Evaluating drug targets through human loss-of-function genetic variation
Eric Vallabh Minikel1,2,3,4,5,6,7,8, Konrad J Karczewski9,10, Hilary C Martin11
1Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, MA, USA. eminikel@broadinstitute.org.
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.
Insights
Human genetic variants offer insights into gene function and drug development. Essential genes can be drug targets, but identifying
Area of Science:
- Genetics
- Pharmacology
- Human Biology
Background:
- Naturally occurring human genetic variants serve as in vivo models for gene inactivation.
- These variants complement traditional knockout studies in cellular and model organism systems.
- Assessing candidate drug targets can be informed by human loss-of-function variants.
Purpose of the Study:
- To evaluate the utility of human loss-of-function variants in identifying and validating drug targets.
- To explore the potential of essential genes, even those intolerant to loss-of-function, as drug targets.
- To assess the feasibility of genotype-based identification of human gene knockouts.
Main Methods:
- Analysis of naturally occurring human genetic variants predicted to inactivate protein-coding genes.
- Evaluation of essential genes for their viability as targets for inhibitory drugs.
- Assessment of variant rarity for genotype-based ascertainment of homozygous or compound heterozygous individuals.
- Utilizing automated variant annotation and filtering, supplemented by manual curation.
Main Results:
- Essential genes, despite intolerance to loss-of-function, can be effective drug targets.
- Identifying homozygous or compound heterozygous 'knockout' humans requires significantly larger sample sizes ( 1,000x current) unless focusing on consanguineous populations.
- Automated variant annotation is powerful but manual curation is essential for accuracy and recall-by-genotype studies.
Conclusions:
- Human loss-of-function variants are valuable for drug target assessment.
- A roadmap for human knockout studies is provided, guiding drug development interpretations.
- The study highlights strategies for leveraging genetic variation in pharmaceutical research.
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