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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.
Nature
|May 29, 2020
Summary
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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