- Title
- Genetics-informed precision treatment formulation in schizophrenia and bipolar disorder
- Creator
- Reay, William R.; Geaghan, Michael P.; Atkins, Joshua R.; Carr, Vaughan J.; Green, Melissa J.; Cairns, Murray J.
- Relation
- NHMRC.1121474 http://purl.org/au-research/grants/nhmrc/1121474
- Relation
- American Journal of Human Genetics Vol. 109, Issue 9, p. 1620-1637
- Publisher Link
- http://dx.doi.org/10.1016/j.ajhg.2022.07.011
- Publisher
- Cell Press
- Resource Type
- journal article
- Date
- 2022
- Description
- Genetically informed drug development and repurposing is an attractive prospect for improving patient outcomes in psychiatry; however, the effectiveness of these endeavors is confounded by heterogeneity. We propose an approach that links interventions implicated by disorder-associated genetic risk, at the population level, to a framework that can target these compounds to individuals. Specifically, results from genome-wide association studies are integrated with expression data to prioritize individual “directional anchor” genes for which the predicted risk-increasing direction of expression could be counteracted by an existing drug. While these compounds represent plausible therapeutic candidates, they are not likely to be equally efficacious for all individuals. To account for this heterogeneity, we constructed polygenic scores restricted to variants annotated to the network of genes that interact with each directional anchor gene. These metrics, which we call a pharmagenic enrichment score (PES), identify individuals with a higher burden of genetic risk, localized in biological processes related to the candidate drug target, to inform precision drug repurposing. We used this approach to investigate schizophrenia and bipolar disorder and reveal several compounds targeting specific directional anchor genes that could be plausibly repurposed. These genetic risk scores, mapped to the networks associated with target genes, revealed biological insights that cannot be observed in undifferentiated genome-wide polygenic risk score (PRS). For example, an enrichment of these partitioned scores in schizophrenia cases with otherwise low PRS. In summary, genetic risk could be used more specifically to direct drug repurposing candidates that target particular genes implicated in psychiatric and other complex disorders.
- Subject
- genetics; precision medicine; polygenic scoring; transcriptomic imputation; proteomic imputation; drug repurposing
- Identifier
- http://hdl.handle.net/1959.13/1482590
- Identifier
- uon:50980
- Identifier
- ISSN:0002-9297
- Language
- eng
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