A personalized pharmaco-epistatic network model of precision medicine
- PMID: 37149282
- DOI: 10.1016/j.drudis.2023.103608
A personalized pharmaco-epistatic network model of precision medicine
Abstract
Precision medicine, the utilization of targeted treatments to address an individual's disease, relies on knowledge about the genetic cause of that individual's drug response. Here, we present a functional graph (FunGraph) theory to chart comprehensive pharmacogenetic architecture for each and every patient. FunGraph is the combination of functional mapping - a dynamic model for genetic mapping and evolutionary game theory guiding interactive strategies. It coalesces all pharmacogenetic factors into multilayer and multiplex networks that fully capture bidirectional, signed and weighted epistasis. It can visualize and interrogate how epistasis moves in the cell and how this movement leads to patient- and context-specific genetic architecture in response to organismic physiology. We discuss the future implementation of FunGraph to achieve precision medicine.
Keywords: Epistasis; association studies; functional graph theory; functional mapping; genetic network; personalized medicine.
Copyright © 2023 Elsevier Ltd. All rights reserved.
Similar articles
-
A pleiotropic-epistatic entangelement model of drug response.Drug Discov Today. 2023 Nov;28(11):103790. doi: 10.1016/j.drudis.2023.103790. Epub 2023 Sep 26. Drug Discov Today. 2023. PMID: 37758020 Review.
-
Genetic dissection of growth trajectories in forest trees: From FunMap to FunGraph.For Res (Fayettev). 2021 Nov 3;1:19. doi: 10.48130/FR-2021-0019. eCollection 2021. For Res (Fayettev). 2021. PMID: 39524511 Free PMC article. Review.
-
Inferring multilayer interactome networks shaping phenotypic plasticity and evolution.Nat Commun. 2021 Sep 6;12(1):5304. doi: 10.1038/s41467-021-25086-5. Nat Commun. 2021. PMID: 34489412 Free PMC article.
-
Genome-wide association mapping reveals epistasis and genetic interaction networks in sugar beet.Theor Appl Genet. 2011 Jun;123(1):109-18. doi: 10.1007/s00122-011-1570-3. Epub 2011 Mar 30. Theor Appl Genet. 2011. PMID: 21448808
-
Mitonuclear epistasis, genotype-by-environment interactions, and personalized genomics of complex traits in Drosophila.IUBMB Life. 2018 Dec;70(12):1275-1288. doi: 10.1002/iub.1954. Epub 2018 Nov 5. IUBMB Life. 2018. PMID: 30394643 Free PMC article.
Publication types
MeSH terms
LinkOut - more resources
Full Text Sources