A Quantitative Systems Pharmacology Platform Reveals NAFLD Pathophysiological States and Targeting Strategies

dc.contributor.authorLefever, Daniel E.
dc.contributor.authorMiedel, Mark T.
dc.contributor.authorPei, Fen
dc.contributor.authorDiStefano, Johanna K.
dc.contributor.authorDebiasio, Richard
dc.contributor.authorShun, Tong Ying
dc.contributor.authorSaydmohammed, Manush
dc.contributor.authorChikina, Maria
dc.contributor.authorVernetti, Lawrence A.
dc.contributor.authorSoto Gutiérrez, Alejandro
dc.contributor.authorMonga, Satdarshan P.
dc.contributor.authorBataller Alberola, Ramón
dc.contributor.authorBehari, Jaideep
dc.contributor.authorYechoor, Vijay K.
dc.contributor.authorBahar, Ivet
dc.contributor.authorGough, Albert
dc.contributor.authorStern, Andrew M.
dc.contributor.authorTaylor, D. Lansing
dc.date.accessioned2024-03-25T14:51:26Z
dc.date.available2024-03-25T14:51:26Z
dc.date.issued2022-06-07
dc.date.updated2023-07-06T07:47:44Z
dc.description.abstractNon-alcoholic fatty liver disease (NAFLD) has a high global prevalence with a heterogeneous and complex pathophysiology that presents barriers to traditional targeted therapeutic approaches. We describe an integrated quantitative systems pharmacology (QSP) platform that comprehensively and unbiasedly defines disease states, in contrast to just individual genes or pathways, that promote NAFLD progression. The QSP platform can be used to predict drugs that normalize these disease states and experimentally test predictions in a human liver acinus microphysiology system (LAMPS) that recapitulates key aspects of NAFLD. Analysis of a 182 patient-derived hepatic RNA-sequencing dataset generated 12 gene signatures mirroring these states. Screening against the LINCS L1000 database led to the identification of drugs predicted to revert these signatures and corresponding disease states. A proof-of-concept study in LAMPS demonstrated mitigation of steatosis, inflammation, and fibrosis, especially with drug combinations. Mechanistically, several structurally diverse drugs were predicted to interact with a subnetwork of nuclear receptors, including pregnane X receptor (PXR; NR1I2), that has evolved to respond to both xenobiotic and endogenous ligands and is intrinsic to NAFLD-associated transcription dysregulation. In conjunction with iPSC-derived cells, this platform has the potential for developing personalized NAFLD therapeutic strategies, informing disease mechanisms, and defining optimal cohorts of patients for clinical trials.
dc.format.extent31 p.
dc.format.mimetypeapplication/pdf
dc.identifier.idimarina9330282
dc.identifier.issn2218-1989
dc.identifier.pmid35736460
dc.identifier.urihttps://hdl.handle.net/2445/209165
dc.language.isoeng
dc.publisherMDPI AG
dc.relation.isformatofReproducció del document publicat a: https://doi.org/10.3390/metabo12060528
dc.relation.ispartofMetabolites, 2022, vol. 12, num. 6
dc.relation.urihttps://doi.org/10.3390/metabo12060528
dc.rightscc by (c) Lefever, Daniel E. et al., 2022
dc.rights.accessRightsinfo:eu-repo/semantics/openAccess
dc.rights.urihttp://creativecommons.org/licenses/by/3.0/es/*
dc.sourceArticles publicats en revistes (IDIBAPS: Institut d'investigacions Biomèdiques August Pi i Sunyer)
dc.subject.classificationMalalties del fetge
dc.subject.classificationFarmacologia
dc.subject.otherLiver diseases
dc.subject.otherPharmacology
dc.titleA Quantitative Systems Pharmacology Platform Reveals NAFLD Pathophysiological States and Targeting Strategies
dc.typeinfo:eu-repo/semantics/article
dc.typeinfo:eu-repo/semantics/publishedVersion

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