Functional rescue and AI analysis of a human inactivating GPCR mutation using a small molecule

dc.contributor.authorDas, Debajyoti
dc.contributor.authorWyatt, Amanda
dc.contributor.authorSivaprasad, Sarath
dc.contributor.authorWahl, Vanessa
dc.contributor.authorQiao, Sen
dc.contributor.authorEctors, Fabien
dc.contributor.authorMoosa, Zulfiah Mohamed
dc.contributor.authorNewton, Claire Louise
dc.contributor.authorFritz, Mario
dc.contributor.authorMillar, Robert P.
dc.contributor.authorBoehm, Ulrich
dc.contributor.emailbob.millar@up.ac.za
dc.date.accessioned2026-03-17T07:31:13Z
dc.date.available2026-03-17T07:31:13Z
dc.date.issued2026-02
dc.descriptionDATA AVAILABILITY : The computer code, AI/ML results, and source data produced in this study are available in the following database (GitHub): https://github.com/lhranalysis/LHR_Analysis. Source data for Fig. EV2 is available on BioImage Archive, under accession number S-BIAD2345. The source data of this paper are collected in the following database record: biostudies:S-SCDT-10_1038-S44321-025-00369-2.
dc.description.abstractG protein-coupled receptors (GPCRs) carry out the majority of cellular transmembrane signaling. Many pathologies have underlying GPCR mutations, most of which cause misfolding and GPCR cell surface trafficking failure. Large libraries of existing small molecule GPCR ligands could be repurposed as pharmacological chaperones (PCs) which restore mutant GPCR folding and function, presenting an exciting alternative to complex gene repair, yet such in vivo studies are limited. Therefore, as proof-of-concept, we use one such known ligand/PC, Org42599/Org43553, to show functional rescue in mice bearing an inactivating human luteinizing hormone receptor (LHR) mutation. Mutant males had delayed puberty and Leydig cell LHR signaling impairment, however, fertility was unaffected. Mutant females had irregular estrous cycles, anovulation, abrogated ovarian LHR signaling, and complete infertility. PC treatment of mutant females restored LH signaling and estrous cyclicity. To characterize treatment efficacy, we developed an AI algorithm that reliably identified inherent differences among experimental groups, enabling functional analysis of the treatment effect in vivo. Our data set the stage to integrate AI analysis with GPCR-targeting PC molecules to treat diverse GPCR-based diseases.
dc.description.departmentImmunology
dc.description.librarianhj2026
dc.description.sdgSDG-03: Good health and well-being
dc.description.sponsorshipOpen Access funding enabled and organized by Projekt DEAL.
dc.description.urihttps://link.springer.com/journal/44321
dc.identifier.citationDas, D., Wyatt, A., Sivaprasad, S. et al. Functional rescue and AI analysis of a human inactivating GPCR mutation using a small molecule. EMBO Molecular Medicine 18, 725–758 (2026). https://doi.org/10.1038/s44321-025-00369-2.
dc.identifier.issn1757-4676 (print)
dc.identifier.issn1757-4684 (online)
dc.identifier.other10.1038/s44321-025-00369-2
dc.identifier.urihttp://hdl.handle.net/2263/109025
dc.language.isoen
dc.publisherSpringer
dc.rights© The Author(s) 2026. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License.
dc.subjectG protein-coupled receptors (GPCRs)
dc.subjectArtificial intelligence (AI)
dc.subjectCalcium imaging
dc.subjectInactivating mutation
dc.subjectLuteinizing hormone receptor
dc.subjectPharmacological chaperone
dc.subjectComputational biology
dc.subjectMolecular biology of disease
dc.subjectUrogenital system
dc.titleFunctional rescue and AI analysis of a human inactivating GPCR mutation using a small molecule
dc.typeArticle

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