Evidence mapPaperPMID 41419463Full record

ArticleNature communications2025

Structural determinants of non-covalent PPARγ inverse agonism and their therapeutic implications.

Kuang-Ting Kuo, Bilel Bdiri, Yuanjun He, Ruben D Garcia-Ordonez, Daniel P McDougal, Claudia Ruiz, Mi Ra Chang, Michael D Cameron, John B Bruning, Theodore M Kamenecka and 1 more

Abstract read
In one paragraph

Article in Nature communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Review
  2. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Kuang-Ting KuoSkaggs Graduate School of Chemical and Biological Sciences, Scripps Research, La Jolla, CA, USA.ORCID http://orcid.org/0009-0003-1593-1406
Bilel BdiriDepartment of Molecular Medicine, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation & Technology, Jupiter, FL, USA.
Yuanjun HeDepartment of Molecular Medicine, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation & Technology, Jupiter, FL, USA.
Ruben D Garcia-OrdonezDepartment of Molecular Medicine, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation & Technology, Jupiter, FL, USA.
Daniel P McDougalInstitute for Photonics and Advanced Sensing (IPAS), School of Biological Sciences, The University of Adelaide, Adelaide, SA, Australia.ORCID http://orcid.org/0000-0003-4499-6789
Claudia RuizDepartment of Molecular Medicine, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation & Technology, Jupiter, FL, USA.
Mi Ra ChangDepartment of Molecular Medicine, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation & Technology, Jupiter, FL, USA.
Michael D CameronDepartment of Molecular Medicine, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation & Technology, Jupiter, FL, USA.ORCID http://orcid.org/0000-0003-3154-4775
John B BruningInstitute for Photonics and Advanced Sensing (IPAS), School of Biological Sciences, The University of Adelaide, Adelaide, SA, Australia.ORCID http://orcid.org/0000-0002-6919-1824
Theodore M KameneckaDepartment of Molecular Medicine, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation & Technology, Jupiter, FL, USA.
Patrick R GriffinSkaggs Graduate School of Chemical and Biological Sciences, Scripps Research, La Jolla, CA, USA. pgriffin2@ufl.edu.ORCID http://orcid.org/0000-0002-3404-690X

Funding

PPARG regulates osteocyte bioenergetics and function during agingR01AG071332 · UNIVERSITY OF TOLEDO HEALTH SCI CAMPUS · 2025 to 2025
$669k
NIA NIH HHS R01 AG071332NIA NIH HHS R56 AG071332U.S. Department of Health & Human Services | NIH | National Institute on Aging (U.S. National Institute on Aging) AG071332
6 · The paper itself

Abstract

Peroxisome proliferator-activated receptor gamma (PPARγ) is a validated therapeutic target for type 2 diabetes (T2D), but current FDA-approved agonists are limited by adverse effects. SR10171, a non-covalent partial inverse agonist with modest binding potency, improves insulin sensitivity in mice without bone loss or marrow adiposity. Here, we characterize a series of SR10171 analogs to define structure-function relationships using biochemical assays, hydrogen-deuterium exchange (HDX), and computational modeling. Analogs featuring flipped indole scaffolds with N-alkyl substitutions exhibited 10- to 100-fold enhanced binding to PPARγ while retaining inverse agonist activity. HDX and molecular dynamic simulations revealed that ligand-induced dynamics within ligand-binding pocket and AF2 domain correlate with enhanced receptor binding and differential repression. Lead analogs restored receptor activity in loss-of-function PPARγ variants and improved insulin sensitivity in adipocytes from a diabetic patient. These findings elucidate mechanisms of non-covalent PPARγ modulation establishing a framework for developing safer, next-generation insulin sensitizers for metabolic disease therapy.

Indexed as

Drug Inverse AgonismHypoglycemic AgentsPPAR gammaSulfonamidesAdipocytesAnilidesAnimalsDiabetes Mellitus, Type 2HEK293 CellsHumansInsulin ResistanceLigandsMiceMolecular Dynamics SimulationProtein BindingStructure-Activity Relationship2-chloro-5-nitrobenzanilideAnilidesHypoglycemic AgentsLigandsPPAR gammaSulfonamides

Identifiers

PMID41419463
PMCPMC12830962

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.