Evidence map›Paper›PMID 42845795›Full record

ArticleResearch square2026

An adipocyte-endothelial framework linking adipose tissue inflammation to cardiometabolic vulnerability in obesity.

Vaishali Chaurasiya, Luyang Li, Aina Lluch, Ana Fernández-Sánchez, Jukka Harju, Dan Duc Pham, Sanni Perttunen, Salla Keskitalo, Markku Varjosalo, Kirsi H Pietiläinen and 25 more

Abstract readPreprint
In one paragraph

Article in Research square, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

35 authors.

Vaishali ChaurasiyaMinerva Foundation Institute for Medical Research, Biomedicum 2U - Helsinki, Finland.
Luyang LiDivision of Infection and Immunity, School of Medicine, Cardiff University - Cardiff, United Kingdom.
Aina LluchGirona Biomedical Research Institute - Girona, Spain.
Ana Fernández-SánchezGirona Biomedical Research Institute - Girona, Spain.
Jukka HarjuDepartment of Gastrointestinal Surgery, Abdominal Center, University of Helsinki and Helsinki University Hospital - Helsinki, Finland.
Dan Duc PhamMinerva Foundation Institute for Medical Research, Biomedicum 2U - Helsinki, Finland.
Sanni PerttunenMinerva Foundation Institute for Medical Research, Biomedicum 2U - Helsinki, Finland.
Salla KeskitaloMolecular Systems Biology Research Group & Proteomics Unit, HiLIFE Helsinki Institute of Life Science, Institute of Biotechnology, University of Helsinki - Helsinki, Finland.
Markku VarjosaloMolecular Systems Biology Research Group & Proteomics Unit, HiLIFE Helsinki Institute of Life Science, Institute of Biotechnology, University of Helsinki - Helsinki, Finland.
Kirsi H PietiläinenObesity Research Unit, Research Program for Clinical and Molecular Metabolism, Faculty of Medicine, Helsinki University Hospital, University of Helsinki - Helsinki, Finland.
P A Nidhina HaridasMinerva Foundation Institute for Medical Research, Biomedicum 2U - Helsinki, Finland.
José M Moreno-NavarreteGirona Biomedical Research Institute - Girona, Spain.
José I Rodríguez-HermosaGirona Biomedical Research Institute - Girona, Spain.
Encarna Piedrafita-SerraGirona Biomedical Research Institute - Girona, Spain.
Asha KarBioinformatics Interdepartmental Program, UCLA - Los Angeles, USA.
Päivi PajukantaBioinformatics Interdepartmental Program, UCLA - Los Angeles, USA.
Markku LaaksoInstitute of Clinical Medicine, University of Eastern Finland and Kuopio University Hospital - Kuopio, Finland.
Ville MännistöInstitute of Clinical Medicine, University of Eastern Finland and Kuopio University Hospital - Kuopio, Finland.
Jussi PihlajamäkiInstitute of Public Health and Clinical Nutrition, University of Eastern Finland and Kuopio University Hospital - Kuopio, Finland.
Minna U KaikkonenA.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland - Kuopio, Finland.
Gema FrühbeckCIBER de la Fisiología de la Obesidad y la Nutrición - Madrid, Spain.
Oriol A Rangel-ZúñigaCIBER de la Fisiología de la Obesidad y la Nutrición - Madrid, Spain.
Francisco J TinahonesCIBER de la Fisiología de la Obesidad y la Nutrición - Madrid, Spain.
Carlos DiéguezCIBER de la Fisiología de la Obesidad y la Nutrición - Madrid, Spain.
Ralph BurkhardtInstitute of Clinical Chemistry and Laboratory Medicine, University Hospital Regensburg - Regensburg, Germany.
Marcus HöringInstitute of Clinical Chemistry and Laboratory Medicine, University Hospital Regensburg - Regensburg, Germany.
Gerhard LiebischInstitute of Clinical Chemistry and Laboratory Medicine, University Hospital Regensburg - Regensburg, Germany.
Johanna PörschkeInstitute for Tumor Immunology, Center for Tumor Biology and Immunology, Marburg University - Marburg, Germany.
María Gómez-SerranoInstitute for Tumor Immunology, Center for Tumor Biology and Immunology, Marburg University - Marburg, Germany.
Johannes GraumannInstitute of Translational Proteomics & Core Facility, Marburg University - Marburg, Germany.
Witold SzymanskiInstitute of Translational Proteomics & Core Facility, Marburg University - Marburg, Germany.
José M Fernández-RealGirona Biomedical Research Institute - Girona, Spain.
You ZhouDivision of Infection and Immunity, School of Medicine, Cardiff University - Cardiff, United Kingdom.
Vesa M OlkkonenMinerva Foundation Institute for Medical Research, Biomedicum 2U - Helsinki, Finland.
Francisco J OrtegaGirona Biomedical Research Institute - Girona, Spain.

Funding

Multimodal omics approach to identify health to cardiometabolic disease transitionsR01HL170604 · NHLBI · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI Paivi Pajukanta · 2023 to 2026
$2.8M
NHLBI NIH HHS R01 HL170604
6 · The paper itself

Abstract

Background: Obesity-related cardiometabolic disease is linked to impaired adipose tissue function, but the underlying molecular programs are difficult to assign to specific adipose-resident cell types, to mechanistically connect to the activation state of macrophages, and to distinguish from alterations that may normalize with weight loss. Methods: We integrated a layered design combining untargeted proteomics and lipidomics to define obesity-associated, cell-type-resolved molecular phenotypes across adipocytes and adipose microvascular endothelial cells, explore whether an inflammatory milieu reproduces adipose-resident cell dysfunction, and identify features that show evidence of recovery after weight loss. Next, we validated in adipose tissue transcriptomes the elements that exhibit the strongest association with dyslipidaemia, hypertriglyceridemia, and/or hyperglycaemia to identify gene signatures of cardiometabolic relevance. Results: Adipocytes from subjects with obesity show suppression of mitochondrial energy metabolism together with impaired lipid plasticity, as reflected by triglyceride remodelling. By mimicking an inflammatory milieu with macrophage-conditioned media, we reproduced many of these changes in adipocyte cultures. Endothelial cells exhibited yet another, opposite trajectory in obesity, with reduced cell-cycle signalling and increased mitochondrial activation, which were recapitulated in vitro when these cells were exposed, respectively, to the secretions of inflamed macrophages and adipocytes. Bulk adipose tissue proteomes and lipidomes showed evidence of metabolic improvement after weight loss, including restoration of mitochondrial and substrate-handling pathways alongside reciprocal triglyceride remodelling. Together with inflammation-responsive adipocyte mitochondrial and lipid-handling dysfunction, our cell-type-informed framework probes macrophage and adipocyte-to-endothelial activation in obesity, and delineates cross-context cellular programs associated with weight loss. Notably, when integrated with transcriptomic resources, these layers of information prioritized determinants linked to impaired metabolism, and were used to generate models that can assess cardiometabolic vulnerability in subjects with obesity (AUROC values between 0.88 and 0.99). Conclusions: Our study reveals adipocyte and endothelial cell-specific elements acting as molecular signatures of adipose tissue inflammation with cardiometabolic implications.

Indexed as

adipocyteAdipose tissueendothelial celllipidomicsmeta-inflammationobesityproteomicsweight loss

Identifiers

PMID42845795
PMCPMC13640931

What OpenQuestion holds

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Registered trials

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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 OpenQuestion graph.