Evidence map›Paper›PMID 41206594›Full record

ArticleCardiovascular research2025

Single-cell to pre-clinical evaluation of Trem2, Folr2, and Slc7a7 as macrophage-associated biomarkers for atherosclerosis.

Tiit Örd, Senthil Palani, Judith Giroud Gerbetant, Susanna Bodoy, Tapio Lönnberg, Henri Niskanen, Aarthi Ravindran, Lari Holappa, Melody Chemaly, Mari Taipale and 23 more

Abstract read
In one paragraph

Article in Cardiovascular research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing 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

9 citing papers in PubMed.

  1. Glutamine metabolism in health and disease.Signal transduction and targeted therapy · 2026
    Review
  2. Article
  3. Atherosclerotic Cell Fates: A Single-Cell View of ER Stress.Journal of cardiovascular development and disease · 2026
    Review
  4. Review
  5. Review
  6. Review
  7. Article
  8. Article
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

33 authors.

Tiit ÖrdA. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, P.O. Box 1627, Kuopio FI-70211, Finland.
Senthil PalaniTurku PET Centre, University of Turku and Turku University Hospital, Kiinamyllynkatu 4-8, Turku FI-20520, Finland.ORCID 0000-0001-7435-5398
Judith Giroud GerbetantBiosciences Department, University of Vic-Central University of Catalonia (UVic-UCC), Vic, Spain.
Susanna BodoyBiosciences Department, University of Vic-Central University of Catalonia (UVic-UCC), Vic, Spain.ORCID 0000-0001-9261-4373
Tapio LönnbergTurku Bioscience Centre, University of Turku and Åbo Akademi University, Turku FI-20520, Finland.ORCID 0000-0003-4484-5657
Henri NiskanenA. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, P.O. Box 1627, Kuopio FI-70211, Finland.ORCID 0000-0002-8361-5531
Aarthi RavindranA. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, P.O. Box 1627, Kuopio FI-70211, Finland.
Lari HolappaA. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, P.O. Box 1627, Kuopio FI-70211, Finland.
Melody ChemalyDivision of Vascular Surgery, Department of Molecular Medicine and Surgery, Karolinska University Hospital and Karolinska Institutet, Stockholm, Sweden.
Mari TaipaleA. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, P.O. Box 1627, Kuopio FI-70211, Finland.
Kadri ÕunapA. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, P.O. Box 1627, Kuopio FI-70211, Finland.
Retu HaikonenA. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, P.O. Box 1627, Kuopio FI-70211, Finland.
Husain TalukdarDepartment of Medicine, Karolinska Institutet, Karolinska Universitetssjukhuset, Huddinge, Sweden.
Katyayani SukhavasiDepartment of Cardiac Surgery and the Heart Clinic, Tartu University Hospital and Department of Cardiology, Institute of Clinical Medicine, Tartu University, Tartu, Estonia.
Heidi LiljenbäckTurku PET Centre, University of Turku and Turku University Hospital, Kiinamyllynkatu 4-8, Turku FI-20520, Finland.ORCID 0000-0001-9372-1584
Jenni VirtaTurku PET Centre, University of Turku and Turku University Hospital, Kiinamyllynkatu 4-8, Turku FI-20520, Finland.ORCID 0000-0003-1062-8187
Anna-Kaisa RuotsalainenA. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, P.O. Box 1627, Kuopio FI-70211, Finland.
Clara Pierrot-BlanchetInstitut National de la Santé et de la Recherche Médicale (Inserm) U1065, Université Côte d'Azur, Centre Méditerranéen de Médecine Moléculaire (C3M), Institute Hospitalo-Universitaire (IHU) RespirERA, Nice 06204, France.
Maxwell W G MinerTurku PET Centre, University of Turku and Turku University Hospital, Kiinamyllynkatu 4-8, Turku FI-20520, Finland.ORCID 0000-0002-3192-5722
Olli MoisioTurku PET Centre, University of Turku and Turku University Hospital, Kiinamyllynkatu 4-8, Turku FI-20520, Finland.ORCID 0000-0002-2473-459X
Noora RajalaTurku PET Centre, University of Turku and Turku University Hospital, Kiinamyllynkatu 4-8, Turku FI-20520, Finland.ORCID 0000-0003-3955-3828
Xiang-Guo LiTurku PET Centre, University of Turku and Turku University Hospital, Kiinamyllynkatu 4-8, Turku FI-20520, Finland.ORCID 0000-0002-9118-7223
Philip S LowDepartment of Chemistry, Purdue University, West Lafayatte, IN, USA.ORCID 0000-0001-9042-5528
Antti SarasteTurku PET Centre, University of Turku and Turku University Hospital, Kiinamyllynkatu 4-8, Turku FI-20520, Finland.ORCID 0000-0003-2488-0893
Merja HeinäniemiInstitute of Biomedicine, School of Medicine, University of Eastern Finland, Kuopio, Finland.ORCID 0000-0001-6190-3439
Seppo Ylä-HerttualaA. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, P.O. Box 1627, Kuopio FI-70211, Finland.ORCID 0000-0001-7593-2708
Johan L M BjörkegrenDepartment of Medicine, Karolinska Institutet, Karolinska Universitetssjukhuset, Huddinge, Sweden.
Ulf HedinDivision of Vascular Surgery, Department of Molecular Medicine and Surgery, Karolinska University Hospital and Karolinska Institutet, Stockholm, Sweden.ORCID 0000-0001-9212-3945
Ljubica MaticDivision of Vascular Surgery, Department of Molecular Medicine and Surgery, Karolinska University Hospital and Karolinska Institutet, Stockholm, Sweden.ORCID 0000-0002-7294-9667
Laurent Yvan-CharvetInstitut National de la Santé et de la Recherche Médicale (Inserm) U1065, Université Côte d'Azur, Centre Méditerranéen de Médecine Moléculaire (C3M), Institute Hospitalo-Universitaire (IHU) RespirERA, Nice 06204, France.ORCID 0000-0002-7748-4942
Manuel PalacínCentro de Investigación Biomédica en Red Enfermedades Raras (CIBERER), Barcelona, Spain.ORCID 0000-0002-8670-293X
Anne RoivainenTurku PET Centre, University of Turku and Turku University Hospital, Kiinamyllynkatu 4-8, Turku FI-20520, Finland.ORCID 0000-0002-4006-7977
Minna U KaikkonenA. I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, P.O. Box 1627, Kuopio FI-70211, Finland.ORCID 0000-0001-6294-0979

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI SELWYN M VICKERS · 1985 to 2026
$347.4M
Multimodal genetic regulatory architecture of coronary artery diseaseR01HL148239 · NHLBI · UNIVERSITY OF VIRGINIA · PI Clint L Miller · 2019 to 2026
$4.2M
Integrative genomic and functional genomic studies to connect variant to function for CAD GWAS lociR01HL168174 · NHLBI · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI Wei Li, EDOARDO MARCORA · 2023 to 2026
$3.1M
Understanding the Molecular Mechanisms of Fibromuscular DysplasiaR01HL148167 · NHLBI · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI KADIAN-DODOV, DANIELLA, KOVACIC, JASON CIRIL · 2020 to 2023
$2.8M
Systems Genetics of Vascular Smooth Muscle PhenotypesR01HL166428 · NHLBI · UNIVERSITY OF VIRGINIA · PI Mete Civelek · 2023 to 2026
$2.4M
Functional genomics investigation of pleiotropic vascular disease lociR01HL164577 · NHLBI · UNIVERSITY OF VIRGINIA · PI MILLER, CLINT L · 2022 to 2025
$2.3M
Organic Synthesis at the Service of Biology and MedicineR50CA243895 · NCI · SLOAN-KETTERING INST CAN RESEARCH · PI Ouathek Ouerfelli · 2019 to 2026
$1.9M
American Heart Association 19TPA34910021American Heart Association 2019-02027American Heart Association 2023-02724European Research CouncilEuropean Union 333021European Union 335964European Union 335973European Union 335975European Union 350049European Union 352968European Union 802825Finnish Foundation for Cardiovascular ResearchHorizon Europe 101136962Horizon Europe 2017-01070Horizon Europe 20170584Horizon Europe 20180036Horizon Europe 2019-02027InFLAMES Flagship Programme of the Research Council of Finland 337530Karolinska InstituteNational Heart Lung Blood Institute R01HL148167National Heart Lung Blood Institute R01HL148239National Heart Lung Blood Institute R01HL164577National Heart Lung Blood Institute R01HL166428National Heart Lung Blood Institute R01HL168174NCI NIH HHS P30 CA008748NCI NIH HHS R50 CA243895NHLBI NIH HHS R01 HL148167NHLBI NIH HHS R01 HL148239NHLBI NIH HHS R01 HL164577NHLBI NIH HHS R01 HL166428NHLBI NIH HHS R01 HL168174Spanish Ministry of Science and Innovation 20-CE14-CHICSpanish Ministry of Science and Innovation 24-CE14-GlutacareSpanish Ministry of Science and Innovation 740264Spanish Ministry of Science and Innovation PID2021-122802OB-I00Swedish Heart-Lung Foundation 201602877Swedish Heart-Lung Foundation 20180244Swedish Heart-Lung Foundation 20180247Swedish Heart-Lung Foundation 20200520Swedish Heart-Lung Foundation 20200621Swedish Heart-Lung Foundation 20210466Swedish Heart-Lung Foundation 20230357Swedish Heart-Lung Foundation 20240094Swedish Research Council 18CVD02Swedish Research Council 2017-0265Swedish Research Council 2018-02529Swedish Research Council 2020-0207Swedish Research Council 2022-00734Swedish Research Council 22CVD04Swedish Society for Medical Research P13-0171Wellcome Trust 314556
6 · The paper itself

Abstract

aimsAtherosclerosis is a major global health challenge, with limited diagnostic and therapeutic options. Macrophages drive disease progression, but their tissue-specific phenotypes and functions remain poorly defined. This study aims to elucidate macrophage-driven mechanisms by characterizing their functional diversity across key metabolic and vascular tissues. METHODS AND

resultsWe used single-cell RNA sequencing (scRNA-seq) and translating ribosome affinity purification sequencing (TRAP-seq) to profile macrophage-specific gene programmes in a mouse model of atherosclerosis across the aorta, adipose tissue, and liver. Our data highlight tissue-specific macrophage gene programmes and identify markers that are shared across mouse and human plaques. First, we identified soluble Trem2 as a potential circulating biomarker for differentiating between asymptomatic and symptomatic individuals. Secondly, we leveraged the pronounced expression of Folr2 and Slc7a7 to explore the potential of folate and glutamine as positron emission tomography (PET) tracers for disease burden assessment through in vivo PET imaging. Finally, we show that knockout of Slc7a7 inhibits acetylated low-density lipoprotein uptake and dampens the gene signature linked to lipid-associated macrophages. This suggests that glutamine signalling may play a critical role in foam cell formation, a key event in atherosclerosis.

conclusionOur findings provide novel insights into macrophage-specific gene programmes during atherosclerosis progression and identify a set of promising biomarkers that can serve as a resource for future studies. These findings could significantly contribute to improving the diagnosis, monitoring, and treatment of atherosclerosis.

Indexed as

Aortic DiseasesAtherosclerosisMacrophagesMembrane GlycoproteinsReceptors, ImmunologicSingle-Cell AnalysisAnimalsBiomarkersDisease Models, AnimalFemaleHumansMaleMice, Inbred C57BLMice, KnockoutMice, Knockout, ApoEPhenotypeBiomarkersMembrane GlycoproteinsReceptors, ImmunologicTREM2 protein, humanTrem2 protein, mouseAtherosclerosisBiomarkersFolr2Glutamine metabolismLipid-associated macrophagesMacrophagesPET imagingscRNA-seqSlc7a7TRAP-seqTrem2

Identifiers

PMID41206594
PMCPMC12713647

What Socratic 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 Socratic graph.