Evidence map›Paper›PMID 40954306›Full record

ArticleNature cardiovascular research2025

Single-cell compendium of muscle microenvironment in peripheral artery disease reveals altered endothelial diversity and LYVE1

Guillermo Turiel, Thibaut Desgeorges, Evi Masschelein, Zheng Fan, David Lussi, Christophe M Capelle, Giulia Bernardini, Raphaela Ardicoglu, Katharina Schönberger, Manuela Birrer and 5 more

Abstract read
In one paragraph

Article in Nature 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. Article
  2. Review
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  4. Article
  5. Article
  6. Article
  7. Review
  8. Review
  9. Stimuli-Responsive Nanoplatforms for Precision Intervention in Rheumatoid Arthritis.Wiley interdisciplinary reviews. Nanomedicine and nanobiotechnology
    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

15 authors.

Guillermo TurielLaboratory of Exercise and Health, Department of Health Sciences and Technology, Swiss Federal Institute of Technology (ETH), Zurich, Switzerland.ORCID http://orcid.org/0009-0007-9650-1553
Thibaut DesgeorgesLaboratory of Exercise and Health, Department of Health Sciences and Technology, Swiss Federal Institute of Technology (ETH), Zurich, Switzerland.
Evi MasscheleinLaboratory of Exercise and Health, Department of Health Sciences and Technology, Swiss Federal Institute of Technology (ETH), Zurich, Switzerland.
Zheng FanLaboratory of Exercise and Health, Department of Health Sciences and Technology, Swiss Federal Institute of Technology (ETH), Zurich, Switzerland.
David LussiLaboratory of Exercise and Health, Department of Health Sciences and Technology, Swiss Federal Institute of Technology (ETH), Zurich, Switzerland.
Christophe M CapelleInstitute of Microbiology, Department of Biology, Swiss Federal Institute of Technology (ETH), Zurich, Switzerland.ORCID http://orcid.org/0000-0002-9110-9583
Giulia BernardiniZentrum für Gefässchirurgie, Kantonsspital Aarau, Aarau, Switzerland.
Raphaela ArdicogluLaboratory of Exercise and Health, Department of Health Sciences and Technology, Swiss Federal Institute of Technology (ETH), Zurich, Switzerland.
Katharina SchönbergerLaboratory of Exercise and Health, Department of Health Sciences and Technology, Swiss Federal Institute of Technology (ETH), Zurich, Switzerland.
Manuela BirrerVascular Center, Department of General, Visceral and Vascular Surgery, Kantonsspital Baden, Baden, Switzerland.
Sandro F FucenteseDepartment of Orthopedics, University Hospital Balgrist, University of Zurich, Zurich, Switzerland.
Jing ZhangLaboratory of Exercise and Health, Department of Health Sciences and Technology, Swiss Federal Institute of Technology (ETH), Zurich, Switzerland.
Daniela LatorreInstitute of Microbiology, Department of Biology, Swiss Federal Institute of Technology (ETH), Zurich, Switzerland.ORCID http://orcid.org/0000-0003-1031-1534
Stephan EngelbergerVascular Center, Department of General, Visceral and Vascular Surgery, Kantonsspital Baden, Baden, Switzerland.
Katrien De BockLaboratory of Exercise and Health, Department of Health Sciences and Technology, Swiss Federal Institute of Technology (ETH), Zurich, Switzerland. katrien-debock@ethz.ch.ORCID http://orcid.org/0000-0001-8232-4663

Funding

Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung (Swiss National Science Foundation) 310030_208041
6 · The paper itself

Abstract

Peripheral artery disease (PAD) results from atherosclerosis and chronic narrowing of lower limb arteries, leading to decreased muscle perfusion. Current treatments are suboptimal, partly due to limited understanding of PAD muscle pathology. Here we used single-cell RNA sequencing and spatial transcriptomics to analyze the composition of the muscle microenvironment in non-ischemic patients and patients with PAD. We identified ATF3/ATF4

Indexed as

Cellular MicroenvironmentEndothelial CellsMacrophage ActivationMacrophagesMembrane Transport ProteinsMuscle, SkeletalPeripheral Arterial DiseaseSingle-Cell AnalysisAgedAnimalsCell CommunicationFemaleHumansMaleMiddle AgedSignal TransductionLYVE1 protein, humanMembrane Transport ProteinsVesicular Transport Proteins

Identifiers

PMID40954306
PMCPMC12520974

What OpenQuestion holds

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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 OpenQuestion graph.