Evidence map›Paper›PMID 36127427›Full record

ArticleNature communications2022

Single cell atlas identifies lipid-processing and immunomodulatory endothelial cells in healthy and malignant breast.

Vincent Geldhof, Laura P M H de Rooij, Liliana Sokol, Jacob Amersfoort, Maxim De Schepper, Katerina Rohlenova, Griet Hoste, Adriaan Vanderstichele, Anne-Marie Delsupehe, Edoardo Isnaldi and 24 more

Open access · goldAbstract read
In one paragraph

Article in Nature communications, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 92 papers.

0numbers the graph read from it
0cells of the map it votes in
92citing papers in PubMed
13.9field-weighted citation impact, top 1% of its field
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

92 citing papers in PubMed, 153 citations in OpenAlex.

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32 more citing papers are in PubMed but not listed here.

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

34 authors at 5 institutions in 5 countries.

Vincent Geldhof *Laboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology (CCB), VIB, Department of Oncology, Leuven Cancer Institute (LKI), KU Leuven, Leuven, 3000, Belgium.
Laura P M H de Rooij *Laboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology (CCB), VIB, Department of Oncology, Leuven Cancer Institute (LKI), KU Leuven, Leuven, 3000, Belgium.
Liliana Sokol *Laboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology (CCB), VIB, Department of Oncology, Leuven Cancer Institute (LKI), KU Leuven, Leuven, 3000, Belgium.
Jacob Amersfoort *Laboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology (CCB), VIB, Department of Oncology, Leuven Cancer Institute (LKI), KU Leuven, Leuven, 3000, Belgium.
Maxim De SchepperLaboratory for Translational Breast Cancer Research, Department of Oncology, KU Leuven, Leuven, Belgium.ORCID 0000-0001-9829-8535
Katerina RohlenovaLaboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology (CCB), VIB, Department of Oncology, Leuven Cancer Institute (LKI), KU Leuven, Leuven, 3000, Belgium.ORCID 0000-0003-3964-8472
Griet HosteDepartment of General Medical Oncology and Multidisciplinary Breast Centre, University Hospitals Leuven, Leuven, Belgium.
Adriaan VandersticheleDepartment of General Medical Oncology and Multidisciplinary Breast Centre, University Hospitals Leuven, Leuven, Belgium.
Anne-Marie DelsupeheDepartment of Pathology, University Hospitals Leuven, Leuven, Belgium.
Edoardo IsnaldiLaboratory for Translational Breast Cancer Research, Department of Oncology, KU Leuven, Leuven, Belgium.ORCID 0000-0002-1055-7254
Naima DaiLaboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology (CCB), VIB, Department of Oncology, Leuven Cancer Institute (LKI), KU Leuven, Leuven, 3000, Belgium.
Federico TavernaLaboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology (CCB), VIB, Department of Oncology, Leuven Cancer Institute (LKI), KU Leuven, Leuven, 3000, Belgium.
Shawez KhanLaboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology (CCB), VIB, Department of Oncology, Leuven Cancer Institute (LKI), KU Leuven, Leuven, 3000, Belgium.ORCID 0000-0003-1682-4824
Anh-Co K TruongLaboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology (CCB), VIB, Department of Oncology, Leuven Cancer Institute (LKI), KU Leuven, Leuven, 3000, Belgium.
Laure-Anne TeuwenLaboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology (CCB), VIB, Department of Oncology, Leuven Cancer Institute (LKI), KU Leuven, Leuven, 3000, Belgium.
François RichardLaboratory for Translational Breast Cancer Research, Department of Oncology, KU Leuven, Leuven, Belgium.ORCID 0000-0003-4353-3619
Lucas TrepsLaboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology (CCB), VIB, Department of Oncology, Leuven Cancer Institute (LKI), KU Leuven, Leuven, 3000, Belgium.
Ann SmeetsMultidisciplinary Breast Centre and Department of Surgical Oncology, University Hospitals Leuven, KU Leuven, Leuven, Belgium.ORCID 0000-0002-5091-6602
Ines NevelsteenMultidisciplinary Breast Centre and Department of Surgical Oncology, University Hospitals Leuven, KU Leuven, Leuven, Belgium.
Birgit WeynandDepartment of Pathology, University Hospitals Leuven, Leuven, Belgium.ORCID 0000-0003-4246-6303
Stefan VinckierLaboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology (CCB), VIB, Department of Oncology, Leuven Cancer Institute (LKI), KU Leuven, Leuven, 3000, Belgium.
Luc SchoonjansLaboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology (CCB), VIB, Department of Oncology, Leuven Cancer Institute (LKI), KU Leuven, Leuven, 3000, Belgium.ORCID 0000-0002-8291-6666
Joanna KaluckaAarhus University of Advanced Studies (AIAS), Aarhus University, Aarhus, 8000, Denmark.ORCID 0000-0003-4887-7672
Christine DesmedtLaboratory for Translational Breast Cancer Research, Department of Oncology, KU Leuven, Leuven, Belgium.ORCID 0000-0002-5223-5579
Patrick NevenDepartment of General Medical Oncology and Multidisciplinary Breast Centre, University Hospitals Leuven, Leuven, Belgium.
Massimiliano MazzoneLaboratory of Tumor Inflammation and Angiogenesis, Center for Cancer Biology, Department of oncology, KU Leuven, Leuven, 3000, Belgium.
Giuseppe FlorisDepartment of Pathology, University Hospitals Leuven, Leuven, Belgium.ORCID 0000-0003-2391-5425
Kevin PunieDepartment of General Medical Oncology and Multidisciplinary Breast Centre, University Hospitals Leuven, Leuven, Belgium.ORCID 0000-0002-1162-7963
Mieke DewerchinLaboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology (CCB), VIB, Department of Oncology, Leuven Cancer Institute (LKI), KU Leuven, Leuven, 3000, Belgium.ORCID 0000-0002-0382-9346
Guy EelenLaboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology (CCB), VIB, Department of Oncology, Leuven Cancer Institute (LKI), KU Leuven, Leuven, 3000, Belgium.
Hans WildiersDepartment of General Medical Oncology and Multidisciplinary Breast Centre, University Hospitals Leuven, Leuven, Belgium.ORCID 0000-0001-8990-7837
Xuri LiState Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, 510275, Guangzhou, Guangdong, People's Republic of China. lixr6@mail.sysu.edu.cn.ORCID 0000-0002-8277-0767
Yonglun LuoDepartment of Biomedicine, Aarhus University, Aarhus, 8000, Denmark. alun@biomed.au.dk.ORCID 0000-0002-0007-7759
Peter CarmelietLaboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology (CCB), VIB, Department of Oncology, Leuven Cancer Institute (LKI), KU Leuven, Leuven, 3000, Belgium. peter.carmeliet@kuleuven.be.ORCID 0000-0001-7961-1821
VIB-KU Leuven Center for Cancer Biology · BEKU Leuven · BESun Yat-sen University · CNAarhus University · DKHerlev Hospital · DK

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Since a detailed inventory of endothelial cell (EC) heterogeneity in breast cancer (BC) is lacking, here we perform single cell RNA-sequencing of 26,515 cells (including 8433 ECs) from 9 BC patients and compare them to published EC taxonomies from lung tumors. Angiogenic ECs are phenotypically similar, while other EC subtypes are different. Predictive interactome analysis reveals known but also previously unreported receptor-ligand interactions between ECs and immune cells, suggesting an involvement of breast EC subtypes in immune responses. We also identify a capillary EC subtype (LIPEC (Lipid Processing EC)), which expresses genes involved in lipid processing that are regulated by PPAR-γ and is more abundant in peri-tumoral breast tissue. Retrospective analysis of 4648 BC patients reveals that treatment with metformin (an indirect PPAR-γ signaling activator) provides long-lasting clinical benefit and is positively associated with LIPEC abundance. Our findings warrant further exploration of this LIPEC/PPAR-γ link for BC treatment.

Indexed as

Breast NeoplasmsMetforminEndothelial CellsFemaleHumansImmunityLigandsLipidsPPAR gammaRetrospective StudiesRNALigandsLipidsMetforminPPAR gammaRNA

Identifiers

PMID36127427
PMCPMC9489707
OpenAlexW4296483662

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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.