Evidence map›Paper›PMID 40894541›Full record

ArticlebioRxiv : the preprint server for biology2025

Human single-cell atlas analysis reveals heterogeneous endothelial signaling.

Zimo Zhu, Rongbin Zheng, Yang Yu, Lili Zhang, Kaifu Chen

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2025. 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

5 · Who and what money

Authors and funding

5 authors.

Zimo ZhuDepartment of Cardiology, Boston Children's Hospital.ORCID 0009-0004-3170-9220
Rongbin ZhengDepartment of Cardiology, Boston Children's Hospital.ORCID 0000-0001-9928-2463
Yang YuDepartment of Cardiology, Boston Children's Hospital.
Lili ZhangDepartment of Cardiology, Boston Children's Hospital.
Kaifu ChenDepartment of Cardiology, Boston Children's Hospital.ORCID 0000-0003-1009-4357

Funding

Reversal of Heart Failure: Role of Vascular RecoveryR01HL148338 · NHLBI · METHODIST HOSPITAL RESEARCH INSTITUTE · PI CHEN, KAIFU, COOKE, JOHN P · 2020 to 2023
$2.8M
Transcription Factor 4 Maintain Endothelial identity to Oppose Heart FailureR01HL155632 · NHLBI · BOSTON CHILDREN'S HOSPITAL · PI Lili Zhang · 2022 to 2026
$2.5M
Targeting Endothelial Epsins to Ameliorate Myocardial IschemiaR01HL174928 · NHLBI · BOSTON CHILDREN'S HOSPITAL · PI Hong Chen, Kaifu Chen · 2024 to 2026
$2.4M
A novel role for EZH2 in A-to-I RNA editing in prostate cancerR01CA278832 · NCI · NORTHWESTERN UNIVERSITY AT CHICAGO · PI Qi Cao, Kaifu Chen · 2024 to 2026
$2.0M
Bioinformatics Techniques to Analyze Dynamic Changes of 3D GenomeR01GM138407 · NIGMS · BOSTON CHILDREN'S HOSPITAL · PI CHEN, KAIFU · 2022 to 2025
$1.8M
Role of S-nitrosylation in TransdifferentiationR01HL133254 · NHLBI · METHODIST HOSPITAL RESEARCH INSTITUTE · PI CHEN, KAIFU, COOKE, JOHN P · 2018 to 2021
$1.6M
Computational epigenetics modeling of cell identity genesR01GM125632 · NIGMS · METHODIST HOSPITAL RESEARCH INSTITUTE · PI CHEN, KAIFU · 2018 to 2021
$1.4M
Computational Technology for Single-Cell Functional GenomicsK99HG013662 · NHGRI · BOSTON CHILDREN'S HOSPITAL · PI Rongbin Zheng · 2025 to 2026
$261k
NCI NIH HHS R01 CA278832NHGRI NIH HHS K99 HG013662NHLBI NIH HHS R01 HL133254NHLBI NIH HHS R01 HL148338NHLBI NIH HHS R01 HL155632NHLBI NIH HHS R01 HL174928NIGMS NIH HHS R01 GM125632NIGMS NIH HHS R01 GM138407
6 · The paper itself

Abstract

Endothelial cells (ECs) play complex roles across tissues and vessel types. Yet, systematic investigations of EC heterogeneity in the combined context of vessel type and tissue microenvironment are still largely lacking. We integrated over three million single cells of scRNA-seq datasets in 15 human tissues and found that ECs in some tissues (e.g., heart and kidney) exhibited greater tissue specificity, while others displayed more substantial vessel specificity. We developed a computational pipeline to analyze cell-cell communications (CCC) mediated by metabolites or proteins to explore microenvironmental regulation. Interestingly, our results showed that CCC events involving ECs varied vastly across tissues, highlighting tissue-specific EC interactions. Using topic modeling, we identified CCC patterns, termed CCC topics, representing metabolite- and protein-mediated interactions between ECs and other tissue-resident cells. Most CCC topics exhibited high tissue specificity, potentially explaining microenvironmental regulations for EC heterogeneity. The work systematically investigates EC heterogeneity and provides insights into how EC heterogeneity was regulated across diverse tissue microenvironments.

Indexed as

Cell-cell communicationheterogeneityhuman endothelialsingle-celltissue specificity

Identifiers

PMID40894541
PMCPMC12393399

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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.