Evidence map›Paper›PMID 41057599›Full record

ArticleCommunications biology2025

Single-cell transcriptomic profiling reveals cell type heterogeneity between HFpEF and HFrEF.

Xingqi Xiao, Wenqian Wu, Qilong Mao, Bolun Li, Jixin Wang, Sheng Liu, Hongmei Zhao, Erping Long, Jing Wang

Abstract read
In one paragraph

Article in Communications biology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Review
  2. Article
  3. Review
  4. Review
  5. 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

9 authors.

Xingqi Xiao *State Key Laboratory of Respiratory Health and Multimorbidity, Institute of Basic Medical Sciences Chinese Academy of Medical Sciences, School of Basic Medicine Peking Union Medical College, Beijing, China.ORCID http://orcid.org/0009-0001-6334-1465
Wenqian Wu *State Key Laboratory of Respiratory Health and Multimorbidity, Institute of Basic Medical Sciences Chinese Academy of Medical Sciences, School of Basic Medicine Peking Union Medical College, Beijing, China.
Qilong MaoState Key Laboratory of Respiratory Health and Multimorbidity, Institute of Basic Medical Sciences Chinese Academy of Medical Sciences, School of Basic Medicine Peking Union Medical College, Beijing, China.
Bolun LiState Key Laboratory of Respiratory Health and Multimorbidity, Institute of Basic Medical Sciences Chinese Academy of Medical Sciences, School of Basic Medicine Peking Union Medical College, Beijing, China.
Jixin WangState Key Laboratory of Respiratory Health and Multimorbidity, Institute of Basic Medical Sciences Chinese Academy of Medical Sciences, School of Basic Medicine Peking Union Medical College, Beijing, China.
Sheng LiuDepartment of Cardiac Surgery, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.
Hongmei ZhaoState Key Laboratory of Respiratory Health and Multimorbidity, Institute of Basic Medical Sciences Chinese Academy of Medical Sciences, School of Basic Medicine Peking Union Medical College, Beijing, China. hongmeizhao@ibms.pumc.edu.cn.ORCID http://orcid.org/0009-0007-3908-3316
Erping LongState Key Laboratory of Respiratory Health and Multimorbidity, Institute of Basic Medical Sciences Chinese Academy of Medical Sciences, School of Basic Medicine Peking Union Medical College, Beijing, China. erping.long@ibms.pumc.edu.cn.ORCID http://orcid.org/0000-0002-3502-5596
Jing WangState Key Laboratory of Respiratory Health and Multimorbidity, Institute of Basic Medical Sciences Chinese Academy of Medical Sciences, School of Basic Medicine Peking Union Medical College, Beijing, China. wangjing@ibms.pumc.edu.cn.ORCID http://orcid.org/0000-0003-2410-5408

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Heart failure with preserved ejection fraction (HFpEF) as a high heterogeneity clinical syndrome, is commonly associated with diastolic dysfunction, and has no effective therapy, which is obviously distinct from Heart failure with reduced ejection fraction (HFrEF). Currently the differences of cell type heterogeneity between HFpEF and HFrEF remain largely unknown. Here we illustrate an atlas consisting of 21,747 cardiac cells, including both HFpEF and HFrEF. Cell-cell communication analysis reveals cardiomyocytes rather than endothelium or fibroblasts were dominant communication "hub" in HFpEF. The subtypes of cardiomyocytes are highly heterogeneous between HFpEF and HFrEF. Notably, a specific subtype of cardiomyocytes shows significant gene expression associated with the metabolism of fatty acids. Additionally, regulon analysis reveals that Ppargc1a, Atf6, E2f6, and Mitf exhibited specific elevated regulation in the subtype of cardiomyocytes of HFpEF. Furthermore, we have identified 210 HF susceptibility genes from HF-associated GWAS data. After integrating scRNA-seq, GWAS, and eQTL data, the genetic susceptibility underlying HFpEF and HFrEF were discussed. In conclusion, this study not only comprehensively characterizes the differences of cardiomyocytes changes but also provides insights into potential targets for cell type- and subtype-specific molecules between HFpEF and HFrEF.

Indexed as

Gene Expression ProfilingHeart FailureMyocytes, CardiacSingle-Cell AnalysisStroke VolumeTranscriptomeGenetic Predisposition to DiseaseGenome-Wide Association StudyHumans

Identifiers

PMID41057599
PMCPMC12504458

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

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.