Evidence map›Paper›PMID 33436583›Full record

ArticleNature communications2021

Cellular and molecular landscape of mammalian sinoatrial node revealed by single-cell RNA sequencing.

Dandan Liang, Jinfeng Xue, Li Geng, Liping Zhou, Bo Lv, Qiao Zeng, Ke Xiong, Huixing Zhou, Duanyang Xie, Fulei Zhang and 6 more

Abstract read
In one paragraph

Article in Nature communications, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 57 papers.

0numbers the graph read from it
0cells of the map it votes in
57citing 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

57 citing papers in PubMed.

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  8. BMPR2 affects valve development via ECM-receptor interaction in zebrafish.Frontiers in cell and developmental biology · 2026
    Article
  9. Article
  10. Review
  11. Article
  12. Promoting differentiation of human-induced pluripotent stem cells into sinoatrial node-like cells through programmed regulation of AMPK signalling pathway.Europace : European pacing, arrhythmias, and cardiac electrophysiology : journal of the working groups on cardiac pacing, arrhythmias, and cardiac cellular electrophysiology of the European Society of Cardiology · 2025
    Article
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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

16 authors.

Dandan LiangDepartment of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China.
Jinfeng XueDepartment of Regenerative Medicine, Tongji University School of Medicine, Shanghai, 200092, China.ORCID 0000-0003-1901-3912
Li GengDepartment of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China.
Liping ZhouDepartment of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China.
Bo LvDepartment of Regenerative Medicine, Tongji University School of Medicine, Shanghai, 200092, China.
Qiao ZengDepartment of Regenerative Medicine, Tongji University School of Medicine, Shanghai, 200092, China.
Ke XiongDepartment of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China.
Huixing ZhouDepartment of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China.
Duanyang XieDepartment of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China.
Fulei ZhangDepartment of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China.
Jie LiuTranslational Center of Stem Cell Research, Tongji Hospital, Tongji University School of Medicine, Shanghai, 200065, China.
Yi LiuDepartment of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China.
Li LiKey Laboratory of Arrhythmias of the Ministry of Education of China, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China.
Jian YangKey Laboratory of Arrhythmias of the Ministry of Education of China, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China.ORCID 0000-0002-1964-7061
Zhigang XueDepartment of Regenerative Medicine, Tongji University School of Medicine, Shanghai, 200092, China. xuezg@tongji.edu.cn.ORCID 0000-0001-7715-1403
Yi-Han ChenDepartment of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China. chenyh@cashq.ac.cn.ORCID 0000-0003-1000-1835

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Bioelectrical impulses intrinsically generated within the sinoatrial node (SAN) trigger the contraction of the heart in mammals. Though discovered over a century ago, the molecular and cellular features of the SAN that underpin its critical function in the heart are uncharted territory. Here, we identify four distinct transcriptional clusters by single-cell RNA sequencing in the mouse SAN. Functional analysis of differentially expressed genes identifies a core cell cluster enriched in the electrogenic genes. The similar cellular features are also observed in the SAN from both rabbit and cynomolgus monkey. Notably, Vsnl1, a core cell cluster marker in mouse, is abundantly expressed in SAN, but is barely detectable in atrium or ventricle, suggesting that Vsnl1 is a potential SAN marker. Importantly, deficiency of Vsnl1 not only reduces the beating rate of human induced pluripotent stem cell - derived cardiomyocytes (hiPSC-CMs) but also the heart rate of mice. Furthermore, weighted gene co-expression network analysis (WGCNA) unveiled the core gene regulation network governing the function of the SAN in mice. Overall, these findings reveal the whole transcriptome profiling of the SAN at single-cell resolution, representing an advance toward understanding of both the biology and the pathology of SAN.

Indexed as

Sequence Analysis, RNASingle-Cell AnalysisAnimalsBiological ClocksCell AggregationCluster AnalysisGene Expression RegulationGene Regulatory NetworksHeart RateInduced Pluripotent Stem CellsMacaca fascicularisMammalsMiceMyocytes, CardiacNeurocalcinRabbitsNeurocalcinVsnl1 protein, mouse

Identifiers

PMID33436583
PMCPMC7804277

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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.