Evidence map›Paper›PMID 42706440›Full record

ArticleNature cardiovascular research2026

Spatially guided in vivo single-cell functional genomics of postnatal heart.

Haofei Wang, Yanhan Dong, Yiran Song, Marazzano Colon, Casey Grosso, Nicholas Yapundich, Shea Ricketts, Xingyan Liu, Gregory Farber, Smin L Liu and 3 more

Abstract read
In one paragraph

Article in Nature cardiovascular research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Timed metabolic repair after myocardial infarction.Nature cardiovascular research · 2026
    Article
  2. Review
  3. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

13 authors.

Haofei Wang *Department of Pathology and Laboratory Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.ORCID http://orcid.org/0000-0001-8914-442X
Yanhan Dong *Department of Pathology and Laboratory Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Yiran Song *Department of Pathology and Laboratory Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.ORCID http://orcid.org/0009-0000-6683-3337
Marazzano ColonDepartment of Pathology and Laboratory Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Casey GrossoDepartment of Pathology and Laboratory Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Nicholas YapundichDepartment of Pathology and Laboratory Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Shea RickettsDepartment of Pathology and Laboratory Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.ORCID http://orcid.org/0000-0003-1256-4631
Xingyan LiuMcAllister Heart Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Gregory FarberDepartment of Pathology and Laboratory Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.ORCID http://orcid.org/0000-0002-0105-417X
Smin L LiuDepartment of Pathology and Laboratory Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Yunzhe QianDepartment of Pathology and Laboratory Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
Li QianDepartment of Pathology and Laboratory Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA. li_qian@med.unc.edu.ORCID http://orcid.org/0000-0001-7614-5618
Jiandong LiuDepartment of Pathology and Laboratory Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA. jiandong_liu@med.unc.edu.ORCID http://orcid.org/0000-0003-0035-3570

Funding

Altering Cardiac Cell Fate for Heart RepairR35HL155656 · NHLBI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI Li Qian · 2021 to 2026
$5.5M
Macrophage functional dynamics in adult heart regenerationR01HL164933 · NHLBI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI Jiandong Liu · 2023 to 2026
$2.4M
Role of RBP in programming and reprogramming of cardiac fibroblastsR01HL174774 · NHLBI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI Jiandong Liu · 2024 to 2026
$2.0M
Carm1-mediated transcriptional and posttranscriptional regulation of cardiomyocyte maturationR01HL168285 · NHLBI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI Jiandong Liu · 2025 to 2026
$1.5M
American Heart Association (American Heart Association, Inc.) 20EIA35310348American Heart Association (American Heart Association, Inc.) 20EIA35320128American Heart Association (American Heart Association, Inc.) 23CDA1042496American Heart Association (American Heart Association, Inc.) 24IPA1273646NHLBI NIH HHS R01 HL164933NHLBI NIH HHS R01 HL168285NHLBI NIH HHS R01 HL174774NHLBI NIH HHS R35 HL155656U.S. Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute (NHLBI) HL164933U.S. Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute (NHLBI) HL168285U.S. Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute (NHLBI) HL174774U.S. Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute (NHLBI) R35HL155656
6 · The paper itself

Abstract

Understanding how spatial organization and cell-cell interactions shape gene regulatory programs is central to decoding tissue development and function. The transition at birth, marked by increased circulatory demands and rapid tissue growth, requires precise spatiotemporal coordination of cardiac maturation. In this study, we generated a high-resolution spatial and temporal atlas of the postnatal mouse heart by integrating single-nucleus RNA sequencing with image-based spatial transcriptomics. This framework revealed dynamic cellular interactions, niche-specific signaling and transcriptional programs guiding cardiomyocyte maturation. To functionally test prioritized regulators in vivo and at scale, we developed PIP-seq (probe-based indel-detectable Perturb-seq), a high-throughput platform that detects single guide RNA identity, infers gene editing and profiles transcription from fixed nuclei. Applying PIP-seq to the developing postnatal heart, we identified 21 previously uncharacterized regulators of cardiomyocyte maturation, including genes essential for sarcomere assembly, metabolic reprogramming and electrophysiological transitions. Together, our findings define how microenvironmental signals and intrinsic gene programs cooperate to guide heart maturation and establish a broadly applicable framework for functional genomics in complex tissues.

Indexed as

GenomicsHeartMyocytes, CardiacSingle-Cell AnalysisAnimalsAnimals, NewbornGene Expression Regulation, DevelopmentalMiceSingle-Cell Gene Expression AnalysisSpatial Transcriptomics

Identifiers

PMID42706440
PMCPMC13561863

What OpenQuestion holds

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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.