Evidence map›Paper›PMID 41017471›Full record

ArticleCirculation2025

Single-Cell Splicing Isoform Atlas of the Adult Human Heart and Heart Failure.

Timothy Pan, Lina Lu, Keith Youker, Cheng-Kai Shiau, Minhua Wang, Hsiao-Yun Lin, Anh Nguyen, Yueying He, Eric Tong, Pei Zhu and 8 more

Abstract read
In one paragraph

Article in Circulation, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.

0numbers the graph read from it
0cells of the map it votes in
11citing 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

11 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
  4. Article
  5. Article
  6. Review
  7. Review
  8. Article
  9. Article
  10. Long-Read Sequencing Reveals RNA Splicing Complexity in Human Diseases.Computational and structural biotechnology journal · 2026
    Review
  11. Frontiers in immunology · 2026
    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

18 authors.

Timothy PanDepartment of Biochemistry and Molecular Genetics, Feinberg School of Medicine (T.P., L.L., C.-K.S., M.W., H.-Y.L., Y.H., E.T., P.Z., R.G.), Northwestern University, Chicago, IL.ORCID 0009-0006-4328-1174
Lina LuDepartment of Biochemistry and Molecular Genetics, Feinberg School of Medicine (T.P., L.L., C.-K.S., M.W., H.-Y.L., Y.H., E.T., P.Z., R.G.), Northwestern University, Chicago, IL.ORCID 0000-0003-3138-1478
Keith YoukerCenter for RNA Therapeutics, Houston Methodist Research Institute, TX (K.Y., R.R.).ORCID 0000-0003-2535-7973
Cheng-Kai ShiauDepartment of Biochemistry and Molecular Genetics, Feinberg School of Medicine (T.P., L.L., C.-K.S., M.W., H.-Y.L., Y.H., E.T., P.Z., R.G.), Northwestern University, Chicago, IL.ORCID 0000-0003-0883-8660
Minhua WangDepartment of Biochemistry and Molecular Genetics, Feinberg School of Medicine (T.P., L.L., C.-K.S., M.W., H.-Y.L., Y.H., E.T., P.Z., R.G.), Northwestern University, Chicago, IL.
Hsiao-Yun LinDepartment of Biochemistry and Molecular Genetics, Feinberg School of Medicine (T.P., L.L., C.-K.S., M.W., H.-Y.L., Y.H., E.T., P.Z., R.G.), Northwestern University, Chicago, IL.ORCID 0000-0002-5408-5578
Anh NguyenSchool of Molecular and Cellular Biology, University of Illinois Urbana-Champaign (A.N.).ORCID 0009-0005-4134-0671
Yueying HeDepartment of Biochemistry and Molecular Genetics, Feinberg School of Medicine (T.P., L.L., C.-K.S., M.W., H.-Y.L., Y.H., E.T., P.Z., R.G.), Northwestern University, Chicago, IL.ORCID 0000-0003-2082-3656
Eric TongDepartment of Biochemistry and Molecular Genetics, Feinberg School of Medicine (T.P., L.L., C.-K.S., M.W., H.-Y.L., Y.H., E.T., P.Z., R.G.), Northwestern University, Chicago, IL.
Pei ZhuDepartment of Biochemistry and Molecular Genetics, Feinberg School of Medicine (T.P., L.L., C.-K.S., M.W., H.-Y.L., Y.H., E.T., P.Z., R.G.), Northwestern University, Chicago, IL.ORCID 0000-0002-0321-9636
Rajul RankaCenter for RNA Therapeutics, Houston Methodist Research Institute, TX (K.Y., R.R.).ORCID 0000-0002-0492-7503
Yuanqing YanDepartment of Surgery (Y.Y., A. Bharat), Northwestern University, Chicago, IL.ORCID 0000-0002-0094-7726
Arjun SinhaDivision of Cardiology, Department of Medicine (A.S., J.W.), Northwestern University, Chicago, IL.
Ankit BharatDepartment of Surgery (Y.Y., A. Bharat), Northwestern University, Chicago, IL.
Todd EagarDepartment of Pathology and Genomic Medicine, Houston Methodist Hospital, TX (T.E.).
Jane WilcoxDivision of Cardiology, Department of Medicine (A.S., J.W.), Northwestern University, Chicago, IL.
Arvind BhimarajHouston Methodist DeBakey Heart & Vascular Center, Houston, TX (A. Bhimaraj).ORCID 0000-0003-3042-8027
Ruli GaoDepartment of Biochemistry and Molecular Genetics, Feinberg School of Medicine (T.P., L.L., C.-K.S., M.W., H.-Y.L., Y.H., E.T., P.Z., R.G.), Northwestern University, Chicago, IL.ORCID 0000-0002-1137-4564

Funding

Single Cell Mosaic Mutation Atlas of Human OrganR35GM142539 · NIGMS · NORTHWESTERN UNIVERSITY AT CHICAGO · PI GAO, RULI · 2021 to 2025
$2.0M
Defining cellular mechanisms of chronic graft failure in transplanted hearts with single cell multi-omicsR01HL160552 · NHLBI · NORTHWESTERN UNIVERSITY AT CHICAGO · PI GAO, RULI · 2022 to 2025
$1.7M
NHLBI NIH HHS R01 HL160552NIGMS NIH HHS R35 GM142539
6 · The paper itself

Abstract

backgroundAlternative splicing plays crucial roles in normal heart development and cardiac disease by influencing protein-coding sequences, functional domains, and molecular networks. However, a detailed characterization of the human heart isoform landscape remains incomplete.

methodsLeveraging long-read single-nucleus RNA sequencing and computational analysis, we dissected full-length isoform heterogeneities, expression patterns, and usage shifts across cell types, cell states, and cardiac conditions of the adult left ventricle. We applied in silico approaches to assess the functional relevance of identified isoforms; validated isoform compositions of representative cardiac genes using reverse transcription quantitative polymerase chain reaction and targeted amplicon sequencing; and developed a web server for interactive navigation of our results.

resultsThe data revealed that isoform heterogeneity is widespread in the cardiac cellular system, serving as a posttranscriptional buffer mechanism that calibrates the molecule reservoirs in human hearts. In healthy left ventricles, ≈30% of cell type-specific genes were polyform, using multiple isoforms tailored to cell type-specific programs. Among ubiquitously expressed genes, >300 showed differential isoform usage with cell type specificity in normal hearts. Comparisons of cardiomyocytes across conditions uncovered 379 genes with marked isoform usage shifts, most of which are predicted to change protein coding outcomes through direct changes in protein coding sequences and switches between intron retention and non-protein-coding biotypes. In contrast, cell state-specific programs tend to operate on monoform genes associated with changes among cell states. In addition, our data revealed heart failure-associated differential isoform usage events in stromal and immune cell types in the cardiac microenvironment.

conclusionsWe present a comprehensive atlas of splicing isoforms in the normal adult heart and heart failure through long-read single-nucleus RNA sequencing and computational analyses. The results suggest crucial roles of isoforms in buffering core cellular programs and contributing to disease-associated cell states. The full-length details of these cell-specific isoforms serve as an important reference for downstream translational and mechanistic studies and are available on our online data portal at https://github.com/gaolabtools/heart-isoform-atlas.

Indexed as

Alternative SplicingHeart FailureMyocardiumSingle-Cell AnalysisAdultHumansMyocytes, CardiacProtein IsoformsProtein Isoformsheart ventricleshumansisoformsmyocytesRNA splicingsequences

Identifiers

PMID41017471
PMCPMC12574690

What Socratic holds

Textmetadata
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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 Socratic graph.