Evidence map›Paper›PMID 42538380›Full record

ArticleNature cardiovascular research2026

Spatiotemporal transcriptomics of human cardiovascular progenitors in pig hearts identifies Midkine as a positive regulator of neovascularization.

Swarnaseetha Adusumalli, Kye Siong Leong, Samantha Lim, Vincent Ren, Li Yen Chong, Clarissa Tan, Roy Tham, Min En Cheng, Lei Ye, Yibin Wang and 2 more

Abstract read
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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. 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

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

12 authors.

Swarnaseetha AdusumalliLee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore.
Kye Siong LeongLee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore.
Samantha LimLee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore.
Vincent RenCardiovascular & Metabolic Disorders Program, Duke-NUS Medical School, National University of Singapore, Singapore, Singapore.
Li Yen ChongInstitute of Molecular Cell Biology (IMCB), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.ORCID http://orcid.org/0000-0002-4623-4633
Clarissa TanInstitute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia.
Roy ThamSchool of Biological Sciences, Nanyang Technological University, Singapore, Singapore.
Min En ChengSchool of Biological Sciences, Nanyang Technological University, Singapore, Singapore.
Lei YeDepartment of Biomedical Engineering, School of Medicine and School of Engineering, The University of Alabama at Birmingham, Birmingham, AL, USA.
Yibin WangCardiovascular & Metabolic Disorders Program, Duke-NUS Medical School, National University of Singapore, Singapore, Singapore.ORCID http://orcid.org/0000-0003-0852-0767
Enrico PetrettoCardiovascular & Metabolic Disorders Program, Duke-NUS Medical School, National University of Singapore, Singapore, Singapore.ORCID http://orcid.org/0000-0003-2163-5921
Lynn YapLee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore. lynn.yap@ntu.edu.sg.ORCID http://orcid.org/0000-0001-8206-9148

Funding

Ministry of Education - Singapore (MOE) 022976-00001Ministry of Education - Singapore (MOE) RG38/24Ministry of Education - Singapore (MOE) RS06/23MOH | National Medical Research Council (NMRC) MOH-002085National Research Foundation Singapore (National Research Foundation-Prime Minister's office, Republic of Singapore) NRF-CRP24-2020-0004
6 · The paper itself

Abstract

Stem-cell-based cardiac repair holds promise for the infarcted myocardium, yet the in vivo molecular behavior of transplanted cells is poorly understood. Using time series spatial transcriptomics, we profiled human pluripotent stem-cell-derived cardiovascular progenitors engrafted into a pig model. We show that the engrafted cardiovascular progenitors progressively upregulated genes associated with cardiac maturation, oxidative metabolism, calcium handling and fibrosis resolution. Cell-cell communication analysis identified Midkine (MDK), secreted by the human xenograft, as a key regulator of host neovascularization. We validated this using immunohistochemistry, lentiviral MDK overexpression and functional assays that demonstrated enhanced endothelial cell migration and increased CD31

Indexed as

Induced Pluripotent Stem CellsMidkineMyocardial InfarctionMyocardiumNeovascularization, PhysiologicStem Cell TransplantationAnimalsCell CommunicationCell MovementCells, CulturedDisease Models, AnimalGene Expression ProfilingHeterograftsHumansSignal TransductionSpatial TranscriptomicsMDK protein, humanMidkine

Identifiers

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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 OpenQuestion graph.