Evidence map›Paper›PMID 42766221›Full record

ReviewCurrent cardiology reports2026

Cardiac Organoids for Modeling Congenital Heart Disease: From Genetic Discovery to Therapeutic Screening.

Wenyan Lucy Zhang, Elizabeth G Porter, Casey A Gifford

Abstract readReview
PubMed Publisher
In one paragraph

Review in Current cardiology reports, 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

3 authors.

Wenyan Lucy ZhangDepartment of Genetics, Stanford School of Medicine, Stanford, CA, USA.ORCID http://orcid.org/0000-0001-9695-6792
Elizabeth G PorterDepartment of Pediatrics Cardiology, Stanford School of Medicine, Stanford, CA, USA.ORCID http://orcid.org/0000-0003-1937-3328
Casey A GiffordDepartment of Genetics, Stanford School of Medicine, Stanford, CA, USA. caseygifford@stanford.edu.ORCID http://orcid.org/0000-0002-7757-573X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

purpose of reviewCongenital heart disease (CHD) is the most common birth defect and a leading cause of infant mortality. This review highlights recent advances in human stem cell-derived cardiac organoids and their applications to understand CHD etiology, with a focus on functional genomics and therapeutic discovery. RECENT

findingsAdvances in cardiac organoid engineering have enabled increasingly complex models with enhanced vascularization, diverse cellular lineages, and chamber-specific features that more faithfully mimic the developing heart. Single-cell transcriptomic and epigenomic profiling of organoid differentiation has revealed gene regulatory programs governing cardiogenesis. Machine learning models trained on these datasets provide powerful frameworks for predicting genetic variant effects associated with CHD. Cardiac organoids provide scalable, human-specific platforms for investigating CHD etiology across multiple cell types and disease-relevant developmental stages. Combined with single-cell profiling and machine learning, cardiac organoids offer new opportunities for CHD mechanistic discovery, improved genetic risk prediction, and personalized therapeutic development.

Indexed as

Heart Defects, CongenitalOrganoidsHumansMachine LearningCardiac organoidsCongenital heart diseaseDisease modelingDrug screeningGeneticsPluripotent stem cells

Identifiers

PMID42766221

What OpenQuestion holds

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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.