Evidence map›Paper›PMID 42230411›Full record

ArticleFunctional & integrative genomics2026

Integrative analysis of bulk and single-nucleus transcriptomes suggests proteostasis- and metabolism-related alterations in the right ventricular outflow tract of non-syndromic Tetralogy of Fallot.

Hongpan Wang, Xin Yong, Yuyang Gao, Wenyan Li, Zhiyu Chen, Zhen Liu, Wenli Xu

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Article in Functional & integrative genomics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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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

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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

2 citing papers in PubMed.

  1. Modelling Tetralogy of Fallot: insights and limitations of animal models.Frontiers in cell and developmental biology · 2026
    Review
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4 · The record

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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

7 authors.

Hongpan WangTender and Procurement Department, West China Hospital, Sichuan University, Chengdu, Sichuan, China.
Xin YongTender and Procurement Department, West China Hospital, Sichuan University, Chengdu, Sichuan, China.
Yuyang GaoNational Center for Birth Defects Monitoring, West China Second University Hospital, Sichuan University, Chengdu, Sichuan, China.
Wenyan LiNational Center for Birth Defects Monitoring, West China Second University Hospital, Sichuan University, Chengdu, Sichuan, China.
Zhiyu ChenNational Center for Birth Defects Monitoring, West China Second University Hospital, Sichuan University, Chengdu, Sichuan, China.
Zhen LiuNational Center for Birth Defects Monitoring, West China Second University Hospital, Sichuan University, Chengdu, Sichuan, China. Jenny_liu@scu.edu.cn.ORCID http://orcid.org/0000-0003-0174-758X
Wenli XuNational Center for Birth Defects Monitoring, West China Second University Hospital, Sichuan University, Chengdu, Sichuan, China. xuwenli1993@163.com.

Funding

National Key Research and Development Program of China 2024YFC3406701 and 2024YFC2707003the National Natural Science Foundation of Sichuan Province for Young Scholars 2023NSFSC1642
6 · The paper itself

Abstract

Tetralogy of Fallot (TOF) is the most common cyanotic congenital heart disease, among which non-syndromic TOF (nsTOF) represents the most common subtype; however, the molecular mechanisms underlying right ventricular outflow tract (RVOT) remodeling in nsTOF remain incompletely understood. Bulk transcriptomic and single-nucleus RNA sequencing (snRNA-seq) datasets derived from fetal and infant RVOT tissues were integrated for analysis. Differential expression, miRNA-mRNA regulatory network construction, protein-protein interaction analysis, functional enrichment, and pseudotime trajectory analyses were performed to identify candidate hub genes and dynamic transcriptional alterations associated with nsTOF. A total of 842 differentially expressed mRNAs and 66 differentially expressed miRNAs were identified. Integration analyses yielded a regulatory network containing 54 DE-miRNAs and 538 DE-mRNAs. Fourteen hub genes, including PSMD14, NDUFA5, RPS27L, MRPS16, FOS, and SNRNP70, were identified through consensus topological filtering. Functional analyses suggested potential involvement of pathways related to protein homeostasis, ribosome-associated quality control, RNA splicing, mitochondrial metabolism, and stress-response signaling. snRNA-seq analysis demonstrated cell type-specific expression patterns of hub genes. Pseudotime analysis further suggested stage-dependent transcriptional alterations during RVOT remodeling. Integrated multi-omics analysis identified 14 candidate hub genes potentially involved in RVOT remodeling in nsTOF. These findings suggest that dysregulation of protein homeostasis, RNA-processing pathways, and mitochondrial metabolic processes may contribute to nsTOF pathology. Further experimental validation is required to confirm these observations.

Indexed as

Heart VentriclesProteostasisTetralogy of FallotTranscriptomeGene Regulatory NetworksHumansMicroRNAsProtein Interaction MapsRNA, MessengerMicroRNAsRNA, MessengerProteostasisPseudotime trajectoryRight ventricular outflow tractSingle-nucleus RNA sequencingTetralogy of FallotTranscriptomic analysis

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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.