# Identification and experimental validation of common genes associated with both pulmonary arterial hypertension and major depressive disorder

**Authors:** Yan Yan, Mohammad Ismail Hajary Sagor, Liang Chen, Huakan Lin, Gufeng Gao, Guili Lian, Liangdi Xie

PMC · DOI: 10.3389/fpsyt.2025.1670519 · Frontiers in Psychiatry · 2025-11-07

## TL;DR

This study finds shared genes and pathways between pulmonary arterial hypertension and major depressive disorder, suggesting common biological links and potential therapeutic targets.

## Contribution

Identifies and experimentally validates common genes and molecular pathways linking PAH and MDD.

## Key findings

- Forty-two common differentially expressed genes were identified with consistent expression trends in both PAH and MDD.
- CHD8, DDX42, and EIF3D were confirmed as candidate hub genes through network analysis, machine learning, and experimental validation.
- Shared immune infiltration patterns were observed in both diseases, indicating dysregulated immune landscapes.

## Abstract

Pulmonary arterial hypertension (PAH) and major depressive disorder (MDD) frequently co-occur, worsening morbidity and mortality. The shared genetic and molecular substrates of this comorbidity remain unclear. This study investigated common differentially expressed genes (DEGs), convergent pathways, and candidate hub genes linking PAH and MDD.

Gene-expression datasets for PAH (GSE113439, GSE53408) and MDD (GSE44593, GSE54564) were obtained from GEO. After standardization, DEGs were identified with Limma, and intersected across diseases while retaining concordant expression trends. Functional enrichment was performed using Gene Ontology (GO). A protein–protein interaction (PPI) network was built to prioritize hub genes (CytoHubba), followed by feature selection with LASSO regression and additional machine-learning validation. Immune-cell infiltration was profiled to assess shared immunological alterations. An experimental rat model of PAH exhibiting anxiety- and depression-like behaviors was established, and hub-gene expression was validated by qPCR.

Forty-two common DEGs with consistent directions were identified. Network analysis and LASSO converged on six candidate hub genes; among these, CHD8, DDX42, and EIF3D were further supported by machine-learning validation. Immune-infiltration analysis indicated dysregulated immune landscapes in both PAH and MDD. In PAH rats, anxiety- and depression-like behaviors were observed, and qPCR confirmed altered expression of CHD8, DDX42, and EIF3D consistent with in-silico findings.

This integrative analysis highlights genetic and molecular links between PAH and MDD. CHD8, DDX42, and EIF3D emerge as candidate hub genes associated with the coexistence of these conditions, suggesting hypotheses for mechanistic follow-up and potential therapeutic targeting.

## Linked entities

- **Genes:** CHD8 (chromodomain helicase DNA binding protein 8) [NCBI Gene 57680], DDX42 (DEAD-box helicase 42) [NCBI Gene 11325], EIF3D (eukaryotic translation initiation factor 3 subunit D) [NCBI Gene 8664]
- **Diseases:** pulmonary arterial hypertension (MONDO:0015924), major depressive disorder (MONDO:0002009)

## Full-text entities

- **Genes:** Eif3d (eukaryotic translation initiation factor 3, subunit D) [NCBI Gene 362952] {aka Eif3s7}, Ddx42 (DEAD-box helicase 42) [NCBI Gene 303607], Chd8 (chromodomain helicase DNA binding protein 8) [NCBI Gene 65027] {aka CHD-8}
- **Diseases:** MDD (MESH:D003865), depression (MESH:D003866), anxiety (MESH:D001007), PAH (MESH:D000081029)
- **Species:** Rattus norvegicus (brown rat, species) [taxon 10116]

## Full text

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## Figures

11 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12634556/full.md

## References

70 references — full list in the complete paper: https://tomesphere.com/paper/PMC12634556/full.md

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Source: https://tomesphere.com/paper/PMC12634556