# RNA sequencing-derived gene co-expression and drug-gene interaction analysis reveal STAT1 as a potential therapeutic target in thrombotic antiphospholipid syndrome

**Authors:** Michail Baltsiotis, Kleio-Maria Verrou, Petros P. Sfikakis, Maria G. Tektonidou

PMC · DOI: 10.3389/fimmu.2026.1741872 · 2026-03-05

## TL;DR

This study identifies STAT1 as a potential new treatment target for thrombotic antiphospholipid syndrome by analyzing gene networks and drug interactions in patient blood samples.

## Contribution

The novel contribution is identifying STAT1 as a central hub gene and potential therapeutic target in thrombotic PAPS through RNA sequencing and drug-gene interaction analysis.

## Key findings

- Two gene modules (yellow and brown) were found to be significantly associated with thrombotic PAPS.
- STAT1 was identified as a central regulator in both immune-related and transcription activation pathways.
- STAT1 was ranked as a top gene with strong pharmacological support for potential drug targeting.

## Abstract

Thrombotic primary antiphospholipid syndrome (PAPS) pathogenesis remains undefined, and recurrent thrombosis may occur despite adequate anticoagulation treatment. Identifying disease-specific molecular pathways and regulators can help in the discovery of novel therapeutic targets. Herein, we examine gene co-expression networks and potential druggable targets in thrombotic PAPS.

We analyzed a whole-blood RNA-sequencing dataset from 62 well-characterized patients with thrombotic PAPS (40% with recurrent thrombosis), and 29 age/sex-matched healthy controls(HCs). Weighted Gene Co-expression Network Analysis (WGCNA) was performed to identify gene modules associated with PAPS, followed by enrichment analysis. Drug-gene interaction analysis of hub regulators within the identified networks was applied. Genes were classified based on target drug annotation and priority categories (low/medium/high).

WGCNA of whole-blood transcriptome of thrombotic PAPS and HCs, which included 8,190 expressed genes, identified five co-expression modules, two of which correlated with PAPS: the yellow, consisted of 42 genes enriched in immune-related functions, and the brown comprised 144 genes with a regulatory signature enriched in transcription activation pathways. A merged module demonstrated enhanced correlation with PAPS compared with HCs (r=0.221, p=0.035). Both yellow and brown, and merged module, were co-regulated by Transducer and Activator of Transcription 1 (STAT1), which emerged as a central hub gene. STAT1 was also present in 5 of 6 immune-related pathways. In drug-gene interaction analysis, STAT1 was among the four highly-ranked genes, and displayed many interactions and strong pharmacological support.

STAT1 is identified as a central regulator of gene expression networks in PAPS, integrating both immune-related and regulatory processes. Assessment of pharmacological target availability revealed STAT1 as a promising treatment target.

## Linked entities

- **Genes:** STAT1 (signal transducer and activator of transcription 1) [NCBI Gene 6772]

## Full-text entities

- **Genes:** STAT1 (signal transducer and activator of transcription 1) [NCBI Gene 6772] {aka CANDF7, IMD31A, IMD31B, IMD31C, ISGF-3, STAT91}
- **Diseases:** PAPS (MESH:D016736), Thrombotic (MESH:D013927)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12999812/full.md

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Source: https://tomesphere.com/paper/PMC12999812