# Identification of Novel Modifier Genes Associated With Pain in Cystic Fibrosis: An In Silico Gene Discovery

**Authors:** Anastasia Ward, Ramil Mauleon, Chee Y. Ooi, Nedeljka Rosic

PMC · DOI: 10.1155/humu/7570437 · 2025-10-19

## TL;DR

This study identifies potential modifier genes that may influence pain perception in people with cystic fibrosis, offering new insights into how genetic factors could affect pain and treatment responses.

## Contribution

The study is the first to explore how gene modifiers may influence pain in cystic fibrosis using an in silico approach.

## Key findings

- Seven potential pain modifier genes were identified, including CTRC, SPINK1, and TNF.
- Signal transduction and immune system pathways appear to be involved in pain processes in cystic fibrosis.
- TNF and ABCB1 were found to be central hub genes in the pain-related network.

## Abstract

Cystic fibrosis (CF) is the most common life-shortening monogenic autosomal recessive disease in Caucasians with diverse and extensive comorbidities. Where the majority of studies have focused on the respiratory and digestive systems, there has been a paucity of research focusing on pain, even though people living with CF have reported a high prevalence and increased severity of pain. Many studies have identified the complex relationship between genotype and phenotype, and growing evidence suggests that the phenotypic variation observed not only depends on the variations in the CF transmembrane conductance regulator (CFTR) gene but also on modifier genes. Gene modifiers (GMs) have been reported to affect many organs or systems in CF. However, there have been no studies on how GMs may influence pain. Therefore, this study is aimed at highlighting potential modifier genes that may affect pain perception in CF and possible responses to therapeutics.

The bioinformatics workflow adopted includes database and literature mining, pathway enrichment analysis, protein–protein interactions evaluation and drug–gene network investigation.

We identified seven potential pain modifiers in CF, including chymotrypsin C (CTRC), serine protease inhibitor Kazal-Type 1 (SPINK1), tumour necrosis factor (TNF), ATP-binding cassette subfamily B Member 1 (ABCB1), protease serine 1 (PRSS1) and transforming growth factor beta 1 (TGFB1) interacting with the CFTR gene. The analysis of the biochemical pathways indicates that signal transduction and the immune system are likely to be involved in pain processes. The specific GMs, TNF and ABCB1, are found to be within the central hub genes, indicating their potential influence on the pain pathways in CF.

This in silico analysis highlights potential genes and biochemical pathways implicated in pain pathways that could significantly impact pain perception in people living with CF and their response to prescribed therapies. Further functional analyses are needed to include CF participants and provide a physiological relevance on how genetic polymorphisms of identified GMs may impact their pain phenotype or profile.

## Linked entities

- **Genes:** CFTR (CF transmembrane conductance regulator) [NCBI Gene 1080], CTRC (chymotrypsin C) [NCBI Gene 11330], SPINK1 (serine peptidase inhibitor Kazal type 1) [NCBI Gene 6690], TNF (tumor necrosis factor) [NCBI Gene 7124], ABCB1 (ATP binding cassette subfamily B member 1) [NCBI Gene 5243], PRSS1 (serine protease 1) [NCBI Gene 5644], TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040]
- **Diseases:** Cystic fibrosis (MONDO:0009061)

## Full-text entities

- **Genes:** ABCB1 (ATP binding cassette subfamily B member 1) [NCBI Gene 5243] {aka ABC20, CD243, CLCS, ENPAT, GP170, MDR1}, SPINK1 (serine peptidase inhibitor Kazal type 1) [NCBI Gene 6690] {aka PCTT, PSTI, Spink3, TATI, TCP}, CFTR (CF transmembrane conductance regulator) [NCBI Gene 1080] {aka ABC35, ABCC7, CF, CFTR/MRP, MRP7, TNR-CFTR}, PRSS1 (serine protease 1) [NCBI Gene 5644] {aka TRP1, TRY1, TRY4, TRYP1}, TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040] {aka CAEND1, CED, DPD1, IBDIMDE, LAP, TGF-beta1}, CTRC (chymotrypsin C) [NCBI Gene 11330] {aka CLCR, ELA4}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}
- **Diseases:** autosomal recessive disease (MESH:D030342), CF (MESH:D003550), Pain (MESH:D010146)

## Figures

13 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12554920/full.md

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Source: https://tomesphere.com/paper/PMC12554920