# Assessing the Causal Relationship Between Plasma Proteins and Pulmonary Fibrosis: A Systematic Analysis Based on Mendelian Randomization

**Authors:** Moxuan Han, Yan Cui, Zhengyuan Fang, He Li, Yueqi Wang, Mingwei Sima, Yan Bi, Donghui Yue

PMC · DOI: 10.3390/biology14020200 · Biology · 2025-02-14

## TL;DR

This study identifies 64 blood proteins linked to pulmonary fibrosis and suggests potential drugs like sorafenib and vitamins C and E for treatment.

## Contribution

The study uses Mendelian randomization to systematically identify causal plasma proteins and potential drug targets for pulmonary fibrosis.

## Key findings

- 64 plasma proteins were found to have a strong causal relationship with pulmonary fibrosis.
- Potential drugs such as sorafenib, vitamin C, and vitamin E showed good binding to the identified proteins.
- Core genes like CDH1, CRP, and COL1A1 are highly expressed in lung cells involved in fibrosis.

## Abstract

Pulmonary fibrosis (PF) is a serious lung disease that leads to breathing problems and, if left untreated, can cause respiratory failure. Scientists know that certain proteins in the blood may be linked to PF, but there hasn’t been much research into how these proteins influence the disease. This study aimed to identify key proteins that could be potential targets for new PF treatments. Using a method called Mendelian randomization (MR), the researchers found 64 proteins that are strongly connected to PF. The study also looked at how these proteins interact with each other and identified several drugs that could potentially be used to treat PF, such as sorafenib, vitamin C, and vitamin E. Additionally, the researchers confirmed that these proteins are highly active in certain lung cells, supporting their role in PF. The findings open up new opportunities for creating targeted treatments for PF, which could lead to faster, more effective therapies for patients and lower development costs for drug companies.

Pulmonary fibrosis (PF) is a chronic interstitial lung disease characterized by the destruction of alveolar structures, the abnormal accumulation of extracellular matrix (ECM), and ultimately respiratory failure. Although previous studies have shown that plasma proteins play an important role in the onset and progression of PF, there is currently a lack of systematic studies on causal relationships. To address the identified gap, the study employs the MR method to identify potential drug targets associated with PF. Plasma protein data (pQTL, exposure) were sourced from Ferkingstad et al. (n = 35,559), and PF-related summary statistics were obtained from the GWAS database (n = 469,126). The study integrates enrichment analysis, protein–protein interaction (PPI) networks, drug prediction, molecular docking, and single-cell sequencing to further evaluate the biological functions and pharmacological potential of the identified targets. In the MR analysis, 64 genetic loci were significantly associated with the occurrence of PF. Further reverse Mendelian analysis revealed a positive causal relationship between PF and genes such as NPTX1, IL31, and CTSE, suggesting that these proteins may play a promotive role in the onset and progression of pulmonary fibrosis. The PPI network analysis identified core genes such as CDH1, CRP, VTN, COL1A1, and MAPK8, which are involved in the key pathological processes of PF, including cell signaling, ECM remodeling, and immune responses. The drug prediction analysis identified potential drugs such as sorafenib, vitamin C, and vitamin E, and the molecular docking analysis showed good binding between the drugs and the proteins. The single-cell sequencing results showed that core genes were highly expressed in fibroblasts and alveolar type II cells, confirming their potential role in the pathogenesis of PF. This study successfully identifies 64 potential drug targets for PF, with 10 core targets considered particularly promising for clinical trials. These findings offer valuable insights into the molecular mechanisms underlying PF and open new avenues for the development of targeted therapies. This research may accelerate the development of effective PF treatments and reduce drug development costs by providing more precise and personalized approaches to managing the disease.

## Linked entities

- **Genes:** NPTX1 (neuronal pentraxin 1) [NCBI Gene 4884], IL31 (interleukin 31) [NCBI Gene 386653], CTSE (cathepsin E) [NCBI Gene 1510], CDH1 (cadherin 1) [NCBI Gene 999], CRP (C-reactive protein) [NCBI Gene 1401], VTN (vitronectin) [NCBI Gene 7448], COL1A1 (collagen type I alpha 1 chain) [NCBI Gene 1277], MAPK8 (mitogen-activated protein kinase 8) [NCBI Gene 5599]
- **Chemicals:** sorafenib (PubChem CID 216239), vitamin C (PubChem CID 54670067), vitamin E (PubChem CID 14985)
- **Diseases:** pulmonary fibrosis (MONDO:0002771)

## Full-text entities

- **Genes:** COL1A1 (collagen type I alpha 1 chain) [NCBI Gene 1277] {aka CAFYD, EDSARTH1, EDSC, OI1, OI2, OI3}, NPTX1 (neuronal pentraxin 1) [NCBI Gene 4884] {aka NP1, SCA50}, VTN (vitronectin) [NCBI Gene 7448] {aka V75, VN, VNT}, CRP (C-reactive protein) [NCBI Gene 1401] {aka PTX1}, CDH1 (cadherin 1) [NCBI Gene 999] {aka Arc-1, BCDS1, CD324, CDHE, ECAD, LCAM}, MAPK8 (mitogen-activated protein kinase 8) [NCBI Gene 5599] {aka JNK, JNK-46, JNK1, JNK1A2, JNK21B1/2, PRKM8}, IL31 (interleukin 31) [NCBI Gene 386653] {aka IL-31}, CTSE (cathepsin E) [NCBI Gene 1510] {aka CATE}
- **Diseases:** interstitial lung disease (MESH:D017563), PF (MESH:D011658), respiratory failure (MESH:D012131)

## Full text

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## Figures

10 figures with captions in the complete paper: https://tomesphere.com/paper/PMC11852313/full.md

## References

65 references — full list in the complete paper: https://tomesphere.com/paper/PMC11852313/full.md

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Source: https://tomesphere.com/paper/PMC11852313