» Articles » PMID: 34481483

Candidate Gene Prioritization for Chronic Obstructive Pulmonary Disease Using Expression Information in Protein-protein Interaction Networks

Overview
Journal BMC Pulm Med
Publisher Biomed Central
Specialty Pulmonary Medicine
Date 2021 Sep 5
PMID 34481483
Citations 3
Authors
Affiliations
Soon will be listed here.
Abstract

Background: Identifying or prioritizing genes for chronic obstructive pulmonary disease (COPD), one type of complex disease, is particularly important for its prevention and treatment.

Methods: In this paper, a novel method was proposed to Prioritize genes using Expression information in Protein-protein interaction networks with disease risks transferred between genes (abbreviated as PEP). A weighted COPD PPI network was constructed using expression information and then COPD candidate genes were prioritized based on their corresponding disease risk scores in descending order.

Results: Further analysis demonstrated that the PEP method was robust in prioritizing disease candidate genes, and superior to other existing prioritization methods exploiting either topological or functional information. Top-ranked COPD candidate genes and their significantly enriched functions were verified to be related to COPD. The top 200 candidate genes might be potential disease genes in the diagnosis and treatment of COPD.

Conclusions: The proposed method could provide new insights to the research of prioritizing candidate genes of COPD or other complex diseases with expression information from sequencing or microarray data.

Citing Articles

Partial correlation network analysis identifies coordinated gene expression within a regional cluster of COPD genome-wide association signals.

Gentili M, Glass K, Maiorino E, Hobbs B, Xu Z, Castaldi P PLoS Comput Biol. 2024; 20(10):e1011079.

PMID: 39418301 PMC: 11521246. DOI: 10.1371/journal.pcbi.1011079.


Opportunities to improve asthma and COPD prevention and care: insights from the patient journey obtained through focus groups.

Collins-Fairclough A, Rideout K, Joshi P, Philips J, Lanier T, Chow S BMJ Open Qual. 2023; 12(4).

PMID: 38092427 PMC: 11148695. DOI: 10.1136/bmjoq-2023-002403.


Eleven Crucial Pesticides Appear to Regulate Key Genes That Link MPTP Mechanism to Cause Parkinson's Disease through the Selective Degeneration of Dopamine Neurons.

Anirudhan A, Mattethra G, Alzahrani K, Banjer H, Alzahrani F, Halawani I Brain Sci. 2023; 13(7).

PMID: 37508933 PMC: 10377611. DOI: 10.3390/brainsci13071003.

References
1.
Razaghi-Moghadam Z, Abdollahi R, Goliaei S, Ebrahimi M . HybridRanker: Integrating network topology and biomedical knowledge to prioritize cancer candidate genes. J Biomed Inform. 2016; 64:139-146. DOI: 10.1016/j.jbi.2016.10.003. View

2.
Szklarczyk D, Franceschini A, Wyder S, Forslund K, Heller D, Huerta-Cepas J . STRING v10: protein-protein interaction networks, integrated over the tree of life. Nucleic Acids Res. 2014; 43(Database issue):D447-52. PMC: 4383874. DOI: 10.1093/nar/gku1003. View

3.
MacDonald D, Kunisaki K, Wilt T, Baldomero A . Serum bilirubin and chronic obstructive pulmonary disease (COPD): a systematic review. BMC Pulm Med. 2021; 21(1):33. PMC: 7816373. DOI: 10.1186/s12890-021-01395-9. View

4.
Gouzi F, Maury J, Bughin F, Blaquiere M, Ayoub B, Mercier J . Impaired training-induced adaptation of blood pressure in COPD patients: implication of the muscle capillary bed. Int J Chron Obstruct Pulmon Dis. 2016; 11:2349-2357. PMC: 5038574. DOI: 10.2147/COPD.S113657. View

5.
Liu J, Zhao M . Prioritization of Susceptibility Genes for Ectopic Pregnancy by Gene Network Analysis. Int J Mol Sci. 2016; 17(2). PMC: 4783925. DOI: 10.3390/ijms17020191. View