ArticleScientific reports2025
Disease network analysis to reveal comorbidity patterns in hospitalized patients with COPD using large-scale administrative health data.
Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
3 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Patterns of multimorbidity, their outcomes and analytical methods for their determination: a systematic review.BMC public health · 2026Pooled it
- Comorbidity patterns of chronic respiratory diseases in older Chinese adults: A repeated cross-sectional study from CHARLS.Medicine · 2026Article
- Coronary heart disease and chronic obstructive pulmonary disease prevalence and temporal trends among United States adults: a national population-based study.Frontiers in epidemiology · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
Abstract
Chronic obstructive pulmonary disease (COPD) is a common respiratory condition with a high comorbidity burden. This study aims to utilize regional administrative health data and employ network analysis to systematically investigate COPD comorbidity patterns across the entire spectrum of chronic diseases. The hospitalization discharge records from all secondary and tertiary hospitals in Sichuan Province, China, from 2015 to 2019 were collected, including 2,004,891 COPD inpatients. We constructed comorbidity networks using the Salton Cosine Index, applied centrality measures to identify central diseases, and the Louvain algorithm to detect clusters. We found that 96.05% of COPD patients had at least one comorbidity, with essential (primary) hypertension (40.30%) being the most prevalent. The comorbidity network identified 11 central diseases including disorders of glycoprotein metabolism as well as gastritis and duodenitis. Sex differences were reflected in the comorbidity relationships of hyperplasia of the prostate in the male network and osteoporosis without pathological fracture in the female network. Urban patients demonstrated higher comorbidity prevalence and exhibited more complex comorbidity relationships compared to rural patients. This study provided a comprehensive understanding of the complex relationships among comorbidities in hospitalized COPD populations, contributing to the advancement of patient-centered care.
Indexed as
Identifiers
What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.