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中国东北地区老年肺癌患者的合并症模式:基于电子病历的关联规则分析。

Comorbidity Patterns of Older Lung Cancer Patients in Northeast China: An Association Rules Analysis Based on Electronic Medical Records.

机构信息

Department of Medical Informatics, School of Public Health, Jilin University, 13002100 Changchun, China.

出版信息

Int J Environ Res Public Health. 2020 Dec 6;17(23):9119. doi: 10.3390/ijerph17239119.

DOI:10.3390/ijerph17239119
PMID:33291317
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7729838/
Abstract

PURPOSES

This study aims to identify the comorbidity patterns of older men with lung cancer in China.

METHODS

We analyzed the electronic medical records (EMRs) of lung cancer patients over age 65 in the Jilin Province of China. The data studied were obtained from 20 hospitals of Jilin Province in 2018. In total, 1510 patients were identified. We conducted a rank-frequency analysis and social network analysis to identify the predominant comorbidities and comorbidity networks. We applied the association rules to mine the comorbidity combination with the values of confidence and lift. A heatmap was utilized to visualize the rules.

RESULTS

Our analyses discovered that (1) there were 31 additional medical conditions in older patients with lung cancer. The most frequent comorbidities were pneumonia, cerebral infarction, and hypertension. (2) The network-based analysis revealed seven subnetworks. (3) The association rules analysis provided 41 interesting rules. The results revealed that hypertension, ischemic cardiomyopathy, and pneumonia are the most frequent comorbid combinations. Heart failure may not have a strong implicating role in these comorbidity patterns. Cerebral infarction was rarely combined with other diseases. In addition, glycoprotein metabolism disorder comorbid with hyponatremia or hypokalemia increased the risk of anemia by more than eight times in older lung cancer patients.

CONCLUSIONS

This study provides evidence on the comorbidity patterns of older men with lung cancer in China. Understanding the comorbidity patterns of older patients with lung cancer can assist clinicians in their diagnoses and contribute to developing healthcare policies, as well as allocating resources.

摘要

目的

本研究旨在确定中国老年男性肺癌患者的合并症模式。

方法

我们分析了中国吉林省年龄在 65 岁以上的肺癌患者的电子病历(EMR)。研究数据来自 2018 年吉林省的 20 家医院,共确定了 1510 名患者。我们进行了等级频率分析和社会网络分析,以确定主要的合并症和合并症网络。我们应用关联规则挖掘置信度和提升值的合并症组合。使用热图可视化规则。

结果

我们的分析发现,(1)老年肺癌患者有 31 种额外的医疗条件。最常见的合并症是肺炎、脑梗死和高血压。(2)基于网络的分析揭示了七个子网。(3)关联规则分析提供了 41 条有趣的规则。结果表明,高血压、缺血性心肌病和肺炎是最常见的合并症组合。心力衰竭在这些合并症模式中可能没有很强的牵连作用。脑梗死很少与其他疾病合并。此外,糖蛋白代谢紊乱合并低钠血症或低钾血症使老年肺癌患者贫血的风险增加了 8 倍以上。

结论

本研究为中国老年男性肺癌患者的合并症模式提供了证据。了解老年肺癌患者的合并症模式有助于临床医生进行诊断,并有助于制定医疗保健政策以及分配资源。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/965b/7729838/830e50c6c6f7/ijerph-17-09119-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/965b/7729838/273c086d0761/ijerph-17-09119-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/965b/7729838/707cca6cd2c7/ijerph-17-09119-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/965b/7729838/c3106939d3d2/ijerph-17-09119-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/965b/7729838/49c07e8494b4/ijerph-17-09119-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/965b/7729838/9b5cb7490358/ijerph-17-09119-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/965b/7729838/830e50c6c6f7/ijerph-17-09119-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/965b/7729838/273c086d0761/ijerph-17-09119-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/965b/7729838/707cca6cd2c7/ijerph-17-09119-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/965b/7729838/c3106939d3d2/ijerph-17-09119-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/965b/7729838/49c07e8494b4/ijerph-17-09119-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/965b/7729838/9b5cb7490358/ijerph-17-09119-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/965b/7729838/830e50c6c6f7/ijerph-17-09119-g006.jpg

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