Comorbidity Disease Pattern in Japanese Elderly Population: A Network-Based Analysis

Shuko Nojiri PhD , Wataru Urasaki MSc , Masao Iwagami MD, PhD , Masashi Nagao MD, PhD , Takuya Uematsu MSc , Muneaki Ishijima MD, PhD , Hiroyuki Daida MD, PhD , Yuji Nishizaki MD, PhD
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Abstract

Objective

To clarify the disease pattern for elderly individuals in the general population in Japan with multimorbidity networks based on an analysis of common chronic conditions.

Patients and Methods

This study is a population study of disease network analysis in elderly in Japan. We obtained medical records for 4,797,907 elderly patients in Japan (from January 1, 2020 to December 31, 2020) from administrative claim databases. The administrative claim records were transformed for temporal disease occurrence pattern analysis and used to find frequently occurring disease sequences to predict the onset of disease progression.

Results

In those aged 75 years and older, circulatory and respiratory diseases gained predominance, while the burden of mental disorders remained substantial across all age groups. In men aged below 75 years, disseminated intravascular coagulation co-occurred frequently with acute myocardial infarction and respiratory failure. In women aged below 75 years, the pairing of vestibular dysfunction and hearing loss exhibited the highest association. For women aged 75 years and older, renal disease pairings, psychiatric comorbidities, and fall-related injuries were dominant. Network analyses reported increasing multimorbidity complexity with age. Respiratory, circulatory, and digestive disease clusters were central across age groups, with psychiatric and fracture-related conditions becoming more prominent in older adults, particularly women. Disease heatmaps further highlighted systemic comorbidity hubs involving pneumonia, iron deficiency anemia, kidney disease, and cardiovascular conditions.

Conclusion

In this study, we identified major comorbidity patterns and reported that atherosclerosis, angina pectoris, gastritis, and duodenitis were the most important comorbid diseases in the elderly population in Japan. The identification of distinctive comorbidity profiles from routine clinical data provides insights that may be leveraged to improve diagnosis and identify treatment targets for patients.
日本老年人群共病模式:基于网络的分析
目的通过对常见慢性疾病的分析,阐明日本普通人群中多病网络老年人的疾病模式。患者与方法本研究是日本老年人疾病网络分析的人群研究。我们从行政索赔数据库中获取了4,797,907名日本老年患者的医疗记录(从2020年1月1日至2020年12月31日)。将行政权利要求记录转换为时间疾病发生模式分析,并用于发现频繁发生的疾病序列以预测疾病进展的开始。结果在75岁及以上人群中,循环系统疾病和呼吸系统疾病占主导地位,而精神障碍的负担在所有年龄组中仍然很大。在75岁以下的男性中,弥散性血管内凝血经常与急性心肌梗死和呼吸衰竭同时发生。在75岁以下的女性中,前庭功能障碍和听力损失的相关性最高。对于75岁及以上的女性,肾脏疾病配对、精神合并症和跌倒相关损伤是主要因素。网络分析报告,随着年龄的增长,多病复杂性增加。呼吸、循环和消化系统疾病是各年龄组的中心,精神疾病和骨折相关疾病在老年人,特别是女性中变得更加突出。疾病热图进一步强调了系统性合并症中心,包括肺炎、缺铁性贫血、肾脏疾病和心血管疾病。结论在这项研究中,我们确定了主要的合并症模式,并报道动脉粥样硬化、心绞痛、胃炎和十二指肠炎是日本老年人最重要的合并症。从常规临床数据中识别出独特的合并症概况,可以为提高诊断和确定患者的治疗目标提供见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Mayo Clinic proceedings. Innovations, quality & outcomes
Mayo Clinic proceedings. Innovations, quality & outcomes Surgery, Critical Care and Intensive Care Medicine, Public Health and Health Policy
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