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DOI 10.1186/s12872-023-03393-7

Медицинская библиотека · BMC cardiovascular disorders · 2023

Progression to myocardial infarction short-term death based on interval sequential pattern mining.

Wu Yang-Sheng, Taniar David, Adhinugraha Kiki, Wang Chao-Hung, Pai Tun-Wen

СтатьяПоддержка исследования: вне правительства СШАПеревод в очереди

Аннотация

BACKGROUND

Myocardial infarction (MI) is one of the significant cardiovascular diseases (CVDs). According to Taiwanese health record analysis, the hazard rate reaches a peak in the initial year after diagnosis of MI, drops to a relatively low value, and maintains stable for the following years. Therefore, identifying suspicious comorbidity patterns of short-term death before the diagnosis may help achieve prolonged survival for MI patients.

METHODS

Interval sequential pattern mining was applied with odds ratio to the hospitalization records from the Taiwan National Health Insurance Research Database to evaluate the disease progression and identify potential subjects at the earliest possible stage.

RESULTS

Our analysis resulted in five disease pathways, including "diabetes mellitus," "other disorders of the urethra and urinary tract," "essential hypertension," "hypertensive heart disease," and "other forms of chronic ischemic heart disease" that led to short-term death after MI diagnosis, and these pathways covered half of the cohort.

CONCLUSION

We explored the possibility of establishing trajectory patterns to identify the high-risk population of early mortality after MI.

Для цитирования: Wu Yang-Sheng, Taniar David, Adhinugraha Kiki, Wang Chao-Hung, Pai Tun-Wen. Progression to myocardial infarction short-term death based on interval sequential pattern mining.. BMC cardiovascular disorders. 2023. DOI: 10.1186/s12872-023-03393-7.

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