Development and validation of a risk-score model for opioid overdose using a national claims database

被引:6
|
作者
Heo, Kyu-Nam [1 ,2 ]
Lee, Ju-Yeun [1 ,2 ]
Ah, Young-Mi [3 ]
机构
[1] Seoul Natl Univ, Coll Pharm, Seoul 08826, South Korea
[2] Seoul Natl Univ, Res Inst Pharmaceut Sci, Seoul 08826, South Korea
[3] Yeungnam Univ, Coll Pharm, Gyongsan 38541, Gyeongbuk, South Korea
基金
新加坡国家研究基金会;
关键词
INDUCED RESPIRATORY DEPRESSION; EMERGENCY-DEPARTMENT VISITS; UNITED-STATES; INDEX; DRUG;
D O I
10.1038/s41598-022-09095-y
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Opioid overdose can be serious adverse effects of opioid analgesics. Thus, several strategies to mitigate risk and reduce the harm of opioid overdose have been developed. However, despite a marked increase in opioid analgesic consumption in Korea, there have been no tools predicting the risk of opioid overdose in the Korean population. Using the national claims database of the Korean population, we identified patients who were incidentally prescribed non-injectable opioid analgesic (NIOA) at least once from 2017 to 2018 (N = 1,752,380). Among them, 866 cases of opioid overdose occurred, and per case, four controls were selected. Patients were randomly allocated to the development (80%) and validation (20%) cohort. Thirteen predictive variables were selected via logistic regression modelling, and a risk-score was assigned for each predictor. Our model showed good performance with c-statistics of 0.84 in the validation cohort. The developed risk score model is the first tool to identify high-risk patients for opioid overdose in Korea. It is expected to be applicable in the clinical setting and useful as a national level surveillance tool due to the easily calculable and identifiable predictors available from the claims database.
引用
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页数:11
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