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Random Forest Analysis the Influencing Factors on Adverse Drug Reactions of Qingkailing Injection
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作者 Meng-Meng Ji Hong-Li Wu +4 位作者 Wei Yang Jun Liu Ya-Nan Yu Zhong Wang Zhi-Wei Jing 《Asian Toxicology Tesearch》 2019年第1期29-36,共8页
Objective:To investigate the influencing factors of adverse drug reaction(ADR)in Qingkailing injection.Methods:Based on the hospitals centralized monitoring data of multicenter and prospective,the patients who used Qi... Objective:To investigate the influencing factors of adverse drug reaction(ADR)in Qingkailing injection.Methods:Based on the hospitals centralized monitoring data of multicenter and prospective,the patients who used Qingkailing injection from January 2013 to March 2016 were monitored in 48 medical institutions in China.The nesting case-control study was used and the random forest was used for analysis.The main contents of the analysis are as follows:past history,past allergy history and ADR history,clinical diagnosis,dosage,interval drug,solvent type,combined drug use,etc.Results:A total of 30842 cases with Qingkailing injection were included,with 92 cases of adverse reactions and the incidence of adverse reactions was 3‰.According to the nested case-control study design,the influencing factors of 92 patients with ADR and 276 non-drug-related adverse reactions were displayed on the basis of statistical description(significance level P≤0.2 and clinical information)using Random forest analysis shows that the factors affecting the ADR of the Qingkailing injection according to the MeandecaseGini are from high to low in the first 15 positions:Vitamin supplements,tumors,gastrointestinal diseases,traditional Chinese medicine,previous allergic history,cerebral insufficiency,rash,urinary tract infection,vascular and lymphovascular diseases,pioglitazone,metabolic and endocrine system drugs,past ADR history,respiratory and mediastinal diseases,dioxpromazide,pneumonia.Conclusion:The incidence of adverse reactions in Qingkailing injection hospital is 3%.The factors closely related to the occurrence of ADR are previous tumors,gastrointestinal diseases,history of adverse reactions of rash,urinary tract infection,insufficient cerebral blood supply,respiratory system and other diseases,pioglitazone and other combined drugs. 展开更多
关键词 qingkaoling injection Centralized hospital monitoring Adverse Drug reactions Influencing factors Random forest
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