Multidrug-resistant tuberculosis (MDR-TB) has become a major public health problem. We tried to apply the classification tree model in building and evaluating a risk prediction model for MDR-TB. In this case-control study, 74 newly diagnosed MDR-TB patients served as the case group, and 95 patients without TB from the same medical institution served as the control group. The classification tree model was built using Chi-square Automatic Interaction Detectormethod and evaluated by income diagram, index map, risk statistic, and the area under receiver operating characteristic (ROC) curve. Four explanatory variables (history of exposure to TB patients, family with financial difficulties, history of other chronic respiratory diseases, and history of smoking) were included in the prediction model. The risk statistic of misclassification probability of the model was 0.160, and the area under ROC curve was 0.838 (P < 0.01). These suggest that the classification tree model works well for predicting MDR-TB. Classification tree model can not only predict the risk of MDR-TB effectively but also can reveal the interactions among variables.
基金:
National Social Science Fund of China [15BSH118]; Innovation Research Fund of Huazhong University of Science and Technology [2013TS004]
语种:
外文
被引次数:
WOS:
PubmedID:
中科院(CAS)分区:
出版当年[2016]版:
大类|3 区医学
小类|2 区热带医学3 区公共卫生、环境卫生与职业卫生
最新[2025]版:
大类|4 区医学
小类|3 区热带医学4 区公共卫生、环境卫生与职业卫生
JCR分区:
出版当年[2015]版:
Q1TROPICAL MEDICINEQ2PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH
最新[2023]版:
Q2TROPICAL MEDICINEQ3PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH
第一作者单位:[1]Huazhong Univ Sci & Technol, Sch Publ Hlth, Dept Epidemiol & Biostat, Tongji Med Coll, Hangkong Rd 13, Wuhan 430030, Hubei, Peoples R China[2]Huazhong Univ Sci & Technol, Sch Publ Hlth, Tongji Med Coll, Minist Educ MOE,Key Lab Environm & Hlth, Hangkong Rd 13, Wuhan 430030, Hubei, Peoples R China
通讯作者:
通讯机构:[1]Huazhong Univ Sci & Technol, Sch Publ Hlth, Dept Epidemiol & Biostat, Tongji Med Coll, Hangkong Rd 13, Wuhan 430030, Hubei, Peoples R China[2]Huazhong Univ Sci & Technol, Sch Publ Hlth, Tongji Med Coll, Minist Educ MOE,Key Lab Environm & Hlth, Hangkong Rd 13, Wuhan 430030, Hubei, Peoples R China
推荐引用方式(GB/T 7714):
Tan Dixin,Wang Bin,Li Xuhui,et al.Identification of Risk Factors of Multidrug-Resistant Tuberculosis by using Classification Tree Method[J].AMERICAN JOURNAL OF TROPICAL MEDICINE AND HYGIENE.2017,97(6):1720-1725.doi:10.4269/ajtmh.17-0029.
APA:
Tan, Dixin,Wang, Bin,Li, Xuhui,Cai, Xiaonan,Zhang, Dandan...&Xu, Yihua.(2017).Identification of Risk Factors of Multidrug-Resistant Tuberculosis by using Classification Tree Method.AMERICAN JOURNAL OF TROPICAL MEDICINE AND HYGIENE,97,(6)
MLA:
Tan, Dixin,et al."Identification of Risk Factors of Multidrug-Resistant Tuberculosis by using Classification Tree Method".AMERICAN JOURNAL OF TROPICAL MEDICINE AND HYGIENE 97..6(2017):1720-1725