1=7.416,P1=0.004;F2=6.317,P2=0.007;F3=11.65,P3=0.002)。將2020年第1季度至2020年第4季度抗菌藥物AUD數(shù)據(jù)代入相應(yīng)的回歸模型,得到的耐藥率預(yù)測(cè)值在實(shí)際值上下浮動(dòng),耐藥率實(shí)際值均處于95%預(yù)測(cè)區(qū)間以內(nèi)。結(jié)論 信陽(yáng)市中心醫(yī)院金黃色葡萄球菌耐藥率與抗菌藥物AUD存在相關(guān)性,所建立的線性回歸模型可初步反映兩者的量化關(guān)系,可對(duì)耐藥率進(jìn)行有效預(yù)測(cè)。;Objective The correlation between Staphylococcus aureus drug resistance rate and antibiotic use intensity (AUD) was investigated, and a regression model for predicting staphylococcus aureus drug resistance rate was established. Methods The monitoring data of Staphylococcus aureus drug resistance rate in Xinyang Central Hospital from the first quarter of 2014 to the fourth quarter of 2020 and AUD data of antibiotics in the same period were retrospectively analyzed. The data from the first quarter of 2014 to the fourth quarter of 2019 were used as the test sample data, and the correlation between them was analyzed by linear correlation analysis. Taking drug resistance rate as dependent variable and antibiotic AUD as independent variable, a linear regression model was established for variables with significant correlation. Taking the data from the first quarter of 2020 to the fourth quarter of 2020 as the evaluation sample, the established regression model was used to predict the drug resistance rate of Staphylococcus aureus, and compared with the actual drug resistance rate of the same period to verify the validity of the model prediction. Results The drug resistance rates of Staphylococcus aureus to most antibacterial drugs showed a decreasing trend over time (P < 0.05), while the drug resistance rates to erythromycin and azithromycin showed no significant trend over time. The drug resistance rate of Staphylococcus aureus to gentamicin was positively correlated with cefazolin AUD (r=0.431, P=0.036), azithromycin AUD (r=0.523, P=0.009), levofloxacin AUD (r=0.606, P=0.002). The drug resistance rate to levofloxacin was positively correlated with cefazolin AUD (r=0.447, P=0.029), and with levofloxacin AUD (r=0.482, P=0.017). The detection rate of methicillin- resistant Staphylococcus aureus (MRSA) was positively correlated with levofloxacin AUD (r=0.639, P=0.001). Unitary or multiple linear regression models were established for gentamicin resistance rate, levofloxacin resistance rate, and MRSA detection rate, respectively, and the results showed that the models passed the significance test (F1=7.416, P1=0.004; F2=6.317, P2=0.007; F3=11.65, P3=0.002). The AUD data of antibiotics from the first quarter of 2020 to the fourth quarter of 2020 were substituted into the corresponding regression model, and the predicted values of drug resistance rate obtained fluctuated around the actual values, and the actual values of drug resistance rate were all within the 95% prediction range. Conclusion The drug resistance rate of Staphylococcus aureus in Xinyang Central Hospital was correlated with AUD. The established linear regression model could preliminarily reflect the quantitative relationship between the two and effectively predict the drug resistance rate."/>

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首頁(yè) > 過(guò)刊瀏覽>2022年第37卷第2期 >2022,37(2):391-398. DOI:10.7501/j.issn.1674-5515.2022.02.031
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線性回歸模型在預(yù)測(cè)信陽(yáng)市中心醫(yī)院金黃色葡萄球菌耐藥率中的應(yīng)用

Application of linear regression model in predicting drug resistance rate of Staphylococcus aureus in Xinyang Central Hospital

發(fā)布日期:2022-02-25