构建并验证浅表淋巴结结核分枝杆菌培养结果预测模型

IF 2.9 3区 医学 Q2 INFECTIOUS DISEASES Infection and Drug Resistance Pub Date : 2024-10-12 eCollection Date: 2024-01-01 DOI:10.2147/IDR.S487908
Qian Li, Leipeng Ren, Weitong Wu, Dangze Sun, Lin Wei, Chao Ding, Peijia Luo
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引用次数: 0

摘要

背景:建立并验证预测浅表淋巴结结核分枝杆菌培养结果的提名图:建立并验证预测浅表淋巴结结核分枝杆菌培养结果的提名图:选取2018年11月23日至2024年5月30日西安市胸科医院收治的浅表淋巴结结核患者的临床资料,按照7:3的比例分为训练集和验证集。通过多变量逻辑回归分析确定影响因素。我们使用 R 4.3.2 版开发了一个预测模型,并根据该模型生成了一个提名图。我们使用接收者操作特征曲线(ROC)、校准曲线分析(CCA)和决策曲线分析(DCA)对提名图的性能进行了评估:结果:浅表淋巴结结核培养阳性率为 23.0%(103/446)。多变量逻辑回归分析显示,抗结核治疗时间(OR=0.98,95% CI:0.97 ~ 0.99)、初次治疗或再治疗(OR=0.12,95% CI:0.05 ~ 0.28)和腺苷脱氨酶(OR=1.12,95% CI:1.03 ~ 1.22)是影响浅表淋巴结结核分枝杆菌培养结果的独立因素。训练集和验证集的 ROC 曲线下面积分别为 0.86(95% CI:0.82-0.91)和 0.89(95% CI:0.84-0.95)。校准曲线的 P 值分别为 1.000 和 0.961,预测值与实际值非常吻合。临床决策曲线的阈值概率分别为 3%~64% 和 1%~68% :浅表淋巴结结核分枝杆菌培养阳性率较低。结论:浅表淋巴结结核分枝杆菌培养阳性率较低,再治疗患者和抗结核治疗时间的增加是结核分枝杆菌培养阳性的障碍因素,而腺苷脱氨酶的增加是结核分枝杆菌培养阳性的促进因素。根据这些因素建立的提名图模型可用于预测浅表淋巴结结核分枝杆菌培养的结果。
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Construction and Validation of a Predictive Model for Culture Results of Mycobacterium Tuberculosis in Superficial Lymph Nodes.

Background: To establish and validate a nomogram for predicting the culture results of Mycobacterium tuberculosis in superficial lymph nodes.

Methods: The clinical data of patients with superficial lymph node tuberculosis admitted to Xi'an City Chest Hospital from November 23, 2018, to May 30, 2024, were selected and divided into a training set and a validation set according to a ratio of 7:3. Influencing factors were identified through multivariate logistic regression analyses. Using R version 4.3.2, we developed a predictive model and generated a nomogram based on this model. The performance of the nomogram was evaluated using receiver operating characteristic (ROC) curves, calibration curve analysis (CCA), and decision curve analysis (DCA).

Results: The positive rate of superficial lymph node tuberculosis culture was 23.0% (103/446). Multivariate Logistic regression analysis showed that anti-tuberculosis treatment duration (OR=0.98, 95% CI: 0.97 ~ 0.99), initial treatment or retreatment (OR=0.12, 95% CI: 0.05 ~ 0.28), and adenosine deaminase (OR=1.12, 95% CI: 1.03 ~ 1.22) were independent factors affecting the culture results of Mycobacterium tuberculosis in superficial lymph nodes. The areas under the ROC curves were 0.86 (95% CI: 0.82-0.91) for the training set and 0.89 (95% CI: 0.84-0.95) for the validation set. The P values of calibration curves were 1.000 and 0.961, respectively, and the predicted values were in good agreement with the actual values. The threshold probabilities of clinical decision curves were 3%~64% and 1%~68%, respectively.

Conclusion: The positive rate of Mycobacterium tuberculosis culture in superficial lymph nodes is low. The increase in retreatment patients and anti-tuberculosis treatment time are obstacle factors for Mycobacterium tuberculosis culture positivity, while an increase in adenosine deaminase is a promoting factor for Mycobacterium tuberculosis culture positivity. The nomogram model established based on these factors can be used to predict the results of Mycobacterium tuberculosis culture in superficial lymph nodes.

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来源期刊
Infection and Drug Resistance
Infection and Drug Resistance Medicine-Pharmacology (medical)
CiteScore
5.60
自引率
7.70%
发文量
826
审稿时长
16 weeks
期刊介绍: About Journal Editors Peer Reviewers Articles Article Publishing Charges Aims and Scope Call For Papers ISSN: 1178-6973 Editor-in-Chief: Professor Suresh Antony An international, peer-reviewed, open access journal that focuses on the optimal treatment of infection (bacterial, fungal and viral) and the development and institution of preventative strategies to minimize the development and spread of resistance.
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