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耐多药肺结核的临床及计算机断层扫描特征:一项中国的回顾性研究

Clinical and Computed Tomography Features Associated with Multidrug-Resistant Pulmonary Tuberculosis: A Retrospective Study in China.

作者信息

Li Chun-Hua, Fan Xiao, Lv Sheng-Xiu, Liu Xue-Yan, Wang Jia-Nan, Li Yong-Mei, Li Qi

机构信息

Department of Radiology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, People's Republic of China.

Department of Radiology, Chongqing Public Health Medical Center, Chongqing, People's Republic of China.

出版信息

Infect Drug Resist. 2023 Jan 30;16:651-659. doi: 10.2147/IDR.S394071. eCollection 2023.

DOI:10.2147/IDR.S394071
PMID:36743337
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9897068/
Abstract

PURPOSE

To explore the value of integrating clinical and computed tomography (CT) features to predict multidrug-resistant pulmonary tuberculosis (MDR-PTB).

PATIENTS AND METHODS

The study included 212 patients with MDR-PTB and 180 patients with drug-sensitive pulmonary tuberculosis (DS-PTB) who referred to our institute in China between January 2016 and March 2021. The clinical and CT characteristics were analyzed and compared between both groups. Multivariable logistic regression analysis was performed to identify independent factors that can be used to predict MDR-PTB. Furthermore, 115 patients admitted to another center from January 2019 to January 2022 were included as external validation cohort.

RESULTS

For clinical characteristics, five parameters were significantly different between the two groups (all < 0.05). With regard to CT features, nine parameters were significantly different between the two groups (all < 0.05). Multivariable logistic regression analysis using the aforementioned differential features showed that male sex, retreated history, longer duration of previous anti-TB treatment, lower CD4 T lymphocyte count, thick-walled cavity, centrilobular micronodules and tree-in-bud sign, bronchial stenosis, pleural and pericardial thickening were the most effective variations associated with MDR-PTB with an area under the curve (AUC) of 0.849 and accuracy of 78.6%. Furthermore, the external validation cohort that contains 115 patients obtained an AUC of 0.933 and accuracy of 81.7%.

CONCLUSION

MDR-PTB and DS-PTB have different clinical and imaging characteristics. A combined model incorporating these differential features can promptly diagnose MDR-PTB and develop subsequent therapeutic strategies.

摘要

目的

探讨整合临床特征与计算机断层扫描(CT)特征对预测耐多药肺结核(MDR-PTB)的价值。

患者与方法

本研究纳入了2016年1月至2021年3月间在中国我院就诊的212例耐多药肺结核患者和180例药物敏感肺结核(DS-PTB)患者。分析并比较了两组患者的临床和CT特征。采用多变量逻辑回归分析确定可用于预测耐多药肺结核的独立因素。此外,将2019年1月至2022年1月在另一个中心收治的115例患者作为外部验证队列。

结果

就临床特征而言,两组间有5个参数存在显著差异(均P<0.05)。关于CT特征,两组间有9个参数存在显著差异(均P<0.05)。使用上述差异特征进行的多变量逻辑回归分析显示,男性、复治史、既往抗结核治疗时间较长、CD4 T淋巴细胞计数较低、厚壁空洞、小叶中心微结节和树芽征、支气管狭窄、胸膜和心包增厚是与耐多药肺结核相关的最有效变量,曲线下面积(AUC)为0.849,准确率为78.6%。此外,包含115例患者的外部验证队列的AUC为0.933,准确率为81.7%。

结论

耐多药肺结核和药物敏感肺结核具有不同的临床和影像学特征。结合这些差异特征的联合模型可及时诊断耐多药肺结核并制定后续治疗策略。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ae0e/9897068/c876df176a13/IDR-16-651-g0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ae0e/9897068/3b82603384f7/IDR-16-651-g0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ae0e/9897068/eb29c841ed15/IDR-16-651-g0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ae0e/9897068/c876df176a13/IDR-16-651-g0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ae0e/9897068/3b82603384f7/IDR-16-651-g0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ae0e/9897068/eb29c841ed15/IDR-16-651-g0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ae0e/9897068/c876df176a13/IDR-16-651-g0003.jpg

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Differentiating between drug-sensitive and drug-resistant tuberculosis with machine learning for clinical and radiological features.利用机器学习根据临床和放射学特征鉴别药物敏感型和耐药型肺结核。
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FEATURES OF THE RESISTANT FORMS OF A SPECIFIC PROCESS AMONG CHILDREN AND TEENAGERS FROM THE MULTIDRUG-RESISTANT TUBERCULOUS INFECTION FOCI: CLINICAL PICTURE AND DIAGNOSTICS.
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Analysis of CD4 and CD8 expression in multidrug-resistant tuberculosis infection with diabetes mellitus: An experimental study in mice.糖尿病合并耐多药结核病感染中CD4和CD8表达的分析:一项小鼠实验研究
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