Differences in pulmonary cavity features among drug-sensitive pulmonary tuberculosis and multidrug/extensively-resistant pulmonary tuberculosis: a multi-national multi-center computed tomography-based study
Original Article

Differences in pulmonary cavity features among drug-sensitive pulmonary tuberculosis and multidrug/extensively-resistant pulmonary tuberculosis: a multi-national multi-center computed tomography-based study

Sheng-Nan Tang1, Xi-Ling Huang1,2,3, Alena Skrahina4, Qiu-Ting Zheng5, Aleh Tarasau4, Dzmitry Klimuk4, Sofia Alexandru6, Valeriu Crudu6,7, Michael Harris8, Darrell E. Hurt8, Irada Akhundova9, Zaza Avaliani10,11, Sergo Vashakidze10,12, Natalia Shubladze10, Guang-Ping Zheng13, Xiao-Hui Bao13, Andrei Alexandru Muntean14,15, Irina Strambu16, Dragos-Cosmin Zaharia15,16, Eugenia Ghita16, Miron Bogdan16, Roxana Munteanu16, Victor Spinu16, Alexandra Cristea16, Catalina Ene16, Valery Kirichenko17, Eduard Snezhko17, Vassili Kovalev17, Alexander Tuzikov17, Andrei Gabrielian8, Alex Rosenthal8, Pu-Xuan Lu5#, Aliaksandr Skrahin4,18#, Yì Xiáng J. Wáng1# ORCID logo

1Department of Imaging and Interventional Radiology, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong SAR, China; 2Department of Ultrasonic Medicine, West China Second University Hospital of Sichuan University, Chengdu, China; 3Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Ministry of Education, Chengdu, China; 4Republican Scientific and Practical Centre of Pulmonology and Tuberculosis, Minsk, Republic of Belarus; 5Shenzhen Center for Chronic Disease Control, Shenzhen, China; 6Institute of Pneumology, Chisinau, Republic of Moldova; 7Nicolae Testemitanu State University of Medicine and Pharmacy, Chișinău, Republic of Moldova; 8Office of Cyber Infrastructure and Computational Biology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA; 9Scientific Research Institute of Lung Diseases, Ministry of Health, Baku, Republic of Azerbaijan; 10The National Center for Tuberculosis and Lung Diseases, Tbilisi, Republic of Georgia; 11Department of Medicine, European University, Tbilisi, Georgia; 12Department of Medicine, The University of Georgia, Tbilisi, Georgia; 13Department of Radiology, The Third People’s Hospital of Shenzhen, Shenzhen, China; 14The “Cantacuzino” National Military Medical Institute for Research and Development, Bucharest, Romania; 15The “Carol Davila” University of Medicine and Pharmacy, Bucharest, Romania; 16Marius Nasta Pneumophtisiology Institute, Ministry of Health, Bucharest, Romania; 17United Institute of Informatics Problems, National Academy of Sciences of Belarus, Minsk, Republic of Belarus; 18Belarusian State Medical University, Minsk, Republic of Belarus

Contributions: (I) Conception and design: YXJ Wáng; (II) Administrative support: M Harris, DE Hurt, V Kirichenko, E Snezhko, V Kovalev, A Tuzikov, A Gabrielian, A Rosenthal, PX Lu; (III) Provision of study materials or patients: A Skrahina, QT Zheng, A Tarasau, D Klimuk, S Alexandru, V Crudu, I Akhundova, Z Avaliani, S Vashakidze, N Shubladze, GP Zheng, XH Bao, I Strambu, DC Zaharia, AA Muntean, E Ghita, M Bogdan, R Munteanu, V Spinu, A Cristea, C Ene, PX Lu, A Skrahin; (IV) Collection and assembly of data: SN Tang, XL Huang, A Gabrielian, A Rosenthal, PX Lu, A Skrahin; (V) Data analysis and interpretation: SN Tang, XL Huang, A Gabrielian, YXJ Wáng; (VI) Manuscript writing: All authors; (VII) Final approval of manuscript: All authors.

#These authors contributed equally to this work.

Correspondence to: Yì Xiáng J. Wáng, MD. Department of Imaging and Interventional Radiology, Faculty of Medicine, The Chinese University of Hong Kong, 30-32 Ngan Shing Street, Shatin, New Territories, Hong Kong SAR, China. Email: yixiang_wang@cuhk.edu.hk; Aliaksandr Skrahin, MD. Republican Scientific and Practical Centre of Pulmonology and Tuberculosis, Dolginovsky Tract, 157, Minsk 220080, Republic of Belarus; Belarusian State Medical University, Minsk, Republic of Belarus. Email: aliaksandr.skrahin@gmail.com; Pu-Xuan Lu, MD. Shenzhen Center for Chronic Disease Control, No. 2021 Buxin Road, Shenzhen 518001, China. Email: lupuxuan@126.com.

Background: Pulmonary cavities (PC) are known to be more prevalent among multidrug-resistant pulmonary tuberculosis (MDR)/extensively drug-resistant tuberculosis (XDR) patients than among drug-sensitive tuberculosis (DS) patients. This study aims to clarify how the interaction between Mycobacterium tuberculosis aggressiveness and tuberculosis history causes the PC prevalence and pattern differences between DS patients and MDR/XDR patients.

Methods: Eastern European patient data were from the NIAID TB (National Institute of Allergy & Infectious Diseases Tuberculosis) Portals Program registered before January 2019. Chinese patients were from Shenzhen, China, treated between April 2017 and February 2019. There were in total 244 DS cases (222 new patients and 22 previously treated patients), 344 MDR cases (188 new patients and 156 previously treated patients), and 155 XDR cases (36 new patients and 119 previously treated patients). The first chest computed tomography (CT) images were analysed. PC were counted only for those with a lumen diameter >5 mm. Multiple cavities in a single consolidation were counted as one cavity. Calcified lesions in the lungs, as a sign of chronicity, were also recorded.

Results: In new patients, there was no difference in lung lesion calcification prevalence among DS (13.5%), MDR (14.4%), and XDR (13.9%). In previously treated patients, lung calcification prevalence was 36.4% for DS, 44.9% for MDR, and 45.4% for XDR. For new patients, the PC prevalence was higher for MDR cases than for DS cases (41% vs. around 25%). For treated patients, PC prevalence increased to 36.4% for DS cases, to 57% for MDX cases, and to 71.4% for XDR cases. For new patients, the mean PC number for positive cases was DS: 1.66, MDR: 2.79, XDR: 2.69. For treated cases, the mean PC number for positive cases was DS: 2.13, MDR: 2.58, XDR: 2.47. For new patients, the mean PC diameter (in mm) for positive cases was DS: 15.4, MDR: 16.9, XDR: 17.5. For treated cases, the mean PC diameter (in mm) for positive cases was DS: 19.0, MDR: 20.8, XDR: 25.6. The number of lung fields with PC lesion was higher for MDR cases than for DS cases. PC number ≥2 had a specificity of around 92.3% for new patients, and around 81.0% for previously treated patients, suggesting the diagnosis of MDR/XDR.

Conclusions: MDR/XDR patients exhibit significantly higher PC prevalence and more extensive pulmonary involvement compared to DS patients, which are not totally determined by the length of disease history. Compared with literature reports, the prevalence of PC and the PC number per positive case were comparatively low in this study. Taking all results together, PC number ≥3 offers reasonable specificity for suggesting the diagnosis of MDR, though the sensitivity would be low.

Keywords: Cavity; computed tomography (CT); drug-sensitive tuberculosis (DS); multidrug-resistant tuberculosis (MDR)


Submitted Nov 11, 2025. Accepted for publication Dec 23, 2025. Published online Feb 26, 2026.

doi: 10.21037/jtd-2025-aw-2331


Highlight box

Key findings

• Multidrug-resistant tuberculosis (MDR)/extensively drug-resistant tuberculosis (XDR) pulmonary tuberculosis (PTB) patients exhibit significantly higher lung cavity prevalence and more extensive pulmonary involvement compared to drug-sensitive tuberculosis (DS) PTB patients and which are not totally determined by the length of disease history.

What is known and what is new?

• Prevalence of lung cavity is higher among MDR/XDR PTB patients than among DS PTB patients.

• For new patients, the pulmonary cavity (PC) prevalence was higher for MDR cases than for DS cases (41% vs. around 25%). For treated patients, PN prevalence increased to 36.4% for DS cases, to 57% for MDR cases, and to 71.4% for XDR cases. For new patients, the mean PC number for positive cases was DS: 1.66, MDR: 2.79, XDR: 2.69. For treated cases, the mean PC number for positive cases was DS: 2.13, MDR: 2.58, XDR: 2.47.

What is the implication, and what should change now?

• In PTB patients, when lung cavity number is ≥3, a possible diagnosis of drug-resistance should be suggested.


Introduction

Tuberculosis (TB) remains a major infectious threat to global health, affecting about 10.7 million people which caused 1.2 million people died in 2024, making it the world’s leading cause of death from a single infectious agent (Mycobacterium TB) (1). The emergence of drug-resistant TB (DR) increases the burden of TB control. Multidrug-resistant TB (MDR) refers to TB infection resistant to at least two first-line anti-TB drugs, isoniazid and rifampicin. Extensively drug-resistant TB (XDR) is defined as TB that has evolved resistance to rifampin and isoniazid, as well as to any members of the quinolone family and at least one of the second-line injectable drugs: kanamycin, amikacin, and capreomycin. Of all MDRs, XDR accounts for 4–20% of these infections (1-3). When resistant mutants arise during treatment with anti-TB drugs, it is considered as acquired resistance (previously treated MDR-TB). Patients infected with an already drug-resistant strain develop primary resistance (new MDR-TB), which is observed in newly diagnosed TB patients. It has been estimated that globally 3.5% (which can be much higher in some regions) of newly diagnosed TB patients, and 20.5% of previously treated patients, are MDR-TB (1,4). There have been interests to use chest imaging as a supporting tool to suggest the diagnosis of DR (5). A number of published articles described the potential chest imaging feature differences between drug-sensitive TB (DS) and DR (5-18). It has been suggested that MDR cases tend to have more extensive disease (5). XDR overall appears even more aggressive than MDR, with a greater number of cavities, larger cavities, and cavities of thicker wall (5,15).

However, the reported radiological feature differences between DS and MDR are likely having been confounded by that MDR cases tend to have a longer history prior to being diagnosed as MDR. In a computed tomography (CT) study conducted in China, Li et al. (19) studied 212 patients with MDR and 180 patients with DS. Previously treated patients accounted for 75.9% of the MDR cases and 35.0% of the DS cases. The duration of previous anti-TB treatment (months) was 8.0±12.0 for MDR cases and 1.0±2.0 for DS cases. In a chest radiograph study in Indonesia, Zuhriyyah et al. (20) compared the chest radiograph findings of children (<18 years old) with 38 DS patients and 31 DR patients [rifampicin-resistant (RR) =6, MDR =20, pre-XDR =4, XDR =1]. Calcification, a sign for chronicity, was observed in 23% (7/31) of DR patients, while in only 5% (2/38) of DS patients. Fibrosis, also a sign for chronicity, was observed in 42% (13/31) of DR patients, while in only 13% (5/38) of DS patients. In a CT study conducted in Indonesia with 36 DS and 34 MDR patients, Messah et al. (21) reported that, bronchiectasis, a sign of chronicity, was more common in MDR patients (88.2%) than in DS patients (58.3%). Fibrosis distribution was also wider among MDR patients than among DS patients. In a CT study conducted in Korea, Shin et al. (22) investigated 90 patients with new MDR patients and 90 age- and sex-matched patients with new DS. Fibrotic scar was noted in 46.7% of MDR patients and in 36.7% of DS patients. Bronchiectasis was noted in 32.2% of MDR patients and in 20% of DS patients. In a CT study conducted in Iran, Mehrian et al. (23) compared CT findings of MDR (n=28) and XDR (n=17) patients. Patients with XDR had more parenchymal calcification (64.7% vs. 28.6%). In a study on MDR cases in India, Jain et al. (24) described that, with the introduction of molecular diagnostic tools for the upfront diagnosis of all TB cases, there was a substantial reduction in the median time from the onset of symptoms to diagnosis between 2015 and 2020. In 2015, a higher frequency of cases exhibited cavitations, bronchiectasis, and fibrosis on chest radiograph compared to the findings in 2020. A higher occurrence of significantly advanced cases was noted in 2015 in contrast to 2020. The mean cavity size in 2015 measured 6.73 cm, while in 2020 it averaged 4.06 cm. Bronchiectasis was noted in 90% of the 2015 cohort, and in 64.3% of the 2020 cohort. All these reports described in this paragraph suggest that the more extensive lesions seen in MDR patients might be at least partly due to the fact that they had a longer TB disease history. Most existing literature cannot clearly establish whether MDR patients intrinsically have more extensive pathologies, or the higher prevalence and extent of lung lesions in MDR patients are purely due to that MDR cases are associated with a longer disease history and less responsive to first line anti-TB treatment.

We tried to investigate whether DR TB is intrinsically ‘more aggressive’ than DS TB. In the ‘Dalian study’ conducted in 2022 (25), we analysed the lung CT feature differences of DS vs. DR patients from a well-defined urban region in Dalian, China. There were 33 consecutive new DR cases (inclusive of RR and MDR cases), with 19 cases having a history of <1 month and 8 and 6 cases having a history of 1–6 and >6 months respectively. To pair the MDR cases according to the disease history length, disease history length matched 33 DS patients were included. The first CT exams prior to treatment were analyzed. In the ‘Guangzhou study’ conducted in China in 2024 (26), we retrieved CT data of consecutive new DR cases (n=46, inclusive of RR and MDR cases), and according to the electronic case archiving system records, the TB history was ≤3 months till the first CT scan was taken. To pair the MDR-pulmonary TB (PTB) cases with assumed equal disease history length, we retrieved data of 46 DS patients. The ‘Dalian study’ and the ‘Guangzhou study’ showed higher prevalence and wider distribution of lesions of pulmonary nodular (PN) consolidation and pulmonary cavity (PC) among DR patients than among DS patients, even though DR patients and DS patients had similar TB history length (25,26). Most recently, we reported an analysis utilizing the TB patient data in the NIAID (National Institute of Allergy & Infectious Diseases, USA) TB Portals Program (TBPP, https://tbportals.niaid.nih.gov/) dataset (27), and added 135 TB patients from Shenzhen, China (28). Calcified lesions in the lungs, as a sign of chronicity, were recorded. In new patients, there was no difference in lung lesion calcification prevalence among DS and MDR. In previously treated patients, lung calcification prevalence was higher among MDR and XDR patients. It was noted that, (even) for new patients, the PN prevalence was higher for MDR/XDR cases than for DS cases (around 70% vs. around 39%). For new patients, the mean PN number for positive cases was DS: 2.38, MDR: 2.89, XDR: 2.72. The number of lung fields with PN lesion was higher for MDR cases than for DS cases. PN lesions were even more widely spread in XDR cases than in MDR cases, even for new patients (28). Our additional analysis of literature suggests that a trend may exist that the frequency of lung lesions is: DS < RR < MDR < XDR, even when the TB history length is similar between DR and DS patients (28). We thus conclude that DR TB are intrinsically ‘more aggressive’ than DS TB. The more extensive lesions commonly seen among DR patients might be due to a combination of DR TB being intrinsically ‘more aggressive’ and MDR cases being commonly associated with a longer TB disease history and less responsive to first line anti-TB treatment.

Following the of emergence these new evidences, and utilizing the same NIAID (USA) TB Portals Program data and the 135 Chinese TB patients as described in our recent study (28), the current study investigates the PC prevalence and distribution pattern among DS, MDR, and DXR patients, and studies how PC pattern can suggest the diagnosis of DR TB.


Methods

Data resource

This is a retrospective analysis of available convenience patient data. We used the same patient data as our recent report (28). Eastern European TB patient data were from the NIAID (USA) TB Portals Program (TBPP, https://tbportals.niaid.nih.gov/) dataset (all patients registered in the database before January 2019 and with lung CT data). In this article, Eastern European countries refer to Belarus, Moldova, Romania, Azerbaijan, and Georgia. Chinese patients were from The Third People’s Hospital of Shenzhen and the Shenzhen Center for Chronic Disease Control, Shenzhen, China, treated between April 2017 and February 2019. The study was conducted in accordance with the Declaration of Helsinki and its subsequent amendments. The study was approved by ethics boards of The Third People’s Hospital of Shenzhen and the Shenzhen Center for Chronic Disease Control. Informed consent was waived due to the retrospective nature of this study. We excluded patients with unsatisfactory images or without drug susceptibility test (DST). We also excluded patients with human immunodeficiency virus (HIV) (+) status. Finally, 743 eligible patients (489 men and 254 women; mean age, 40.0±14.8 years) were included. According to the history of the previous anti-TB treatment, the patients were categorized into new cases (446 cases) and previously treated cases (297 cases). The Chinese patients were all new cases. For new patients, the interval days between the first CT chest scan and anti-TB treatment starting date were recorded, and the new patients were further classified into three groups: (I) the first CT was done before anti-TB treatment; (II) the first CT was done after anti-TB treatment started but the interval between CT scan and treatment initiation was ≤14 days; (III) the first CT was done after ant-TB treatment started and the interval was >14 days. The patient enrolment process and patient baseline are shown in Figure 1 and Table 1.

Figure 1 PTB patient data utilized in the current study [re-used with permission from Tang et al. (28)]. Pre-treated: previously treated. tr: anti-TB treatment. tr-CT: the interval time in days (d) between the anti-TB treatment initiation and the first CT scan was acquired. CT before tr: first CT scan was acquired before the anti-TB treatment started. CT after tr: first CT scan was acquired after the anti-TB treatment started. DS, drug-sensitive; DST, drug susceptibility test; HIV, human immunodeficiency virus; MDR, multidrug-resistant; pts, patients; PTB, pulmonary tuberculosis; TB, tuberculosis; XDR, extensively drug resistant.

Table 1

Source of the pulmonary tuberculosis cases analyzed in this study

Groups DS (n=244) MDR (n=344) XDR (n=155) Total (n=743)
Gender
   Male 148 232 109 489
   Female 96 112 46 254
Age, years 40.1±16.7* 40.0±14.2* 40.0±12.9* 40.0±14.8
Country
   China 108 26 1 135
   Azerbaijan 12 15 4 31
   Belarus 111 223 122 456
   Georgia 1 2 0 3
   Moldova 1 12 2 15
   Romania 11 66 26 103
Treatment
   New cases 222 188 36 446
   Previously treated 22 156 119 297

Data are presented as number or mean ± SD. *, P=0.98. Data are from Eastern European countries (NIH-NIAID database, https://tbportals.niaid.nih.gov/) and Shenzhen, China. Re-used with permission from Tang et al. (28). DS, drug-sensitive tuberculosis; MDR, multidrug resistant tuberculosis; NIH-NIAID, National Institutes of Health-National Institute of Allergy & Infectious Diseases; SD, standard deviation; XDR, extensively drug resistant tuberculosis.

Chest CT reading

For all the patients, the first CT scan images were used and read in consensus by a radiology trainee (S.N.T.) and a specialist radiologist (Y.X.J.W.). This study focused on the CT feature of PC. As described earlier (25,26), a PC was a gas-filled space, seen as a lucency area within pulmonary consolidation or a nodule. PC was counted only for those with a lumen diameter >5 mm. Multiple cavities in a single consolidation was counted as one cavity. Moth-eaten cavities are characterized by multiple, small, irregularly shaped cavities within an area of lung consolidation. Moth-eaten cavities are more likely to be numerous, these usually small cavities in one consolidation were together counted as one cavity. A PC with a PN was counted as both one PC and one PN. PC was also differentiated from bulla and cyst with a thin wall. The number was counted for each patient. The diameter for each PC was measured on axial CT images showing the largest size. When a nodule and a cavity coexist, we consider it to be a thick-walled cavity when the cavity accounts for more than 60 per cent of the volume of the nodule; otherwise, we consider it a nodule combined with cavity. Thick-walled cavities and thin-walled cavities are distinguished based on a boundary of 3 mm (wall thickness measurement is based on the thickest wall of the cavity). A non-walled cavity was a gas-filled space often in a large area of opacification lacking a visible surrounding wall. Examples of the PC are shown in Figures 2,3. Location of each PC was also recorded based on the natural anatomy of lung lobes. In addition to the comparison of PC features among DS, MDR, and XDR patients, a comparison was made between DS patients from China and DS patients from Eastern Europe.

Figure 2 Examples of PC morphology classification in tuberculosis patients (A-G). Thick-walled cavity (A,E,F), thin-walled cavity (B,G), moth-eaten cavity (C), no wall cavity (D). PC, pulmonary cavities.
Figure 3 Examples of PC in tuberculosis patients with maximum diameter labeled. (A-H) Cavities of various sizes. PC, pulmonary cavities.

Cases with apparent calcified lesions in the lungs were also recorded in our earlier analysis (28) and re-used in the current study.

Statistical analysis

Data analysis was processed using GraphPad Software (GraphPad Software Inc., San Diego, CA, USA). Categorical and continuous variables were analyzed by the Chi-squared test and Mann-Whitney U test, respectively. Receiver operating characteristic (ROC) curve analysis was used to determine the diagnostic performance, reporting the area under the ROC and optimal cut-off values with sensitivity and specificity.


Results

As reported earlier (28), for new patients, lung calcification prevalence on lung CT was slightly and statistically non-significantly more common among Eastern European cases than among Chinese patients (16.2% vs. 13.9%), suggesting that Eastern European cases could have a slightly longer disease history. For DS patients, the PC prevalence and PC number per positive case were slightly and statistically non-significantly higher among Chinese patients than among Eastern European patients (Figure 4). Due to the statistical insignificance, Chinese patients and Eastern European cases were grouped together for further analysis.

Figure 4 DS patient comparison of Eastern European cases and Chinese cases for PC prevalence according to PC number per positive case (A) and the lung calcification prevalence (B). All the patients were new patients (Chinese patients did not have previously treated patients). The PC prevalence and PC number per positive cases were slightly and statistically non-significantly higher among Chinese patients than among Eastern European patients (A). (B) is re-used with permission from Tang et al. (28), showing with the prevalence of lung calcification prevalence is slightly higher among Eastern European patients which suggests that the Eastern European patients might have had a longer disease history. Overall, this graph shows the CT data of Eastern European patients and Chinese patients are broadly comparable. Pa=0.62, Pb=0.74, Pc=0.21. CT, computed tomography; DS, drug-sensitive; PC, pulmonary cavities.

For the new DS patients, the PC prevalence and mean PC number per PC positive case were almost the same for cases without anti-TB treatment, cases with ≤14 days anti-TB treatment, and all new DS cases, being between 24% and 25% for prevalence and around 1.65 for mean PC number (Table 2, Figure 5). However, cases without anti-TB treatment had smaller cavity diameter, probably suggesting patients without anti-TB treatment had a shorter TB history. For the new DR cases, the PC prevalence was 27.13% for cases without anti-TB treatment, 29.66% cases with ≤14 days of anti-TB treatment, and 59% for cases with >14 days of anti-TB treatment, suggesting patients without anti-TB treatment had a shorter TB history and administered anti-TB treatment was not effective for the treated patients.

Table 2

Comparison of PC features among different treatment subgroups for new patients (n=446)

PC pattens vs. CT scan date DS MDR + XDR P value
CT scanned before treatment (67.5%, 301/446) n=172 n=129
   Prevalence 24.42 [42] 27.13 [35] 0.67
   PC number
    Mean 1.64 2.37 0.23
    Median 1 1
   PC diameter
    Mean (mm) 12.79 15.68 0.22
    Maximum (mm) 14.70 20.91 0.34
CT prior to (n=301) or within 14 days of treatment (n=29) (74.0%, 330/446) n=185 n=145
   Prevalence 24.32 [45] 29.66 [43] 0.28
   PC number
    Mean 1.73 2.40 0.33
    Median 1 1
   PC diameter
    Mean (mm) 13.96 16.32 0.31
    Maximum (mm) 16.52 22.09 0.50
All cases (n=446) n=222 n=224
   Prevalence 25.23 [56] 40.18 [90] 0.001
   PC number
    Mean 1.66 2.78 0.003
    Median 1 2
   PC diameter
    Mean (mm) 15.40 17.00 0.06
    Maximum (mm) 18.26 24.83 0.35

Data are presented as % [n] unless otherwise indicated. , based on positive cases. especially refers to anti-TB drug treatment. All cases mean patients with CT scanned before tr (n=301), tr began ≤14 days (n=29), tr >14 days (n=116). CT, computed tomography; DS, drug-sensitive tuberculosis; MDR, multidrug-resistant tuberculosis; PC, pulmonary cavities; TB, tuberculosis; tr, anti-TB treatment; XDR, extensively drug-resistant tuberculosis.

Figure 5 A comparison for new patients with first CT image taken (I) before anti-TB treatment, (II) with anti-TB treatment ≤14 days (≤14 d pts); (III) all-inclusive new patients (CT scanned before tr: n=301, tr began ≤14 days: n=29, tr >14 days: n=116). (A) Cavity number per cavity-positive patient; (B) cavity size per cavity-positive patient. For the new DS patients, the PC prevalence and mean PC number per PN positive case were almost the same for cases without anti-TB treatment, cases with ≤14 days anti-TB treatment, and all new DS cases. For the new DR cases, cases had anti-TB treatment during the current course had higher cavity number and slightly larger diameter. CT, computed tomography; DR, drug-resistant tuberculosis; DS, drug-sensitive tuberculosis; MDR, multidrug-resistant tuberculosis; No., number; PC, pulmonary cavities; PN, pulmonary nodular consolidation; pts, patients; TB, tuberculosis; tr, anti-TB treatment; XDR, extensively drug-resistant tuberculosis.

The prevalence of PC for DS and DR cases are shown in Table 3 and Figure 6. The PC prevalence was higher among DR cases than among DS cases, both for new patients and previously treated patients. Previously treated patients had a higher PC prevalence than new patients. New DS patients had the lowest PC prevalence of around 25%, while previously treated XDR patients had the highest PC prevalence of around 71%.

Table 3

Prevalence, numbers and diameter of PC between DS, MDR, and XDR patients

Variables of patients DS MDR XDR P value P value
New cases n=222 n=188 n=36
   Prevalence 25.23 [56] 40.96 [77] 36.11 [13] 0.001 0.59
   Number§
    Mean 1.66 2.79 2.69 0.007 0.49
    Median 1 2 2
   Diameter§
    Mean (mm) 15.40 16.91 17.53 0.44 0.63
    Maximum (mm) 18.26 24.79 25.07 0.08 0.82
   Calcification 13.51 [30] 14.36 [27] 13.89 [5] 0.81 0.94
Previously-treated cases n=22 n=156 n=119
   Prevalence 36.36 [8] 57.05 [89] 71.43 [85] 0.07 0.01
   Number§
    Mean 2.13 2.58 2.47 0.79 0.95
    Median 1.5 2 2
   Diameter§
    Mean (mm) 18.98 20.82 25.68 0.87 0.06
    Maximum (mm) 31.21 28.57 33.96 0.92 0.052
   Calcification 36.36 [8] 44.87 [70] 45.38 [54] 0.45 0.93
All cases n=244 n=344 n=155
   Prevalence 26.23 [64] 48.26 [166] 63.23 [98] <0.001 0.002
   Number§
    Mean 1.72 2.68 2.50 0.004 0.93
    Median 1 2 2
   Diameter§
    Mean (mm) 15.84 19.00 24.60 0.048 0.004
    Maximum (mm) 19.88 26.81 32.78 0.007 0.01
   Calcification 15.57 [38] 28.2 [97] 38.06 [59] <0.001 0.03

Data are presented as % [n] unless otherwise indicated. , comparison between DS and MDR. , comparison between MDR and XDR. §, data were mean of positive cases. All cases mean both the new cases and previously treated cases. DS, drug-sensitive tuberculosis; MDR, multidrug-resistant tuberculosis; PC, pulmonary cavities; XDR, extensively drug resistant tuberculosis.

Figure 6 Prevalence of PC among DS and among DR patients. (A) New cases and pre-treated cases presented separately. (B) New cases and pre-treated cases presented together. The prevalence of PC was higher for previously treated cases than for new cases. DR cases had a higher PC prevalence than DS cases. DR, drug-resistant tuberculosis; DS, drug-sensitive tuberculosis; MDR, multidrug-resistant tuberculosis; PC, pulmonary cavities; XDR, extensively drug-resistant tuberculosis.

The median number, mean number of PC for DS and DR cases are shown in Table 3 and Figure 7. The mean and median PC numbers were higher among DR cases only among new cases. For PC positive cases, there was no difference in mean and median PC numbers for DS previously treated cases and DR previously treated cases. For PC positive cases, the median PC number among DS new patients was 1, while the median PC number among other categories of patients was all 2. The maximum PC number was 7 among DS cases, and PC number ≥8 was only seen among DR patients.

Figure 7 Number of PC per PC positive case among DS and among DR patients [(A-C) median and scatter plot; (D-F) mean and 95% confidence interval]. The mean and median PC numbers were higher among DR cases only among new cases. There was no difference in mean and median PC numbers for DS previously treated cases and DR previously treated cases. There were great variations in PC numbers for each group. “Total cases” means both new patients and previously treated (pre-treated) cases. DR, drug-resistant tuberculosis; DS, drug-sensitive tuberculosis; MDR, multidrug-resistant tuberculosis; PC, pulmonary cavities; XDR, extensively drug-resistant tuberculosis.

The mean diameter and maximum diameter of PC for DS and DR cases are shown in Table 3, Figures 8,9. For both mean diameter and maximum diameter, there was a trend that: DS < MDR < XDR. For previously treated patients, calcification was more prevalent in DR cases (DS =36.36%, MDR =44.87%, XDR =45.38%, Table 3), suggesting that the severity of PC lesion (i.e., cavity size) could be partially explained by that the DR patients had a longer disease history. The maximum PC diameter was mostly <70 mm, and a maximum PC diameter ≥75 mm was only seen among DR patients.

Figure 8 Mean and maximum diameter of PC among DS and DR patients [(A-F) mean diameter, (G-L) maximum diameter; (A-C,G-I) mean and 95% confidence interval; (D-F,J-L) median and scatter plot]. For both mean diameter and maximum diameter, there is a trend that: DS < MDR < XDR. However, there were great variations in PC diameters for each group. “Total cases” means both new patients and previously treated (pre-treated) cases. DR, drug-resistant tuberculosis; DS, drug-sensitive tuberculosis; MDR, multidrug-resistant tuberculosis; PC, pulmonary cavities; XDR, extensively drug-resistant tuberculosis.
Figure 9 Prevalence of PC of certain sizes in DS, MDR, and XDR patients. X-axis: PC diameter in mm. Y-axis: percentage prevalence of PC number of ≥1 (A1-C1), ≥2 (A2-C2), ≥3 (A3-C3), and ≥4 (A4-C4). (A1-A4) New cases. (B1-B4) Previously treated cases. (C1-C4) All cases. “All cases” means both new patients and previously treated (pre-treated) cases. DS, drug-sensitive tuberculosis; MDR, multidrug-resistant tuberculosis; PC, pulmonary cavity; XDR, extensively drug-resistant tuberculosis.

Differences in PC patterns between DS, MDR, and XDR patients are shown in Table 4 and Figure 10. Thick-walled PC was the most common pattern for all DS, MDR, and XDR cases, followed by thin-walled PC. In proportion, thin-walled PC proportion decreased from DS to MDR, and to XDR, while thick-walled PC proportion increased from DS to MDR, and to XDR.

Table 4

Cavity wall patterns in DS, MDR, and XDR

Cavity types DS (n=110) MDR (n=445) XDR (n=245)
New pts (n=93) Trt pts (n=17) New pts (n=215) Trt pts (n=230) New pts (n=35) Trt pts (n=210)
Thick-walled cavity 48 (51.6) 7 (41.2) 129 (60.0) 133 (57.8) 24 (68.6) 145 (69.0)
Thin-walled cavity 30 (32.3) 5 (29.4) 61 (28.4) 67 (29.1) 5 (14.3) 35 (16.7)
Non-walled cavity 6 (6.5) 4 (23.5) 10 (4.7) 16 (7.0) 2 (5.7) 14 (6.7)
Moth-eaten cavity 10 (10.8) 1 (5.9) 15 (7.0) 14 (6.1) 4 (11.4) 16 (7.6)

Data are cavity numbers (percentage), and the percentage is calculated according to the total cavity in each patient category. DS, drug-sensitive tuberculosis; MDR, multidrug-resistant tuberculosis; pts, patients; trt pts, previously treated patients; XDR, extensively drug resistant tuberculosis.

Figure 10 Proportional difference in PC patterns between DS, MDR, and XDR cases. (A) New cases; (B) pre-treated cases; (C) all cases. n: total number of cavities assessed. “All cases” means both new patients and previously treated (pre-treated) cases. DS, drug-sensitive tuberculosis; MDR, multidrug-resistant tuberculosis; PC, pulmonary cavity; XDR, extensively drug-resistant tuberculosis.

The lung field distribution of PC is shown in Table 5. For both DS and DR patients, PC was most commonly seen in the upper right lobe. In relative terms, PCs were more commonly seen in the lower lobes for DR cases than for DS cases. PCs were more commonly seen in the left upper lobe for DR cases than for DS cases. The number of lung fields with PC lesion was higher for DR cases than for DS cases. DR cases were more likely to have bilateral PC lesions.

Table 5

Cavity distribution of different drug resistant types of pulmonary tuberculosis

Diseased lobes DS MDR XDR Total
All cases n=66 n=154 n=99 n=319
   Upper right lobe 42 (63.64) 93 (60.39) 51 (51.52) 186 (58.31)
   Upper left lobe 26 (39.39) 84 (54.55) 50 (50.51) 160 (50.16)
   Middle right lobe 1 (1.52) 9 (5.84) 9 (9.09) 19 (5.96)
   Lower right lobe 14 (21.21) 44 (28.57) 30 (30.30) 88 (27.59)
   Lower left lobe 7 (10.61) 31 (20.13) 23 (23.23) 61 (19.12)
   Lung lobes 1.36±0.80 1.69±0.94 1.65±0.96 1.61±0.93
   Involved lung lobes >3 8 (12.12) 31 (20.13) 20 (20.2) 59 (18.5)
   Bilateral lung involved 13 (19.70) 47 (30.52) 28 (28.28) 88 (25.39)
New cases n=57 n=71 n=13 n=141
   Upper right lobe 35 (61.40) 45 (63.38) 4 (30.77) 84 (59.57)
   Upper left lobe 19 (33.33) 37 (52.11) 7 (53.85) 63 (44.68)
   Middle right lobe 1 (1.75) 4 (5.63) 2(15.38) 7 (4.96)
   Lower right lobe 13 (22.81) 21 (29.58) 5 (38.46) 39 (27.66)
   Lower left lobe 7 (12.28) 13 (18.31) 3 (23.08) 23 (16.31)
   Lung lobes 1.32±0.81 1.69±0.90 1.62±1.12 1.53±0.90
   Bilateral lung involved 8 (14.04) 23 (32.39) 4 (30.77) 35 (24.82)
Previously-treated cases n=9 n=83 n=86 n=178
   Upper right lobe 7 (77.78) 48 (57.83) 47 (54.65) 102 (57.30)
   Upper left lobe 7 (77.78) 47 (56.63) 43 (50.00) 97 (54.49)
   Middle right lobe 0 5 (6.02) 7 (8.14) 12 (6.74)
   Lower right lobe 1 (11.11) 23 (27.71) 25 (29.07) 49 (27.53)
   Lower left lobe 0 18 (21.69) 20 (23.26) 38 (21.35)
   Lung lobes 1.67±0.71 1.70±0.97 1.65±0.94 1.67±0.94
   Bilateral lung involved 5 (55.56) 24 (28.92) 24 (27.91) 53 (29.92)

Data are represented as positive cases (percentage) or mean ± standard deviation except otherwise indicated. All analyses are based on cavity positive cases. DS, drug-sensitive tuberculosis; MDR, multidrug-resistant tuberculosis; XDR, extensively drug resistant tuberculosis.

Taking together the PN results from our earlier report (28), the correlation between PC and PN is shown in Figure 11. For DS patients, the Pearson r for correlation between PC and PN was 0.03, not statistically significant. For DR patients, the Pearson r for correlation between PC and PN was 0.15 (P=0.001).

Figure 11 Correlation between PN and PC numbers in DS and DR (MDR + XDR) tuberculosis patients (both new patients and previously treated patients). For DS patients (n=244), the Pearson r for correlation between PC and PN is 0.03, not statistically significant. For DR patients (n=499), the Pearson r for correlation between PC and PN is 0.15 (P=0.001). Note that one dot in this graph may represent multiple patients. DR, drug-resistant tuberculosis; DS, drug-sensitive tuberculosis; MDR, multidrug-resistant tuberculosis; PC, pulmonary cavity; PN, pulmonary nodular consolidation; XDR, extensively drug-resistant tuberculosis.

Based on the data in this article and the PN results from our earlier report (28), the area under the receiver operating characteristic curve (AUROC) are shown in Figure 12, the ROC analysis results for using PC numbers to suggest a diagnosis for DR are shown in Table 6. For new patients, PC number ≥2 had a specificity of around 92.3% and a sensitivity of 21.9% suggesting the diagnosis of MDR/XDR. For previously treated, PC number ≥2 had a specificity of around 81.0% and a sensitivity of 33.0% suggesting the diagnosis of MDR/XDR.

Figure 12 Singular and multi-factorial ROC analyses for predicting drug-resistant tuberculosis based on imaging characteristics and treatment history. AUROC for PC num (A1-C1), PN num (A2-C2), and a combination of PC num and PN num (A3-C3), as well as a combination of PC num, PN num, and previous TB treatment history (C4). (A1-A3) are for new patients. (B1-B3) are for previously treated patients. (C1-C4) are for all patients. “All cases” means both new patients and previously treated (pre-treated) cases. The probability (P) of a patient being DR is given according to: (A1) ; (A2) ; (A3) ; (B1) ; (B2) ; (B3) ; (C1) ; (C2) ; (C3) ; (C4) . New patient, treatment =0; previously treated patient, treatment =1. AUC, area under the curve; AUROC, area under the receiver operating characteristic curve; DR, drug-resistant tuberculosis; num, number; PC, pulmonary cavities; PN, pulmonary nodular consolidation; ROC, receiver operating characteristic; TB, tuberculosis; trt his, treatment history.

Table 6

ROC analysis results for distinguishing multidrug resistant pulmonary tuberculosis by PC num

PC num Patient category Specificity (95% CI), % Sensitivity (95% CI), %
Num ≥2 All cases 91.36 (87.1–94.6) 28.00 (24.1–32.2)
New cases 92.34 (88.0–95.5) 21.87 (16.6–27.9)
Pre-treated cases 80.95 (58.1–94.6) 32.97 (27.5–38.9)
Num ≥3 All cases 95.47 (92.0–97.7) 17.40 (14.2–21.0)
New cases 95.95 (92.4–98.1) 12.95 (8.8–18.1)
Pre-treated cases 90.48 (69.6–98.8) 21.01 (16.4–26.3)
Num ≥4 All cases 97.12 (94.2–98.8) 12.20 (9.5–15.4)
New cases 97.75 (94.8–99.3) 9.82 (6.3–14.5)
Pre-treated cases 90.48 (69.6–98.8) 14.13 (10.2–18.8)
Num ≥5 All cases 97.94 (95.3–99.3) 8.6 (6.3–11.4)
New cases 98.2 (95.5–99.5) 7.59 (4.5–11.9)
Pre-treated cases 95.24 (76.2–99.9) 9.42 (6.2–13.5)

“All cases” means both new patients and previously treated (pre-treated) cases. CI, confidence interval; Num, number; PC, pulmonary cavities; ROC, receiver operating characteristic.


Discussion

This study quantified lung PC prevalence, size, pattern, and distribution among DS and MDR/XDR patients. For our new patients, there was no difference in lung lesion calcification (a sign of chronicity) prevalence among DS (13.51%), MDR (14.36%), and XDR (13.89%) patients. In previously treated patients, lung calcification prevalence was 36.36% for DS, 44.87% for MDR, and 45.38% for XDR. Thus, for previously treated cases, DR cases likely had a longer disease history than DS cases. For new patients, the PC prevalence was around 25% for DS cases, and around 40% for DR cases. For PC positive new patients, the mean PC number was 1.66 for DS cases, and 2.69 for MDR cases; and mean diameter cavity was 15.4, 16.9, and 17.5 mm, for DS, MRD, and XDR, respectively. The number of lung fields with PC lesion was higher for MDR cases than for DS cases (1.69 vs. 1.36). DR cases were more likely to have bilateral PC lesions (30.5% vs. 19.7%). For both DS and DR patients, PCs were most commonly seen in the right upper lobe. In relative terms, PCs were more commonly seen in the lower lobes for DR cases than for DS cases. It is interesting to note that, relatively, both PNs and PCs were more commonly seen in the left upper lobe for DR cases than for DS cases (MDR PN 46.6%, MDR PC 54.6%, DS PN 36%, DS PC 39.4%) (28). These results further support that, despite the complication that the MDR patients we see in clinics tend to have a longer disease history, DR patients intrinsically have more extensive lung lesions than DS patients.

This study shows the proportion of thick-wall cavities was higher among DR patients, and there was a trend for this that: DS < MDR < DXR. The portion of thick-walled cavities was 69% among XDR patients (Table 4). PTBs with cavitary lesion are also associated with the development of XDR-TB during MDR-TB treatment (29,30). The thick lining of the cavity reduces the amount of drug that can penetrate from the bloodstream, thus it is likely there is an increased bacillary burden within cavitary lesions, in which the likelihood of spontaneous mutations associated with drug resistance is greater, and/or the existence of subpopulations of bacilli that survive either due to metabolic dormancy or exposure to sub-inhibitory drug concentrations. If there are cavities which are very thick-walled or too big which may inhibit anti-TB drug penetration, or no response of cavities to treatment, then individualized treatment such as aggressive medication or even surgery, rather than standard regimens, may be considered (31).

This study shows that, for new patients, there was no significant correlation between PC count and PN count in this study. We have earlier showed that PN is an earlier sign for lung TB, while it takes time for PC to develop (25). For DR patients, correlation between PC count and PN count in this study was weak yet statistically significant (Pearson r=0.15, P=0.001). This is understandable since DR patients had a higher prevalence and a higher count for both PN and PC, while DS patients had lower prevalence and lower counts for both PN and PC. It is anticipated that a longer history will be associated with both higher prevalence and higher counts for both PN and PC.

The general perception of many practicing radiologists is that it is impossible to differentiate MDR/XDR from DS based on chest imaging. This can be partially explained by that, the PC pattern differences are not ‘substantial’ between DS and MDR patients. For example, in this study, 52% of the new MDR patients did not have PC, and 74% of the new DS patients did not have PC. For PC positive new cases, PC number ranged from 1 to 7 (median: 1) for DS patients, while ranged from 1 to 15 for MDR cases (median: 2). Based on the data in this article, for new patients, PC number ≥2 had a specificity of around 92.3% and a sensitivity of 21.9% suggesting the diagnosis of MDR/XDR. For previously treated patients, PC number ≥2 had a specificity of around 81.0% and a sensitivity of 33.0% suggesting the diagnosis of MDR/XDR. We compared the prevalence and number of PC for the data in this study and other earlier literature reports (Tables 7,8). The prevalence of PC and the PC number per positive cases were comparatively low in this study. It is possible that the patients in the earlier results had a longer TB disease history. For Guangzhou study with new patients (26), when cutoff PC number was ≥4, specificity was 93% and sensitivity was 36% for diagnosing MDR patients. For the Dalian study with new patients (25), when cutoff PC number was ≥4, specificity was 84.9% and sensitivity was 39.4% for diagnosing MDR patients (if PC number ≥3, specificity: 72.7%, sensitivity: 54.6%). Taking these results together, PC number ≥3 may offer a reasonable specificity for suggesting the diagnosis of MDR, though the corresponding sensitivity would be low. Furthermore, based on the data in this study, the maximum PC number was 7 among DS cases, and PC number ≥8 was only seen among DR patients. The maximum PC diameter was mostly <70 mm, and maximum PC diameter ≥75 mm was only seen among DR patients.

Table 7

A comparison of PC prevalence between the current study and literature reports

Data source PC prevalence
DS new DS pre-treated MDR new MDR pre-treated DS all MDR all
The current study 25.2% 36.3% 41.0% 57.1% 26.2% 48.3%
Chung et al. (9) 38% 77%
Kim HC et al. (10) 34% 62%
Kim SH et al. (11) 55% 85%
Yeom et al. (12) 64% 90%
Kim W et al. (13) 68%
Cha et al. (14) 36% 69%
Li et al. (19) 47.8% 74.1%
Song et al. (25) 78.8% 78.8%
Fang et al. (26) 66.7%
Joshi et al. (32) 52%
Zahirifard et al. (33) 80%
Zhang et al. (34) 65.8%

The PC prevalence of the current study is relatively low compared to the results reported by other authors. “DS all” means both new patients and previously treated (pre-treated) DS cases. “MDR all” means both new patients and pre-treated MDR cases. DS, drug-sensitive tuberculosis; MDR, multidrug-resistant tuberculosis; PC, pulmonary cavities.

Table 8

A comparison of PC number between the current study and literature reports

Data source Mean PC number
DS new DS pre-treated MDR new MDR pre-treated DS all MDR all
The current study, per positive case 1.66 2.13 2.79 2.58 1.72 2.68
The current study, per all case 0.42 0.77 1.14 1.47 0.45 1.29
Kim HC et al. (10) 1.4 2.9
Kim SH et al. (11) 1.2 3.1
Yeom et al. (12) 1 6.6
Cha et al. (14) 1.38 2.45

The results of this study are presented by the mean PC number of per PC positive case and the mean PC number of all study cases. We assume the results of the literature results are the mean PC number of all study cases; thus, the PC number of the current study is relatively low compared to the results reported by other authors. “DS all” means both new patients and previously treated (pre-treated) DS cases. “MDR all” means both new patients and pre-treated MDR cases. DS, drug-sensitive tuberculosis; MDR, multidrug-resistant tuberculosis; PC, pulmonary cavities.

The strength of this study is that the data were from multi-national multi-centers with large sample size, while there are a number of limitations to this study. This is a retrospective study of convenience sampling, and the included patients were unevenly distributed among countries. Chinese patients were dominantly DS cases (80%, 108/135), and East European patients were dominantly from Belarus (76%, 456/608) and Romania 16.9% (103/608). Prevalence of lung calcification prevalence was slightly higher among Eastern European patients than among Chinese patients (16.2% vs. 13.9%, P=0.62), which suggests that the Eastern European patients might have had a longer disease history. Another limitation of the current study is that it was not possible for us to precisely quantify the disease history length for each patient. On the other hand, it is also possible that our sample may represent the real-world scenario that we might encounter. Disease history length is a subjective measure by patients themselves. Patients from rural/remote areas might only present to the hospital until their discomforts reach a certain degree of severity, or their discomforts have protracted for a long period of time. This study applied calcification as a ‘biomarker’ as the comparative ‘chronicity’ of the TB disease history. Though this is not a reliable biomarker, since the same criterion was applied to different groups of the patients, this sign may allow a reasonable intra-study comparison.


Conclusions

In conclusion, this multi-national multi-center study further supports the earlier observation that lesion prevalence and lesion extent are generally higher among MDR/XDR patients than among DS patients. In this study, both for DS and DR patients, PC prevalence was increased in previously treated patients than in new patients. When PC number is ≥3, a possible diagnosis of DR could be suggested with a high specificity, though the associated sensitivity would be low. This study further supports the notion that we should consider patient disease history length when analyzing the chest CT features of TB patients. Following this logic, a new patient with a short TB disease history but showing ≥2 PCs should also raise the suspicion that this patient being a DR case.


Acknowledgments

None.


Footnote

Data Sharing Statement: Available at https://jtd.amegroups.com/article/view/10.21037/jtd-2025-aw-2331/dss

Peer Review File: Available at https://jtd.amegroups.com/article/view/10.21037/jtd-2025-aw-2331/prf

Funding: None.

Conflicts of Interest: All authors have completed the ICMJE uniform disclosure form (available at https://jtd.amegroups.com/article/view/10.21037/jtd-2025-aw-2331/coif). Y.X.J.W. serves as an unpaid editorial board member of Journal of Thoracic Disease from April 2024 to June 2026. The other authors have no conflicts of interest to declare.

Ethical Statement: The authors are accountable for all aspects of the work in ensuring that questions related to the accuracy or integrity of any part of the work are appropriately investigated and resolved. The study was conducted in accordance with the Declaration of Helsinki and its subsequent amendments. The study was approved by ethics boards of The Third People’s Hospital of Shenzhen and the Shenzhen Center for Chronic Disease Control. Informed consent was waived due to the retrospective nature of this study.

Open Access Statement: This is an Open Access article distributed in accordance with the Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International License (CC BY-NC-ND 4.0), which permits the non-commercial replication and distribution of the article with the strict proviso that no changes or edits are made and the original work is properly cited (including links to both the formal publication through the relevant DOI and the license). See: https://creativecommons.org/licenses/by-nc-nd/4.0/.


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Cite this article as: Tang SN, Huang XL, Skrahina A, Zheng QT, Tarasau A, Klimuk D, Alexandru S, Crudu V, Harris M, Hurt DE, Akhundova I, Avaliani Z, Vashakidze S, Shubladze N, Zheng GP, Bao XH, Muntean AA, Strambu I, Zaharia DC, Ghita E, Bogdan M, Munteanu R, Spinu V, Cristea A, Ene C, Kirichenko V, Snezhko E, Kovalev V, Tuzikov A, Gabrielian A, Rosenthal A, Lu PX, Skrahin A, Wáng YXJ. Differences in pulmonary cavity features among drug-sensitive pulmonary tuberculosis and multidrug/extensively-resistant pulmonary tuberculosis: a multi-national multi-center computed tomography-based study. J Thorac Dis 2026;18(2):56. doi: 10.21037/jtd-2025-aw-2331

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