Skip to main content
Top
Published in: European Radiology 1/2018

01-01-2018 | Chest

Validation of a model for predicting smear-positive active pulmonary tuberculosis in patients with initial acid-fast bacilli smear-negative sputum

Author: Jun -Jun Yeh

Published in: European Radiology | Issue 1/2018

Login to get access

Abstract

Objectives

The objective of this study was to develop a predictive model for final smear-positive (SP) active pulmonary tuberculosis (aPTB) in patients with initial negative acid fast bacilli (AFB) sputum smears (iSN-SP-aPTB) based on high-resolution computed tomography (HRCT).

Method and materials

Eighty (126, 21) patients of iSN-SP-aPTB and 402 (459, 876) patients of non-initial positive acid fast bacilli (non-iSP) pulmonary disease without iSN-SP-aPTB were included in a derivation (validation, prospective) cohort. HRCT characteristics were analysed, and multivariable regression and receiver operating characteristic (ROC) curve analysis was performed to develop a score predictive of iSN-SP-aPTB.

Results

The derivation cohort showed clusters of nodules/mass of the right upper lobe or left upper lobe were independent predictors of iSN-SP-aPTB, while bronchiectasis in the right middle lobe or left lingual lobe were negatively associated with iSN-SP-aPTB. A predictive score for iSN-SP-aPTB based on these findings was tested in the validation and prospective cohorts. With an ideal cut-off score = 1, the sensitivity, specificity, positive predictive value, and negative predictive value of the prediction model were 87.5% (90%, 90.5%), 99% (97.1%, 98.4%), 94.6% (81.3%, 57.5%), and 97.6% (97%, 99.8%) in the derivation (validation, prospective) cohorts, respectively.

Conclusions

The model may help identify iSN-SP-aPTB among patients with non-iSP pulmonary diseases.

Key Points

Smear-positive active pulmonary tuberculosis that is initial smear-negative (iSN-SP-aPTB) is infectious.
High-resolution computed tomography can identify iSN-SP-aPTB among non-iSP pulmonary diseases.
Clusters nodules/mass in right/left upper lobe are positively associated with iSN-SP-aPTB.
Bronchiectasis in right middle/left lingual lobe is negatively associated with iSN-SP-aPTB.
The model may have high post-test probability in identifying iSN-SP-aPTB.
Appendix
Available only for authorised users
Literature
1.
go back to reference Falzon D (2001) Revised international definitions in tuberculosis control: comments from the Aral Sea Area tuberculosis programme. Int J Tuberc Lung Dis 5:1071–1072PubMed Falzon D (2001) Revised international definitions in tuberculosis control: comments from the Aral Sea Area tuberculosis programme. Int J Tuberc Lung Dis 5:1071–1072PubMed
2.
go back to reference Goo JM, Im JG (2002) CT of tuberculosis and nontuberculous mycobacterial infections. Radiol Clin North Am 40:73–87, viii CrossRefPubMed Goo JM, Im JG (2002) CT of tuberculosis and nontuberculous mycobacterial infections. Radiol Clin North Am 40:73–87, viii CrossRefPubMed
3.
go back to reference Laissy JP, Cadi M, Cinqualbre A et al (1997) Mycobacterium tuberculosis versus nontuberculous mycobacterial infection of the lung in AIDS patients: CT and HRCT patterns. J Comput Assist Tomogr 21:312–317CrossRefPubMed Laissy JP, Cadi M, Cinqualbre A et al (1997) Mycobacterium tuberculosis versus nontuberculous mycobacterial infection of the lung in AIDS patients: CT and HRCT patterns. J Comput Assist Tomogr 21:312–317CrossRefPubMed
4.
go back to reference Yuan MK, Chang CY, Tsai PH, Lee YM, Huang JW, Chang SC (2014) Comparative chest computed tomography findings of non-tuberculous mycobacterial lung diseases and pulmonary tuberculosis in patients with acid fast bacilli smear-positive sputum. BMC Pulm Med 14:65CrossRefPubMedPubMedCentral Yuan MK, Chang CY, Tsai PH, Lee YM, Huang JW, Chang SC (2014) Comparative chest computed tomography findings of non-tuberculous mycobacterial lung diseases and pulmonary tuberculosis in patients with acid fast bacilli smear-positive sputum. BMC Pulm Med 14:65CrossRefPubMedPubMedCentral
5.
go back to reference Griffith DE, Aksamit T, Brown-Elliott BA et al (2007) An official ATS/IDSA statement: diagnosis, treatment, and prevention of nontuberculous mycobacterial diseases. Am J Respir Crit Care Med 175:367–416CrossRefPubMed Griffith DE, Aksamit T, Brown-Elliott BA et al (2007) An official ATS/IDSA statement: diagnosis, treatment, and prevention of nontuberculous mycobacterial diseases. Am J Respir Crit Care Med 175:367–416CrossRefPubMed
6.
go back to reference Van Deun A, Chuquiyauri R, Torrea G, Agapito J, Verdonck K, Gotuzzo E (2008) Yield of fluorescence microscopy versus culture for tuberculosis at a middle-income country referral hospital. Trans R Soc Trop Med Hyg 102:564–569CrossRefPubMed Van Deun A, Chuquiyauri R, Torrea G, Agapito J, Verdonck K, Gotuzzo E (2008) Yield of fluorescence microscopy versus culture for tuberculosis at a middle-income country referral hospital. Trans R Soc Trop Med Hyg 102:564–569CrossRefPubMed
7.
go back to reference Wong KS, Huang YC, Lai SH, Chiu CY, Huang YH, Lin TY (2010) Validity of symptoms and radiographic features in predicting positive AFB smears in adolescents with tuberculosis. Int J Tuberc Lung Dis 14:155–159PubMed Wong KS, Huang YC, Lai SH, Chiu CY, Huang YH, Lin TY (2010) Validity of symptoms and radiographic features in predicting positive AFB smears in adolescents with tuberculosis. Int J Tuberc Lung Dis 14:155–159PubMed
8.
go back to reference Theerawit P, Vongsoasup A, Kiatboonsri S (2010) Identifying non-tuberculous mycobacterium lung diseases in acid-fast bacilli positive patients. Southeast Asian J Trop Med Public Health 41:1432–1437PubMed Theerawit P, Vongsoasup A, Kiatboonsri S (2010) Identifying non-tuberculous mycobacterium lung diseases in acid-fast bacilli positive patients. Southeast Asian J Trop Med Public Health 41:1432–1437PubMed
10.
go back to reference Majurin ML, Valavaara R, Varpula M, Kurki T, Kulmala J (1995) Low-dose and conventional-dose high resolution CT of pulmonary changes in breast cancer patients treated by tangential field radiotherapy. Eur J Radiol 20:114–1149CrossRefPubMed Majurin ML, Valavaara R, Varpula M, Kurki T, Kulmala J (1995) Low-dose and conventional-dose high resolution CT of pulmonary changes in breast cancer patients treated by tangential field radiotherapy. Eur J Radiol 20:114–1149CrossRefPubMed
11.
go back to reference Yeh JJ, Chen SC, Teng WB et al (2010) Identifying the most infectious lesions in pulmonary tuberculosis by high-resolution multi-detector computed tomography. Eur Radiol 20:2135–2145CrossRefPubMed Yeh JJ, Chen SC, Teng WB et al (2010) Identifying the most infectious lesions in pulmonary tuberculosis by high-resolution multi-detector computed tomography. Eur Radiol 20:2135–2145CrossRefPubMed
12.
go back to reference Polverosi R, Guarise A, Balestro E, Carloni A, Dalpiaz G, Feragalli B (2010) High-resolution CT of nontuberculous mycobacteria pulmonary infection in immunocompetent, non-HIV-positive patients. Radiol Med 115:191–204CrossRefPubMed Polverosi R, Guarise A, Balestro E, Carloni A, Dalpiaz G, Feragalli B (2010) High-resolution CT of nontuberculous mycobacteria pulmonary infection in immunocompetent, non-HIV-positive patients. Radiol Med 115:191–204CrossRefPubMed
13.
go back to reference Ko JM, Kim KJ, Park SH, Park HJ (2013) Bronchiectasis in active tuberculosis. Acta Radiol 54:412–417CrossRefPubMed Ko JM, Kim KJ, Park SH, Park HJ (2013) Bronchiectasis in active tuberculosis. Acta Radiol 54:412–417CrossRefPubMed
14.
go back to reference Bouchardy LM, Kuhlman JE, Ball WC Jr, Hruban RH, Askin FB, Siegelman SS (1993) CT findings in bronchiolitis obliterans organizing pneumonia (BOOP) with radiographic, clinical, and histologic correlation. J Comput Assist Tomogr 17:352–357CrossRefPubMed Bouchardy LM, Kuhlman JE, Ball WC Jr, Hruban RH, Askin FB, Siegelman SS (1993) CT findings in bronchiolitis obliterans organizing pneumonia (BOOP) with radiographic, clinical, and histologic correlation. J Comput Assist Tomogr 17:352–357CrossRefPubMed
15.
go back to reference Elicker B, Pereira CA, Webb R, Leslie KO (2008) High-resolution computed tomography patterns of diffuse interstitial lung disease with clinical and pathological correlation. J Bras Pneumol 34:715–744CrossRefPubMed Elicker B, Pereira CA, Webb R, Leslie KO (2008) High-resolution computed tomography patterns of diffuse interstitial lung disease with clinical and pathological correlation. J Bras Pneumol 34:715–744CrossRefPubMed
16.
go back to reference Hansell DM, Bankier AA, MacMahon H, McLoud TC, Müller NL, Remy J (2008) Fleischner society: glossary of terms for thoracic imaging. Radiology 246:697–722CrossRefPubMed Hansell DM, Bankier AA, MacMahon H, McLoud TC, Müller NL, Remy J (2008) Fleischner society: glossary of terms for thoracic imaging. Radiology 246:697–722CrossRefPubMed
17.
go back to reference Erasmus JJ, McAdams HP, Farrell MA, Patz EF Jr (1999) Pulmonary nontuberculous mycobacterial infection: radiologic manifestations. Radiographics 19:1487–1505CrossRefPubMed Erasmus JJ, McAdams HP, Farrell MA, Patz EF Jr (1999) Pulmonary nontuberculous mycobacterial infection: radiologic manifestations. Radiographics 19:1487–1505CrossRefPubMed
18.
go back to reference Yeh JJ, Neoh CA, Chen CR, Chou CY, Wu MT (2014) A high resolution computer tomography scoring system to predict culture-positive pulmonary tuberculosis in the emergency department. PLoS ONE 9, e93847CrossRefPubMedPubMedCentral Yeh JJ, Neoh CA, Chen CR, Chou CY, Wu MT (2014) A high resolution computer tomography scoring system to predict culture-positive pulmonary tuberculosis in the emergency department. PLoS ONE 9, e93847CrossRefPubMedPubMedCentral
20.
go back to reference Chung MJ, Lee KS, Koh WJ et al (2005) Thin-section CT findings of nontuberculous mycobacterial pulmonary diseases: comparison between Mycobacterium avium-intracellulare complex and Mycobacterium abscessus infection. J Korean Med Sci 20:777–783CrossRefPubMedPubMedCentral Chung MJ, Lee KS, Koh WJ et al (2005) Thin-section CT findings of nontuberculous mycobacterial pulmonary diseases: comparison between Mycobacterium avium-intracellulare complex and Mycobacterium abscessus infection. J Korean Med Sci 20:777–783CrossRefPubMedPubMedCentral
21.
go back to reference Moore EH (1993) Atypical mycobacterial infection in the lung: CT appearance. Radiology 187:777–782CrossRefPubMed Moore EH (1993) Atypical mycobacterial infection in the lung: CT appearance. Radiology 187:777–782CrossRefPubMed
22.
go back to reference Miller WT Jr (1994) Spectrum of pulmonary nontuberculous mycobacterial infection. Radiology 191:343–350CrossRefPubMed Miller WT Jr (1994) Spectrum of pulmonary nontuberculous mycobacterial infection. Radiology 191:343–350CrossRefPubMed
23.
go back to reference Jacob J, Bartholmai BJ, Egashira R, Brun AL, Rajagopalan S, Karwoski R, Kokosi M, Hansell DM, Wells AU (2017) Chronic hypersensitivity pneumonitis: identification of key prognostic determinants using automated CT analysis. BMC Pulm Med 17:81CrossRefPubMedPubMedCentral Jacob J, Bartholmai BJ, Egashira R, Brun AL, Rajagopalan S, Karwoski R, Kokosi M, Hansell DM, Wells AU (2017) Chronic hypersensitivity pneumonitis: identification of key prognostic determinants using automated CT analysis. BMC Pulm Med 17:81CrossRefPubMedPubMedCentral
Metadata
Title
Validation of a model for predicting smear-positive active pulmonary tuberculosis in patients with initial acid-fast bacilli smear-negative sputum
Author
Jun -Jun Yeh
Publication date
01-01-2018
Publisher
Springer Berlin Heidelberg
Published in
European Radiology / Issue 1/2018
Print ISSN: 0938-7994
Electronic ISSN: 1432-1084
DOI
https://doi.org/10.1007/s00330-017-4959-9

Other articles of this Issue 1/2018

European Radiology 1/2018 Go to the issue