Skip to main content
Top
Published in: BMC Pulmonary Medicine 1/2018

Open Access 01-12-2018 | Research article

Latent class analysis to define radiological subgroups in pulmonary nontuberculous mycobacterial disease

Authors: Steven A. Cowman, Joseph Jacob, Sayed Obaidee, R. Andres Floto, Robert Wilson, Charles S. Haworth, Michael R. Loebinger

Published in: BMC Pulmonary Medicine | Issue 1/2018

Login to get access

Abstract

Background

Nontuberculous mycobacterial (NTM) pulmonary disease has conventionally been classified on the basis of radiology into fibrocavitary and nodular-bronchiectatic disease. Whilst being of great clinical utility, this may not capture the full spectrum of radiological appearances present. The aim of this study was to use latent class analysis (LCA) as an unbiased method of grouping subjects with NTM-pulmonary disease based on their CT features and to compare the clinical characteristics of these groups.

Methods

Individuals with NTM-pulmonary disease were recruited and a contemporaneous CT scan obtained. This was scored using an NTM-specific scoring system. LCA was used to identify groups with common radiological characteristics. The analysis was then repeated in an independent cohort.

Results

Three classes were identified in the initial cohort of 85 subjects. Group 1 was characterised by severe bronchiectasis, cavitation and aspergillomas, Group 2 by relatively minor radiological changes, and Group 3 by predominantly bronchiectasis only. These findings were reproduced in an independent cohort of 62 subjects. Subjects in Group 1 had a lower BMI and serum albumin, higher serum CRP, and a higher mortality.

Conclusions

These findings suggest that NTM-pulmonary may be divided into three radiological subgroups, and that important clinical and survival differences exist between these groups.
Appendix
Available only for authorised users
Literature
1.
go back to reference Fleshner M, Olivier KN, Shaw PA, Adjemian J, Strollo S, Claypool RJ, et al. Mortality among patients with pulmonary non-tuberculous mycobacteria disease. Int J Tuberc Lung Dis. 2016;20:582–7.CrossRefPubMed Fleshner M, Olivier KN, Shaw PA, Adjemian J, Strollo S, Claypool RJ, et al. Mortality among patients with pulmonary non-tuberculous mycobacteria disease. Int J Tuberc Lung Dis. 2016;20:582–7.CrossRefPubMed
2.
go back to reference Novosad SA, Henkle E, Schafer S, Hedberg K, Ku J, Siegel SAR, et al. Mortality after respiratory isolation of nontuberculous mycobacteria. A comparison of patients who did and did not meet disease criteria. Ann Am Thorac Soc American Thoracic Society. 2017;14:1112–9. Novosad SA, Henkle E, Schafer S, Hedberg K, Ku J, Siegel SAR, et al. Mortality after respiratory isolation of nontuberculous mycobacteria. A comparison of patients who did and did not meet disease criteria. Ann Am Thorac Soc American Thoracic Society. 2017;14:1112–9.
3.
go back to reference Gommans EPAT, Even P, Linssen CFM, van Dessel H, van Haren E, de Vries GJ, et al. Risk factors for mortality in patients with pulmonary infections with non-tuberculous mycobacteria: a retrospective cohort study. Respir Med. 2015;109:137–45.CrossRefPubMed Gommans EPAT, Even P, Linssen CFM, van Dessel H, van Haren E, de Vries GJ, et al. Risk factors for mortality in patients with pulmonary infections with non-tuberculous mycobacteria: a retrospective cohort study. Respir Med. 2015;109:137–45.CrossRefPubMed
4.
go back to reference Stout JE, Koh W-J, Yew WW. Update on pulmonary disease due to non-tuberculous mycobacteria. Int J Infect Dis Elsevier. 2016;45:123–34.CrossRef Stout JE, Koh W-J, Yew WW. Update on pulmonary disease due to non-tuberculous mycobacteria. Int J Infect Dis Elsevier. 2016;45:123–34.CrossRef
5.
go back to reference Griffith DE, Aksamit T, Brown-Elliott BA, Catanzaro A, Daley C, Gordin F, et al. An official ATS/IDSA statement: diagnosis, treatment, and prevention of nontuberculous mycobacterial diseases. Am J Respir Crit Care Med. 2007;175:367–416.CrossRefPubMed Griffith DE, Aksamit T, Brown-Elliott BA, Catanzaro A, Daley C, Gordin F, et al. An official ATS/IDSA statement: diagnosis, treatment, and prevention of nontuberculous mycobacterial diseases. Am J Respir Crit Care Med. 2007;175:367–416.CrossRefPubMed
6.
go back to reference Hayashi M, Takayanagi N, Kanauchi T, Miyahara Y, Yanagisawa T, Sugita Y. Prognostic factors of 634 HIV-negative patients with Mycobacterium avium complex lung disease. Am J Respir Crit Care Med. 2012;185:575–83.CrossRefPubMed Hayashi M, Takayanagi N, Kanauchi T, Miyahara Y, Yanagisawa T, Sugita Y. Prognostic factors of 634 HIV-negative patients with Mycobacterium avium complex lung disease. Am J Respir Crit Care Med. 2012;185:575–83.CrossRefPubMed
7.
go back to reference Gochi M, Takayanagi N, Kanauchi T, Ishiguro T, Yanagisawa T, Sugita Y. Retrospective study of the predictors of mortality and radiographic deterioration in 782 patients with nodular/bronchiectatic Mycobacterium avium complex lung disease. BMJ Open. 2015;5:e008058.CrossRefPubMedPubMedCentral Gochi M, Takayanagi N, Kanauchi T, Ishiguro T, Yanagisawa T, Sugita Y. Retrospective study of the predictors of mortality and radiographic deterioration in 782 patients with nodular/bronchiectatic Mycobacterium avium complex lung disease. BMJ Open. 2015;5:e008058.CrossRefPubMedPubMedCentral
8.
go back to reference Okumura M, Iwai K, Ogata H, Ueyama M, Kubota M, Aoki M, et al. Clinical factors on Cavitary and nodular Bronchiectatic types in pulmonary Mycobacterium avium complex disease. Intern Med. 2008;47:1465–72.CrossRefPubMed Okumura M, Iwai K, Ogata H, Ueyama M, Kubota M, Aoki M, et al. Clinical factors on Cavitary and nodular Bronchiectatic types in pulmonary Mycobacterium avium complex disease. Intern Med. 2008;47:1465–72.CrossRefPubMed
9.
go back to reference Shu C-C, Lee C-H, Hsu C-L, Wang J-T, Wang J-Y, Yu C-J, et al. Clinical characteristics and prognosis of nontuberculous mycobacterial lung disease with different radiographic patterns. Lung. 2011;189:467–74.CrossRefPubMed Shu C-C, Lee C-H, Hsu C-L, Wang J-T, Wang J-Y, Yu C-J, et al. Clinical characteristics and prognosis of nontuberculous mycobacterial lung disease with different radiographic patterns. Lung. 2011;189:467–74.CrossRefPubMed
10.
go back to reference Shu C-C, Lee C-H, Wang J-Y, Jerng J-S, Yu C-J, Hsueh P-R, et al. Nontuberculous mycobacteria pulmonary infection in medical intensive care unit: the incidence, patient characteristics, and clinical significance. Intensive care med. Springer-Verlag. 2008;34:2194–201. Shu C-C, Lee C-H, Wang J-Y, Jerng J-S, Yu C-J, Hsueh P-R, et al. Nontuberculous mycobacteria pulmonary infection in medical intensive care unit: the incidence, patient characteristics, and clinical significance. Intensive care med. Springer-Verlag. 2008;34:2194–201.
11.
go back to reference Andréjak C, Lescure F-X, Pukenyte E, Douadi Y, Yazdanpanah Y, Laurans G, et al. Mycobacterium xenopi pulmonary infections: a multicentric retrospective study of 136 cases in north-East France. Thorax. 2009;64:291–6.CrossRefPubMed Andréjak C, Lescure F-X, Pukenyte E, Douadi Y, Yazdanpanah Y, Laurans G, et al. Mycobacterium xenopi pulmonary infections: a multicentric retrospective study of 136 cases in north-East France. Thorax. 2009;64:291–6.CrossRefPubMed
12.
go back to reference Zoumot Z, Boutou AK, Gill SS, van Zeller M, Hansell DM, Wells AU, et al. Mycobacterium avium complex infection in non-cystic fibrosis bronchiectasis. Respirology. 2014;19:714–22.CrossRefPubMed Zoumot Z, Boutou AK, Gill SS, van Zeller M, Hansell DM, Wells AU, et al. Mycobacterium avium complex infection in non-cystic fibrosis bronchiectasis. Respirology. 2014;19:714–22.CrossRefPubMed
13.
go back to reference Core TRR. A language and environment for statistical computing. Vienna, Austria: R Foundation for Statistical Computing; 2014. Core TRR. A language and environment for statistical computing. Vienna, Austria: R Foundation for Statistical Computing; 2014.
14.
go back to reference Hennig C. Fpc: flexible procedures for clustering. R package version. 2014;2:1–9. Hennig C. Fpc: flexible procedures for clustering. R package version. 2014;2:1–9.
15.
go back to reference Leisch F. FlexMix: a general framework for finite mixture models and latent class regression in R. J Stat Softw. 2004;11:1-18. Leisch F. FlexMix: a general framework for finite mixture models and latent class regression in R. J Stat Softw. 2004;11:1-18.
16.
go back to reference Akaike H. A new look at the statistical model identification. IEEE Trans Autom Control. 1974;19:716–23.CrossRef Akaike H. A new look at the statistical model identification. IEEE Trans Autom Control. 1974;19:716–23.CrossRef
17.
go back to reference Therneau TM, Grambsch PM. Modeling survival data: extending the cox model. New York: Springer; 2000.CrossRef Therneau TM, Grambsch PM. Modeling survival data: extending the cox model. New York: Springer; 2000.CrossRef
18.
go back to reference LEWIS AG, DUNBAR FP, LASCHE EM, BOND JO, LERNER EN, WHARTON DJ, et al. Chronic pulmonary disease due to atypical mycobacterial infections. Am Rev Respir Dis. 1959;80:188–99.PubMed LEWIS AG, DUNBAR FP, LASCHE EM, BOND JO, LERNER EN, WHARTON DJ, et al. Chronic pulmonary disease due to atypical mycobacterial infections. Am Rev Respir Dis. 1959;80:188–99.PubMed
19.
go back to reference Prince DS, Peterson DD, Steiner RM, Gottlieb JE, Scott R, Israel HL, et al. Infection with Mycobacterium avium complex in patients without predisposing conditions. N Engl J Med. 1989;321:863–8.CrossRefPubMed Prince DS, Peterson DD, Steiner RM, Gottlieb JE, Scott R, Israel HL, et al. Infection with Mycobacterium avium complex in patients without predisposing conditions. N Engl J Med. 1989;321:863–8.CrossRefPubMed
20.
go back to reference Reich JM. Mycobacterium avium complex pulmonary disease presenting as an isolated lingular or middle lobe pattern. The Lady Windermere syndrome Chest. 1992;101:1605.PubMed Reich JM. Mycobacterium avium complex pulmonary disease presenting as an isolated lingular or middle lobe pattern. The Lady Windermere syndrome Chest. 1992;101:1605.PubMed
21.
go back to reference Rosenzweig DY. Pulmonary mycobacterial infections due to Mycobacterium intracellulare-avium complex. Clinical features and course in 100 consecutive cases. Chest. 1979;75:115–9.CrossRefPubMed Rosenzweig DY. Pulmonary mycobacterial infections due to Mycobacterium intracellulare-avium complex. Clinical features and course in 100 consecutive cases. Chest. 1979;75:115–9.CrossRefPubMed
22.
go back to reference Lam PK, Griffith DE, Aksamit TR, Ruoss SJ, Garay SM, Daley CL. Factors related to response to intermittent treatment of Mycobacterium avium complex lung disease. Am J Respir Crit Care Med. 2006;173:1283–9.CrossRefPubMed Lam PK, Griffith DE, Aksamit TR, Ruoss SJ, Garay SM, Daley CL. Factors related to response to intermittent treatment of Mycobacterium avium complex lung disease. Am J Respir Crit Care Med. 2006;173:1283–9.CrossRefPubMed
23.
go back to reference Hollings NP, Wells AU, Wilson R, Hansell DM. Comparative appearances of non-tuberculous mycobacteria species: a CT study. Eur Radiol. 2002;12:2211–7.CrossRefPubMed Hollings NP, Wells AU, Wilson R, Hansell DM. Comparative appearances of non-tuberculous mycobacteria species: a CT study. Eur Radiol. 2002;12:2211–7.CrossRefPubMed
24.
go back to reference Bhalla M, Turcios N, Aponte V, Jenkins M, Leitman BS, McCauley DI, et al. Cystic fibrosis: scoring system with thin-section CT. Radiology. 1991;179:783–8.CrossRefPubMed Bhalla M, Turcios N, Aponte V, Jenkins M, Leitman BS, McCauley DI, et al. Cystic fibrosis: scoring system with thin-section CT. Radiology. 1991;179:783–8.CrossRefPubMed
25.
go back to reference Reiff DB, Wells AU, Carr DH, Cole PJ, Hansell DM. CT findings in bronchiectasis: limited value in distinguishing between idiopathic and specific types. AJR Am J Roentgenol. 1995;165:261–7.CrossRefPubMed Reiff DB, Wells AU, Carr DH, Cole PJ, Hansell DM. CT findings in bronchiectasis: limited value in distinguishing between idiopathic and specific types. AJR Am J Roentgenol. 1995;165:261–7.CrossRefPubMed
Metadata
Title
Latent class analysis to define radiological subgroups in pulmonary nontuberculous mycobacterial disease
Authors
Steven A. Cowman
Joseph Jacob
Sayed Obaidee
R. Andres Floto
Robert Wilson
Charles S. Haworth
Michael R. Loebinger
Publication date
01-12-2018
Publisher
BioMed Central
Published in
BMC Pulmonary Medicine / Issue 1/2018
Electronic ISSN: 1471-2466
DOI
https://doi.org/10.1186/s12890-018-0675-8

Other articles of this Issue 1/2018

BMC Pulmonary Medicine 1/2018 Go to the issue