메뉴 건너뛰기




Volumn 13, Issue 11, 2018, Pages

Feature selection and prediction of treatment failure in tuberculosis

Author keywords

[No Author keywords available]

Indexed keywords

AMIKACIN; AMOXICILLIN PLUS CLAVULANIC ACID; BEDAQUILINE; CAPREOMYCIN; CLOFAZIMINE; CLOTIAZEPAM; CYCLOSPORINE; ETHAMBUTOL; TUBERCULOSTATIC AGENT;

EID: 85056803154     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0207491     Document Type: Article
Times cited : (43)

References (27)
  • 1
  • 3
    • 85019150326 scopus 로고    scopus 로고
    • Estimating the future burden of multidrug-resistant and extensively drug-resistant tuberculosis in India, the Philippines, Russia, and South Africa: A mathematical modelling study
    • Epub 2017/05/14. PMID: 28499828; PubMed Central PMCID: PMCPMC5599934
    • Sharma A, Hill A, Kurbatova E, van der Walt M, Kvasnovsky C, Tupasi TE, et al. Estimating the future burden of multidrug-resistant and extensively drug-resistant tuberculosis in India, the Philippines, Russia, and South Africa: a mathematical modelling study. Lancet Infect Dis. 2017; 17(7):707–15. Epub 2017/05/14. https://doi.org/10.1016/S1473-3099(17)30247-5 PMID: 28499828; PubMed Central PMCID: PMCPMC5599934.
    • (2017) Lancet Infect Dis , vol.17 , Issue.7 , pp. 707-715
    • Sharma, A.1    Hill, A.2    Kurbatova, E.3    Van Der Walt, M.4    Kvasnovsky, C.5    Tupasi, T.E.6
  • 4
    • 0030701547 scopus 로고    scopus 로고
    • Risk factors for the development of non-response to first-line treatment for tuberculosis in southern Vietnam
    • Epub 1997/11/18. PMID: 9363535
    • Keane VP, de Klerk N, Krieng T, Hammond G, Musk AW. Risk factors for the development of non-response to first-line treatment for tuberculosis in southern Vietnam. Int J Epidemiol. 1997; 26(5):1115–20. Epub 1997/11/18. PMID: 9363535.
    • (1997) Int J Epidemiol , vol.26 , Issue.5 , pp. 1115-1120
    • Keane, V.P.1    De Klerk, N.2    Krieng, T.3    Hammond, G.4    Musk, A.W.5
  • 5
    • 84942192606 scopus 로고    scopus 로고
    • Whole-genome sequencing for prediction of Mycobacterium tuberculosis drug susceptibility and resistance: A retrospective cohort study
    • Epub 2015/06/28. PMID: 26116186; PubMed Central PMCID: PMCPMC4579482
    • Walker TM, Kohl TA, Omar SV, Hedge J, Del Ojo Elias C, Bradley P, et al. Whole-genome sequencing for prediction of Mycobacterium tuberculosis drug susceptibility and resistance: a retrospective cohort study. Lancet Infect Dis. 2015; 15(10):1193–202. Epub 2015/06/28. https://doi.org/10.1016/S1473-3099(15)00062-6 PMID: 26116186; PubMed Central PMCID: PMCPMC4579482.
    • (2015) Lancet Infect Dis , vol.15 , Issue.10 , pp. 1193-1202
    • Walker, T.M.1    Kohl, T.A.2    Omar, S.V.3    Hedge, J.4    Del Ojo Elias, C.5    Bradley, P.6
  • 6
    • 84953367121 scopus 로고    scopus 로고
    • Do patient demographics and patient-reported outcomes predict 12-month loss to follow-up after spine surgery?
    • Epub 2015/11/26. PMID: 26595443
    • Sielatycki JA, Parker SL, Godil SS, McGirt MJ, Devin CJ. Do Patient Demographics and Patient-Reported Outcomes Predict 12-Month Loss to Follow-Up After Spine Surgery? Spine (Phila Pa 1976). 2015; 40 (24):1934–40. Epub 2015/11/26. https://doi.org/10.1097/brs.0000000000001101 PMID: 26595443.
    • (2015) Spine (Phila Pa 1976) , vol.40 , Issue.24 , pp. 1934-1940
    • Sielatycki, J.A.1    Parker, S.L.2    Godil, S.S.3    McGirt, M.J.4    Devin, C.J.5
  • 7
    • 84942570065 scopus 로고    scopus 로고
    • Demographic factors, outcomes, and patient access to transsphenoidal surgery for Cushing’s disease: Analysis of the nationwide inpatient sample from 2002 to 2010
    • Epub 2015/02/03. PMID: 25639320
    • Wilson D, Jin DL, Wen T, Carmichael JD, Cen S, Mack WJ, et al. Demographic factors, outcomes, and patient access to transsphenoidal surgery for Cushing’s disease: analysis of the Nationwide Inpatient Sample from 2002 to 2010. Neurosurg Focus. 2015; 38(2):E2. Epub 2015/02/03. https://doi.org/10.3171/2014.11.FOCUS14694 PMID: 25639320.
    • (2015) Neurosurg Focus , vol.38 , Issue.2 , pp. E2
    • Wilson, D.1    Jin, D.L.2    Wen, T.3    Carmichael, J.D.4    Cen, S.5    Mack, W.J.6
  • 8
    • 85032454479 scopus 로고    scopus 로고
    • The TB portals: An open-access, web-based platform for global drug-resistant-tuberculosis data sharing and analysis
    • Epub 2017/09/15. PMID: 28904183; PubMed Central PMCID: PMCPMC5654911
    • Rosenthal A, Gabrielian A, Engle E, Hurt DE, Alexandru S, Crudu V, et al. The TB Portals: an Open-Access, Web-Based Platform for Global Drug-Resistant-Tuberculosis Data Sharing and Analysis. J Clin Microbiol. 2017; 55(11):3267–82. Epub 2017/09/15. https://doi.org/10.1128/JCM.01013-17 PMID: 28904183; PubMed Central PMCID: PMCPMC5654911.
    • (2017) J Clin Microbiol , vol.55 , Issue.11 , pp. 3267-3282
    • Rosenthal, A.1    Gabrielian, A.2    Engle, E.3    Hurt, D.E.4    Alexandru, S.5    Crudu, V.6
  • 9
    • 85044927780 scopus 로고    scopus 로고
    • Big data and machine learning in health care
    • Epub 2018/03/14. PMID: 29532063
    • Beam AL, Kohane IS. Big Data and Machine Learning in Health Care. Jama. 2018; 319(13):1317–8. Epub 2018/03/14. https://doi.org/10.1001/jama.2017.18391 PMID: 29532063.
    • (2018) Jama , vol.319 , Issue.13 , pp. 1317-1318
    • Beam, A.L.1    Kohane, I.S.2
  • 12
    • 33645311528 scopus 로고    scopus 로고
    • The inconsistency of "optimal" cutpoints obtained using two criteria based on the receiver operating characteristic curve
    • Epub 2006/01/18. PMID: 16410346; PubMed Central PMCID: PMCPMC1444894
    • Perkins NJ, Schisterman EF. The inconsistency of "optimal" cutpoints obtained using two criteria based on the receiver operating characteristic curve. Am J Epidemiol. 2006; 163(7):670–5. Epub 2006/01/18. https://doi.org/10.1093/aje/kwj063 PMID: 16410346; PubMed Central PMCID: PMCPMC1444894.
    • (2006) Am J Epidemiol , vol.163 , Issue.7 , pp. 670-675
    • Perkins, N.J.1    Schisterman, E.F.2
  • 13
    • 0036729399 scopus 로고    scopus 로고
    • Risk factors associated with default, failure and death among tuberculosis patients treated in a DOTS programme in Tiru-vallur District, South India, 2000
    • Epub 2002/09/18. PMID: 12234133
    • Santha T, Garg R, Frieden TR, Chandrasekaran V, Subramani R, Gopi PG, et al. Risk factors associated with default, failure and death among tuberculosis patients treated in a DOTS programme in Tiru-vallur District, South India, 2000. Int J Tuberc Lung Dis. 2002; 6(9):780–8. Epub 2002/09/18. PMID: 12234133.
    • (2002) Int J Tuberc Lung Dis , vol.6 , Issue.9 , pp. 780-788
    • Santha, T.1    Garg, R.2    Frieden, T.R.3    Chandrasekaran, V.4    Subramani, R.5    Gopi, P.G.6
  • 14
    • 84969567640 scopus 로고    scopus 로고
    • The value of initial cavitation to predict re-treatment with pulmonary tuberculosis
    • Epub 2016/05/08. PMID: 27154410; PubMed Central PMCID: PMCPMC4858857
    • Huang Q, Yin Y, Kuai S, Yan Y, Liu J, Zhang Y, et al. The value of initial cavitation to predict re-treatment with pulmonary tuberculosis. Eur J Med Res. 2016; 21(1):20. Epub 2016/05/08. https://doi.org/10.1186/ s40001-016-0214-0 PMID: 27154410; PubMed Central PMCID: PMCPMC4858857.
    • (2016) Eur J Med Res , vol.21 , Issue.1 , pp. 20
    • Huang, Q.1    Yin, Y.2    Kuai, S.3    Yan, Y.4    Liu, J.5    Zhang, Y.6
  • 15
    • 84975120003 scopus 로고    scopus 로고
    • Evaluation of factors associated with failure of tuberculosis treatment under DOTS in northern Islamic Republic of Iran
    • Epub 2016/05/18. PMID: 27180736
    • Mohammadzadeh Kh A, Ghayoomi A, Maghsoudloo D. Evaluation of factors associated with failure of tuberculosis treatment under DOTS in northern Islamic Republic of Iran. East Mediterr Health J. 2016; 22(2):87–94. Epub 2016/05/18. PMID: 27180736.
    • (2016) East Mediterr Health J , vol.22 , Issue.2 , pp. 87-94
    • Mohammadzadeh, Kh.A.1    Ghayoomi, A.2    Maghsoudloo, D.3
  • 18
    • 84899455541 scopus 로고    scopus 로고
    • Treatment default amongst patients with tuberculosis in urban Morocco: Predicting and explaining default and post-default sputum smear and drug susceptibility results
    • PMID: 24699682
    • Cherkaoui I, Sabouni R, Ghali I, Kizub D, Billioux AC, Bennani K, et al. Treatment Default amongst Patients with Tuberculosis in Urban Morocco: Predicting and Explaining Default and Post-Default Sputum Smear and Drug Susceptibility Results. PLOS ONE. 2014; 9(4):e93574. https://doi.org/10.1371/journal.pone.0093574 PMID: 24699682
    • (2014) PLOS ONE , vol.9 , Issue.4
    • Cherkaoui, I.1    Sabouni, R.2    Ghali, I.3    Kizub, D.4    Billioux, A.C.5    Bennani, K.6
  • 19
    • 71249090800 scopus 로고    scopus 로고
    • Income inequality, mortality, and self rated health: Meta-analysis of multilevel studies
    • Epub 2009/ 11/12. PMID: 19903981; PubMed Central PMCID: PMCPMC2776131
    • Kondo N, Sembajwe G, Kawachi I, van Dam RM, Subramanian SV, Yamagata Z. Income inequality, mortality, and self rated health: meta-analysis of multilevel studies. Bmj. 2009; 339:b4471. Epub 2009/ 11/12. https://doi.org/10.1136/bmj.b4471 PMID: 19903981; PubMed Central PMCID: PMCPMC2776131.
    • (2009) Bmj , vol.339 , pp. b4471
    • Kondo, N.1    Sembajwe, G.2    Kawachi, I.3    Van Dam, R.M.4    Subramanian, S.V.5    Yamagata, Z.6
  • 20
    • 3042722103 scopus 로고    scopus 로고
    • Income inequality and health: What have we learned so far?
    • Epub 2004/07/06. PMID: 15234949
    • Subramanian SV, Kawachi I. Income inequality and health: what have we learned so far? Epidemiol Rev. 2004; 26:78–91. Epub 2004/07/06. https://doi.org/10.1093/epirev/mxh003 PMID: 15234949.
    • (2004) Epidemiol Rev , vol.26 , pp. 78-91
    • Subramanian, S.V.1    Kawachi, I.2
  • 21
    • 1942535798 scopus 로고    scopus 로고
    • Is income inequality a determinant of population health? Part 1. A systematic review
    • Epub 2004/03/16. PMID: 15016244; PubMed Central PMCID: PMCPMC2690209
    • Lynch J, Smith GD, Harper S, Hillemeier M, Ross N, Kaplan GA, et al. Is income inequality a determinant of population health? Part 1. A systematic review. Milbank Q. 2004; 82(1):5–99. Epub 2004/03/16. https://doi.org/10.1111/j.0887-378X.2004.00302.x PMID: 15016244; PubMed Central PMCID: PMCPMC2690209.
    • (2004) Milbank Q , vol.82 , Issue.1 , pp. 5-99
    • Lynch, J.1    Smith, G.D.2    Harper, S.3    Hillemeier, M.4    Ross, N.5    Kaplan, G.A.6
  • 22
    • 0025851782 scopus 로고
    • Health inequalities among British civil servants: The Whitehall II study
    • Epub 1991/06/08. PMID: 1674771
    • Marmot MG, Smith GD, Stansfeld S, Patel C, North F, Head J, et al. Health inequalities among British civil servants: the Whitehall II study. Lancet. 1991; 337(8754):1387–93. Epub 1991/06/08. PMID: 1674771.
    • (1991) Lancet , vol.337 , Issue.8754 , pp. 1387-1393
    • Marmot, M.G.1    Smith, G.D.2    Stansfeld, S.3    Patel, C.4    North, F.5    Head, J.6
  • 23
    • 85020699075 scopus 로고    scopus 로고
    • Risk factors that may be driving the emergence of drug resistance in tuberculosis patients treated in Yangon, Myanmar
    • PMID: 28614357
    • Khan MS, Hutchison C, Coker RJ. Risk factors that may be driving the emergence of drug resistance in tuberculosis patients treated in Yangon, Myanmar. PLoS ONE. 2017; 12(6):e0177999. https://doi.org/10.1371/journal.pone.0177999 PMC5470668. PMID: 28614357
    • (2017) PLoS ONE , vol.12 , Issue.6
    • Khan, M.S.1    Hutchison, C.2    Coker, R.J.3
  • 25
    • 84948709583 scopus 로고    scopus 로고
    • Pharmacodynamic modeling of bacillary elimination rates and detection of bacterial lipid bodies in sputum to predict and understand outcomes in treatment of pulmonary tuberculosis
    • Epub 2015/03/18. PMID: 25778753; PubMed Central PMCID: PMCPMC4463005
    • Sloan DJ, Mwandumba HC, Garton NJ, Khoo SH, Butterworth AE, Allain TJ, et al. Pharmacodynamic Modeling of Bacillary Elimination Rates and Detection of Bacterial Lipid Bodies in Sputum to Predict and Understand Outcomes in Treatment of Pulmonary Tuberculosis. Clin Infect Dis. 2015; 61(1):1–8. Epub 2015/03/18. https://doi.org/10.1093/cid/civ195 PMID: 25778753; PubMed Central PMCID: PMCPMC4463005.
    • (2015) Clin Infect Dis , vol.61 , Issue.1 , pp. 1-8
    • Sloan, D.J.1    Mwandumba, H.C.2    Garton, N.J.3    Khoo, S.H.4    Butterworth, A.E.5    Allain, T.J.6
  • 26
    • 84873528586 scopus 로고    scopus 로고
    • Tuberculosis diagnosed in a rural setting in Angola. Accuracy of follow-up sputum smears to predict outcome
    • Epub 2013/02/26. PMID: 23432857; PubMed Central PMCID: PMCPMC4001596
    • Lopez T, Moreno M, Salvador F, Zacarias A, Carvalho R, Tomas E, et al. Tuberculosis diagnosed in a rural setting in Angola. Accuracy of follow-up sputum smears to predict outcome. Pathog Glob Health. 2013; 107(1):5–10. Epub 2013/02/26. https://doi.org/10.1179/2047773212Y.0000000066 PMID: 23432857; PubMed Central PMCID: PMCPMC4001596.
    • (2013) Pathog Glob Health , vol.107 , Issue.1 , pp. 5-10
    • Lopez, T.1    Moreno, M.2    Salvador, F.3    Zacarias, A.4    Carvalho, R.5    Tomas, E.6
  • 27
    • 85027493960 scopus 로고    scopus 로고
    • Host blood RNA signatures predict the outcome of tuberculosis treatment
    • Epub 2017/10/21. PMID: 29050771; PubMed Central PMCID: PMCPMC5658513
    • Thompson EG, Du Y, Malherbe ST, Shankar S, Braun J, Valvo J, et al. Host blood RNA signatures predict the outcome of tuberculosis treatment. Tuberculosis (Edinb). 2017; 107:48–58. Epub 2017/10/21. https://doi.org/10.1016/j.tube.2017.08.004 PMID: 29050771; PubMed Central PMCID: PMCPMC5658513.
    • (2017) Tuberculosis (Edinb) , vol.107 , pp. 48-58
    • Thompson, E.G.1    Du, Y.2    Malherbe, S.T.3    Shankar, S.4    Braun, J.5    Valvo, J.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.