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Published in: BMC Medicine 1/2016

Open Access 01-12-2016 | Review

Diagnostic ‘omics’ for active tuberculosis

Authors: Carolin T. Haas, Jennifer K. Roe, Gabriele Pollara, Meera Mehta, Mahdad Noursadeghi

Published in: BMC Medicine | Issue 1/2016

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Abstract

The decision to treat active tuberculosis (TB) is dependent on microbiological tests for the organism or evidence of disease compatible with TB in people with a high demographic risk of exposure. The tuberculin skin test and peripheral blood interferon-γ release assays do not distinguish active TB from a cleared or latent infection. Microbiological culture of mycobacteria is slow. Moreover, the sensitivities of culture and microscopy for acid-fast bacilli and nucleic acid detection by PCR are often compromised by difficulty in obtaining samples from the site of disease. Consequently, we need sensitive and rapid tests for easily obtained clinical samples, which can be deployed to assess patients exposed to TB, discriminate TB from other infectious, inflammatory or autoimmune diseases, and to identify subclinical TB in HIV-1 infected patients prior to commencing antiretroviral therapy. We discuss the evaluation of peripheral blood transcriptomics, proteomics and metabolomics to develop the next generation of rapid diagnostics for active TB. We catalogue the studies published to date seeking to discriminate active TB from healthy volunteers, patients with latent infection and those with other diseases. We identify the limitations of these studies and the barriers to their adoption in clinical practice. In so doing, we aim to develop a framework to guide our approach to discovery and development of diagnostic biomarkers for active TB.
Literature
2.
go back to reference Molicotti P, Bua A, Zanetti S. Cost-effectiveness in the diagnosis of tuberculosis: choices in developing countries. J Infect Dev Ctries. 2014;8:24–38.PubMedCrossRef Molicotti P, Bua A, Zanetti S. Cost-effectiveness in the diagnosis of tuberculosis: choices in developing countries. J Infect Dev Ctries. 2014;8:24–38.PubMedCrossRef
3.
go back to reference Steingart KR, Henry M, Ng V, Hopewell PC, Ramsay A, Cunningham J, Urbanczik R, Perkins M, Aziz MA, Pai M. Fluorescence versus conventional sputum smear microscopy for tuberculosis: a systematic review. Lancet Infect Dis. 2006;6:570–81.PubMedCrossRef Steingart KR, Henry M, Ng V, Hopewell PC, Ramsay A, Cunningham J, Urbanczik R, Perkins M, Aziz MA, Pai M. Fluorescence versus conventional sputum smear microscopy for tuberculosis: a systematic review. Lancet Infect Dis. 2006;6:570–81.PubMedCrossRef
4.
go back to reference Boehme C, Saacks S, O’Brien R. The changing landscape of diagnostic services for tuberculosis. Semin Respir Crit Care Med. 2013;34:17–31.PubMedCrossRef Boehme C, Saacks S, O’Brien R. The changing landscape of diagnostic services for tuberculosis. Semin Respir Crit Care Med. 2013;34:17–31.PubMedCrossRef
5.
go back to reference Parrish NM, Carroll KC. Role of the clinical mycobacteriology laboratory in diagnosis and management of tuberculosis in low-prevalence settings. J Clin Microbiol. 2011;49:772–6.PubMedCentralPubMedCrossRef Parrish NM, Carroll KC. Role of the clinical mycobacteriology laboratory in diagnosis and management of tuberculosis in low-prevalence settings. J Clin Microbiol. 2011;49:772–6.PubMedCentralPubMedCrossRef
6.
go back to reference Lagier J-C, Edouard S, Pagnier I, Mediannikov O, Drancourt M, Raoult D. Current and past strategies for bacterial culture in clinical microbiology. Clin Microbiol Rev. 2015;28:208–36.PubMedCentralPubMedCrossRef Lagier J-C, Edouard S, Pagnier I, Mediannikov O, Drancourt M, Raoult D. Current and past strategies for bacterial culture in clinical microbiology. Clin Microbiol Rev. 2015;28:208–36.PubMedCentralPubMedCrossRef
7.
go back to reference Balasingham SV, Davidsen T, Szpinda I, Frye SA, Tønjum T. Molecular diagnostics in tuberculosis: basis and implications for therapy. Mol Diagn Ther. 2009;13:137–51.PubMedCrossRef Balasingham SV, Davidsen T, Szpinda I, Frye SA, Tønjum T. Molecular diagnostics in tuberculosis: basis and implications for therapy. Mol Diagn Ther. 2009;13:137–51.PubMedCrossRef
8.
go back to reference Lotz A, Ferroni A, Beretti J-L, Dauphin B, Carbonnelle E, Guet-Revillet H, Veziris N, Heym B, Jarlier, V, Gaillard J-L, Pierre-Audigier C, Frapy E, Berche P, Nassif X, Bille E. Rapid identification of mycobacterial whole cells in solid and liquid culture media by matrix-assisted laser desorption ionization-time of flight mass spectrometry. J Clin Microbiol. 2010;48:4481–6.PubMedCentralPubMedCrossRef Lotz A, Ferroni A, Beretti J-L, Dauphin B, Carbonnelle E, Guet-Revillet H, Veziris N, Heym B, Jarlier, V, Gaillard J-L, Pierre-Audigier C, Frapy E, Berche P, Nassif X, Bille E. Rapid identification of mycobacterial whole cells in solid and liquid culture media by matrix-assisted laser desorption ionization-time of flight mass spectrometry. J Clin Microbiol. 2010;48:4481–6.PubMedCentralPubMedCrossRef
9.
go back to reference Saleeb PG, Drake SK, Murray PR, Zelazny AM. Identification of mycobacteria in solid-culture media by matrix-assisted laser desorption ionization-time of flight mass spectrometry. J Clin Microbiol. 2011;49:1790–4.PubMedCentralPubMedCrossRef Saleeb PG, Drake SK, Murray PR, Zelazny AM. Identification of mycobacteria in solid-culture media by matrix-assisted laser desorption ionization-time of flight mass spectrometry. J Clin Microbiol. 2011;49:1790–4.PubMedCentralPubMedCrossRef
10.
go back to reference El Khéchine A, Couderc C, Flaudrops C, Raoult D, Drancourt M. Matrix-assisted laser desorption/ionization time-of-flight mass spectrometry identification of mycobacteria in routine clinical practice. PLoS One. 2011;6:e24720.PubMedCentralPubMedCrossRef El Khéchine A, Couderc C, Flaudrops C, Raoult D, Drancourt M. Matrix-assisted laser desorption/ionization time-of-flight mass spectrometry identification of mycobacteria in routine clinical practice. PLoS One. 2011;6:e24720.PubMedCentralPubMedCrossRef
13.
go back to reference Dinnes J, Deeks J, Kunst H, Gibson A, Cummins E, Waugh N, Drobniewski F, Lalvani A. A systematic review of rapid diagnostic tests for the detection of tuberculosis infection. Health Technol Assess. 2007;11:1–196.PubMedCrossRef Dinnes J, Deeks J, Kunst H, Gibson A, Cummins E, Waugh N, Drobniewski F, Lalvani A. A systematic review of rapid diagnostic tests for the detection of tuberculosis infection. Health Technol Assess. 2007;11:1–196.PubMedCrossRef
14.
go back to reference Moore DAJ, Evans CAW, Gilman RH, Caviedes L, Coronel J, Vivar A, Sanchez E, Piñedo Y, Saravia JC, Salazar C, Oberhelman R, Hollm-Delgado M-G, LaChira D, Escombe AR, Friedland JS. Microscopic-observation drug-susceptibility assay for the diagnosis of TB. N Engl J Med. 2006;355:1539–50.PubMedCentralPubMedCrossRef Moore DAJ, Evans CAW, Gilman RH, Caviedes L, Coronel J, Vivar A, Sanchez E, Piñedo Y, Saravia JC, Salazar C, Oberhelman R, Hollm-Delgado M-G, LaChira D, Escombe AR, Friedland JS. Microscopic-observation drug-susceptibility assay for the diagnosis of TB. N Engl J Med. 2006;355:1539–50.PubMedCentralPubMedCrossRef
15.
go back to reference Leung E, Minion J, Benedetti A, Pai M, Menzies D. Microcolony culture techniques for tuberculosis diagnosis: a systematic review. Int J Tuberc Lung Dis. 2012;16:16–23.PubMedCrossRef Leung E, Minion J, Benedetti A, Pai M, Menzies D. Microcolony culture techniques for tuberculosis diagnosis: a systematic review. Int J Tuberc Lung Dis. 2012;16:16–23.PubMedCrossRef
16.
go back to reference Kidenya BR, Kabangila R, Peck RN, Mshana SE, Webster LE, Koenig SP, Johnson WD, Fitzgerald DW. Early and efficient detection of Mycobacterium tuberculosis in sputum by microscopic observation of broth cultures. PLoS One. 2013;8:e57527.PubMedCentralPubMedCrossRef Kidenya BR, Kabangila R, Peck RN, Mshana SE, Webster LE, Koenig SP, Johnson WD, Fitzgerald DW. Early and efficient detection of Mycobacterium tuberculosis in sputum by microscopic observation of broth cultures. PLoS One. 2013;8:e57527.PubMedCentralPubMedCrossRef
17.
go back to reference Lawn SD. Point-of-care detection of lipoarabinomannan (LAM) in urine for diagnosis of HIV-associated tuberculosis: a state of the art review. BMC Infect Dis. 2012;12:103.PubMedCentralPubMedCrossRef Lawn SD. Point-of-care detection of lipoarabinomannan (LAM) in urine for diagnosis of HIV-associated tuberculosis: a state of the art review. BMC Infect Dis. 2012;12:103.PubMedCentralPubMedCrossRef
18.
go back to reference Thwaites G, Fisher M, Hemingway C, Scott G, Solomon T, Innes J. British Infection Society. British Infection Society guidelines for the diagnosis and treatment of tuberculosis of the central nervous system in adults and children. J Infect. 2009;59:167–87.PubMedCrossRef Thwaites G, Fisher M, Hemingway C, Scott G, Solomon T, Innes J. British Infection Society. British Infection Society guidelines for the diagnosis and treatment of tuberculosis of the central nervous system in adults and children. J Infect. 2009;59:167–87.PubMedCrossRef
21.
go back to reference Crudu V, Stratan E, Romancenco E, Allerheiligen V, Hillemann A, Moraru N. First evaluation of an improved assay for molecular genetic detection of tuberculosis as well as rifampin and isoniazid resistances. J Clin Microbiol. 2012;50:1264–9.PubMedCentralPubMedCrossRef Crudu V, Stratan E, Romancenco E, Allerheiligen V, Hillemann A, Moraru N. First evaluation of an improved assay for molecular genetic detection of tuberculosis as well as rifampin and isoniazid resistances. J Clin Microbiol. 2012;50:1264–9.PubMedCentralPubMedCrossRef
22.
go back to reference Barnard M. Gey van Pittius NC, van Helden PD, Bosman M, Coetzee G, Warren RM. The diagnostic performance of the GenoType MTBDRplus version 2 line probe assay is equivalent to that of the Xpert MTB/RIF assay. J Clin Microbiol. 2012;50:3712–6.PubMedCentralPubMedCrossRef Barnard M. Gey van Pittius NC, van Helden PD, Bosman M, Coetzee G, Warren RM. The diagnostic performance of the GenoType MTBDRplus version 2 line probe assay is equivalent to that of the Xpert MTB/RIF assay. J Clin Microbiol. 2012;50:3712–6.PubMedCentralPubMedCrossRef
23.
go back to reference Blakemore R, Nabeta P, Davidow AL, Vadwai V, Tahirli R, Munsamy V, Nicol M, Jones M, Persing DH, Hillemann D, Ruesch-Gerdes S, Leisegang F, Zamudio C, Rodrigues C, Boehme CC, Perkins MD, Alland D. A multisite assessment of the quantitative capabilities of the Xpert MTB/RIF assay. Am J Respir Crit Care Med. 2011;184:1076–84.PubMedCentralPubMedCrossRef Blakemore R, Nabeta P, Davidow AL, Vadwai V, Tahirli R, Munsamy V, Nicol M, Jones M, Persing DH, Hillemann D, Ruesch-Gerdes S, Leisegang F, Zamudio C, Rodrigues C, Boehme CC, Perkins MD, Alland D. A multisite assessment of the quantitative capabilities of the Xpert MTB/RIF assay. Am J Respir Crit Care Med. 2011;184:1076–84.PubMedCentralPubMedCrossRef
24.
go back to reference Steingart KR, Sohn H, Schiller I, Kloda LA, Boehme CC, Pai M, Dendukuri N. Xpert® MTB/RIF assay for pulmonary tuberculosis and rifampicin resistance in adults. Cochrane Database Syst Rev. 2013;1:CD009593.PubMed Steingart KR, Sohn H, Schiller I, Kloda LA, Boehme CC, Pai M, Dendukuri N. Xpert® MTB/RIF assay for pulmonary tuberculosis and rifampicin resistance in adults. Cochrane Database Syst Rev. 2013;1:CD009593.PubMed
26.
go back to reference Penz E, Boffa J, Roberts DJ, Fisher D, Cooper R, Ronksley PE, James MT. Diagnostic accuracy of the Xpert® MTB/RIF assay for extra-pulmonary tuberculosis: a meta-analysis. Int J Tuberc Lung Dis. 2015;19:278–84. i–iii.PubMedCrossRef Penz E, Boffa J, Roberts DJ, Fisher D, Cooper R, Ronksley PE, James MT. Diagnostic accuracy of the Xpert® MTB/RIF assay for extra-pulmonary tuberculosis: a meta-analysis. Int J Tuberc Lung Dis. 2015;19:278–84. i–iii.PubMedCrossRef
27.
28.
go back to reference Walker TM, Ip CLC, Harrell RH, Evans JT, Kapatai G, Dedicoat MJ, Eyre DW, Wilson DJ, Hawkey PM, Crook DW, Parkhill J, Harris D, Walker AS, Bowden R, Monk P, Smith EG, Peto TEA. Whole-genome sequencing to delineate Mycobacterium tuberculosis outbreaks: a retrospective observational study. Lancet Infect Dis. 2013;13:137–46.PubMedCentralPubMedCrossRef Walker TM, Ip CLC, Harrell RH, Evans JT, Kapatai G, Dedicoat MJ, Eyre DW, Wilson DJ, Hawkey PM, Crook DW, Parkhill J, Harris D, Walker AS, Bowden R, Monk P, Smith EG, Peto TEA. Whole-genome sequencing to delineate Mycobacterium tuberculosis outbreaks: a retrospective observational study. Lancet Infect Dis. 2013;13:137–46.PubMedCentralPubMedCrossRef
29.
go back to reference Walker TM, Lalor MK, Broda A, Saldana Ortega L, Morgan M, Parker L, Churchill S, Bennett K, Golubchik T, Giess AP, Del Ojo Elias C, Jeffery KJ, Bowler ICJW, Laurenson IF, Barrett A, Drobniewski F, McCarthy ND, Anderson LF, Abubakar I, Thomas HL, Monk P, Smith EG, Walker AS, Crook DW, Peto TEA, Conlon CP. Assessment of Mycobacterium tuberculosis transmission in Oxfordshire, UK, 2007-12, with whole pathogen genome sequences: an observational study. Lancet Respir Med. 2014;2:285–92.PubMedCentralPubMedCrossRef Walker TM, Lalor MK, Broda A, Saldana Ortega L, Morgan M, Parker L, Churchill S, Bennett K, Golubchik T, Giess AP, Del Ojo Elias C, Jeffery KJ, Bowler ICJW, Laurenson IF, Barrett A, Drobniewski F, McCarthy ND, Anderson LF, Abubakar I, Thomas HL, Monk P, Smith EG, Walker AS, Crook DW, Peto TEA, Conlon CP. Assessment of Mycobacterium tuberculosis transmission in Oxfordshire, UK, 2007-12, with whole pathogen genome sequences: an observational study. Lancet Respir Med. 2014;2:285–92.PubMedCentralPubMedCrossRef
30.
go back to reference Bryant JM, Harris SR, Parkhill J, Dawson R, Diacon AH, van Helden P, Pym A, Mahayiddin AA, Chuchottaworn C, Sanne IM, Louw C, Boeree MJ, Hoelscher M, McHugh TD, Bateson ALC, Hunt RD, Mwaigwisya S, Wright L, Gillespie SH, Bentley SD. Whole-genome sequencing to establish relapse or re-infection with Mycobacterium tuberculosis: a retrospective observational study. Lancet Respir Med. 2013;1:786–92.PubMedCentralPubMedCrossRef Bryant JM, Harris SR, Parkhill J, Dawson R, Diacon AH, van Helden P, Pym A, Mahayiddin AA, Chuchottaworn C, Sanne IM, Louw C, Boeree MJ, Hoelscher M, McHugh TD, Bateson ALC, Hunt RD, Mwaigwisya S, Wright L, Gillespie SH, Bentley SD. Whole-genome sequencing to establish relapse or re-infection with Mycobacterium tuberculosis: a retrospective observational study. Lancet Respir Med. 2013;1:786–92.PubMedCentralPubMedCrossRef
31.
go back to reference Köser CU, Bryant JM, Becq J, Török ME, Ellington MJ, Marti-Renom MA, Carmichael AJ, Parkhill J, Smith GP, Peacock SJ. Whole-genome sequencing for rapid susceptibility testing of M. tuberculosis. N Engl J Med. 2013;369:290–2.PubMedCrossRef Köser CU, Bryant JM, Becq J, Török ME, Ellington MJ, Marti-Renom MA, Carmichael AJ, Parkhill J, Smith GP, Peacock SJ. Whole-genome sequencing for rapid susceptibility testing of M. tuberculosis. N Engl J Med. 2013;369:290–2.PubMedCrossRef
32.
go back to reference Outhred AC, Jelfs P, Suliman B, Hill-Cawthorne GA, Crawford ABH, Marais BJ, Sintchenko V. Added value of whole-genome sequencing for management of highly drug-resistant TB. J Antimicrob Chemother. 2015;70:1198–202.PubMedCentralPubMed Outhred AC, Jelfs P, Suliman B, Hill-Cawthorne GA, Crawford ABH, Marais BJ, Sintchenko V. Added value of whole-genome sequencing for management of highly drug-resistant TB. J Antimicrob Chemother. 2015;70:1198–202.PubMedCentralPubMed
33.
go back to reference Coll F, McNerney R, Preston MD, Guerra-Assunção JA, Warry A, Hill-Cawthorne G, Mallard K, Nair M, Miranda A, Alves A, Perdigão J, Viveiros M, Portugal I, Hasan Z, Hasan R, Glynn JR, Martin N, Pain A, Clark TG. Rapid determination of anti-tuberculosis drug resistance from whole-genome sequences. Genome Med. 2015;7:51.PubMedCentralPubMedCrossRef Coll F, McNerney R, Preston MD, Guerra-Assunção JA, Warry A, Hill-Cawthorne G, Mallard K, Nair M, Miranda A, Alves A, Perdigão J, Viveiros M, Portugal I, Hasan Z, Hasan R, Glynn JR, Martin N, Pain A, Clark TG. Rapid determination of anti-tuberculosis drug resistance from whole-genome sequences. Genome Med. 2015;7:51.PubMedCentralPubMedCrossRef
34.
go back to reference Walker TM, Kohl TA, Omar SV, Hedge J, Del Ojo EC, Bradley P, Iqbal Z, Feuerriegel S, Niehaus KE, Wilson DJ, Clifton DA, Kapatai G, Ip CLC, Bowden R, Drobniewski FA, Allix-Béguec C, Gaudin C, Parkhill J, Diel R, Supply P, Crook DW, Smith EG, Walker AS, Ismail N, Niemann S, Peto TEA, Modernizing Medical Microbiology (MMM) Informatics Group. Whole-genome sequencing for prediction of Mycobacterium tuberculosis drug susceptibility and resistance: a retrospective cohort study. Lancet Infect Dis. 2015;15:1193–202.PubMedCentralPubMedCrossRef Walker TM, Kohl TA, Omar SV, Hedge J, Del Ojo EC, Bradley P, Iqbal Z, Feuerriegel S, Niehaus KE, Wilson DJ, Clifton DA, Kapatai G, Ip CLC, Bowden R, Drobniewski FA, Allix-Béguec C, Gaudin C, Parkhill J, Diel R, Supply P, Crook DW, Smith EG, Walker AS, Ismail N, Niemann S, Peto TEA, Modernizing Medical Microbiology (MMM) Informatics Group. Whole-genome sequencing for prediction of Mycobacterium tuberculosis drug susceptibility and resistance: a retrospective cohort study. Lancet Infect Dis. 2015;15:1193–202.PubMedCentralPubMedCrossRef
35.
go back to reference Witney AA, Gould KA, Arnold A, Coleman D, Delgado R, Dhillon J, Pond MJ, Pope CF, Planche TD, Stoker NG, Cosgrove CA, Butcher PD, Harrison TS, Hinds J. Clinical application of whole-genome sequencing to inform treatment for multidrug-resistant tuberculosis cases. J Clin Microbiol. 2015;53:1473–83.PubMedCentralPubMedCrossRef Witney AA, Gould KA, Arnold A, Coleman D, Delgado R, Dhillon J, Pond MJ, Pope CF, Planche TD, Stoker NG, Cosgrove CA, Butcher PD, Harrison TS, Hinds J. Clinical application of whole-genome sequencing to inform treatment for multidrug-resistant tuberculosis cases. J Clin Microbiol. 2015;53:1473–83.PubMedCentralPubMedCrossRef
36.
go back to reference Votintseva AA, Pankhurst LJ, Anson LW, Morgan MR, Gascoyne-Binzi D, Walker TM, Quan TP, Wyllie DH, Del Ojo Elias C, Wilcox M, Walker AS, Peto TEA, Crook DW. Mycobacterial DNA extraction for whole-genome sequencing from early positive liquid (MGIT) cultures. J Clin Microbiol. 2015;53:1137–43.PubMedCentralPubMedCrossRef Votintseva AA, Pankhurst LJ, Anson LW, Morgan MR, Gascoyne-Binzi D, Walker TM, Quan TP, Wyllie DH, Del Ojo Elias C, Wilcox M, Walker AS, Peto TEA, Crook DW. Mycobacterial DNA extraction for whole-genome sequencing from early positive liquid (MGIT) cultures. J Clin Microbiol. 2015;53:1137–43.PubMedCentralPubMedCrossRef
37.
go back to reference Doughty EL, Sergeant MJ, Adetifa I, Antonio M, Pallen MJ. Culture-independent detection and characterisation of Mycobacterium tuberculosis and M. africanum in sputum samples using shotgun metagenomics on a benchtop sequencer. PeerJ. 2014;2:e585.PubMedCentralPubMedCrossRef Doughty EL, Sergeant MJ, Adetifa I, Antonio M, Pallen MJ. Culture-independent detection and characterisation of Mycobacterium tuberculosis and M. africanum in sputum samples using shotgun metagenomics on a benchtop sequencer. PeerJ. 2014;2:e585.PubMedCentralPubMedCrossRef
38.
go back to reference Brown AC, Bryant JM, Einer-Jensen K, Holdstock J, Houniet DT, Chan JZM, Depledge DP, Nikolayevskyy V, Broda A, Stone MJ, Christiansen MT, Williams R, McAndrew MB, Tutill H, Brown J, Melzer M, Rosmarin C, McHugh TD, Shorten RJ, Drobniewski F, Speight G, Breuer J. Rapid whole-genome sequencing of mycobacterium tuberculosis isolates directly from clinical samples. J Clin Microbiol. 2015;53:2230–7.PubMedCentralPubMedCrossRef Brown AC, Bryant JM, Einer-Jensen K, Holdstock J, Houniet DT, Chan JZM, Depledge DP, Nikolayevskyy V, Broda A, Stone MJ, Christiansen MT, Williams R, McAndrew MB, Tutill H, Brown J, Melzer M, Rosmarin C, McHugh TD, Shorten RJ, Drobniewski F, Speight G, Breuer J. Rapid whole-genome sequencing of mycobacterium tuberculosis isolates directly from clinical samples. J Clin Microbiol. 2015;53:2230–7.PubMedCentralPubMedCrossRef
39.
go back to reference Kerkhoff AD, Wood R, Vogt M, Lawn SD. Predictive value of anaemia for tuberculosis in HIV-infected patients in sub-Saharan Africa: an indication for routine microbiological investigation using new rapid assays. J Acquir Immune Defic Syndr. 2014;66:33–40.PubMedCentralPubMedCrossRef Kerkhoff AD, Wood R, Vogt M, Lawn SD. Predictive value of anaemia for tuberculosis in HIV-infected patients in sub-Saharan Africa: an indication for routine microbiological investigation using new rapid assays. J Acquir Immune Defic Syndr. 2014;66:33–40.PubMedCentralPubMedCrossRef
40.
go back to reference Ramakrishnan L. Revisiting the role of the granuloma in tuberculosis. Nat Rev Immunol. 2012;12:352–66.PubMed Ramakrishnan L. Revisiting the role of the granuloma in tuberculosis. Nat Rev Immunol. 2012;12:352–66.PubMed
41.
go back to reference Chen RY, Dodd LE, Lee M, Paripati P, Hammoud DA, Mountz JM, Jeon D, Zia N, Zahiri H, Coleman MT, Carroll MW, Lee JD, Jeong YJ, Herscovitch P, Lahouar S, Tartakovsky M, Rosenthal A, Somaiyya S, Lee S, Goldfeder LC, Cai Y, Via LE, Park S-K, Cho S-N, Barry CE. PET/CT imaging correlates with treatment outcome in patients with multidrug-resistant tuberculosis. Sci Transl Med. 2014;6:265ra166.PubMedCrossRef Chen RY, Dodd LE, Lee M, Paripati P, Hammoud DA, Mountz JM, Jeon D, Zia N, Zahiri H, Coleman MT, Carroll MW, Lee JD, Jeong YJ, Herscovitch P, Lahouar S, Tartakovsky M, Rosenthal A, Somaiyya S, Lee S, Goldfeder LC, Cai Y, Via LE, Park S-K, Cho S-N, Barry CE. PET/CT imaging correlates with treatment outcome in patients with multidrug-resistant tuberculosis. Sci Transl Med. 2014;6:265ra166.PubMedCrossRef
42.
go back to reference Chang KC, Leung CC. Systematic review of interferon-gamma release assays in tuberculosis: focus on likelihood ratios. Thorax. 2010;65:271–6.PubMedCrossRef Chang KC, Leung CC. Systematic review of interferon-gamma release assays in tuberculosis: focus on likelihood ratios. Thorax. 2010;65:271–6.PubMedCrossRef
43.
go back to reference Menzies D, Pai M, Comstock G. Meta-analysis: new tests for the diagnosis of latent tuberculosis infection: areas of uncertainty and recommendations for research. Ann Intern Med. 2007;146:340–54.PubMedCrossRef Menzies D, Pai M, Comstock G. Meta-analysis: new tests for the diagnosis of latent tuberculosis infection: areas of uncertainty and recommendations for research. Ann Intern Med. 2007;146:340–54.PubMedCrossRef
44.
go back to reference Pai M, Zwerling A, Menzies D. Systematic review: T-cell-based assays for the diagnosis of latent tuberculosis infection: an update. Ann Intern Med. 2008;149:177–84.PubMedCentralPubMedCrossRef Pai M, Zwerling A, Menzies D. Systematic review: T-cell-based assays for the diagnosis of latent tuberculosis infection: an update. Ann Intern Med. 2008;149:177–84.PubMedCentralPubMedCrossRef
45.
go back to reference Metcalfe JZ, Everett CK, Steingart KR, Cattamanchi A, Huang L, Hopewell PC, Pai M. Interferon-γ release assays for active pulmonary tuberculosis diagnosis in adults in low- and middle-income countries: systematic review and meta-analysis. J Infect Dis. 2011;204 Suppl 4:S1120–9.PubMedCentralPubMedCrossRef Metcalfe JZ, Everett CK, Steingart KR, Cattamanchi A, Huang L, Hopewell PC, Pai M. Interferon-γ release assays for active pulmonary tuberculosis diagnosis in adults in low- and middle-income countries: systematic review and meta-analysis. J Infect Dis. 2011;204 Suppl 4:S1120–9.PubMedCentralPubMedCrossRef
46.
go back to reference Sester M, Sotgiu G, Lange C, Giehl C, Girardi E, Migliori GB, Bossink A, Dheda K, Diel R, Dominguez J, Lipman M, Nemeth J, Ravn P, Winkler S, Huitric E, Sandgren A, Manissero D. Interferon-γ release assays for the diagnosis of active tuberculosis: a systematic review and meta-analysis. Eur Respir J. 2011;37:100–11.PubMedCrossRef Sester M, Sotgiu G, Lange C, Giehl C, Girardi E, Migliori GB, Bossink A, Dheda K, Diel R, Dominguez J, Lipman M, Nemeth J, Ravn P, Winkler S, Huitric E, Sandgren A, Manissero D. Interferon-γ release assays for the diagnosis of active tuberculosis: a systematic review and meta-analysis. Eur Respir J. 2011;37:100–11.PubMedCrossRef
47.
go back to reference Mistry R, Cliff JM, Clayton CL, Beyers N, Mohamed YS, Wilson PA, Dockrell HM, Wallace DM, van Helden PD, Duncan K, Lukey PT. Gene-expression patterns in whole blood identify subjects at risk for recurrent tuberculosis. J Infect Dis. 2007;195:357–65.PubMedCrossRef Mistry R, Cliff JM, Clayton CL, Beyers N, Mohamed YS, Wilson PA, Dockrell HM, Wallace DM, van Helden PD, Duncan K, Lukey PT. Gene-expression patterns in whole blood identify subjects at risk for recurrent tuberculosis. J Infect Dis. 2007;195:357–65.PubMedCrossRef
48.
go back to reference Bloom CI, Graham CM, Berry MPR, Rozakeas F, Redford PS, Wang Y, Xu Z, Wilkinson KA, Wilkinson RJ, Kendrick Y, Devouassoux G, Ferry T, Miyara M, Bouvry D, Dominique V, Gorochov G, Blankenship D, Saadatian M, Vanhems P, Beynon H, Vancheeswaran R, Wickremasinghe M,Chaussabel D, Banchereau J, Pascual V, Ho L, Lipman M, O’Garra A. Transcriptional blood signatures distinguish pulmonary tuberculosis, pulmonary sarcoidosis, pneumonias and lung cancers. PLoS One. 2013;8:e70630.PubMedCentralPubMedCrossRef Bloom CI, Graham CM, Berry MPR, Rozakeas F, Redford PS, Wang Y, Xu Z, Wilkinson KA, Wilkinson RJ, Kendrick Y, Devouassoux G, Ferry T, Miyara M, Bouvry D, Dominique V, Gorochov G, Blankenship D, Saadatian M, Vanhems P, Beynon H, Vancheeswaran R, Wickremasinghe M,Chaussabel D, Banchereau J, Pascual V, Ho L, Lipman M, O’Garra A. Transcriptional blood signatures distinguish pulmonary tuberculosis, pulmonary sarcoidosis, pneumonias and lung cancers. PLoS One. 2013;8:e70630.PubMedCentralPubMedCrossRef
49.
go back to reference Koth LL, Solberg OD, Peng JC, Bhakta NR, Nguyen CP, Woodruff PG. Sarcoidosis blood transcriptome reflects lung inflammation and overlaps with tuberculosis. Am J Respir Crit Care Med. 2011;184:1153–63.PubMedCentralPubMedCrossRef Koth LL, Solberg OD, Peng JC, Bhakta NR, Nguyen CP, Woodruff PG. Sarcoidosis blood transcriptome reflects lung inflammation and overlaps with tuberculosis. Am J Respir Crit Care Med. 2011;184:1153–63.PubMedCentralPubMedCrossRef
50.
go back to reference Maertzdorf J, Ota M, Repsilber D, Mollenkopf HJ, Weiner J, Hill PC, Kaufmann SHE. Functional Correlations of pathogenesis-driven gene expression signatures in tuberculosis. PLoS One. 2011;6:e26938.PubMedCentralPubMedCrossRef Maertzdorf J, Ota M, Repsilber D, Mollenkopf HJ, Weiner J, Hill PC, Kaufmann SHE. Functional Correlations of pathogenesis-driven gene expression signatures in tuberculosis. PLoS One. 2011;6:e26938.PubMedCentralPubMedCrossRef
51.
go back to reference Maertzdorf J, Weiner J, Mollenkopf H-J, TBornotTB Network, Bauer T, Prasse A, Müller-Quernheim J, Kaufmann SHE. Common patterns and disease-related signatures in tuberculosis and sarcoidosis. Proc Natl Acad Sci U S A. 2012;109:7853–8. Maertzdorf J, Weiner J, Mollenkopf H-J, TBornotTB Network, Bauer T, Prasse A, Müller-Quernheim J, Kaufmann SHE. Common patterns and disease-related signatures in tuberculosis and sarcoidosis. Proc Natl Acad Sci U S A. 2012;109:7853–8.
52.
go back to reference Ottenhoff THM, Dass RH, Yang N, Zhang MM, Wong HEE, Sahiratmadja E, Khor CC, Alisjahbana B, van Crevel R, Marzuki S, Seielstad M, van de Vosse E, Hibberd ML. Genome-wide expression profiling identifies type 1 interferon response pathways in active tuberculosis. PLoS One. 2012;7:e45839.PubMedCentralPubMedCrossRef Ottenhoff THM, Dass RH, Yang N, Zhang MM, Wong HEE, Sahiratmadja E, Khor CC, Alisjahbana B, van Crevel R, Marzuki S, Seielstad M, van de Vosse E, Hibberd ML. Genome-wide expression profiling identifies type 1 interferon response pathways in active tuberculosis. PLoS One. 2012;7:e45839.PubMedCentralPubMedCrossRef
53.
go back to reference Stern JNH, Keskin DB, Romero V, Zuniga J, Encinales L, Li C, Awad C, Yunis EJ. Molecular signatures distinguishing active from latent tuberculosis in peripheral blood mononuclear cells, after in vitro antigenic stimulation with purified protein derivative of tuberculin (PPD) or Candida: a preliminary report. Immunol Res. 2009;45:1–12.PubMedCrossRef Stern JNH, Keskin DB, Romero V, Zuniga J, Encinales L, Li C, Awad C, Yunis EJ. Molecular signatures distinguishing active from latent tuberculosis in peripheral blood mononuclear cells, after in vitro antigenic stimulation with purified protein derivative of tuberculin (PPD) or Candida: a preliminary report. Immunol Res. 2009;45:1–12.PubMedCrossRef
54.
go back to reference Cliff JM, Lee J-S, Constantinou N, Cho J-E, Clark TG, Ronacher K, King EC, Lukey PT, Duncan K, Helden PDV, Walzl G, Dockrell HM. Distinct phases of blood gene expression pattern through tuberculosis treatment reflect modulation of the humoral immune response. J Infect Dis. 2013;207(1):18–29.PubMedCrossRef Cliff JM, Lee J-S, Constantinou N, Cho J-E, Clark TG, Ronacher K, King EC, Lukey PT, Duncan K, Helden PDV, Walzl G, Dockrell HM. Distinct phases of blood gene expression pattern through tuberculosis treatment reflect modulation of the humoral immune response. J Infect Dis. 2013;207(1):18–29.PubMedCrossRef
55.
go back to reference Bloom CI, Graham CM, Berry MPR, Wilkinson KA, Oni T, Rozakeas F, Xu Z, Rossello-Urgell J, Chaussabel D, Banchereau J, Pascual V, Lipman M, Wilkinson RJ, O’Garra A. Detectable changes in the blood transcriptome are present after two weeks of antituberculosis therapy. PLoS One. 2012;7:e46191.PubMedCentralPubMedCrossRef Bloom CI, Graham CM, Berry MPR, Wilkinson KA, Oni T, Rozakeas F, Xu Z, Rossello-Urgell J, Chaussabel D, Banchereau J, Pascual V, Lipman M, Wilkinson RJ, O’Garra A. Detectable changes in the blood transcriptome are present after two weeks of antituberculosis therapy. PLoS One. 2012;7:e46191.PubMedCentralPubMedCrossRef
56.
go back to reference Maertzdorf J, Repsilber D, Parida SK, Stanley K, Roberts T, Black G, Walzl G, Kaufmann SHE. Human gene expression profiles of susceptibility and resistance in tuberculosis. Genes Immun. 2011;12:15–22.PubMedCrossRef Maertzdorf J, Repsilber D, Parida SK, Stanley K, Roberts T, Black G, Walzl G, Kaufmann SHE. Human gene expression profiles of susceptibility and resistance in tuberculosis. Genes Immun. 2011;12:15–22.PubMedCrossRef
57.
go back to reference Berry MPR, Graham CM, McNab FW, Xu Z, Bloch SAA, Oni T, Wilkinson KA, Banchereau R, Skinner J, Wilkinson RJ, Quinn C, Blankenship D, Dhawan R, Cush JJ, Mejias A, Ramilo O, Kon OM, Pascual V, Banchereau J, Chaussabel D, O’Garra A. An interferon-inducible neutrophil-driven blood transcriptional signature in human tuberculosis. Nature. 2010;466:973–7.PubMedCentralPubMedCrossRef Berry MPR, Graham CM, McNab FW, Xu Z, Bloch SAA, Oni T, Wilkinson KA, Banchereau R, Skinner J, Wilkinson RJ, Quinn C, Blankenship D, Dhawan R, Cush JJ, Mejias A, Ramilo O, Kon OM, Pascual V, Banchereau J, Chaussabel D, O’Garra A. An interferon-inducible neutrophil-driven blood transcriptional signature in human tuberculosis. Nature. 2010;466:973–7.PubMedCentralPubMedCrossRef
58.
go back to reference Cai Y, Yang Q, Tang Y, Zhang M, Liu H, Zhang G, Deng Q, Huang J, Gao Z, Zhou B, Feng CG, Chen X. Increased complement C1q level marks active disease in human tuberculosis. PLoS One. 2014;9:e92340.PubMedCentralPubMedCrossRef Cai Y, Yang Q, Tang Y, Zhang M, Liu H, Zhang G, Deng Q, Huang J, Gao Z, Zhou B, Feng CG, Chen X. Increased complement C1q level marks active disease in human tuberculosis. PLoS One. 2014;9:e92340.PubMedCentralPubMedCrossRef
59.
go back to reference Kaforou M, Wright VJ, Oni T, French N, Anderson ST, Bangani N, Banwell CM, Brent AJ, Crampin AC, Dockrell HM, Eley B, Heyderman RS, Hibberd ML, Kern F, Langford PR, Ling L, Mendelson M, Ottenhoff TH, Zgambo F, Wilkinson RJ, Coin LJ, Levin M. Detection of Tuberculosis in HIV-infected and -uninfected African adults using whole blood RNA Expression signatures: a case-control study. PLoS Med. 2013;10:e1001538.PubMedCentralPubMedCrossRef Kaforou M, Wright VJ, Oni T, French N, Anderson ST, Bangani N, Banwell CM, Brent AJ, Crampin AC, Dockrell HM, Eley B, Heyderman RS, Hibberd ML, Kern F, Langford PR, Ling L, Mendelson M, Ottenhoff TH, Zgambo F, Wilkinson RJ, Coin LJ, Levin M. Detection of Tuberculosis in HIV-infected and -uninfected African adults using whole blood RNA Expression signatures: a case-control study. PLoS Med. 2013;10:e1001538.PubMedCentralPubMedCrossRef
60.
go back to reference Anderson ST, Kaforou M, Brent AJ, Wright VJ, Banwell CM, Chagaluka G, Crampin AC, Dockrell HM, French N, Hamilton MS, Hibberd ML, Kern F, Langford PR, Ling L, Mlotha R, Ottenhoff THM, Pienaar S, Pillay V, Scott JAG, Twahir H, Wilkinson RJ, Coin LJ, Heyderman RS, Levin M, Eley B, ILULU Consortium. KIDS TB Study Group. Diagnosis of childhood tuberculosis and host RNA expression in Africa. N Engl J Med. 2014;370:1712–23.PubMedCentralPubMedCrossRef Anderson ST, Kaforou M, Brent AJ, Wright VJ, Banwell CM, Chagaluka G, Crampin AC, Dockrell HM, French N, Hamilton MS, Hibberd ML, Kern F, Langford PR, Ling L, Mlotha R, Ottenhoff THM, Pienaar S, Pillay V, Scott JAG, Twahir H, Wilkinson RJ, Coin LJ, Heyderman RS, Levin M, Eley B, ILULU Consortium. KIDS TB Study Group. Diagnosis of childhood tuberculosis and host RNA expression in Africa. N Engl J Med. 2014;370:1712–23.PubMedCentralPubMedCrossRef
61.
go back to reference Walter ND, Miller MA, Vasquez J, Weiner M, Chapman A, Engle M, Higgins M, Quinones AM, Roselli V, Canono E, Yoon C, Cattamanchi A, Davis JL, Phang T, Stearman RS, Datta G, Garcia BJ, Daley CL, Strong M, Kechris K, Fingerlin TE, Reves R, Geraci MW. Blood transcriptional biomarkers for active TB among US patients: A case-control study with systematic cross-classifier evaluation. J Clin Microbiol. 2016;54(2):274–82.PubMedCrossRef Walter ND, Miller MA, Vasquez J, Weiner M, Chapman A, Engle M, Higgins M, Quinones AM, Roselli V, Canono E, Yoon C, Cattamanchi A, Davis JL, Phang T, Stearman RS, Datta G, Garcia BJ, Daley CL, Strong M, Kechris K, Fingerlin TE, Reves R, Geraci MW. Blood transcriptional biomarkers for active TB among US patients: A case-control study with systematic cross-classifier evaluation. J Clin Microbiol. 2016;54(2):274–82.PubMedCrossRef
62.
go back to reference Maertzdorf J, McEwen G, Weiner J, Tian S, Lader E, Schriek U, Mayanja-Kizza H, Ota M, Kenneth J, Kaufmann SH. Concise gene signature for point-of-care classification of tuberculosis. EMBO Mol Med. 2015;8(2):86–95.PubMedCentralPubMedCrossRef Maertzdorf J, McEwen G, Weiner J, Tian S, Lader E, Schriek U, Mayanja-Kizza H, Ota M, Kenneth J, Kaufmann SH. Concise gene signature for point-of-care classification of tuberculosis. EMBO Mol Med. 2015;8(2):86–95.PubMedCentralPubMedCrossRef
63.
go back to reference Dawany N, Showe LC, Kossenkov AV, Chang C, Ive P, Conradie F, Stevens W, Sanne I, Azzoni L, Montaner LJ. Identification of a 251 gene expression signature that can accurately detect M. tuberculosis in patients with and without HIV co-infection. PLoS One. 2014;9:e89925.PubMedCentralPubMedCrossRef Dawany N, Showe LC, Kossenkov AV, Chang C, Ive P, Conradie F, Stevens W, Sanne I, Azzoni L, Montaner LJ. Identification of a 251 gene expression signature that can accurately detect M. tuberculosis in patients with and without HIV co-infection. PLoS One. 2014;9:e89925.PubMedCentralPubMedCrossRef
64.
go back to reference Subbian S, Tsenova L, Kim M-J, Wainwright HC, Visser A, Bandyopadhyay N, Bader JS, Karakousis PC, Murrmann GB, Bekker L-G, Russell DG, Kaplan G. Lesion-specific immune response in granulomas of patients with pulmonary tuberculosis: a pilot study. PLoS One. 2015;10:e0132249.PubMedCentralPubMedCrossRef Subbian S, Tsenova L, Kim M-J, Wainwright HC, Visser A, Bandyopadhyay N, Bader JS, Karakousis PC, Murrmann GB, Bekker L-G, Russell DG, Kaplan G. Lesion-specific immune response in granulomas of patients with pulmonary tuberculosis: a pilot study. PLoS One. 2015;10:e0132249.PubMedCentralPubMedCrossRef
65.
go back to reference Maji A, Misra R, Kumar Mondal A, Kumar D, Bajaj D, Singhal A, Arora G, Bhaduri A, Sajid A, Bhatia S, Singh S, Singh H, Rao V, Dash D, Baby Shalini E, Sarojini Michael J, Chaudhary A, Gokhale RS, Singh Y. Expression profiling of lymph nodes in tuberculosis patients reveal inflammatory milieu at site of infection. Sci Rep. 2015;5:15214.PubMedCentralPubMedCrossRef Maji A, Misra R, Kumar Mondal A, Kumar D, Bajaj D, Singhal A, Arora G, Bhaduri A, Sajid A, Bhatia S, Singh S, Singh H, Rao V, Dash D, Baby Shalini E, Sarojini Michael J, Chaudhary A, Gokhale RS, Singh Y. Expression profiling of lymph nodes in tuberculosis patients reveal inflammatory milieu at site of infection. Sci Rep. 2015;5:15214.PubMedCentralPubMedCrossRef
66.
go back to reference Tomlinson GS, Thomas N, Chain BM, Best K, Simpson N, Hardavella G, Brown J, Bhowmik A, Navani N, Janes SM, Miller RF, Noursadeghi M. Transcriptional profiling of endobronchial ultrasound guided lymph node samples aids diagnosis of mediastinal lymphadenopathy. Chest. 2015. doi:10.1378/chest.15-0647. Ahead of print.PubMed Tomlinson GS, Thomas N, Chain BM, Best K, Simpson N, Hardavella G, Brown J, Bhowmik A, Navani N, Janes SM, Miller RF, Noursadeghi M. Transcriptional profiling of endobronchial ultrasound guided lymph node samples aids diagnosis of mediastinal lymphadenopathy. Chest. 2015. doi:10.​1378/​chest.​15-0647. Ahead of print.PubMed
67.
go back to reference Gideon HP, Phuah J, Myers AJ, Bryson BD, Rodgers MA, Coleman MT, Maiello P, Rutledge T, Marino S, Fortune SM, Kirschner DE, Lin PL, Flynn JL. Variability in tuberculosis granuloma T cell responses exists, but a balance of pro- and anti-inflammatory cytokines is associated with sterilization. PLoS Pathog. 2015;11:e1004603.PubMedCentralPubMedCrossRef Gideon HP, Phuah J, Myers AJ, Bryson BD, Rodgers MA, Coleman MT, Maiello P, Rutledge T, Marino S, Fortune SM, Kirschner DE, Lin PL, Flynn JL. Variability in tuberculosis granuloma T cell responses exists, but a balance of pro- and anti-inflammatory cytokines is associated with sterilization. PLoS Pathog. 2015;11:e1004603.PubMedCentralPubMedCrossRef
68.
go back to reference Agranoff D, Fernandez-Reyes D, Papadopoulos MC, Rojas SA, Herbster M, Loosemore A, Tarelli E, Sheldon J, Schwenk A, Pollok R, Rayner CFJ, Krishna S. Identification of diagnostic markers for tuberculosis by proteomic fingerprinting of serum. Lancet. 2006;368:1012–21.PubMedCrossRef Agranoff D, Fernandez-Reyes D, Papadopoulos MC, Rojas SA, Herbster M, Loosemore A, Tarelli E, Sheldon J, Schwenk A, Pollok R, Rayner CFJ, Krishna S. Identification of diagnostic markers for tuberculosis by proteomic fingerprinting of serum. Lancet. 2006;368:1012–21.PubMedCrossRef
69.
go back to reference Xu D, Li Y, Li X, Wei L-L, Pan Z, Jiang T-T, Chen Z-L, Wang C, Cao W-M, Zhang X, Ping Z-P, Liu C-M, Liu J-Y, Li Z-J, Li J-C. Serum protein S100A9, SOD3, and MMP9 as new diagnostic biomarkers for pulmonary tuberculosis by iTRAQ-coupled two-dimensional LC-MS/MS. Proteomics. 2015;15:58–67.PubMedCrossRef Xu D, Li Y, Li X, Wei L-L, Pan Z, Jiang T-T, Chen Z-L, Wang C, Cao W-M, Zhang X, Ping Z-P, Liu C-M, Liu J-Y, Li Z-J, Li J-C. Serum protein S100A9, SOD3, and MMP9 as new diagnostic biomarkers for pulmonary tuberculosis by iTRAQ-coupled two-dimensional LC-MS/MS. Proteomics. 2015;15:58–67.PubMedCrossRef
70.
go back to reference Liu J, Jiang T, Wei L, Yang X, Wang C, Zhang X, Xu D, Chen Z, Yang F, Li J-C. The discovery and identification of a candidate proteomic biomarker of active tuberculosis. BMC Infect Dis. 2013;13:506.PubMedCentralPubMedCrossRef Liu J, Jiang T, Wei L, Yang X, Wang C, Zhang X, Xu D, Chen Z, Yang F, Li J-C. The discovery and identification of a candidate proteomic biomarker of active tuberculosis. BMC Infect Dis. 2013;13:506.PubMedCentralPubMedCrossRef
71.
go back to reference Zhang J, Wu X, Shi L, Liang Y, Xie Z, Yang Y, Li Z, Liu C, Yang F. Diagnostic serum proteomic analysis in patients with active tuberculosis. Clin Chim Acta. 2012;413:883–7.PubMedCrossRef Zhang J, Wu X, Shi L, Liang Y, Xie Z, Yang Y, Li Z, Liu C, Yang F. Diagnostic serum proteomic analysis in patients with active tuberculosis. Clin Chim Acta. 2012;413:883–7.PubMedCrossRef
72.
go back to reference Liu J, Jiang T, Jiang F, Xu D, Wei L, Wang C, Chen Z, Zhang X, Li J. Comparative proteomic analysis of serum diagnosis patterns of sputum smear-positive pulmonary tuberculosis based on magnetic bead separation and mass spectrometry analysis. Int J Clin Exp Med. 2015;8:2077–85.PubMedCentralPubMed Liu J, Jiang T, Jiang F, Xu D, Wei L, Wang C, Chen Z, Zhang X, Li J. Comparative proteomic analysis of serum diagnosis patterns of sputum smear-positive pulmonary tuberculosis based on magnetic bead separation and mass spectrometry analysis. Int J Clin Exp Med. 2015;8:2077–85.PubMedCentralPubMed
73.
go back to reference Sandhu G, Battaglia F, Ely BK, Athanasakis D, Montoya R, Valencia T, Gilman RH, Evans CA, Friedland JS, Fernandez-Reyes D, Agranoff DD. Discriminating active from latent tuberculosis in patients presenting to community clinics. PLoS One. 2012;7:e38080.PubMedCentralPubMedCrossRef Sandhu G, Battaglia F, Ely BK, Athanasakis D, Montoya R, Valencia T, Gilman RH, Evans CA, Friedland JS, Fernandez-Reyes D, Agranoff DD. Discriminating active from latent tuberculosis in patients presenting to community clinics. PLoS One. 2012;7:e38080.PubMedCentralPubMedCrossRef
74.
go back to reference Deng C, Lin M, Hu C, Li Y, Gao Y, Cheng X, Zhang F, Dong M, Li Y. Establishing a serologic decision tree model of extrapulmonary tuberculosis by MALDI-TOF MS analysis. Diagn Microbiol Infect Dis. 2011;71:144–50.PubMedCrossRef Deng C, Lin M, Hu C, Li Y, Gao Y, Cheng X, Zhang F, Dong M, Li Y. Establishing a serologic decision tree model of extrapulmonary tuberculosis by MALDI-TOF MS analysis. Diagn Microbiol Infect Dis. 2011;71:144–50.PubMedCrossRef
75.
go back to reference Liu J-Y, Jin L, Zhao M-Y, Zhang X, Liu C-B, Zhang Y-X, Li F-J, Zhou J-M, Wang H-J, Li J-C. New serum biomarkers for detection of tuberculosis using surface-enhanced laser desorption/ionization time-of-flight mass spectrometry. Clin Chem Lab Med. 2011;49:1727–33.PubMed Liu J-Y, Jin L, Zhao M-Y, Zhang X, Liu C-B, Zhang Y-X, Li F-J, Zhou J-M, Wang H-J, Li J-C. New serum biomarkers for detection of tuberculosis using surface-enhanced laser desorption/ionization time-of-flight mass spectrometry. Clin Chem Lab Med. 2011;49:1727–33.PubMed
76.
go back to reference Liu Q, Chen X, Hu C, Zhang R, Yue J, Wu G, Li X, Wu Y, Wen F. Serum protein profiling of smear-positive and smear-negative pulmonary tuberculosis using SELDI-TOF mass spectrometry. Lung. 2010;188:15–23.PubMedCrossRef Liu Q, Chen X, Hu C, Zhang R, Yue J, Wu G, Li X, Wu Y, Wen F. Serum protein profiling of smear-positive and smear-negative pulmonary tuberculosis using SELDI-TOF mass spectrometry. Lung. 2010;188:15–23.PubMedCrossRef
77.
go back to reference Achkar JM, Cortes L, Croteau P, Yanofsky C, Mentinova M, Rajotte I, Schirm M, Zhou Y, Junqueira-Kipnis AP, Kasprowicz VO, Larsen M, Allard R, Hunter J, Paramithiotis E. Host protein biomarkers identify active tuberculosis in HIV uninfected and co-infected individuals. EBioMedicine. 2015;2:1160–8.PubMedCentralPubMedCrossRef Achkar JM, Cortes L, Croteau P, Yanofsky C, Mentinova M, Rajotte I, Schirm M, Zhou Y, Junqueira-Kipnis AP, Kasprowicz VO, Larsen M, Allard R, Hunter J, Paramithiotis E. Host protein biomarkers identify active tuberculosis in HIV uninfected and co-infected individuals. EBioMedicine. 2015;2:1160–8.PubMedCentralPubMedCrossRef
78.
go back to reference Ratzinger F, Bruckschwaiger H, Wischenbart M, Parschalk B, Fernandez-Reyes D, Lagler H, Indra A, Graninger W, Winkler S, Krishna S, Ramharter M. Rapid diagnostic algorithms as a screening tool for tuberculosis: an assessor blinded cross-sectional study. PLoS One. 2012;7:e49658.PubMedCentralPubMedCrossRef Ratzinger F, Bruckschwaiger H, Wischenbart M, Parschalk B, Fernandez-Reyes D, Lagler H, Indra A, Graninger W, Winkler S, Krishna S, Ramharter M. Rapid diagnostic algorithms as a screening tool for tuberculosis: an assessor blinded cross-sectional study. PLoS One. 2012;7:e49658.PubMedCentralPubMedCrossRef
79.
go back to reference Plymoth A, Hainaut P. Proteomics beyond proteomics: toward clinical applications. Curr Opin Oncol. 2011;23:77–82.PubMedCrossRef Plymoth A, Hainaut P. Proteomics beyond proteomics: toward clinical applications. Curr Opin Oncol. 2011;23:77–82.PubMedCrossRef
80.
go back to reference Lau SKP, Lee K-C, Curreem SOT, Chow W-N, To KKW, Hung IFN, Ho DTY, Sridhar S, Li IWS, Ding VSY, Koo EWF, Wong C-F, Tam S, Lam C-W, Yuen K-Y, Woo PCY. Metabolomic profiling of plasma from patients with tuberculosis using untargeted mass spectrometry reveals novel biomarkers for diagnosis. J Clin Microbiol. 2015;53:3750–9.PubMed Lau SKP, Lee K-C, Curreem SOT, Chow W-N, To KKW, Hung IFN, Ho DTY, Sridhar S, Li IWS, Ding VSY, Koo EWF, Wong C-F, Tam S, Lam C-W, Yuen K-Y, Woo PCY. Metabolomic profiling of plasma from patients with tuberculosis using untargeted mass spectrometry reveals novel biomarkers for diagnosis. J Clin Microbiol. 2015;53:3750–9.PubMed
81.
go back to reference Weiner J, Parida SK, Maertzdorf J, Black GF, Repsilber D, Telaar A, Mohney RP, Arndt-Sullivan C, Ganoza CA, Faé KC, Walzl G, Kaufmann SHE. Biomarkers of inflammation, immunosuppression and stress with active disease are revealed by metabolomic profiling of tuberculosis patients. PLoS One. 2012;7:e40221.PubMedCentralPubMedCrossRef Weiner J, Parida SK, Maertzdorf J, Black GF, Repsilber D, Telaar A, Mohney RP, Arndt-Sullivan C, Ganoza CA, Faé KC, Walzl G, Kaufmann SHE. Biomarkers of inflammation, immunosuppression and stress with active disease are revealed by metabolomic profiling of tuberculosis patients. PLoS One. 2012;7:e40221.PubMedCentralPubMedCrossRef
82.
go back to reference Das MK, Bishwal SC, Das A, Dabral D, Badireddy VK, Pandit B, Varghese GM, Nanda RK. Deregulated tyrosine-phenylalanine metabolism in pulmonary tuberculosis patients. J Proteome Res. 2015;14:1947–56.PubMedCrossRef Das MK, Bishwal SC, Das A, Dabral D, Badireddy VK, Pandit B, Varghese GM, Nanda RK. Deregulated tyrosine-phenylalanine metabolism in pulmonary tuberculosis patients. J Proteome Res. 2015;14:1947–56.PubMedCrossRef
83.
go back to reference Phillips M, Cataneo RN, Condos R, Ring Erickson GA, Greenberg J, La Bombardi V, Munawar MI, Tietje O. Volatile biomarkers of pulmonary tuberculosis in the breath. Tuberculosis (Edinb). 2007;87:44–52.CrossRef Phillips M, Cataneo RN, Condos R, Ring Erickson GA, Greenberg J, La Bombardi V, Munawar MI, Tietje O. Volatile biomarkers of pulmonary tuberculosis in the breath. Tuberculosis (Edinb). 2007;87:44–52.CrossRef
84.
go back to reference Banday KM, Pasikanti KK, Chan ECY, Singla R, Rao KVS, Chauhan VS, Nanda RK. Use of urine volatile organic compounds to discriminate tuberculosis patients from healthy subjects. Anal Chem. 2011;83:5526–34.PubMedCrossRef Banday KM, Pasikanti KK, Chan ECY, Singla R, Rao KVS, Chauhan VS, Nanda RK. Use of urine volatile organic compounds to discriminate tuberculosis patients from healthy subjects. Anal Chem. 2011;83:5526–34.PubMedCrossRef
85.
go back to reference Kolk AHJ, van Berkel JJBN, Claassens MM, Walters E, Kuijper S, Dallinga JW, van Schooten FJ. Breath analysis as a potential diagnostic tool for tuberculosis. Int J Tuberc Lung Dis. 2012;16:777–82.PubMed Kolk AHJ, van Berkel JJBN, Claassens MM, Walters E, Kuijper S, Dallinga JW, van Schooten FJ. Breath analysis as a potential diagnostic tool for tuberculosis. Int J Tuberc Lung Dis. 2012;16:777–82.PubMed
86.
go back to reference Frediani JK, Jones DP, Tukvadze N, Uppal K, Sanikidze E, Kipiani M, Tran VT, Hebbar G, Walker DI, Kempker RR, Kurani SS, Colas RA, Dalli J, Tangpricha V, Serhan CN, Blumberg HM, Ziegler TR. Plasma metabolomics in human pulmonary tuberculosis disease: a pilot study. PLoS One. 2014;9:e108854.PubMedCentralPubMedCrossRef Frediani JK, Jones DP, Tukvadze N, Uppal K, Sanikidze E, Kipiani M, Tran VT, Hebbar G, Walker DI, Kempker RR, Kurani SS, Colas RA, Dalli J, Tangpricha V, Serhan CN, Blumberg HM, Ziegler TR. Plasma metabolomics in human pulmonary tuberculosis disease: a pilot study. PLoS One. 2014;9:e108854.PubMedCentralPubMedCrossRef
87.
go back to reference du Preez I, Loots DT. New sputum metabolite markers implicating adaptations of the host to Mycobacterium tuberculosis, and vice versa. Tuberculosis (Edinb). 2013;93:330–7.CrossRef du Preez I, Loots DT. New sputum metabolite markers implicating adaptations of the host to Mycobacterium tuberculosis, and vice versa. Tuberculosis (Edinb). 2013;93:330–7.CrossRef
88.
go back to reference Monteiro MS, Carvalho M, Bastos ML, Guedes de Pinho P. Metabolomics analysis for biomarker discovery: advances and challenges. Curr Med Chem. 2013;20:257–71.PubMedCrossRef Monteiro MS, Carvalho M, Bastos ML, Guedes de Pinho P. Metabolomics analysis for biomarker discovery: advances and challenges. Curr Med Chem. 2013;20:257–71.PubMedCrossRef
89.
go back to reference Mahapatra S, Hess AM, Johnson JL, Eisenach KD, DeGroote MA, Gitta P, Joloba ML, Kaplan G, Walzl G, Boom WH, Belisle JT. A metabolic biosignature of early response to anti-tuberculosis treatment. BMC Infect Dis. 2014;14:53.PubMedCentralPubMedCrossRef Mahapatra S, Hess AM, Johnson JL, Eisenach KD, DeGroote MA, Gitta P, Joloba ML, Kaplan G, Walzl G, Boom WH, Belisle JT. A metabolic biosignature of early response to anti-tuberculosis treatment. BMC Infect Dis. 2014;14:53.PubMedCentralPubMedCrossRef
92.
go back to reference Xu D-D, Deng D-F, Li X, Wei L-L, Li Y-Y, Yang X-Y, Yu W, Wang C, Jiang T-T, Li Z-J, Chen Z-L, Zhang X, Liu J-Y, Ping Z-P, Qiu Y-Q, Li J-C. Discovery and identification of serum potential biomarkers for pulmonary tuberculosis using iTRAQ-coupled two-dimensional LC-MS/MS. Proteomics. 2014;14:322–31.PubMedCrossRef Xu D-D, Deng D-F, Li X, Wei L-L, Li Y-Y, Yang X-Y, Yu W, Wang C, Jiang T-T, Li Z-J, Chen Z-L, Zhang X, Liu J-Y, Ping Z-P, Qiu Y-Q, Li J-C. Discovery and identification of serum potential biomarkers for pulmonary tuberculosis using iTRAQ-coupled two-dimensional LC-MS/MS. Proteomics. 2014;14:322–31.PubMedCrossRef
93.
go back to reference Maertzdorf J, Weiner J, Kaufmann SHE. Enabling biomarkers for tuberculosis control. Int J Tuberc Lung Dis. 2012;16:1140–8.PubMedCrossRef Maertzdorf J, Weiner J, Kaufmann SHE. Enabling biomarkers for tuberculosis control. Int J Tuberc Lung Dis. 2012;16:1140–8.PubMedCrossRef
94.
go back to reference Hu Z, Scott HS, Qin G, Zheng G, Chu X, Xie L, Adelson DL, Oftedal BE, Venugopal P, Babic M, Hahn CN, Zhang B, Wang X, Li N, Wei C. Revealing missing human protein isoforms based on ab initio prediction. RNA-seq and proteomics. Sci Rep. 2015;5:10940.PubMedCentralPubMedCrossRef Hu Z, Scott HS, Qin G, Zheng G, Chu X, Xie L, Adelson DL, Oftedal BE, Venugopal P, Babic M, Hahn CN, Zhang B, Wang X, Li N, Wei C. Revealing missing human protein isoforms based on ab initio prediction. RNA-seq and proteomics. Sci Rep. 2015;5:10940.PubMedCentralPubMedCrossRef
95.
97.
go back to reference Wishart DS, Jewison T, Guo AC, Wilson M, Knox C, Liu Y, Djoumbou Y, Mandal R, Aziat F, Dong E, Bouatra S, Sinelnikov I, Arndt D, Xia J, Liu P, Yallou F, Bjorndahl T, Perez-Pineiro R, Eisner R, Allen F, Neveu V, Greiner R, Scalbert A. HMDB 3.0--The Human Metabolome Database in 2013. Nucleic Acids Res. 2013;41(Database issue):D801–7.PubMedCentralPubMedCrossRef Wishart DS, Jewison T, Guo AC, Wilson M, Knox C, Liu Y, Djoumbou Y, Mandal R, Aziat F, Dong E, Bouatra S, Sinelnikov I, Arndt D, Xia J, Liu P, Yallou F, Bjorndahl T, Perez-Pineiro R, Eisner R, Allen F, Neveu V, Greiner R, Scalbert A. HMDB 3.0--The Human Metabolome Database in 2013. Nucleic Acids Res. 2013;41(Database issue):D801–7.PubMedCentralPubMedCrossRef
98.
go back to reference Verhagen LM, Zomer A, Maes M, Villalba JA, Del Nogal B, Eleveld M, van Hijum SA, de Waard JH, Hermans PW. A predictive signature gene set for discriminating active from latent tuberculosis in Warao Amerindian children. BMC Genomics. 2013;14:74.PubMedCentralPubMedCrossRef Verhagen LM, Zomer A, Maes M, Villalba JA, Del Nogal B, Eleveld M, van Hijum SA, de Waard JH, Hermans PW. A predictive signature gene set for discriminating active from latent tuberculosis in Warao Amerindian children. BMC Genomics. 2013;14:74.PubMedCentralPubMedCrossRef
99.
go back to reference Lesho E, Forestiero FJ, Hirata MH, Hirata RD, Cecon L, Melo FF, Paik SH, Murata Y, Ferguson EW, Wang Z, Ooi GT. Transcriptional responses of host peripheral blood cells to tuberculosis infection. Tuberculosis (Edinb). 2011;91:390–9.CrossRef Lesho E, Forestiero FJ, Hirata MH, Hirata RD, Cecon L, Melo FF, Paik SH, Murata Y, Ferguson EW, Wang Z, Ooi GT. Transcriptional responses of host peripheral blood cells to tuberculosis infection. Tuberculosis (Edinb). 2011;91:390–9.CrossRef
100.
go back to reference Lu C, Wu J, Wang H, Wang S, Diao N, Wang F, Gao Y, Chen J, Shao L, Weng X, Zhang Y, Zhang W. Novel biomarkers distinguishing active tuberculosis from latent infection identified by gene expression profile of peripheral blood mononuclear cells. PLoS One. 2011;6:e24290.PubMedCentralPubMedCrossRef Lu C, Wu J, Wang H, Wang S, Diao N, Wang F, Gao Y, Chen J, Shao L, Weng X, Zhang Y, Zhang W. Novel biomarkers distinguishing active tuberculosis from latent infection identified by gene expression profile of peripheral blood mononuclear cells. PLoS One. 2011;6:e24290.PubMedCentralPubMedCrossRef
101.
go back to reference Jacobsen M, Repsilber D, Gutschmidt A, Neher A, Feldmann K, Mollenkopf HJ, Ziegler A, Kaufmann SHE. Candidate biomarkers for discrimination between infection and disease caused by Mycobacterium tuberculosis. J Mol Med (Berl). 2007;85:613–21.CrossRef Jacobsen M, Repsilber D, Gutschmidt A, Neher A, Feldmann K, Mollenkopf HJ, Ziegler A, Kaufmann SHE. Candidate biomarkers for discrimination between infection and disease caused by Mycobacterium tuberculosis. J Mol Med (Berl). 2007;85:613–21.CrossRef
102.
go back to reference Wang C, Wei L-L, Shi L-Y, Pan Z-F, Yu X-M, Li T-Y, Liu C-M, Ping Z-P, Jiang T-T, Chen Z-L, Mao L-G, Li Z-J, Li J-C. Screening and identification of five serum proteins as novel potential biomarkers for cured pulmonary tuberculosis. Sci Rep. 2015;5:15615.PubMedCentralPubMedCrossRef Wang C, Wei L-L, Shi L-Y, Pan Z-F, Yu X-M, Li T-Y, Liu C-M, Ping Z-P, Jiang T-T, Chen Z-L, Mao L-G, Li Z-J, Li J-C. Screening and identification of five serum proteins as novel potential biomarkers for cured pulmonary tuberculosis. Sci Rep. 2015;5:15615.PubMedCentralPubMedCrossRef
103.
go back to reference Zhang X, Liu F, Li Q, Jia H, Pan L, Xing A, Xu S, Zhang Z. A proteomics approach to the identification of plasma biomarkers for latent tuberculosis infection. Diagn Microbiol Infect Dis. 2014;79:432–7.PubMedCrossRef Zhang X, Liu F, Li Q, Jia H, Pan L, Xing A, Xu S, Zhang Z. A proteomics approach to the identification of plasma biomarkers for latent tuberculosis infection. Diagn Microbiol Infect Dis. 2014;79:432–7.PubMedCrossRef
104.
go back to reference Song SH, Han M, Choi YS, Dan KS, Yang MG, Song J, Park SS, Lee JH. Proteomic profiling of serum from patients with tuberculosis. Ann Lab Med. 2014;34:345–53.PubMedCentralPubMedCrossRef Song SH, Han M, Choi YS, Dan KS, Yang MG, Song J, Park SS, Lee JH. Proteomic profiling of serum from patients with tuberculosis. Ann Lab Med. 2014;34:345–53.PubMedCentralPubMedCrossRef
105.
go back to reference Nahid P, Bliven-Sizemore E, Jarlsberg LG, De Groote MA, Johnson JL, Muzanyi G, Engle M, Weiner M, Janjic N, Sterling DG, Ochsner UA. Aptamer-based proteomic signature of intensive phase treatment response in pulmonary tuberculosis. Tuberculosis (Edinb). 2014;94:187–96.CrossRef Nahid P, Bliven-Sizemore E, Jarlsberg LG, De Groote MA, Johnson JL, Muzanyi G, Engle M, Weiner M, Janjic N, Sterling DG, Ochsner UA. Aptamer-based proteomic signature of intensive phase treatment response in pulmonary tuberculosis. Tuberculosis (Edinb). 2014;94:187–96.CrossRef
106.
go back to reference Ou Q, Liu X, Cheng X. An iTRAQ approach to quantitative proteome analysis of cerebrospinal fluid from patients with tuberculous meningitis. Biosci Trends. 2013;7:186–92.PubMed Ou Q, Liu X, Cheng X. An iTRAQ approach to quantitative proteome analysis of cerebrospinal fluid from patients with tuberculous meningitis. Biosci Trends. 2013;7:186–92.PubMed
107.
go back to reference De Groote MA, Nahid P, Jarlsberg L, Johnson JL, Weiner M, Muzanyi G, Janjic N, Sterling DG, Ochsner UA. Elucidating novel serum biomarkers associated with pulmonary tuberculosis treatment. PLoS One. 2013;8:e61002.PubMedCentralPubMedCrossRef De Groote MA, Nahid P, Jarlsberg L, Johnson JL, Weiner M, Muzanyi G, Janjic N, Sterling DG, Ochsner UA. Elucidating novel serum biomarkers associated with pulmonary tuberculosis treatment. PLoS One. 2013;8:e61002.PubMedCentralPubMedCrossRef
108.
go back to reference Tanaka T, Sakurada S, Kano K, Takahashi E, Yasuda K, Hirano H, Kaburagi Y, Kobayashi N, Hang NTL, Lien LT, Matsushita I, Hijikata M, Uchida T, Keicho N. Identification of tuberculosis-associated proteins in whole blood supernatant. BMC Infect Dis. 2011;11:71.PubMedCentralPubMedCrossRef Tanaka T, Sakurada S, Kano K, Takahashi E, Yasuda K, Hirano H, Kaburagi Y, Kobayashi N, Hang NTL, Lien LT, Matsushita I, Hijikata M, Uchida T, Keicho N. Identification of tuberculosis-associated proteins in whole blood supernatant. BMC Infect Dis. 2011;11:71.PubMedCentralPubMedCrossRef
109.
go back to reference Zhou A, Ni J, Xu Z, Wang Y, Zhang H, Wu W, Lu S, Karakousis PC, Yao Y-F. Metabolomics specificity of tuberculosis plasma revealed by (1)H NMR spectroscopy. Tuberculosis (Edinb). 2015;95:294–302.CrossRef Zhou A, Ni J, Xu Z, Wang Y, Zhang H, Wu W, Lu S, Karakousis PC, Yao Y-F. Metabolomics specificity of tuberculosis plasma revealed by (1)H NMR spectroscopy. Tuberculosis (Edinb). 2015;95:294–302.CrossRef
110.
go back to reference Feng S, Du Y-Q, Zhang L, Zhang L, Feng R-R, Liu S-Y. Analysis of serum metabolic profile by ultra-performance liquid chromatography-mass spectrometry for biomarkers discovery: application in a pilot study to discriminate patients with tuberculosis. Chin Med J (Engl). 2015;128:159–68.CrossRef Feng S, Du Y-Q, Zhang L, Zhang L, Feng R-R, Liu S-Y. Analysis of serum metabolic profile by ultra-performance liquid chromatography-mass spectrometry for biomarkers discovery: application in a pilot study to discriminate patients with tuberculosis. Chin Med J (Engl). 2015;128:159–68.CrossRef
111.
go back to reference Mason S, van Furth AM, Mienie LJ, Engelke UFH, Wevers RA, Solomons R, Reinecke CJ. A hypothetical astrocyte-microglia lactate shuttle derived from a (1)H NMR metabolomics analysis of cerebrospinal fluid from a cohort of South African children with tuberculous meningitis. Metabolomics. 2015;11:822–37.PubMedCentralPubMedCrossRef Mason S, van Furth AM, Mienie LJ, Engelke UFH, Wevers RA, Solomons R, Reinecke CJ. A hypothetical astrocyte-microglia lactate shuttle derived from a (1)H NMR metabolomics analysis of cerebrospinal fluid from a cohort of South African children with tuberculous meningitis. Metabolomics. 2015;11:822–37.PubMedCentralPubMedCrossRef
112.
go back to reference Zhou A, Ni J, Xu Z, Wang Y, Lu S, Sha W, Karakousis PC, Yao Y-F. Application of (1)h NMR spectroscopy-based metabolomics to sera of tuberculosis patients. J Proteome Res. 2013;12:4642–9.PubMedCrossRef Zhou A, Ni J, Xu Z, Wang Y, Lu S, Sha W, Karakousis PC, Yao Y-F. Application of (1)h NMR spectroscopy-based metabolomics to sera of tuberculosis patients. J Proteome Res. 2013;12:4642–9.PubMedCrossRef
113.
go back to reference Che N, Cheng J, Li H, Zhang Z, Zhang X, Ding Z, Dong F, Li C. Decreased serum 5-oxoproline in TB patients is associated with pathological damage of the lung. Clin Chim Acta. 2013;423:5–9.PubMedCrossRef Che N, Cheng J, Li H, Zhang Z, Zhang X, Ding Z, Dong F, Li C. Decreased serum 5-oxoproline in TB patients is associated with pathological damage of the lung. Clin Chim Acta. 2013;423:5–9.PubMedCrossRef
114.
go back to reference Phillips M, Basa-Dalay V, Bothamley G, Cataneo RN, Lam PK, Natividad MPR, Schmitt P, Wai J. Breath biomarkers of active pulmonary tuberculosis. Tuberculosis (Edinb). 2010;90:145–51.CrossRef Phillips M, Basa-Dalay V, Bothamley G, Cataneo RN, Lam PK, Natividad MPR, Schmitt P, Wai J. Breath biomarkers of active pulmonary tuberculosis. Tuberculosis (Edinb). 2010;90:145–51.CrossRef
Metadata
Title
Diagnostic ‘omics’ for active tuberculosis
Authors
Carolin T. Haas
Jennifer K. Roe
Gabriele Pollara
Meera Mehta
Mahdad Noursadeghi
Publication date
01-12-2016
Publisher
BioMed Central
Published in
BMC Medicine / Issue 1/2016
Electronic ISSN: 1741-7015
DOI
https://doi.org/10.1186/s12916-016-0583-9

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