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Bark CM, Manceur AM, Malone LL, Nsereko M, Okware B, Mayanja HK, Joloba ML, Rajotte I, Mentinova M, Kay P, Lo S, Tremblay P, Stein CM, Boom WH, Paramithiotis E. Identification of Host Proteins Predictive of Early Stage Mycobacterium tuberculosis Infection. EBioMedicine 2017; 21:150-157. [PMID: 28655597 PMCID: PMC5514433 DOI: 10.1016/j.ebiom.2017.06.019] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2016] [Revised: 05/23/2017] [Accepted: 06/19/2017] [Indexed: 12/20/2022] Open
Abstract
The objective of this study was to identify blood-based protein biomarkers of early stage Mycobacterium tuberculosis (Mtb) infection. We utilized plasma and serum specimens from TB patients and their contacts (age ≥ 12) enrolled in a household contact study in Uganda. In the discovery phase cross-sectional samples from 104 HIV-uninfected persons classified as either active TB, latent Mtb infection (LTBI), tuberculin skin test (TST) converters, or persistent TST-negative were analyzed. Two hundred eighty-nine statistically significant (false discovery rate corrected p < 0.05) differentially expressed proteins were identified across all comparisons. Proteins associated with cellular immunity and lipid metabolism were induced early after Mtb infection. One hundred and fifty-nine proteins were selected for a targeted mass spectrometry assay. A set of longitudinal samples from 52 TST-negative subjects who converted to TST-positive or remained TST-negative were analyzed, and multivariate logistic regression was used to identify unique protein panels able to predict TST conversion with cross-validated AUC > 0.85. Panel performance was confirmed with an independent validation set of longitudinal samples from 16 subjects. These candidate protein biomarkers may allow for the identification of recently Mtb infected individuals at highest risk for developing active TB and most likely to benefit from preventive therapy. Changes in host proteins can be detected in M. tuberculosis infection, even prior to tuberculin skin test conversion. Early M. tuberculosis infection provoked host responses related to inflammation, immune-response, and lipid metabolism. Protein panels were able to predict tuberculin skin test conversion and development of latent M. tuberculosis infection.
Developing a diagnostic test that identifies recent M. tuberculosis infection would allow for targeted treatment of those persons most likely to progress to active tuberculosis (TB). Current tests for M. tuberculosis infection are unable to differentiate between latent M. tuberculosis infection (LTBI) and active TB, nor distinguish recent from remote infection. This study identified human host proteins capable of predicting tuberculin skin test conversion, and the development of LTBI. These candidate protein biomarkers may allow for the identification of recently Mtb infected individuals who are at highest risk for developing active TB and would most benefit from preventive therapy.
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Affiliation(s)
- Charles M Bark
- Tuberculosis Research Unit, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH 44106, USA; Uganda-Case Western Reserve University Research Collaboration, Kampala, Uganda; Division of Infectious Diseases, MetroHealth Medical Center, Cleveland, OH, USA.
| | - Ameur M Manceur
- Caprion Biosciences, 201 President-Kennedy Ave., Montreal, H2X 3Y7, Quebec, Canada
| | - LaShaunda L Malone
- Tuberculosis Research Unit, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH 44106, USA; Uganda-Case Western Reserve University Research Collaboration, Kampala, Uganda
| | - Mary Nsereko
- Uganda-Case Western Reserve University Research Collaboration, Kampala, Uganda
| | - Brenda Okware
- Uganda-Case Western Reserve University Research Collaboration, Kampala, Uganda
| | - Harriet K Mayanja
- Uganda-Case Western Reserve University Research Collaboration, Kampala, Uganda; Department of Medicine, College of Health Sciences, Makerere University, Kampala, Uganda
| | - Moses L Joloba
- Uganda-Case Western Reserve University Research Collaboration, Kampala, Uganda; Department of Medical Microbiology, College of Health Sciences, Makerere University, Kampala, Uganda
| | - Isabelle Rajotte
- Caprion Biosciences, 201 President-Kennedy Ave., Montreal, H2X 3Y7, Quebec, Canada
| | - Marija Mentinova
- Caprion Biosciences, 201 President-Kennedy Ave., Montreal, H2X 3Y7, Quebec, Canada
| | - Phyla Kay
- Caprion Biosciences, 201 President-Kennedy Ave., Montreal, H2X 3Y7, Quebec, Canada
| | - Seydina Lo
- Caprion Biosciences, 201 President-Kennedy Ave., Montreal, H2X 3Y7, Quebec, Canada
| | - Patrick Tremblay
- Caprion Biosciences, 201 President-Kennedy Ave., Montreal, H2X 3Y7, Quebec, Canada
| | - Catherine M Stein
- Tuberculosis Research Unit, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH 44106, USA; Uganda-Case Western Reserve University Research Collaboration, Kampala, Uganda
| | - W Henry Boom
- Tuberculosis Research Unit, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH 44106, USA; Uganda-Case Western Reserve University Research Collaboration, Kampala, Uganda
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Role of Proteomics in the Development of Personalized Medicine. ADVANCES IN PROTEIN CHEMISTRY AND STRUCTURAL BIOLOGY 2015; 102:41-52. [PMID: 26827601 DOI: 10.1016/bs.apcsb.2015.09.002] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Advances in proteomic technologies have made import contribution to the development of personalized medicine by facilitating detection of protein biomarkers, proteomics-based molecular diagnostics, as well as protein biochips and pharmacoproteomics. Application of nanobiotechnology in proteomics, nanoproteomics, has further enhanced applications in personalized medicine. Proteomics-based molecular diagnostics will have an important role in the diagnosis of certain conditions and understanding the pathomechanism of disease. Proteomics will be a good bridge between diagnostics and therapeutics; the integration of these will be important for advancing personalized medicine. Use of proteomic biomarkers and combination of pharmacoproteomics with pharmacogenomics will enable stratification of clinical trials and improve monitoring of patients for development of personalized therapies. Proteomics is an important component of several interacting technologies used for development of personalized medicine, which is depicted graphically. Finally, cancer is a good example of applications of proteomic technologies for personalized management of cancer.
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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. [PMID: 26501113 PMCID: PMC4588417 DOI: 10.1016/j.ebiom.2015.07.039] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2015] [Revised: 07/23/2015] [Accepted: 07/28/2015] [Indexed: 01/28/2023] Open
Abstract
Biomarkers for active tuberculosis (TB) are urgently needed to improve rapid TB diagnosis. The objective of this study was to identify serum protein expression changes associated with TB but not latent Mycobacterium tuberculosis infection (LTBI), uninfected states, or respiratory diseases other than TB (ORD). Serum samples from 209 HIV uninfected (HIV−) and co-infected (HIV+) individuals were studied. In the discovery phase samples were analyzed via liquid chromatography and mass spectrometry, and in the verification phase biologically independent samples were analyzed via a multiplex multiple reaction monitoring mass spectrometry (MRM-MS) assay. Compared to LTBI and ORD, host proteins were significantly differentially expressed in TB, and involved in the immune response, tissue repair, and lipid metabolism. Biomarker panels whose composition differed according to HIV status, and consisted of 8 host proteins in HIV− individuals (CD14, SEPP1, SELL, TNXB, LUM, PEPD, QSOX1, COMP, APOC1), or 10 host proteins in HIV+ individuals (CD14, SEPP1, PGLYRP2, PFN1, VASN, CPN2, TAGLN2, IGFBP6), respectively, distinguished TB from ORD with excellent accuracy (AUC = 0.96 for HIV− TB, 0.95 for HIV+ TB). These results warrant validation in larger studies but provide promise that host protein biomarkers could be the basis for a rapid, blood-based test for TB. Active tuberculosis leads to the differential expression of serum proteins involved in associated host processes. Serum protein expression changes in tuberculosis involve the immune response, tissue repair, and lipid metabolism. Panels of 8–10 host proteins can distinguish active tuberculosis from latent infection, and other respiratory diseases.
Accurate biomarkers for active tuberculosis (TB) are urgently needed to improve rapid diagnosis. Current diagnostics for TB rely on microbiologic or molecular confirmation of M. tuberculosis, and are therefore dependent on a specimen from the site of disease which is not always accessible. This study demonstrates that human host proteins are differentially expressed in TB compared to latent M. tuberculosis infection, or respiratory diseases other than TB. Our data thus provide promise that host proteins have the potential to become the basis of rapid blood tests that do not require a sample from the site of disease.
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Affiliation(s)
- Jacqueline M Achkar
- Department of Medicine, Albert Einstein College of Medicine, 1300 Morris Park Ave, Bronx, NY 10461, USA ; Department of Microbiology and Immunology, Albert Einstein College of Medicine, 1300 Morris Park Ave, Bronx, NY 10461, USA
| | - Laetitia Cortes
- Caprion Proteomics Inc., 201 President-Kennedy Ave., Montreal H2X 3Y7, Quebec, Canada
| | - Pascal Croteau
- Caprion Proteomics Inc., 201 President-Kennedy Ave., Montreal H2X 3Y7, Quebec, Canada
| | - Corey Yanofsky
- Caprion Proteomics Inc., 201 President-Kennedy Ave., Montreal H2X 3Y7, Quebec, Canada
| | - Marija Mentinova
- Caprion Proteomics Inc., 201 President-Kennedy Ave., Montreal H2X 3Y7, Quebec, Canada
| | - Isabelle Rajotte
- Caprion Proteomics Inc., 201 President-Kennedy Ave., Montreal H2X 3Y7, Quebec, Canada
| | - Michael Schirm
- Caprion Proteomics Inc., 201 President-Kennedy Ave., Montreal H2X 3Y7, Quebec, Canada
| | - Yiyong Zhou
- Caprion Proteomics Inc., 201 President-Kennedy Ave., Montreal H2X 3Y7, Quebec, Canada
| | - Ana Paula Junqueira-Kipnis
- Department of Microbiology, Immunology, Parasitology and Pathology, Public Health and Tropical Medicine Institute, Federal University of Goias, Rua 235 esq. Primeira avenida, Goiania, Goias, 74605-050, Brazil
| | - Victoria O Kasprowicz
- KwaZulu-Natal Research Institute for TB HIV (K-RITH), KwaZulu-Natal, Durban, South Africa ; The Ragon Institute of MGH, MIT and Harvard, Charlestown, Boston, USA ; HIV Pathogenesis Programme, Doris Duke Medical Research Institute, Nelson R. Mandela School of Medicine, University of KwaZulu-Natal, Durban, South Africa
| | - Michelle Larsen
- Department of Medicine, Albert Einstein College of Medicine, 1300 Morris Park Ave, Bronx, NY 10461, USA
| | - René Allard
- Caprion Proteomics Inc., 201 President-Kennedy Ave., Montreal H2X 3Y7, Quebec, Canada
| | - Joanna Hunter
- Caprion Proteomics Inc., 201 President-Kennedy Ave., Montreal H2X 3Y7, Quebec, Canada
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