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      Elucidating Novel Serum Biomarkers Associated with Pulmonary Tuberculosis Treatment

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          Abstract

          In an unbiased approach to biomarker discovery, we applied a highly multiplexed proteomic technology (SOMAscan, SomaLogic, Inc, Boulder, CO) to understand changes in proteins from paired serum samples at enrollment and after 8 weeks of TB treatment from 39 patients with pulmonary TB from Kampala, Uganda enrolled in the Center for Disease Control and Prevention’s Tuberculosis Trials Consortium (TBTC) Study 29. This work represents the first large-scale proteomic analysis employing modified DNA aptamers in a study of active tuberculosis (TB). We identified multiple proteins that exhibit significant expression differences during the intensive phase of TB therapy. There was enrichment for proteins in conserved networks of biological processes and function including antimicrobial defense, tissue healing and remodeling, acute phase response, pattern recognition, protease/anti-proteases, complement and coagulation cascade, apoptosis, immunity and inflammation pathways. Members of cytokine pathways such as interferon-gamma, while present, were not as highly represented as might have been predicted. The top proteins that changed between baseline and 8 weeks of therapy were TSP4, TIMP-2, SEPR, MRC-2, Antithrombin III, SAA, CRP, NPS-PLA2, LEAP-1, and LBP. The novel proteins elucidated in this work may provide new insights for understanding TB disease, its treatment and subsequent healing processes that occur in response to effective therapy.

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          Most cited references54

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          Biomarkers of Inflammation, Immunosuppression and Stress with Active Disease Are Revealed by Metabolomic Profiling of Tuberculosis Patients

          Although tuberculosis (TB) causes more deaths than any other pathogen, most infected individuals harbor the pathogen without signs of disease. We explored the metabolome of >400 small molecules in serum of uninfected individuals, latently infected healthy individuals and patients with active TB. We identified changes in amino acid, lipid and nucleotide metabolism pathways, providing evidence for anti-inflammatory metabolomic changes in TB. Metabolic profiles indicate increased activity of indoleamine 2,3 dioxygenase 1 (IDO1), decreased phospholipase activity, increased abundance of adenosine metabolism products, as well as indicators of fibrotic lesions in active disease as compared to latent infection. Consistent with our predictions, we experimentally demonstrate TB-induced IDO1 activity. Furthermore, we demonstrate a link between metabolic profiles and cytokine signaling. Finally, we show that 20 metabolites are sufficient for robust discrimination of TB patients from healthy individuals. Our results provide specific insights into the biology of TB and pave the way for the rational development of metabolic biomarkers for TB.
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            Expanding the chemistry of DNA for in vitro selection.

            Six new 5-position modified dUTP derivatives connected by a unique amide linkage were synthesized and tested for compatibility with the enzymatic steps of in vitro selection. Six commercially available DNA polymerases were tested for their ability to efficiently incorporate each of these dUTP derivatives during PCR. It was not possible to perform PCR under standard conditions using any of the modified dUTP derivatives studied. In contrast, primer extension reactions of random templates, as well as defined sequence templates, were successful. KOD XL and D. Vent DNA polymerases were found to be the most efficient at synthesizing full-length primer extension product, with all of the dUTP derivatives tested giving yields similar to those obtained with TTP. Several of these modified dUTPs were then used in an in vitro selection experiment comparing the use of modified dUTP derivatives with TTP for selecting aptamers to a protein target (necrosis factor receptor superfamily member 9, TNFRSF9) that had previously been found to be refractory to in vitro selection using DNA. Remarkably, selections employing modified DNA libraries resulted in the first successful isolation of DNA aptamers able to bind TNFRSF9 with high affinity.
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              Moderate to severe malnutrition in patients with tuberculosis is a risk factor associated with early death.

              A study was conducted in new patients registered with tuberculosis (TB) in a rural district of Malawi to determine (i) the prevalence of malnutrition on admission and (ii) the association between malnutrition and early mortality (defined as death within the first 4 weeks of treatment). There were 1181 patients with TB (576 men and 605 women), whose overall rate of infection with human immunodeficiency virus (HIV) was 80%. 673 TB patients (57%) were malnourished on admission (body mass index [BMI] 35 years, and HIV seropositivity. Among all the 1181 patients, 10.9% of the 414 patients with moderate to severe malnutrition died in the first 4 weeks compared with 6.5% of the 767 patients with normal to mild malnutrition (odds ratio 1.8, 95% confidence interval 1.1-2.7). In patients with TB, BMI < 17.0 kg/m2 is associated with an increased risk of early death.
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                Author and article information

                Contributors
                Role: Editor
                Journal
                PLoS One
                PLoS ONE
                plos
                plosone
                PLoS ONE
                Public Library of Science (San Francisco, USA )
                1932-6203
                2013
                18 April 2013
                : 8
                : 4
                : e61002
                Affiliations
                [1 ]SomaLogic, Inc., Boulder, Colorado, United States of America
                [2 ]Department of Microbiology, Immunology and Pathology, Colorado State University Campus, Fort Collins, Colorado, United States of America
                [3 ]Pulmonary and Critical Care Medicine, University of California San Francisco, San Francisco, California, United States of America
                [4 ]Tuberculosis Research Unit, Division of Infectious Diseases, Case Western Reserve University, Cleveland, Ohio, United States of America
                [5 ]Division of Infectious Diseases, University of Texas Health Science Center, San Antonio, Texas, United States of America
                [6 ]Uganda-Case Western Reserve University Research Collaboration, Kampala, Uganda
                Oxford University, United Kingdom
                Author notes

                Competing Interests: NJ, DS and UO are employees and shareholders of SomaLogic, Inc. MAD is a Consultant to SomaLogic, Inc. The entire sample analysis was funded by SomaLogic, Inc. A provisional patent has been filed by SomaLogic. The patent name is “Tuberculosis Biomarkers and Uses Thereof”, and the application number is 61/623,732. There are no further patents, products in development or marketed products to declare. This does not alter the authors’ adherence to all the PLOS ONE policies on sharing data and materials, as detailed online in the guide for authors.

                Performed sample procurement and provided the clinical data: LJ PN MW JJ GM. Initiated and coordinated TB efforts at SomaLogic: MADG. Leading the Infectious Disease/Microbiology programs at SomaLogic: UO. Chief Science Officer and oversaw the project: NJ. Conceived and designed the experiments: PN UO MADG. Performed the experiments: DS UO MADG. Analyzed the data: UO MADG DS. Contributed reagents/materials/analysis tools: UO NJ DS PN MW. Wrote the paper: MADG PN UO.

                Article
                PONE-D-12-36969
                10.1371/journal.pone.0061002
                3630118
                23637781
                c3853321-5281-451a-a751-c64d81f186bb
                Copyright @ 2013

                This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

                History
                : 26 November 2012
                : 5 March 2013
                Page count
                Pages: 14
                Funding
                The entire sample analysis was funded by SomaLogic, Inc. Funding for recruitment, enrollment and clinical and laboratory follow-up of TBTC Study 29 patients was provided by the United States Centers for Disease Control and Prevention. SomaLogic had no role in study design or patient selection, but conducted the assay and data analysis. SomaLogic decided what and when to publish, and prepared the manuscript with input from the co-authors listed.
                Categories
                Research Article
                Biology
                Biochemistry
                Proteins
                Microbiology
                Host-Pathogen Interaction
                Immunity
                Medical Microbiology
                Microbial Pathogens
                Pathogenesis
                Proteomics
                Proteomic Databases
                Systems Biology
                Mathematics
                Medicine
                Infectious Diseases
                Bacterial Diseases
                Tuberculosis
                Tropical Diseases (Non-Neglected)
                Tuberculosis

                Uncategorized
                Uncategorized

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