TY - JOUR
T1 - Aptamer-based proteomic signature of intensive phase treatment response in pulmonary tuberculosis
AU - Nahid, Payam
AU - Bliven-Sizemore, Erin
AU - Jarlsberg, Leah G.
AU - De Groote, Mary A.
AU - Johnson, John L.
AU - Muzanyi, Grace
AU - Engle, Melissa
AU - Weiner, Marc
AU - Janjic, Nebojsa
AU - Sterling, David G.
AU - Ochsner, Urs A.
N1 - Funding Information:
Funding for recruitment, enrollment, and clinical and laboratory follow-up of TBTC Study 29 participants was provided by the United States Centers for Disease Control and Prevention . The work of P.N. is supported by the National Institutes of Health through National Institute of Allergy and Infectious Diseases funding ( 1R01AI104589 ), and by the Centers for Disease Control and Prevention TB Trials Consortium . The entire sample analysis was funded by SomaLogic, Inc . No additional external funding was received for this study.
PY - 2014/5
Y1 - 2014/5
N2 - Background New drug regimens of greater efficacy and shorter duration are needed for tuberculosis (TB) treatment. The identification of accurate, quantitative, non-culture based markers of treatment response would improve the efficiency of Phase 2 TB drug testing. Methods In an unbiased biomarker discovery approach, we applied a highly multiplexed, aptamer-based, proteomic technology to analyze serum samples collected at baseline and after 8 weeks of treatment from 39 patients with pulmonary TB from Kampala, Uganda enrolled in a Centers for Disease Control and Prevention (CDC) TB Trials Consortium Phase 2B treatment trial. Results We identified protein expression differences associated with 8-week culture status, including Coagulation Factor V, SAA, XPNPEP1, PSME1, IL-11 Rα, HSP70, Galectin-8, α2-Antiplasmin, ECM1, YES, IGFBP-1, CATZ, BGN, LYNB, and IL-7. Markers noted to have differential changes between responders and slow-responders included nectin-like protein 2, EphA1 (Ephrin type-A receptor 1), gp130, CNDP1, TGF-b RIII, MRC2, ADAM9, and CDON. A logistic regression model combining markers associated with 8-week culture status revealed an ROC curve with AUC = 0.96, sensitivity = 0.95 and specificity = 0.90. Additional markers showed differential changes between responders and slow-responders (nectin-like protein), or correlated with time-to-culture- conversion (KLRK1). Conclusions Serum proteins involved in the coagulation cascade, neutrophil activity, immunity, inflammation, and tissue remodeling were found to be associated with TB treatment response. A quantitative, non-culture based, five-marker signature predictive of 8-week culture status was identified in this pilot study.
AB - Background New drug regimens of greater efficacy and shorter duration are needed for tuberculosis (TB) treatment. The identification of accurate, quantitative, non-culture based markers of treatment response would improve the efficiency of Phase 2 TB drug testing. Methods In an unbiased biomarker discovery approach, we applied a highly multiplexed, aptamer-based, proteomic technology to analyze serum samples collected at baseline and after 8 weeks of treatment from 39 patients with pulmonary TB from Kampala, Uganda enrolled in a Centers for Disease Control and Prevention (CDC) TB Trials Consortium Phase 2B treatment trial. Results We identified protein expression differences associated with 8-week culture status, including Coagulation Factor V, SAA, XPNPEP1, PSME1, IL-11 Rα, HSP70, Galectin-8, α2-Antiplasmin, ECM1, YES, IGFBP-1, CATZ, BGN, LYNB, and IL-7. Markers noted to have differential changes between responders and slow-responders included nectin-like protein 2, EphA1 (Ephrin type-A receptor 1), gp130, CNDP1, TGF-b RIII, MRC2, ADAM9, and CDON. A logistic regression model combining markers associated with 8-week culture status revealed an ROC curve with AUC = 0.96, sensitivity = 0.95 and specificity = 0.90. Additional markers showed differential changes between responders and slow-responders (nectin-like protein), or correlated with time-to-culture- conversion (KLRK1). Conclusions Serum proteins involved in the coagulation cascade, neutrophil activity, immunity, inflammation, and tissue remodeling were found to be associated with TB treatment response. A quantitative, non-culture based, five-marker signature predictive of 8-week culture status was identified in this pilot study.
KW - Biomarkers
KW - Logistic regression model
KW - Multiplex analysis
KW - Proteomics
KW - SOMAscan
KW - Treatment response
KW - Tuberculosis
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U2 - 10.1016/j.tube.2014.01.006
DO - 10.1016/j.tube.2014.01.006
M3 - Article
C2 - 24629635
AN - SCOPUS:84900823547
SN - 1472-9792
VL - 94
SP - 187
EP - 196
JO - Bulletin of the International Union Against Tuberculosis and Lung Disease
JF - Bulletin of the International Union Against Tuberculosis and Lung Disease
IS - 3
ER -