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Detection of Cystic Fibrosis Serological Biomarkers Using a T7 Phage Display Library

Cystic fibrosis (CF) is an autosomal recessive disorder affecting the cystic fibrosis transmembrane conductance regulator (CFTR). CF is characterized by repeated lung infections leading to respiratory failure. Using a high-throughput method, we developed a T7 phage display cDNA library derived from...

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Autores principales: Talwar, Harvinder, Hanoudi, Samer Najeeb, Geamanu, Andreea, Kissner, Dana, Draghici, Sorin, Samavati, Lobelia
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5735098/
https://www.ncbi.nlm.nih.gov/pubmed/29255267
http://dx.doi.org/10.1038/s41598-017-18041-2
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author Talwar, Harvinder
Hanoudi, Samer Najeeb
Geamanu, Andreea
Kissner, Dana
Draghici, Sorin
Samavati, Lobelia
author_facet Talwar, Harvinder
Hanoudi, Samer Najeeb
Geamanu, Andreea
Kissner, Dana
Draghici, Sorin
Samavati, Lobelia
author_sort Talwar, Harvinder
collection PubMed
description Cystic fibrosis (CF) is an autosomal recessive disorder affecting the cystic fibrosis transmembrane conductance regulator (CFTR). CF is characterized by repeated lung infections leading to respiratory failure. Using a high-throughput method, we developed a T7 phage display cDNA library derived from mRNA isolated from bronchoalveolar lavage (BAL) cells and leukocytes of sarcoidosis patients. This library was biopanned to obtain 1070 potential antigens. A microarray platform was constructed and immunoscreened with sera from healthy (n = 49), lung cancer (LC) (n = 31) and CF (n = 31) subjects. We built 1,000 naïve Bayes models on the training sets. We selected the top 20 frequently significant clones ranked with student t-test discriminating CF antigens from healthy controls and LC at a False Discovery Rate (FDR) < 0.01. The performances of the models were validated on an independent validation set. The mean of the area under the receiver operating characteristic (ROC) curve for the classifiers was 0.973 with a sensitivity of 0.999 and specificity of 0.959. Finally, we identified CF specific clones that correlate highly with sweat chloride test, BMI, and FEV1% predicted values. For the first time, we show that CF specific serological biomarkers can be identified through immunocreenings of a T7 phage display library with high accuracy, which may have utility in development of molecular therapy.
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spelling pubmed-57350982017-12-21 Detection of Cystic Fibrosis Serological Biomarkers Using a T7 Phage Display Library Talwar, Harvinder Hanoudi, Samer Najeeb Geamanu, Andreea Kissner, Dana Draghici, Sorin Samavati, Lobelia Sci Rep Article Cystic fibrosis (CF) is an autosomal recessive disorder affecting the cystic fibrosis transmembrane conductance regulator (CFTR). CF is characterized by repeated lung infections leading to respiratory failure. Using a high-throughput method, we developed a T7 phage display cDNA library derived from mRNA isolated from bronchoalveolar lavage (BAL) cells and leukocytes of sarcoidosis patients. This library was biopanned to obtain 1070 potential antigens. A microarray platform was constructed and immunoscreened with sera from healthy (n = 49), lung cancer (LC) (n = 31) and CF (n = 31) subjects. We built 1,000 naïve Bayes models on the training sets. We selected the top 20 frequently significant clones ranked with student t-test discriminating CF antigens from healthy controls and LC at a False Discovery Rate (FDR) < 0.01. The performances of the models were validated on an independent validation set. The mean of the area under the receiver operating characteristic (ROC) curve for the classifiers was 0.973 with a sensitivity of 0.999 and specificity of 0.959. Finally, we identified CF specific clones that correlate highly with sweat chloride test, BMI, and FEV1% predicted values. For the first time, we show that CF specific serological biomarkers can be identified through immunocreenings of a T7 phage display library with high accuracy, which may have utility in development of molecular therapy. Nature Publishing Group UK 2017-12-18 /pmc/articles/PMC5735098/ /pubmed/29255267 http://dx.doi.org/10.1038/s41598-017-18041-2 Text en © The Author(s) 2017 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Talwar, Harvinder
Hanoudi, Samer Najeeb
Geamanu, Andreea
Kissner, Dana
Draghici, Sorin
Samavati, Lobelia
Detection of Cystic Fibrosis Serological Biomarkers Using a T7 Phage Display Library
title Detection of Cystic Fibrosis Serological Biomarkers Using a T7 Phage Display Library
title_full Detection of Cystic Fibrosis Serological Biomarkers Using a T7 Phage Display Library
title_fullStr Detection of Cystic Fibrosis Serological Biomarkers Using a T7 Phage Display Library
title_full_unstemmed Detection of Cystic Fibrosis Serological Biomarkers Using a T7 Phage Display Library
title_short Detection of Cystic Fibrosis Serological Biomarkers Using a T7 Phage Display Library
title_sort detection of cystic fibrosis serological biomarkers using a t7 phage display library
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5735098/
https://www.ncbi.nlm.nih.gov/pubmed/29255267
http://dx.doi.org/10.1038/s41598-017-18041-2
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