Detection of Cystic Fibrosis Serological Biomarkers Using a T7 Phage Display Library.
Harvinder TalwarSamer Najeeb HanoudiAndreea GeamanuDana KissnerSorin DraghiciLobelia SamavatiPublished in: Scientific reports (2017)
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.
Keyphrases
- cystic fibrosis
- pseudomonas aeruginosa
- high throughput
- lung function
- respiratory failure
- end stage renal disease
- ejection fraction
- newly diagnosed
- chronic kidney disease
- induced apoptosis
- body mass index
- dendritic cells
- simultaneous determination
- mechanical ventilation
- stem cells
- risk assessment
- cell proliferation
- small molecule
- mass spectrometry
- autism spectrum disorder
- intellectual disability
- prognostic factors
- wastewater treatment
- endoplasmic reticulum stress
- cell death
- immune response
- cell cycle arrest
- bone marrow
- human health
- sensitive detection
- oxidative stress
- cell therapy
- weight loss
- quantum dots
- patient reported
- weight gain
- label free
- liquid chromatography
- solid phase extraction
- structural basis
- smoking cessation