Discriminant analysis followed by unsupervised cluster analysis including exosomal cystatins predict presence of chronic rhinosinusitis, phenotype, and disease severity
机构:[1]Department of Otolaryngology, Massachusetts Eye and Ear Infirmary, Harvard Medical School, Boston, MA[2]Department of Pharmaceutical Sciences, School of Pharmacy, Northeastern University, Boston, MA[3]Department of Otolaryngology, Beijing Anzhen Hospital, Capital Medical University, Beijing, P. R. China临床科室耳鼻咽喉头颈外科首都医科大学附属安贞医院[4]Department of Otorhinolaryngology, Head and Neck Surgery, Friedrich-Alexander University Erlangen-Nurnberg, Erlangen, Germany
Background Cystatins are epithelial protease inhibitors that participate in sinonasal immunity and inflammation. Nasal mucus-derived exosomes (NMDEs) are small vesicles secreted by epithelial cells that carry protein cargo reflective of their host cell. NMDEs have been used as a noninvasive biomarker source to study chronic rhinosinusitis with nasal polyps (CRSwNP) proteomics with superior sensitivity to whole mucus. The purpose of this study was to noninvasively quantify exosomal cystatins in a heterogenous population to determine their utility in predicting phenotype and disease severity. Methods This was an Institutional Review Board-approved study in which NMDEs were purified from 105 patients undergoing sinonasal surgery by ultracentrifugation. Demographic and clinical variables were collected and phenotypes were assigned a priori. Linear discriminant analysis was executed based on normalized Cystatin values as phenotype predictor variables. Unsupervised cluster analysis was performed using Ward's linkage followed by Duda/Hart Je(2)/Je(1) index cluster stopping rules. Analysis of variance (ANOVA), Welch's test, and Fisher's exact tests were used for continuous and categorical variables. Results NMDE Cystatin-2 expression segregated by phenotype (mean +/- standard error [SEM]): control (23.4 +/- 4.2 pg/mu g, n = 32); CRS without NP (CRSsNP) (56.6 +/- 8.3 pg/mu g, n = 33); and CRSwNP (130.5 +/- 16.7 pg/mu g, n = 40) (p < 0.0001). Seven clusters were identified among patients where the highest NMDE Cystatin-2 levels clustered with asthma, tissue eosinophilia, and aspirin-exacerbated respiratory disease (AERD). Conclusion Cystatin levels in NMDEs predict CRS phenotype and disease severity. As a "liquid biopsy," noninvasive NMDE collection offers a promising opportunity to study disease pathophysiology, discriminate disease states, and potentially reveal novel therapeutic targets.
第一作者机构:[1]Department of Otolaryngology, Massachusetts Eye and Ear Infirmary, Harvard Medical School, Boston, MA[*1]Department of Otolaryngology, Massachusetts Eye and Ear Infirmary, 243 Charles Street, Harvard Medical School, Boston, MA 02114
通讯作者:
通讯机构:[1]Department of Otolaryngology, Massachusetts Eye and Ear Infirmary, Harvard Medical School, Boston, MA[*1]Department of Otolaryngology, Massachusetts Eye and Ear Infirmary, 243 Charles Street, Harvard Medical School, Boston, MA 02114
推荐引用方式(GB/T 7714):
Miyake Michelle M.,Workman Alan D.,Nocera Angela L.,et al.Discriminant analysis followed by unsupervised cluster analysis including exosomal cystatins predict presence of chronic rhinosinusitis, phenotype, and disease severity[J].INTERNATIONAL FORUM OF ALLERGY & RHINOLOGY.2019,9(9):1069-1076.doi:10.1002/alr.22380.
APA:
Miyake, Michelle M.,Workman, Alan D.,Nocera, Angela L.,Wu, Dawei,Mueller, Sarina K....&Bleier, Benjamin S..(2019).Discriminant analysis followed by unsupervised cluster analysis including exosomal cystatins predict presence of chronic rhinosinusitis, phenotype, and disease severity.INTERNATIONAL FORUM OF ALLERGY & RHINOLOGY,9,(9)
MLA:
Miyake, Michelle M.,et al."Discriminant analysis followed by unsupervised cluster analysis including exosomal cystatins predict presence of chronic rhinosinusitis, phenotype, and disease severity".INTERNATIONAL FORUM OF ALLERGY & RHINOLOGY 9..9(2019):1069-1076