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Discriminant analysis followed by unsupervised cluster analysis including exosomal cystatins predict presence of chronic rhinosinusitis, phenotype, and disease severity

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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 [4]Department of Otorhinolaryngology, Head and Neck Surgery, Friedrich-Alexander University Erlangen-Nurnberg, Erlangen, Germany
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关键词: exosome chronic rhinosinusitis nasal polyps sinonasal mucus cluster analysis

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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.

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出版当年[2018]版:
大类 | 3 区 医学
小类 | 3 区 耳鼻喉科学
最新[2023]版:
大类 | 2 区 医学
小类 | 1 区 耳鼻喉科学
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出版当年[2017]版:
Q1 OTORHINOLARYNGOLOGY
最新[2023]版:
Q1 OTORHINOLARYNGOLOGY

影响因子: 最新[2023版] 最新五年平均 出版当年[2017版] 出版当年五年平均 出版前一年[2016版] 出版后一年[2018版]

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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
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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
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