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Development of a clinically relevant endoscopic grading system for chronic rhinosinusitis using canonical correlation analysis.

ABSTRACT: Diagnostic nasal endoscopy is a routine measure of sinonasal inflammation in patients with chronic rhinosinusitis (CRS). Although multiple staging systems have been proposed and evaluated, evidence of association between concurrent symptoms and endoscopic findings remains discordant. The goal of this study is to identify the relevant endoscopic attributes associated with symptom burden, and to systematically derive a weighted endoscopic scale that optimizes prediction of concurrent symptoms.Reported baseline symptom (22-item Sino-Nasal Outcome Test [SNOT-22]) and endoscopic evaluation scores (Lund-Kennedy [LK]) were obtained from patients with CRS enrolled in a prospective cohort study. Canonical correlation analysis of the SNOT-22 subdomains and LK variables was completed.A total of 629 patients were included in analysis including 343 with prior endoscopic sinus surgery. Significant canonical correlations outperformed aggregate correlations in explaining variance of the data (33% vs 3%, respectively). The first canonical correlation was dominated by the rhinologic symptom domain and the endoscopic polyp score (r = 0.54; p < 0.05) whereas additional significant canonical correlation was found between the extra-rhinologic symptom subdomain and the edema score in patients without prior ESS (r = 0.21; p < 0.05), and discharge in patients with prior ESS (r = 0.22; p < 0.05). All other domains and endoscopic variables did not significantly contribute to the canonical correlation.Although aggregate symptoms and endoscopic scores demonstrate minimal correlation, a weighted combination of symptom domains and endoscopic attributes greatly improves this correlation. A simple approximation of the weights of each of the endoscopic variables of polyps, edema, discharge, scarring, and crusting, is an approximate ratio of 4:2:1:0:0, respectively.

SUBMITTER: DeConde AS

PROVIDER: S-EPMC4856574 | biostudies-literature | 2016 May

REPOSITORIES: biostudies-literature

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Development of a clinically relevant endoscopic grading system for chronic rhinosinusitis using canonical correlation analysis.

DeConde Adam S AS Bodner Todd E TE Mace Jess C JC Alt Jeremiah A JA Rudmik Luke L Smith Timothy L TL

International forum of allergy & rhinology 20151217 5

<h4>Background</h4>Diagnostic nasal endoscopy is a routine measure of sinonasal inflammation in patients with chronic rhinosinusitis (CRS). Although multiple staging systems have been proposed and evaluated, evidence of association between concurrent symptoms and endoscopic findings remains discordant. The goal of this study is to identify the relevant endoscopic attributes associated with symptom burden, and to systematically derive a weighted endoscopic scale that optimizes prediction of concu ...[more]

PMID: 26678860

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Project description:BackgroundChronic rhinosinusitis (CRS) is one of the most common causes of olfactory loss, but the pathophysiology underlying olfactory dysfunction in CRS has not been fully elucidated. Previous studies found correlations between olfactory cleft (OC) inflammatory cytokines/chemokines and olfaction in CRS. The purpose of this study was to evaluate the relationship between OC mucus inflammatory proteins and olfaction in a multi-institutional cohort.MethodsAdults with CRS were prospectively recruited. Demographics, comorbidities, olfactory assessment (Sniffin' Sticks), computed tomography (CT), and OC mucus for protein analysis were collected. Statistical analysis was performed to determine associations between olfactory function, OC mucus protein concentrations, and CT opacification.ResultsSixty-two patients were enrolled in the study, with an average age of 48.2 (standard deviation, 16.2) years, and 56.5% were female and 59.7% were classified as CRS with nasal polyps (CRSwNP). Ten of 26 OC mucus proteins were significantly correlated with threshold, discrimination, and identification (TDI) scores and OC opacification. Subgroup analysis by polyp status revealed that, within the CRSwNP group, C-C motif ligand 2 (CCL2), interleukin-5 (IL-5), IL-6, IL-13, IL-10, IL-9, tumor necrosis factor-? (TNF-?), CCL5, and CCL11 were significantly correlated with olfaction. For CRS without nasal polyps (CRSsNP), only C-X-C ligand 5 (CXCL5) showed a correlation. In CRSwNP, IL-6, IL-10, vascular endothelial growth factor-A, and immunoglobulin E (IgE) correlated with OC opacification, whereas, in CRSsNP, only CXCL5 showed a correlation. OC mucus proteins and Lund-Mackay score correlated only in the CRSsNP group (CXCL5, IL-5, IL-13, IgE).ConclusionSeveral OC mucus proteins have been found to correlate with olfactory function and OC opacification. The profile of OC mucus proteins differs between CRSsNP and CRSwNP subgroups, suggesting different mechanisms between groups, but further study is required.

Project description:BackgroundPsychological dysfunction is highly prevalent among patients with chronic rhinosinusitis (CRS). Previous study has identified various measures of anxiety and depression as predictors of quality-of-life outcomes following endoscopic sinus surgery (ESS). Psychological dysfunction scores, as measured by the 22-item Sino-Nasal Outcome Test (SNOT-22), have been found to influence treatment decision making in CRS. This study aims to further elucidate improvement in discrete psychological symptoms following ESS for CRS.MethodsAdult patients with medically recalcitrant CRS electing to undergo ESS were prospectively enrolled into a multi-institutional, observational cohort. Psychological-related symptom severity and postoperative outcomes were assessed using psychological domain items of the SNOT-22, including subgroup analysis of patients with and without comorbid depression.ResultsA total of 374 participants met inclusion criteria and were followed postoperatively for a mean ± standard deviation (SD) of 14.6 ± 5.0 months. Total mean psychological domain scores improved from 15.9 ± 8.2 to 8.5 ± 8.4 (p < 0.001). Significant relative mean improvements were reported in "waking up tired" (23%; p < 0.001), "fatigue" (25%; p < 0.001), "reduced productivity" (28%; p < 0.001), "reduced concentration" (27%; p < 0.001), " frustrated/restless/irritable" (27%; p < 0.001), "sad" (15%; p < 0.001), and "embarrassed" (8%; p < 0.001) scores. A total of 64% to 66% of participants reported improvement in "reduced productivity," "waking up tired," "fatigue," and "frustrated/restless/irritable," compared to 46% and 38% reporting improvement in "sad" and "embarrassed," respectively.ConclusionPatients with CRS report significant improvement in common mental health-related symptoms following ESS. Despite these improvements, some degree of persistent postoperative psychological dysfunction was reported. Further study is necessary to determine which factors are associated with persistent psychological dysfunction after ESS in order to optimize treatment outcomes.

Project description:ImportancePatient-reported measures are designed to detect a true change in outcome, but they are also subject to change from biases inherent to self-reporting: changing internal standards, changing priorities, and changing interpretations of a given instrument. These biases are collectively known as "response shifts" and can obscure true change after medical interventions.ObjectiveTo determine the presence of response shifts in patients with chronic rhinosinusitis (CRS) after endoscopic sinus surgery.Design, setting, and participantsMultisite, prospective, observational cohort study conducted at academic tertiary care centers between February 2011 and May 2013. Study participants comprised a population-based sample of 514 adults (age ≥18 years) with CRS, who elected surgical intervention for continuing medically refractory symptoms.InterventionEndoscopic sinus surgery.Main outcomes and measuresPreoperative and postoperative data from the 22-item Sinonasal Outcome Test (SNOT-22) survey instrument was characterized using exploratory factor analysis. Subsequent longitudinal structural equation models were estimated to test structure, potential response shifts, and true change in the SNOT-22 scores.ResultsA total of 339 participants (66.0%) provided survey evaluations at baseline and 6-month follow-up. Factor analysis of the SNOT-22 revealed 5 correlated, yet distinguishable, underlying factors. Endoscopic sinus surgery had a differential impact across these factors, with the largest effect size in rhinologic symptoms (mean [SD] SNOT-22 scores before and after surgery, 13.18 [5.11] and 7.37 [5.48], respectively; d = -1.13 [P < .001]) and extranasal rhinologic symptoms (8.31 [3.46] and 4.83 [3.68], respectively; d = -1.00 [P < .05]) (d is an effect size measure defined as the difference in means divided by the presurgery SD). Endoscopic sinus surgery had a smaller, yet significant, effect size on the remaining 3 factors: ear/facial symptoms (7.32 [4.6]) and 3.90 [4.07], respectively; d = -0.74 [P < .001]), psychological dysfunction (11.90 [7.21] and 6.50 [6.69], respectively; d = -0.75 [P < .05]), and sleep dysfunction (10.12 [5.59] and 5.88 [5.37], respectively; d = -0.76 [P < .001]). Participants were found to undergo recalibration, reprioritization, and reconceptualization of symptoms after intervention; however, the magnitude of these response shifts was small and not clinically significant.Conclusions and relevanceThe SNOT-22 measures 5 distinct factors, not a single construct. Reporting of individual subscale scores may improve sensitivity of this instrument in future studies. Participants undergoing endoscopic sinus surgery experience only clinically insignificant response shifts, validating assessment of change through use of presurgery and postsurgery SNOT-22 responses.Trial registrationclinicaltrials.gov Identifier: NCT01332136.

Dataset Information

Development of a clinically relevant endoscopic grading system for chronic rhinosinusitis using canonical correlation analysis.

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Development of a clinically relevant endoscopic grading system for chronic rhinosinusitis using canonical correlation analysis.

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