Longitudinal evaluation of clustering of chronic sinonasal and related symptoms using exploratory factor analysis
Background Sinonasal symptoms are common and can have several underlying causes. When symptoms occur in specified patterns lasting 3 months or more they meet criteria for chronic rhinosinusitis (CRS). Approaches to CRS symptom measurement do not specify how to measure symptoms and treat specified si...
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Published in | Allergy (Copenhagen) Vol. 73; no. 8; pp. 1715 - 1723 |
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Main Authors | , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
Denmark
Blackwell Publishing Ltd
01.08.2018
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Subjects | |
Online Access | Get full text |
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Summary: | Background
Sinonasal symptoms are common and can have several underlying causes. When symptoms occur in specified patterns lasting 3 months or more they meet criteria for chronic rhinosinusitis (CRS). Approaches to CRS symptom measurement do not specify how to measure symptoms and treat specified sinonasal symptoms as generally interchangeable, suggesting that such symptoms should cluster on 1 or 2 latent factors.
Methods
We used questionnaire responses to 37 questions on the presence, severity, bother, and frequency of cardinal sinonasal and related symptoms lasting 3 months, from 3535 subjects at 3 time points over 16 months. We completed 5 exploratory factor analyses (EFA) to identify symptom clustering, 1 for each time point and 2 for the differences between adjacent questionnaires. The baseline EFA was used to provide factor scores that were described longitudinally and examined by CRS status.
Results
Five EFAs identified the same 5 factors (blockage and discharge, pain and pressure, asthma and cold/flu symptoms, smell loss, and ear and eye [mainly allergy] symptoms), with clustering determined by symptom frequency, severity, and degree of bother. Responses to individual questions showed changes over time but when combined into factor scores showed less longitudinal change. All symptom factor scores were progressively higher from never to past to current CRS status.
Conclusions
Although the current approaches to symptom characterization in CRS imply a single underlying latent construct, our results suggest that there are at least 3 latent constructs relevant to CRS. Further studies are needed to evaluate whether these clusters have identifiable underlying pathobiologies. |
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Bibliography: | Funding information This publication was supported by the Chronic Rhinosinusitis Integrative Studies Program grant U19AI106683 from the NIH. The study sponsor did not play a role in the study design, analysis, interpretation, or writing of the report and did not take part in the decision to submit this article for publication. ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 content type line 23 Author contributions: Matthew Cole performed the analysis and wrote the first draft of the manuscript; Karen Bandeen-Roche supervised data analysis, helped in interpretation of the results, and edited several drafts of the manuscript; Annemarie G. Hirsch participated questionnaire design, data collection, interpretation of results, and editing of the manuscript; Jordan Kuiper participated in interpretation of results and editing of the manuscript; Agnes S. Sundaresan participated in questionnaire design, data collection, interpretation of results, and editing of the manuscript; Bruce K. Tan, Robert P. Schleimer, and Robert C. Kern each participated in study design, securing of extramural funding, questionnaire design, interpretation of results, and editing of the manuscript; and Brian S. Schwartz participated in study design, securing of extramural funding, supervision of all phases of the study, directing data analysis, interpretation of results, and editing of the manuscript. |
ISSN: | 0105-4538 1398-9995 1398-9995 |
DOI: | 10.1111/all.13470 |