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 | |
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Abstract | 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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AbstractList | 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. 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. 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. 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. 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. 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.BACKGROUNDSinonasal 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.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.METHODSWe 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.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.RESULTSFive 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.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.CONCLUSIONSAlthough 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. BackgroundSinonasal 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.MethodsWe 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.ResultsFive 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.ConclusionsAlthough 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. |
Author | Sundaresan, A. S. Schleimer, R. P. Bandeen‐Roche, K. Cole, M. Kuiper, J. R. Hirsch, A. G. Schwartz, B. S. Tan, B. K. Kern, R. C. |
AuthorAffiliation | a Department of Biostatistics, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, USA, 21205 b Department of Epidemiology and Health Services Research, Geisinger Health System, 100 N. Academy Avenue, Danville, PA, USA, 17822 c Department of Environmental Health and Engineering, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, USA, 21205 d Department of Otolaryngology Head and Neck Surgery and the Division of Allergy and Immunology, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA, 60611 |
AuthorAffiliation_xml | – name: a Department of Biostatistics, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, USA, 21205 – name: c Department of Environmental Health and Engineering, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, USA, 21205 – name: d Department of Otolaryngology Head and Neck Surgery and the Division of Allergy and Immunology, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA, 60611 – name: b Department of Epidemiology and Health Services Research, Geisinger Health System, 100 N. Academy Avenue, Danville, PA, USA, 17822 |
Author_xml | – sequence: 1 givenname: M. surname: Cole fullname: Cole, M. organization: Johns Hopkins University Bloomberg School of Public Health – sequence: 2 givenname: K. surname: Bandeen‐Roche fullname: Bandeen‐Roche, K. organization: Johns Hopkins University Bloomberg School of Public Health – sequence: 3 givenname: A. G. surname: Hirsch fullname: Hirsch, A. G. organization: Geisinger Health System – sequence: 4 givenname: J. R. surname: Kuiper fullname: Kuiper, J. R. organization: Johns Hopkins University Bloomberg School of Public Health – sequence: 5 givenname: A. S. surname: Sundaresan fullname: Sundaresan, A. S. organization: Geisinger Health System – sequence: 6 givenname: B. K. surname: Tan fullname: Tan, B. K. organization: Northwestern University Feinberg School of Medicine – sequence: 7 givenname: R. P. surname: Schleimer fullname: Schleimer, R. P. organization: Northwestern University Feinberg School of Medicine – sequence: 8 givenname: R. C. surname: Kern fullname: Kern, R. C. organization: Northwestern University Feinberg School of Medicine – sequence: 9 givenname: B. S. orcidid: 0000-0002-0739-9865 surname: Schwartz fullname: Schwartz, B. S. email: bschwar1@jhu.edu organization: Johns Hopkins University Bloomberg School of Public Health |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/29729111$$D View this record in MEDLINE/PubMed |
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CitedBy_id | crossref_primary_10_3389_fgene_2020_00524 crossref_primary_10_1016_j_jaip_2019_05_009 crossref_primary_10_1111_all_14044 crossref_primary_10_1016_j_bbr_2023_114765 crossref_primary_10_1097_HJH_0000000000003050 crossref_primary_10_1111_all_16338 crossref_primary_10_1002_lio2_485 crossref_primary_10_1111_all_14068 crossref_primary_10_1371_journal_pone_0235432 crossref_primary_10_1111_all_14106 crossref_primary_10_1097_JOM_0000000000001636 crossref_primary_10_1016_j_jaci_2018_12_986 |
Cites_doi | 10.1016/j.jaci.2013.02.036 10.1080/10705510701758406 10.1289/EHP281 10.4193/Rhin11.256 10.1002/alr.21695_c 10.1111/j.1398-9995.2011.02646.x 10.1002/alr.21408 10.1016/j.otohns.2007.01.024 10.1053/hn.2003.v128.amhn0312811 10.1007/s00405-016-4366-x 10.1164/rccm.201308-1500ED 10.1016/j.otohns.2007.02.004 10.1207/s15327906mbr0102_10 10.1097/EDE.0b013e3181e5b06a 10.4193/Rhino12.000 10.1016/j.jaip.2017.10.012 10.1177/0194599815572097 10.2500/ajra.2015.29.4140 10.1007/s00405-016-4446-y 10.1111/all.12577 10.1111/j.1749-4486.2009.01995.x 10.1016/j.anai.2016.06.006 10.1111/j.1749-4486.2006.01275.x 10.1016/j.jaci.2015.11.019 10.1111/all.13042 10.1001/jamaoto.2014.1045 |
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Keywords | chronic rhinosinusitis exploratory factor analysis population-based epidemiology longitudinal nasal and sinus symptoms |
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Notes | 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. |
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References | 1966; 1 2006; 31 2015; 70 2013; 188 2008; 15 2017; 274 2012; 50 2007; 136 2009; 34 2007; 137 2015; 152 2017; 72 2016; 6 2010; 21 2003; 129 2014; 4 2015; 29 2011; 66 2017 1983 2016; 117 2011; 45 2014; 140 2016; 137 2013; 131 2017; 125 e_1_2_10_23_1 e_1_2_10_24_1 e_1_2_10_21_1 e_1_2_10_22_1 e_1_2_10_20_1 e_1_2_10_2_1 e_1_2_10_4_1 e_1_2_10_18_1 e_1_2_10_3_1 e_1_2_10_6_1 e_1_2_10_5_1 e_1_2_10_17_1 e_1_2_10_8_1 e_1_2_10_14_1 e_1_2_10_7_1 e_1_2_10_15_1 e_1_2_10_12_1 e_1_2_10_9_1 e_1_2_10_13_1 e_1_2_10_10_1 e_1_2_10_11_1 e_1_2_10_30_1 van Buuren S (e_1_2_10_16_1) 2011; 45 Gorsuch RL (e_1_2_10_19_1) 1983 e_1_2_10_29_1 e_1_2_10_27_1 e_1_2_10_28_1 e_1_2_10_25_1 e_1_2_10_26_1 |
References_xml | – volume: 70 start-page: 533 year: 2015 end-page: 539 article-title: Epidemiology of chronic rhinosinusitis: results from a cross‐sectional survey in seven Chinese cities publication-title: Allergy – volume: 188 start-page: 1275 year: 2013 end-page: 1277 article-title: Chronic rhinosinusitis: the unrecognized epidemic publication-title: Am J Respir Crit Care Med – volume: 152 start-page: S1 issue: 2 Suppl year: 2015 end-page: S39 article-title: Clinical practice guideline (update): adult sinusitis publication-title: Otolaryngol Head Neck Surg – volume: 50 start-page: 129 year: 2012 end-page: 138 article-title: Prevalence of chronic rhinosinusitis in Sao Paulo publication-title: Rhinology – volume: 140 start-page: 712 year: 2014 end-page: 719 article-title: Response shift in quality of life after endoscopic sinus surgery for chronic rhinosinusitis publication-title: JAMA Otolaryngol Head Neck Surg – volume: 31 start-page: 390 year: 2006 end-page: 398 article-title: The national comparative audit of surgery for nasal polyposis and chronic rhinosinusitis publication-title: Clin Otolaryngol – volume: 136 start-page: 736 year: 2007 end-page: 741 article-title: The Sino‐Nasal Outcome Test (SNOT): can we make it more clinically meaningful? publication-title: Otolaryngol Head Neck Surg – volume: 45 start-page: 1 year: 2011 end-page: 67 article-title: mice: multivariate imputation by chained equations in R publication-title: J Stat Softw – year: 2017 article-title: Longitudinal evaluation of chronic rhinosinusitis symptoms in a population‐based sample publication-title: J Allergy Clin Immunol Pract – volume: 137 start-page: 1054 year: 2016 end-page: 1062 article-title: Cluster analysis and prediction of treatment outcomes for chronic rhinosinusitis publication-title: J Allergy Clin Immunol – volume: 131 start-page: 1479 year: 2013 end-page: 1490 article-title: Endotypes and phenotypes of chronic rhinosinusitis: a PRACTALL document of the European Academy of Allergy and Clinical Immunology and the American Academy of Allergy, Asthma & Immunology publication-title: J Allergy Clin Immunol – volume: 66 start-page: 1216 year: 2011 end-page: 1223 article-title: Chronic rhinosinusitis in Europe–an underestimated disease. A GA(2)LEN study publication-title: Allergy – volume: 117 start-page: 234 year: 2016 end-page: 240 article-title: Chronic rhinosinusitis phenotypes publication-title: Ann Allergy Asthma Immunol – volume: 1 start-page: 245 year: 1966 end-page: 276 article-title: The scree test for the number of factors publication-title: Multivariate Behav Res – volume: 72 start-page: 274 year: 2017 end-page: 281 article-title: Nasal and sinus symptoms and chronic rhinosinusitis in a population‐based sample publication-title: Allergy – volume: 34 start-page: 447 year: 2009 end-page: 454 article-title: Psychometric validity of the 22‐item Sinonasal Outcome Test publication-title: Clin Otolaryngol – volume: 137 start-page: 555 year: 2007 end-page: 561 article-title: The Lund‐Mackay staging system for chronic rhinosinusitis: how is it used and what does it predict? publication-title: Otolaryngol Head Neck Surg – volume: 274 start-page: 1487 year: 2017 end-page: 1493 article-title: Olfaction and sinonasal symptoms in patients with CRSwNP and AERD and without AERD: a cross‐sectional and longitudinal study publication-title: Eur Arch Otorhinolaryngol – volume: 129 start-page: S1 issue: 3 Suppl year: 2003 end-page: S32 article-title: Adult chronic rhinosinusitis: definitions, diagnosis, epidemiology, and pathophysiology publication-title: Otolaryngol Head Neck Surg – volume: 50 start-page: 1 year: 2012 end-page: 12 article-title: EPOS 2012: European position paper on rhinosinusitis and nasal polyps 2012. A summary for otorhinolaryngologists publication-title: Rhinology – start-page: 425 year: 1983 – volume: 274 start-page: 2165 year: 2017 end-page: 2173 article-title: Association between computed tomography findings and clinical symptoms in chronic rhinosinusitis with and without nasal polyps publication-title: Eur Arch Otorhinolaryngol – volume: 15 start-page: 136 year: 2008 end-page: 153 article-title: A note on the relation between factor analytic and item response theory publication-title: Struct Equ Modeling – volume: 4 start-page: 972 year: 2014 end-page: 979 article-title: SNOT‐22 quality of life domains differentially predict treatment modality selection in chronic rhinosinusitis publication-title: Int Forum Allergy Rhinol – volume: 125 start-page: 189 year: 2017 end-page: 197 article-title: Associations between Unconventional Natural Gas Development and Nasal and Sinus, Migraine Headache, and Fatigue Symptoms in Pennsylvania publication-title: Environ Health Perspect – volume: 21 start-page: 621 year: 2010 end-page: 625 article-title: Lasagna plots: a saucy alternative to spaghetti plots publication-title: Epidemiology – volume: 29 start-page: 100 year: 2015 end-page: 105 article-title: Clustering of chronic rhinosinusitis symptomatology reveals novel associations with objective clinical and demographic characteristics publication-title: Am J Rhinol Allergy – volume: 6 start-page: S22 issue: Suppl 1 year: 2016 end-page: S209 article-title: International consensus statement on allergy and rhinology: rhinosinusitis publication-title: Int Forum Allergy Rhinol – start-page: 425 volume-title: Factor analysis year: 1983 ident: e_1_2_10_19_1 – ident: e_1_2_10_7_1 doi: 10.1016/j.jaci.2013.02.036 – ident: e_1_2_10_20_1 doi: 10.1080/10705510701758406 – ident: e_1_2_10_13_1 doi: 10.1289/EHP281 – ident: e_1_2_10_23_1 doi: 10.4193/Rhin11.256 – ident: e_1_2_10_6_1 doi: 10.1002/alr.21695_c – ident: e_1_2_10_25_1 doi: 10.1111/j.1398-9995.2011.02646.x – ident: e_1_2_10_30_1 doi: 10.1002/alr.21408 – ident: e_1_2_10_11_1 doi: 10.1016/j.otohns.2007.01.024 – ident: e_1_2_10_22_1 doi: 10.1053/hn.2003.v128.amhn0312811 – ident: e_1_2_10_10_1 doi: 10.1007/s00405-016-4366-x – ident: e_1_2_10_4_1 doi: 10.1164/rccm.201308-1500ED – ident: e_1_2_10_3_1 doi: 10.1016/j.otohns.2007.02.004 – ident: e_1_2_10_18_1 doi: 10.1207/s15327906mbr0102_10 – ident: e_1_2_10_21_1 doi: 10.1097/EDE.0b013e3181e5b06a – ident: e_1_2_10_2_1 doi: 10.4193/Rhino12.000 – ident: e_1_2_10_15_1 doi: 10.1016/j.jaip.2017.10.012 – ident: e_1_2_10_5_1 doi: 10.1177/0194599815572097 – ident: e_1_2_10_9_1 doi: 10.2500/ajra.2015.29.4140 – ident: e_1_2_10_8_1 doi: 10.1007/s00405-016-4446-y – ident: e_1_2_10_24_1 doi: 10.1111/all.12577 – ident: e_1_2_10_12_1 doi: 10.1111/j.1749-4486.2009.01995.x – volume: 45 start-page: 1 year: 2011 ident: e_1_2_10_16_1 article-title: mice: multivariate imputation by chained equations in R publication-title: J Stat Softw – ident: e_1_2_10_26_1 doi: 10.1016/j.anai.2016.06.006 – ident: e_1_2_10_29_1 doi: 10.1111/j.1749-4486.2006.01275.x – ident: e_1_2_10_27_1 doi: 10.1016/j.jaci.2015.11.019 – ident: e_1_2_10_14_1 doi: 10.1111/all.13042 – ident: e_1_2_10_17_1 – ident: e_1_2_10_28_1 doi: 10.1001/jamaoto.2014.1045 |
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Sinonasal symptoms are common and can have several underlying causes. When symptoms occur in specified patterns lasting 3 months or more they meet... 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... BackgroundSinonasal symptoms are common and can have several underlying causes. When symptoms occur in specified patterns lasting 3 months or more they meet... |
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SubjectTerms | Allergies Asthma chronic rhinosinusitis Epidemiology exploratory factor analysis Factor analysis longitudinal nasal and sinus symptoms Pain population‐based epidemiology Rhinitis Rhinosinusitis Sinusitis |
Title | Longitudinal evaluation of clustering of chronic sinonasal and related symptoms using exploratory factor analysis |
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