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 inAllergy (Copenhagen) Vol. 73; no. 8; pp. 1715 - 1723
Main Authors Cole, M., Bandeen‐Roche, K., Hirsch, A. G., Kuiper, J. R., Sundaresan, A. S., Tan, B. K., Schleimer, R. P., Kern, R. C., Schwartz, B. S.
Format Journal Article
LanguageEnglish
Published Denmark Blackwell Publishing Ltd 01.08.2018
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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.
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
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– 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
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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
Language English
License 2018 EAACI and John Wiley and Sons A/S. Published by John Wiley and Sons Ltd.
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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.
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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
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2014; 4
2015; 29
2011; 66
2017
1983
2016; 117
2011; 45
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2016; 137
2013; 131
2017; 125
e_1_2_10_23_1
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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
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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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Snippet Background 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
URI https://onlinelibrary.wiley.com/doi/abs/10.1111%2Fall.13470
https://www.ncbi.nlm.nih.gov/pubmed/29729111
https://www.proquest.com/docview/2069989140
https://www.proquest.com/docview/2035241386
https://pubmed.ncbi.nlm.nih.gov/PMC6151861
Volume 73
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