title: Examining lower urinary tract symptom constellations using cluster analysis.
abstract: OBJECTIVE
  To gain a better understanding of how patients experience lower urinary tract symptoms (LUTS) and to determine whether particular symptoms cluster together, as LUTS seldom occur alone.
  
  
  METHODS
  A secondary analysis of a cross-sectional, population-based survey of adults in Sweden, Italy, Germany, UK and Canada was undertaken to examine the presence of LUTS groups. Of the 19,165 telephone surveys, 13,519 respondents reported at least one LUTS and were included in the analysis. All respondents were asked about the presence of 14 LUTS (International Prostate Symptom Score plus seven additional LUTS). K-means cluster analyses, a statistical method for sorting objects into groups so that similar objects are grouped together, was used to identify groups of people based on their symptoms. Men and women were analysed separately. A split-half random sample was selected from the dataset so that exploratory analyses could be conducted in one half and confirmed in the second. On model confirmation, the sample was analysed in its entirety.
  
  
  RESULTS
  Included in this analysis were 5014 men (mean age 49.8 years; 95% white) and 8505 women (mean age 50.4 years; 96% white). Among both men and women, six distinct symptom cluster groups were identified and the symptom patterns of each cluster were examined. For both, the largest cluster consisted of respondents with minimal symptoms (i.e. reporting essentially one symptom), 56% of men and 57% of women. The remaining five clusters for men and women were labelled based on their predominant symptoms. For men, the clusters were nocturia of twice or more per night (12%); terminal dribble (11%); urgency (10%); multiple symptoms (9%); and postvoid incontinence (5%). For women, the clusters were nocturia of twice or more per night (12%); terminal dribble (10%); urgency (8%); stress incontinence (8%); and multiple symptoms (5%). The multiple-symptom groups had several and varied LUTS, were older, and had more comorbidities. Clusters of terminal dribble and male postvoid incontinence had a lower prevalence of all other LUTS, but were fairly common (11% and 5% of men).
  
  
  CONCLUSIONS
  This analysis provides an empirical approach to examining the presentation of multiple LUTS and suggests it is possible to identify subgroups of patients with LUTS based on their symptom presentation. These analyses need to be replicated to evaluate the clinical relevance of these findings.
authors.affiliation: Center for Health Outcomes Research, United BioSource Corporation, Bethesda, MD 20814, USA. karin.coyne@unitedbiosource.com
authors.forename: Karin S
authors.initials: KS
authors.lastname: Coyne
authors.forename: Louis S
authors.initials: LS
authors.lastname: Matza
authors.forename: Zoe S
authors.initials: ZS
authors.lastname: Kopp
authors.forename: Christine
authors.initials: C
authors.lastname: Thompson
authors.forename: David
authors.initials: D
authors.lastname: Henry
authors.forename: Debra E
authors.initials: DE
authors.lastname: Irwin
authors.forename: Walter
authors.initials: W
authors.lastname: Artibani
authors.forename: Sender
authors.initials: S
authors.lastname: Herschorn
authors.forename: Ian
authors.initials: I
authors.lastname: Milsom
mesh_terms: D002170:Canada / Q000453:epidemiology; D004812:Epidemiologic Methods; D005060:Europe / Q000453:epidemiology; D005260:Female; D006801:Humans; D008297:Male; D008875:Middle Aged; D053158:Nocturia / Q000453:epidemiology*; D053448:Prostatism / Q000453:epidemiology*; D012737:Sex Factors; D014555:Urination Disorders / Q000453:epidemiology*