Literature DB >> 29990467

Symptom Based Clustering of Women in the LURN Observational Cohort Study.

Victor P Andreev1, Gang Liu2, Claire C Yang3, Abigail R Smith2, Margaret E Helmuth2, Jonathan B Wiseman2, Robert M Merion2, Kevin P Weinfurt4, Anne P Cameron5, H Henry Lai6, David Cella7, Brenda W Gillespie5, Brian T Helfand8, James W Griffith7, John O L DeLancey5, Matthew O Fraser4, J Quentin Clemens5, Ziya Kirkali9.   

Abstract

PURPOSE: Women with lower urinary tract symptoms are often diagnosed based on a predefined symptom complex or a predominant symptom. There are many limitations to this paradigm as often patients present with multiple urinary symptoms which do not perfectly fit the preestablished diagnoses. We used cluster analysis to identify novel, symptom based subtypes of women with lower urinary tract symptoms.
MATERIALS AND METHODS: We analyzed baseline urinary symptom questionnaire data obtained from 545 care seeking female participants enrolled in the LURN (Symptoms of Lower Urinary Tract Dysfunction Research Network) Observational Cohort Study. Symptoms were measured with the LUTS (lower urinary tract symptoms) Tool and the AUA SI (American Urological Association Symptom Index), and analyzed using a probability based consensus clustering algorithm.
RESULTS: Four clusters were identified. The 138 women in cluster F1 did not report incontinence but experienced post-void dribbling, frequency and voiding symptoms. The 80 women in cluster F2 reported urgency incontinence as well as urgency and frequency but minimal voiding symptoms or stress incontinence. Cluster F3 included 244 women who reported all types of incontinence, urgency, frequency and mild voiding symptoms. The 83 women in cluster F4 reported all lower urinary tract symptoms at uniformly high levels. All but 2 of 44 LUTS Tool and 8 AUA SI questions significantly differed between at least 2 clusters (p <0.05). All clusters contained at least 1 member from each conventional group, including continence, and stress, urgency, mixed and other incontinence.
CONCLUSIONS: Women seeking care for lower urinary tract symptoms cluster into 4 distinct symptom groups which differ from conventional clinical diagnostic groups. Further validation is needed to determine whether management improves using this new classification.
Copyright © 2018 American Urological Association Education and Research, Inc. Published by Elsevier Inc. All rights reserved.

Entities:  

Keywords:  cluster analysis; diagnosis-related groups; lower urinary tract symptoms; overactive; surveys and questionnaires; urinary bladder

Mesh:

Year:  2018        PMID: 29990467      PMCID: PMC6298822          DOI: 10.1016/j.juro.2018.06.068

Source DB:  PubMed          Journal:  J Urol        ISSN: 0022-5347            Impact factor:   7.450


  18 in total

1.  The American Urological Association symptom index for benign prostatic hyperplasia. The Measurement Committee of the American Urological Association.

Authors:  M J Barry; F J Fowler; M P O'Leary; R C Bruskewitz; H L Holtgrewe; W K Mebust; A T Cockett
Journal:  J Urol       Date:  1992-11       Impact factor: 7.450

2.  A cluster separation measure.

Authors:  D L Davies; D W Bouldin
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  1979-02       Impact factor: 6.226

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Journal:  Neurourol Urodyn       Date:  2011-02-22       Impact factor: 2.696

4.  Assessing patients' descriptions of lower urinary tract symptoms (LUTS) and perspectives on treatment outcomes: results of qualitative research.

Authors:  K S Coyne; C C Sexton; Z Kopp; C R Chapple; S A Kaplan; L P Aiyer; T Symonds
Journal:  Int J Clin Pract       Date:  2010-06-22       Impact factor: 2.503

5.  Differences in continence system between community-dwelling black and white women with and without urinary incontinence in the EPI study.

Authors:  John O L DeLancey; Dee E Fenner; Ken Guire; Divya A Patel; Denise Howard; Janis M Miller
Journal:  Am J Obstet Gynecol       Date:  2010-06       Impact factor: 8.661

6.  Relationships among symptoms, bother, and treatment satisfaction in overactive bladder patients.

Authors:  Martin C Michel; Matthias Oelke; Mark Goepel; Elmar Beck; Martin Burkart
Journal:  Neurourol Urodyn       Date:  2007       Impact factor: 2.696

7.  Baseline Lower Urinary Tract Symptoms in Patients Enrolled in LURN: A Prospective, Observational Cohort Study.

Authors:  Anne P Cameron; Christina Lewicky-Gaupp; Abigail R Smith; Brian T Helfand; John L Gore; J Quentin Clemens; Claire C Yang; Nazema Y Siddiqui; H Henry Lai; James W Griffith; Victor P Andreev; Gang Liu; Kevin Weinfurt; Cindy L Amundsen; Catherine S Bradley; John W Kusek; Ziya Kirkali
Journal:  J Urol       Date:  2017-10-28       Impact factor: 7.450

8.  Stress urinary incontinence: relative importance of urethral support and urethral closure pressure.

Authors:  John O L DeLancey; Elisa R Trowbridge; Janis M Miller; Daniel M Morgan; Kenneth Guire; Dee E Fenner; William J Weadock; James A Ashton-Miller
Journal:  J Urol       Date:  2008-04-18       Impact factor: 7.450

9.  Examining lower urinary tract symptom constellations using cluster analysis.

Authors:  Karin S Coyne; Louis S Matza; Zoe S Kopp; Christine Thompson; David Henry; Debra E Irwin; Walter Artibani; Sender Herschorn; Ian Milsom
Journal:  BJU Int       Date:  2008-03-11       Impact factor: 5.588

10.  Development of the NIH Patient-Reported Outcomes Measurement Information System (PROMIS) gastrointestinal symptom scales.

Authors:  Brennan M R Spiegel; Ron D Hays; Roger Bolus; Gil Y Melmed; Lin Chang; Cynthia Whitman; Puja P Khanna; Sylvia H Paz; Tonya Hays; Steve Reise; Dinesh Khanna
Journal:  Am J Gastroenterol       Date:  2014-09-09       Impact factor: 10.864

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  7 in total

1.  Longitudinal changes in symptom-based female and male LUTS clusters.

Authors:  Cindy L Amundsen; Margaret E Helmuth; Abigail R Smith; John O L DeLancey; Catherine S Bradley; Kathryn E Flynn; Kimberly S Kenton; H Henry Lai; David Cella; James W Griffith; Victor P Andreev; J Eric Jelovsek; Alice B Liu; Ziya Kirkali; Claire C Yang
Journal:  Neurourol Urodyn       Date:  2019-11-25       Impact factor: 2.696

2.  Symptom Based Clustering of Men in the LURN Observational Cohort Study.

Authors:  Gang Liu; Victor P Andreev; Margaret E Helmuth; Claire C Yang; H Henry Lai; Abigail R Smith; Jonathan B Wiseman; Robert M Merion; Bradley A Erickson; David Cella; James W Griffith; John L Gore; John O L DeLancey; Ziya Kirkali
Journal:  J Urol       Date:  2019-05-23       Impact factor: 7.450

3.  Biomarkers Implicated in Lower Urinary Tract Symptoms: Systematic Review and Pathway Analyses.

Authors:  Nazema Y Siddiqui; Brian T Helfand; Victor P Andreev; Joseph T Kowalski; Megan S Bradley; H Henry Lai; Mitchell B Berger; Margaret G Mueller; Jennifer A Bickhaus; Vignesh T Packiam; Dee Fenner; Brenda W Gillispie; Ziya Kirkali
Journal:  J Urol       Date:  2019-10-09       Impact factor: 7.450

4.  Patient Characteristics Associated with More Bother from Lower Urinary Tract Symptoms.

Authors:  Alice B Liu; Qian Liu; Claire C Yang; James W Griffith; Abigail R Smith; Margaret E Helmuth; H Henry Lai; Cindy L Amundsen; Bradley A Erickson; J Eric Jelovsek; Nnenaya Q Agochukwu; Margaret G Mueller; Victor P Andreev; Kevin P Weinfurt; Kimberly S Kenton; Matthew O Fraser; Anne P Cameron; Ziya Kirkali; John L Gore
Journal:  J Urol       Date:  2019-08-08       Impact factor: 7.450

5.  Subtyping of common complex diseases and disorders by integrating heterogeneous data. Identifying clusters among women with lower urinary tract symptoms in the LURN study.

Authors:  Victor P Andreev; Margaret E Helmuth; Gang Liu; Abigail R Smith; Robert M Merion; Claire C Yang; Anne P Cameron; J Eric Jelovsek; Cindy L Amundsen; Brian T Helfand; Catherine S Bradley; John O L DeLancey; James W Griffith; Alexander P Glaser; Brenda W Gillespie; J Quentin Clemens; H Henry Lai
Journal:  PLoS One       Date:  2022-06-10       Impact factor: 3.752

6.  Lower Urinary Tract Symptoms: Advances in Women's Urologic Health From MAPP and LURN.

Authors:  Claire C Yang; James Quentin Clemens
Journal:  Urology       Date:  2020-04-21       Impact factor: 2.649

7.  Characterizing the Spectrum of Bladder Health and Lower Urinary Tract Symptoms (LUTS) Among Women: Results From the CARDIA Study.

Authors:  Alayne D Markland; Liang Shan; Sonya S Brady; Pamela J Schreiner; Stephen Sidney; Stephen K Van Den Eeden; Cora E Lewis
Journal:  Urology       Date:  2021-06-02       Impact factor: 2.633

  7 in total

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