Symptom Based Clustering of Women in the LURN Observational Cohort Study

被引:22
作者
Andreev, Victor P. [1 ]
Liu, Gang [1 ]
Yang, Claire C. [3 ]
Smith, Abigail R. [1 ]
Helmuth, Margaret E. [1 ]
Wiseman, Jonathan B. [1 ]
Merion, Robert M. [1 ]
Weinfurt, Kevin P. [4 ]
Cameron, Anne P. [2 ]
Lai, H. Henry [5 ]
Cella, David [6 ]
Gillespie, Brenda W. [2 ]
Helfand, Brian T. [7 ]
Griffith, James W. [6 ]
DeLancey, John O. L. [2 ]
Fraser, Matthew O. [4 ]
Clemens, J. Quentin [2 ]
Kirkali, Ziya [8 ]
机构
[1] Arbor Res Collaborat Hlth, 340 East Huron St,Suite 300, Ann Arbor, MI 48104 USA
[2] Univ Michigan, Ann Arbor, MI 48109 USA
[3] Univ Washington, Seattle, WA 98195 USA
[4] Duke Univ, Med Ctr, Durham, NC USA
[5] Washington Univ, Sch Med, St Louis, MO USA
[6] Northwestern Univ, Feinberg Sch Med, Glenview, IL USA
[7] NorthShore Univ Hlth Syst, Glenview, IL USA
[8] NIDDK, Bethesda, MD 20892 USA
基金
美国国家卫生研究院;
关键词
urinary bladder; overactive; lower urinary tract symptoms; surveys and questionnaires; diagnosis-related groups; cluster analysis; BENIGN PROSTATIC HYPERPLASIA; COMMUNITY-HEALTH SURVEY; ITEM BANKS; STRESS; LUTS;
D O I
10.1016/j.juro.2018.06.068
中图分类号
R5 [内科学]; R69 [泌尿科学(泌尿生殖系疾病)];
学科分类号
1002 ; 100201 ;
摘要
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.
引用
收藏
页码:1323 / 1331
页数:9
相关论文
共 28 条
  • [1] MEASURING POWER OF HIERARCHICAL CLUSTER-ANALYSIS
    BAKER, FB
    HUBERT, LJ
    [J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1975, 70 (349) : 31 - 38
  • [2] Barber MD, 2011, NEUROUROL URODYNAM, V30, P541, DOI [10.1002/nau.20934, 10.1002/nau.21042]
  • [3] BARRY MJ, 1995, MED CARE, V33, pAS145
  • [4] THE AMERICAN-UROLOGICAL-ASSOCIATION SYMPTOM INDEX FOR BENIGN PROSTATIC HYPERPLASIA
    BARRY, MJ
    FOWLER, FJ
    OLEARY, MP
    BRUSKEWITZ, RC
    HOLTGREWE, HL
    MEBUST, WK
    COCKETT, ATK
    BLAIVAS, JG
    WEIN, AJ
    [J]. JOURNAL OF UROLOGY, 1992, 148 (05) : 1549 - 1557
  • [5] Calinski T., 1974, "Commun. Statist.-Theory Methods, V3, P1, DOI [10.1080/03610927408827101, DOI 10.1080/03610927408827101]
  • [6] Baseline Lower Urinary Tract Symptoms in Patients Enrolled in LURN: A Prospective, Observational Cohort Study
    Cameron, Anne P.
    Lewicky-Gaupp, Christina
    Smith, Abigail R.
    Helfand, Brian T.
    Gore, John L.
    Clemens, J. Quentin
    Yang, Claire C.
    Siddiqui, Nazema Y.
    Lai, H. Henry
    Griffith, James W.
    Andreev, Victor P.
    Liu, Gang
    Weinfurt, Kevin
    Amundsen, Cindy L.
    Bradley, Catherine S.
    Kusek, John W.
    Kirkali, Ziya
    [J]. JOURNAL OF UROLOGY, 2018, 199 (04) : 1023 - 1031
  • [7] Validation of a Modified National Institutes of Health Chronic Prostatitis Symptom Index to Assess Genitourinary Pain in Both Men and Women
    Clemens, J. Quentin
    Calhoun, Elizabeth A.
    Litwin, Mark S.
    McNaughton-Collins, Mary
    Kusek, John W.
    Crowley, Evelyn M.
    Landis, J. Richard
    [J]. UROLOGY, 2009, 74 (05) : 983 - 987
  • [8] A GLOBAL MEASURE OF PERCEIVED STRESS
    COHEN, S
    KAMARCK, T
    MERMELSTEIN, R
    [J]. JOURNAL OF HEALTH AND SOCIAL BEHAVIOR, 1983, 24 (04) : 385 - 396
  • [9] Assessing patients' descriptions of lower urinary tract symptoms (LUTS) and perspectives on treatment outcomes: results of qualitative research
    Coyne, K. S.
    Sexton, C. C.
    Kopp, Z.
    Chapple, C. R.
    Kaplan, S. A.
    Aiyer, L. P.
    Symonds, T.
    [J]. INTERNATIONAL JOURNAL OF CLINICAL PRACTICE, 2010, 64 (09) : 1260 - 1278
  • [10] Examining lower urinary tract symptom constellations using cluster analysis
    Coyne, Karin S.
    Matza, Louis S.
    Kopp, Zoe S.
    Thompson, Christine
    Henry, David
    Irwin, Debra E.
    Artibani, Walter
    Herschorn, Sender
    Milsom, Ian
    [J]. BJU INTERNATIONAL, 2008, 101 (10) : 1267 - 1273