Three ways to quantify uncertainty in individually applied "minimally important change" values

被引:111
作者
de Vet, Henrica C. W. [1 ]
Terluin, Berend [2 ]
Knol, Dirk L.
Roorda, Leo D. [3 ]
Mokkink, Lidwine B.
Ostelo, Raymond W. J. G. [4 ]
Hendriks, Erik J. M. [5 ]
Bouter, Lex M. [6 ]
Terwee, Caroline B.
机构
[1] Vrije Univ Amsterdam, Med Ctr, Dept Epidemiol & Biostat, EMGO Inst Hlth & Care Res, NL-1081 BT Amsterdam, Netherlands
[2] Vrije Univ Amsterdam, Med Ctr, Dept Gen Practice, NL-1081 BT Amsterdam, Netherlands
[3] Jan van Breemen Inst, Dept Rehabil Med & Psychol, Amsterdam, Netherlands
[4] Vrije Univ Amsterdam, Inst Hlth Sci, Fac Earth & Life Sci, NL-1081 BT Amsterdam, Netherlands
[5] Maastricht Univ, Dept Epidemiol, Maastricht, Netherlands
[6] Vrije Univ Amsterdam, Execut Board, NL-1081 BT Amsterdam, Netherlands
关键词
Change scores; Anchor-based methods; Minimally important change; ROC method; Outcome assessment; Patient-reported outcomes; QUALITY-OF-LIFE; CLINICALLY MEANINGFUL CHANGE; LOW-BACK-PAIN; HEALTH-STATUS; IMPORTANT DIFFERENCE; FUNCTIONAL STATUS; RESPONSIVENESS; QUESTIONNAIRE; INTENSITY; CONSENSUS;
D O I
10.1016/j.jclinepi.2009.03.011
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Objective: Determining "minimally important change" (MIC) facilitates the interpretation of change scores on multi-item instruments. This article focuses on how MIC values should be interpreted when applied to individual patients. Study Design and Setting: The MIC value of a hypothetical questionnaire "Q" was determined in a sample of 400 patients who improved and 100 patients who did not improve, using the receiver operating characteristic (ROC) method, and three methods to quantify the uncertainty. Results: The MIC value on questionnaire Q was 10.5. Firstly, the 95% confidence interval (CI) of the MIC value (for questionnaire Q: 5.6-14.2) quantifies the uncertainty of the estimation of the MIC value. Secondly, "how sure we are that this MIC value holds for every patient" is quantified by the values for sensitivity (74%) and specificity (91%). Thirdly, the smallest detectable change (SDC) on questionnaire Q is calculated (16.0) to consider whether the MIC value (10.5) falls outside or within the measurement error. Conclusion: For application in clinical research and practice, MIC values are always considered at the individual level, but determined in groups of patients. The interpretation comes with different forms of uncertainty. To appreciate the uncertainty, knowledge of the underlying distributions of change scores is indispensable. (C) 2010 Elsevier Inc. All rights reserved.
引用
收藏
页码:37 / 45
页数:9
相关论文
共 34 条
  • [1] [Anonymous], 1993, An introduction to the bootstrap
  • [2] Beaton DE, 2001, J RHEUMATOL, V28, P400
  • [3] Smallest real difference, a link between reproducibility and responsiveness
    Beckerman, H
    Roebroeck, ME
    Lankhorst, GJ
    Becher, JG
    Bezemer, PD
    Verbeek, ALM
    [J]. QUALITY OF LIFE RESEARCH, 2001, 10 (07) : 571 - 578
  • [4] Carpenter J, 2000, STAT MED, V19, P1141, DOI 10.1002/(SICI)1097-0258(20000515)19:9<1141::AID-SIM479>3.0.CO
  • [5] 2-F
  • [6] What is a clinically meaningful change on the Functional Assessment of Cancer Therapy-Lung (FACT-L) questionnaire? Results from Eastern Cooperative Oncology Group (ECOG) study 5592
    Cella, D
    Eton, DT
    Fairclough, DL
    Bonomi, P
    Heyes, AE
    Silberman, C
    Wolf, MK
    Johnson, DH
    [J]. JOURNAL OF CLINICAL EPIDEMIOLOGY, 2002, 55 (03) : 285 - 295
  • [7] Group vs individual approaches to understanding the clinical significance of differences or changes in quality of life
    Cella, D
    Bullinger, M
    Scott, C
    Barofsky, I
    [J]. MAYO CLINIC PROCEEDINGS, 2002, 77 (04) : 384 - 392
  • [8] Meaningful change in cancer-specific quality of life scores: Differences between improvement and worsening
    Cella, D
    Hahn, EA
    Dineen, K
    [J]. QUALITY OF LIFE RESEARCH, 2002, 11 (03) : 207 - 221
  • [9] Defining clinically meaningful change in health-related quality of life
    Crosby, RD
    Kolotkin, RL
    Williams, GR
    [J]. JOURNAL OF CLINICAL EPIDEMIOLOGY, 2003, 56 (05) : 395 - 407
  • [10] de Vet HCW, 2006, J RHEUMATOL, V33, P434