Using the entire cohort in the receiver operating characteristic analysis maximizes precision of the minimal important difference

We compared the minimal important difference (MID) values obtained by the receiver operating characteristics (ROC) curve approach using different strategies on four outcome measures to guide the optimal use of ROC curve. Studies of two psychometric scales (Rhinoconjunctivitis Quality-of-Life Questio...

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Published inJournal of clinical epidemiology Vol. 62; no. 4; pp. 374 - 379
Main Authors Turner, Dan, Schünemann, Holger J., Griffith, Lauren E., Beaton, Dorcas E., Griffiths, Anne M., Critch, Jeffrey N., Guyatt, Gordon H.
Format Journal Article
LanguageEnglish
Published New York, NY Elsevier Inc 01.04.2009
Elsevier
Elsevier Limited
Subjects
Online AccessGet full text
ISSN0895-4356
1878-5921
1878-5921
DOI10.1016/j.jclinepi.2008.07.009

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Abstract We compared the minimal important difference (MID) values obtained by the receiver operating characteristics (ROC) curve approach using different strategies on four outcome measures to guide the optimal use of ROC curve. Studies of two psychometric scales (Rhinoconjunctivitis Quality-of-Life Questionnaire [RQLQ] and Chronic Respiratory Questionnaire [CRQ]) and two clinimetric indices (Pediatric Ulcerative Colitis Activity Index [PUCAI] and Pediatric Crohn's Disease Activity Index [PCDAI]) instruments provided prospective longitudinal data. The MID was calculated from 7- and 15-point global ratings of change dichotomized in multiple ways, using the ROC curve method. Analysis was performed twice: first, using only the two groups adjacent to the dichotomization point (e.g., including only patients who had a small vs. moderate change); and second, using the entire cohort split at the same cutoff (e.g., including both unchanged subjects with those with small change vs. those who experienced moderate or large change combined). Using the entire cohort, rather than just those with ratings adjacent to the dichotomization point, yielded more precise and sensible MID estimates. With one exception, high precision was obtained when using the ROC curve method for any cutoff on the rating scale. When calculating the MID using the ROC curve method, the use of the entire cohort maximizes precision.
AbstractList AbstractObjectiveWe compared the minimal important difference (MID) values obtained by the receiver operating characteristics (ROC) curve approach using different strategies on four outcome measures to guide the optimal use of ROC curve. Study Design and SettingStudies of two psychometric scales (Rhinoconjunctivitis Quality-of-Life Questionnaire [RQLQ] and Chronic Respiratory Questionnaire [CRQ]) and two clinimetric indices (Pediatric Ulcerative Colitis Activity Index [PUCAI] and Pediatric Crohn's Disease Activity Index [PCDAI]) instruments provided prospective longitudinal data. The MID was calculated from 7- and 15-point global ratings of change dichotomized in multiple ways, using the ROC curve method. Analysis was performed twice: first, using only the two groups adjacent to the dichotomization point (e.g., including only patients who had a small vs. moderate change); and second, using the entire cohort split at the same cutoff (e.g., including both unchanged subjects with those with small change vs. those who experienced moderate or large change combined). ResultsUsing the entire cohort, rather than just those with ratings adjacent to the dichotomization point, yielded more precise and sensible MID estimates. With one exception, high precision was obtained when using the ROC curve method for any cutoff on the rating scale. ConclusionWhen calculating the MID using the ROC curve method, the use of the entire cohort maximizes precision.
We compared the minimal important difference (MID) values obtained by the receiver operating characteristics (ROC) curve approach using different strategies on four outcome measures to guide the optimal use of ROC curve.OBJECTIVEWe compared the minimal important difference (MID) values obtained by the receiver operating characteristics (ROC) curve approach using different strategies on four outcome measures to guide the optimal use of ROC curve.Studies of two psychometric scales (Rhinoconjunctivitis Quality-of-Life Questionnaire [RQLQ] and Chronic Respiratory Questionnaire [CRQ]) and two clinimetric indices (Pediatric Ulcerative Colitis Activity Index [PUCAI] and Pediatric Crohn's Disease Activity Index [PCDAI]) instruments provided prospective longitudinal data. The MID was calculated from 7- and 15-point global ratings of change dichotomized in multiple ways, using the ROC curve method. Analysis was performed twice: first, using only the two groups adjacent to the dichotomization point (e.g., including only patients who had a small vs. moderate change); and second, using the entire cohort split at the same cutoff (e.g., including both unchanged subjects with those with small change vs. those who experienced moderate or large change combined).STUDY DESIGN AND SETTINGStudies of two psychometric scales (Rhinoconjunctivitis Quality-of-Life Questionnaire [RQLQ] and Chronic Respiratory Questionnaire [CRQ]) and two clinimetric indices (Pediatric Ulcerative Colitis Activity Index [PUCAI] and Pediatric Crohn's Disease Activity Index [PCDAI]) instruments provided prospective longitudinal data. The MID was calculated from 7- and 15-point global ratings of change dichotomized in multiple ways, using the ROC curve method. Analysis was performed twice: first, using only the two groups adjacent to the dichotomization point (e.g., including only patients who had a small vs. moderate change); and second, using the entire cohort split at the same cutoff (e.g., including both unchanged subjects with those with small change vs. those who experienced moderate or large change combined).Using the entire cohort, rather than just those with ratings adjacent to the dichotomization point, yielded more precise and sensible MID estimates. With one exception, high precision was obtained when using the ROC curve method for any cutoff on the rating scale.RESULTSUsing the entire cohort, rather than just those with ratings adjacent to the dichotomization point, yielded more precise and sensible MID estimates. With one exception, high precision was obtained when using the ROC curve method for any cutoff on the rating scale.When calculating the MID using the ROC curve method, the use of the entire cohort maximizes precision.CONCLUSIONWhen calculating the MID using the ROC curve method, the use of the entire cohort maximizes precision.
We compared the minimal important difference (MID) values obtained by the receiver operating characteristics (ROC) curve approach using different strategies on four outcome measures to guide the optimal use of ROC curve. Studies of two psychometric scales (Rhinoconjunctivitis Quality-of-Life Questionnaire [RQLQ] and Chronic Respiratory Questionnaire [CRQ]) and two clinimetric indices (Pediatric Ulcerative Colitis Activity Index [PUCAI] and Pediatric Crohn's Disease Activity Index [PCDAI]) instruments provided prospective longitudinal data. The MID was calculated from 7- and 15-point global ratings of change dichotomized in multiple ways, using the ROC curve method. Analysis was performed twice: first, using only the two groups adjacent to the dichotomization point (e.g., including only patients who had a small vs. moderate change); and second, using the entire cohort split at the same cutoff (e.g., including both unchanged subjects with those with small change vs. those who experienced moderate or large change combined). Using the entire cohort, rather than just those with ratings adjacent to the dichotomization point, yielded more precise and sensible MID estimates. With one exception, high precision was obtained when using the ROC curve method for any cutoff on the rating scale. When calculating the MID using the ROC curve method, the use of the entire cohort maximizes precision.
We compared the minimal important difference (MID) values obtained by the receiver operating characteristics (ROC) curve approach using different strategies on four outcome measures to guide the optimal use of ROC curve. Studies of two psychometric scales (Rhinoconjunctivitis Quality-of-Life Questionnaire [RQLQ] and Chronic Respiratory Questionnaire [CRQ]) and two clinimetric indices (Pediatric Ulcerative Colitis Activity Index [PUCAI] and Pediatric Crohn's Disease Activity Index [PCDAI]) instruments provided prospective longitudinal data. The MID was calculated from 7- and 15-point global ratings of change dichotomized in multiple ways, using the ROC curve method. Analysis was performed twice: first, using only the two groups adjacent to the dichotomization point (e.g., including only patients who had a small vs. moderate change); and second, using the entire cohort split at the same cutoff (e.g., including both unchanged subjects with those with small change vs. those who experienced moderate or large change combined). Using the entire cohort, rather than just those with ratings adjacent to the dichotomization point, yielded more precise and sensible MID estimates. With one exception, high precision was obtained when using the ROC curve method for any cutoff on the rating scale. When calculating the MID using the ROC curve method, the use of the entire cohort maximizes precision.
Author Guyatt, Gordon H.
Schünemann, Holger J.
Critch, Jeffrey N.
Griffith, Lauren E.
Turner, Dan
Griffiths, Anne M.
Beaton, Dorcas E.
Author_xml – sequence: 1
  givenname: Dan
  surname: Turner
  fullname: Turner, Dan
  email: turnerd@szmc.org.il
  organization: Pediatric Gastroenterology Unit, Shaare Zedek Medical Center, Jerusalem, Israel
– sequence: 2
  givenname: Holger J.
  surname: Schünemann
  fullname: Schünemann, Holger J.
  organization: Department of Epidemiology/CLARITY Research Group, Italian National Cancer Institute “Regina Elena,” Rome, Italy
– sequence: 3
  givenname: Lauren E.
  surname: Griffith
  fullname: Griffith, Lauren E.
  organization: Departments of Clinical Epidemiology and Biostatistics and Medicine, McMaster University, Hamilton, Ontario, Canada
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  givenname: Dorcas E.
  surname: Beaton
  fullname: Beaton, Dorcas E.
  organization: Department of Occupational Therapy, St Michael's Hospital, University of Toronto, Canada
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  givenname: Anne M.
  surname: Griffiths
  fullname: Griffiths, Anne M.
  organization: Division of Gastroenterology, Hepatology and Nutrition, the Hospital for Sick Children, University of Toronto, Canada
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  givenname: Jeffrey N.
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  fullname: Critch, Jeffrey N.
  organization: Department of Pediatrics, Memorial University of Newfoundland, Canada
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  givenname: Gordon H.
  surname: Guyatt
  fullname: Guyatt, Gordon H.
  organization: Departments of Clinical Epidemiology and Biostatistics and Medicine, McMaster University, Hamilton, Ontario, Canada
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Issue 4
Keywords PUCAI
MID
RQLQ
CRQ
ROC
PCDAI
Cohort study
Receiver operating characteristic curves
Minimal important difference
Public health
Language English
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Snippet We compared the minimal important difference (MID) values obtained by the receiver operating characteristics (ROC) curve approach using different strategies on...
AbstractObjectiveWe compared the minimal important difference (MID) values obtained by the receiver operating characteristics (ROC) curve approach using...
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pubmed
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crossref
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StartPage 374
SubjectTerms Biological and medical sciences
Clinical trials
Cohort Studies
Confidence intervals
CRQ
Epidemiology
Inflammatory bowel disease
Internal Medicine
Medical sciences
MID
Miscellaneous
PCDAI
Pediatrics
Prognosis
Public health. Hygiene
Public health. Hygiene-occupational medicine
PUCAI
Questionnaires
ROC
ROC Curve
RQLQ
Sensitivity and Specificity
Severity of Illness Index
Studies
Surveys and Questionnaires - standards
Toxicity
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Title Using the entire cohort in the receiver operating characteristic analysis maximizes precision of the minimal important difference
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https://www.clinicalkey.es/playcontent/1-s2.0-S0895435608002187
https://dx.doi.org/10.1016/j.jclinepi.2008.07.009
https://www.ncbi.nlm.nih.gov/pubmed/19013766
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Volume 62
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