Literature DB >> 3175391

Methods for assessing whether change depends on initial value.

R J Hayes1.   

Abstract

Statistical analysis of whether the change in a variable depends on its initial value, in clinical trials and other studies, is complicated by the phenomenon of regression to the mean. We review this problem and examine some approaches for handling it. MacGregor's log-log plot fails to correct for the regression effect, while Oldham's method of plotting the change against the average of initial and final values is shown to give misleading results when the effect of treatment varies between subjects, or when subjects are selected for study if their initial observations fall above or below a specified cut-off point. These results are illustrated by computer simulations. We prefer the use of Blomqvist's method of correcting the association between change and initial value to allow for the regression effect.

Mesh:

Year:  1988        PMID: 3175391     DOI: 10.1002/sim.4780070903

Source DB:  PubMed          Journal:  Stat Med        ISSN: 0277-6715            Impact factor:   2.373


  22 in total

1.  Using routine comparative data to assess the quality of health care: understanding and avoiding common pitfalls.

Authors:  A E Powell; H T O Davies; R G Thomson
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2.  Agreement and reproducibility of the estimates of cardiovascular function by impedance cardiography and M-mode echocardiography in healthy subjects.

Authors:  C de Mey; J Matthews; R Butzer; V Schroeter; G G Belz
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3.  Growth velocity and stunting in rural Nepal.

Authors:  A M Costello
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4.  Regression to the mean. A threat to exercise science?

Authors:  Roy J Shephard
Journal:  Sports Med       Date:  2003       Impact factor: 11.136

5.  Changes in health-related quality of life over a 1-year follow-up period in children with inflammatory bowel disease.

Authors:  Helene Werner; Markus A Landolt; Patrick Buehr; Rebekka Koller; Andreas Nydegger; Johannes Spalinger; Klaas Heyland; Susanne Schibli; Christian P Braegger
Journal:  Qual Life Res       Date:  2017-02-14       Impact factor: 4.147

6.  The Return of Rate Dependence.

Authors:  Amanda J Quisenberry; Sarah E Snider; Warren K Bickel
Journal:  Behav Anal (Wash D C)       Date:  2016-11

Review 7.  The relation between treatment benefit and underlying risk in meta-analysis.

Authors:  S J Sharp; S G Thompson; D G Altman
Journal:  BMJ       Date:  1996-09-21

Review 8.  Some examples of regression towards the mean.

Authors:  J M Bland; D G Altman
Journal:  BMJ       Date:  1994-09-24

9.  Relation of weight gain and weight loss on subsequent diabetes risk in overweight adults.

Authors:  H E Resnick; P Valsania; J B Halter; X Lin
Journal:  J Epidemiol Community Health       Date:  2000-08       Impact factor: 3.710

10.  Poor initial CD4+ recovery with antiretroviral therapy prolongs immune depletion and increases risk for AIDS and non-AIDS diseases.

Authors:  Jason V Baker; Grace Peng; Joshua Rapkin; David Krason; Cavan Reilly; Winston P Cavert; Donald I Abrams; Rodger D MacArthur; Keith Henry; James D Neaton
Journal:  J Acquir Immune Defic Syndr       Date:  2008-08-15       Impact factor: 3.731

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