Skip to main content
Top
Published in: Diabetologia 5/2007

01-05-2007 | Meta-Analysis

Metabolic effects of interventions to increase exercise in adults with type 2 diabetes

Authors: V. S. Conn, A. R. Hafdahl, D. R. Mehr, J. W. LeMaster, S. A. Brown, P. J. Nielsen

Published in: Diabetologia | Issue 5/2007

Login to get access

Abstract

Aims/hypothesis

The aim of this meta-analysis was to integrate the results of primary research testing the effect of diabetes self-management interventions that included recommendations to increase exercise on metabolic outcomes among adults with type 2 diabetes.

Materials and methods

Extensive literature searching strategies were used to identify published and unpublished intervention studies that measured glycated haemoglobin outcomes. Primary study results were coded. Fixed- and random-effects meta-analytic procedures included moderator analyses.

Results

Data were synthesised across 10,455 subjects from 103 research reports. The overall mean weighted effect size for two-group comparisons was 0.29 (higher mean for treatment than control). This effect size is consistent with a difference in HbA1c means of 0.45% (e.g. 7.38% for treatment subjects vs 7.83% for control subjects). For single-group studies, the overall mean weighted effect size was 0.32–0.34. Control group subjects experienced no improvement in metabolic control during participation in the studies. Interventions that targeted multiple health behaviours resulted in smaller effect size estimates (0.22) than interventions that focused only on exercise behaviours (0.45). Funded studies reported greater improvements in metabolic controls. Studies with a greater proportion of female subjects reported lower effect sizes. Baseline HbA1c and BMI were unrelated to metabolic outcomes.

Conclusions/interpretation

These findings suggest that self-management interventions that include exercise recommendations improve metabolic control, despite considerable heterogeneity in the magnitude of the intervention effect. Interventions that emphasise exercise may be especially effective in improving metabolic control. Primary research testing interventions in randomised trials to confirm causal relationships would be constructive.
Appendix
Available only for authorised users
Literature
1.
go back to reference Harris MI, Eastman RC, Cowie CC, Flegal KM, Eberhardt MS (1999) Racial and ethnic differences in glycemic control of adults with type 2 diabetes. Diabetes Care 22:403–408PubMedCrossRef Harris MI, Eastman RC, Cowie CC, Flegal KM, Eberhardt MS (1999) Racial and ethnic differences in glycemic control of adults with type 2 diabetes. Diabetes Care 22:403–408PubMedCrossRef
2.
go back to reference Brown SA (1988) Effects of educational interventions in diabetes care: a meta-analysis of findings. Nurs Res 37:223–230PubMed Brown SA (1988) Effects of educational interventions in diabetes care: a meta-analysis of findings. Nurs Res 37:223–230PubMed
3.
go back to reference Brown SA (1990) Studies of educational interventions and outcomes in diabetic adults: a meta-analysis revisited. Patient Educ Couns 16:189–215PubMedCrossRef Brown SA (1990) Studies of educational interventions and outcomes in diabetic adults: a meta-analysis revisited. Patient Educ Couns 16:189–215PubMedCrossRef
4.
go back to reference Gary TL, Genkinger JM, Guallar E, Peyrot M, Brancati FL (2003) Meta-analysis of randomized educational and behavioral interventions in type 2 diabetes. Diabetes Educ 29:488–501PubMed Gary TL, Genkinger JM, Guallar E, Peyrot M, Brancati FL (2003) Meta-analysis of randomized educational and behavioral interventions in type 2 diabetes. Diabetes Educ 29:488–501PubMed
5.
go back to reference Norris S, Lau J, Smith S, Schmid C, Engelgau M (2002) Self-management education for adults with type 2 diabetes: meta-analysis of effect on glycemic control. Diabetes Care 25:1159–1171PubMedCrossRef Norris S, Lau J, Smith S, Schmid C, Engelgau M (2002) Self-management education for adults with type 2 diabetes: meta-analysis of effect on glycemic control. Diabetes Care 25:1159–1171PubMedCrossRef
6.
go back to reference Boule NG, Haddad E, Kenny GP, Wells GA, Sigal RJ (2001) Predictors of exercise mediated changes in body mass and glycemic control in type 2 diabetes: a meta-regression analysis. Obes Res 9:174S–174S Boule NG, Haddad E, Kenny GP, Wells GA, Sigal RJ (2001) Predictors of exercise mediated changes in body mass and glycemic control in type 2 diabetes: a meta-regression analysis. Obes Res 9:174S–174S
7.
go back to reference Boule AN, Kenny GP, Haddad E, Wells GA, Sigal RJ (2003) Meta-analysis of the effect of structured exercise training on cardiorespiratory fitness in type 2 diabetes mellitus. Diabetologia 46:1071–1081PubMedCrossRef Boule AN, Kenny GP, Haddad E, Wells GA, Sigal RJ (2003) Meta-analysis of the effect of structured exercise training on cardiorespiratory fitness in type 2 diabetes mellitus. Diabetologia 46:1071–1081PubMedCrossRef
8.
go back to reference Padgett D, Mumford E, Hynes M, Carter R (1988) Meta-analysis of the effects of educational and psychosocial interventions on management of diabetes mellitus. J Clin Epidemiol 41:1007–1030PubMedCrossRef Padgett D, Mumford E, Hynes M, Carter R (1988) Meta-analysis of the effects of educational and psychosocial interventions on management of diabetes mellitus. J Clin Epidemiol 41:1007–1030PubMedCrossRef
9.
go back to reference Conn V, Isamaralai S, Rath S, Jantarakupt P, Wadhawan R, Dash Y (2003) Beyond MEDLINE for literature searches. J Nurs Scholarsh 35:177–182PubMedCrossRef Conn V, Isamaralai S, Rath S, Jantarakupt P, Wadhawan R, Dash Y (2003) Beyond MEDLINE for literature searches. J Nurs Scholarsh 35:177–182PubMedCrossRef
10.
go back to reference Norris SL, Engelgau MM, Narayan KM (2001) Effectiveness of self-management training in type 2 diabetes: a systematic review of randomized controlled trials. Diabetes Care 24:561–587PubMedCrossRef Norris SL, Engelgau MM, Narayan KM (2001) Effectiveness of self-management training in type 2 diabetes: a systematic review of randomized controlled trials. Diabetes Care 24:561–587PubMedCrossRef
11.
go back to reference Conn V, Rantz M (2003) Research methodology: managing primary study quality in meta-analyses. Res Nurs Health 26:322–333PubMedCrossRef Conn V, Rantz M (2003) Research methodology: managing primary study quality in meta-analyses. Res Nurs Health 26:322–333PubMedCrossRef
12.
go back to reference Hedges L, Olkin I (1985) Statistical methods for meta-analysis. Academic, Orlando Hedges L, Olkin I (1985) Statistical methods for meta-analysis. Academic, Orlando
13.
go back to reference Morris SB (2000) Distribution of the standardized mean change effect size for meta-analysis on repeated measures. Br J Math Stat Psychol 53:17–29PubMedCrossRef Morris SB (2000) Distribution of the standardized mean change effect size for meta-analysis on repeated measures. Br J Math Stat Psychol 53:17–29PubMedCrossRef
14.
go back to reference Vevea JL, Hedges LV (1995) A general linear model for estimating effect size in the presence of publication bias. Psychometrika 60:419–435CrossRef Vevea JL, Hedges LV (1995) A general linear model for estimating effect size in the presence of publication bias. Psychometrika 60:419–435CrossRef
15.
go back to reference Hedges L, Vevea J (1998) Fixed- and random-effects models in meta-analysis. Psychol Methods 3:486–504CrossRef Hedges L, Vevea J (1998) Fixed- and random-effects models in meta-analysis. Psychol Methods 3:486–504CrossRef
16.
go back to reference Raudenbush SW (1994) Random effects models. In: Cooper H, Hedges L (eds) The handbook of research synthesis. Sage, New York, pp 301–321 Raudenbush SW (1994) Random effects models. In: Cooper H, Hedges L (eds) The handbook of research synthesis. Sage, New York, pp 301–321
17.
go back to reference Shadish W, Haddock C (1994) Combining estimates of effect size. In: Cooper H, Hedges L (eds) The handbook of research synthesis. Sage, New York, pp 261–282 Shadish W, Haddock C (1994) Combining estimates of effect size. In: Cooper H, Hedges L (eds) The handbook of research synthesis. Sage, New York, pp 261–282
18.
go back to reference Lipsey M, Wilson D (2000) Practical meta-analysis. Sage, Thousand Oaks Lipsey M, Wilson D (2000) Practical meta-analysis. Sage, Thousand Oaks
19.
go back to reference Hedges L (1994) Fixed effects models. In: Cooper H, Hedges L (eds) The handbook of research synthesis. Sage, New York, pp 285–299 Hedges L (1994) Fixed effects models. In: Cooper H, Hedges L (eds) The handbook of research synthesis. Sage, New York, pp 285–299
20.
go back to reference Brown SA, Upchurch S, Anding R, Winter M, Ramirez G (1996) Promoting weight loss in type II diabetes. Diabetes Care 19:613–624PubMedCrossRef Brown SA, Upchurch S, Anding R, Winter M, Ramirez G (1996) Promoting weight loss in type II diabetes. Diabetes Care 19:613–624PubMedCrossRef
21.
go back to reference Higgins J, Thompson S, Deeks J, Altman D (2002) Statistical heterogeneity in systematic reviews of clinical trials: a critical appraisal of guidelines and practice. J Health Serv Res Policy 7:51–61PubMedCrossRef Higgins J, Thompson S, Deeks J, Altman D (2002) Statistical heterogeneity in systematic reviews of clinical trials: a critical appraisal of guidelines and practice. J Health Serv Res Policy 7:51–61PubMedCrossRef
22.
go back to reference Thompson SG, Higgins JPT (2005) Can meta-analysis help target interventions at individuals most likely to benefit? Lancet 365:341–346PubMed Thompson SG, Higgins JPT (2005) Can meta-analysis help target interventions at individuals most likely to benefit? Lancet 365:341–346PubMed
23.
go back to reference Berlin JA, Santanna J, Schmid CH, Szczech LA, Feldman HI (2002) Individual patient- vs group-level data meta-regressions for the investigation of treatment effect modifiers: ecological bias rears its ugly head. Stat Med 21:371–387PubMedCrossRef Berlin JA, Santanna J, Schmid CH, Szczech LA, Feldman HI (2002) Individual patient- vs group-level data meta-regressions for the investigation of treatment effect modifiers: ecological bias rears its ugly head. Stat Med 21:371–387PubMedCrossRef
24.
go back to reference Thompson SG, Higgins JPT (2002) How should meta-regression analyses be undertaken and interpreted? Stat Med 21:1559–1573PubMedCrossRef Thompson SG, Higgins JPT (2002) How should meta-regression analyses be undertaken and interpreted? Stat Med 21:1559–1573PubMedCrossRef
25.
go back to reference Ellis SE, Speroff T, Dittus RS, Brown A, Pichert JW, Elasy TA (2004) Diabetes patient education: a meta-analysis and meta-regression. Patient Educ Couns 52:97–105PubMedCrossRef Ellis SE, Speroff T, Dittus RS, Brown A, Pichert JW, Elasy TA (2004) Diabetes patient education: a meta-analysis and meta-regression. Patient Educ Couns 52:97–105PubMedCrossRef
26.
go back to reference Wisnewski CA (1996) A study of the health-promoting behavioral effects of an exercise educational intervention in adult diabetics. Texas Woman’s University, Denton Wisnewski CA (1996) A study of the health-promoting behavioral effects of an exercise educational intervention in adult diabetics. Texas Woman’s University, Denton
27.
go back to reference Conn V, Valentine J, Cooper H (2002) Interventions to increase physical activity among aging adults: a meta-analysis. Ann Behav Med 24:190–200PubMedCrossRef Conn V, Valentine J, Cooper H (2002) Interventions to increase physical activity among aging adults: a meta-analysis. Ann Behav Med 24:190–200PubMedCrossRef
28.
go back to reference Burton NW, Turrell G, Oldenburg B (2003) Participation in recreational physical activity: why do socioeconomic groups differ? Health Educ Behav 30:225–244PubMedCrossRef Burton NW, Turrell G, Oldenburg B (2003) Participation in recreational physical activity: why do socioeconomic groups differ? Health Educ Behav 30:225–244PubMedCrossRef
29.
go back to reference Krein SL, Heisler M, Piette JD, Makki F, Kerr EA (2005) The effect of chronic pain on diabetes patients’ self-management. Diabetes Care 28:65–70PubMedCrossRef Krein SL, Heisler M, Piette JD, Makki F, Kerr EA (2005) The effect of chronic pain on diabetes patients’ self-management. Diabetes Care 28:65–70PubMedCrossRef
30.
go back to reference Burke LE, Sereika S, Choo J et al (2006) Ancillary study to the PREFER trial: a descriptive study of participants’ patterns of self-monitoring-rationale, design and preliminary experiences. Contemp Clin Trials 27:23–33PubMedCrossRef Burke LE, Sereika S, Choo J et al (2006) Ancillary study to the PREFER trial: a descriptive study of participants’ patterns of self-monitoring-rationale, design and preliminary experiences. Contemp Clin Trials 27:23–33PubMedCrossRef
31.
go back to reference Fahey T, Schroeder K, Ebrahim S (2006) Interventions used to improve control of blood pressure in patients with hypertension. Cochrane Database Syst Rev 2:CD005182PubMed Fahey T, Schroeder K, Ebrahim S (2006) Interventions used to improve control of blood pressure in patients with hypertension. Cochrane Database Syst Rev 2:CD005182PubMed
32.
go back to reference Haynes RB, Yao X, Degani A, Kripalani S, Garg A, McDonald HP (2005) Interventions to enhance medication adherence. Cochrane Database Syst Rev 4:CD000011PubMed Haynes RB, Yao X, Degani A, Kripalani S, Garg A, McDonald HP (2005) Interventions to enhance medication adherence. Cochrane Database Syst Rev 4:CD000011PubMed
33.
go back to reference Petrilla AA, Benner JS, Battleman DS, Tierce JC, Hazard EH (2005) Evidence-based interventions to improve patient compliance with antihypertensive and lipid-lowering medications. Int J Clin Prac 59:1441–1451CrossRef Petrilla AA, Benner JS, Battleman DS, Tierce JC, Hazard EH (2005) Evidence-based interventions to improve patient compliance with antihypertensive and lipid-lowering medications. Int J Clin Prac 59:1441–1451CrossRef
34.
go back to reference Aittasalo M, Miilunpalo S, Kukkonen-Harjula K, Pasanen M (2006) A randomized intervention of physical activity promotion and patient self-monitoring in primary health care. Prev Med 42:40–46PubMedCrossRef Aittasalo M, Miilunpalo S, Kukkonen-Harjula K, Pasanen M (2006) A randomized intervention of physical activity promotion and patient self-monitoring in primary health care. Prev Med 42:40–46PubMedCrossRef
35.
go back to reference Izawa KP, Watanabe S, Omiya K et al (2005) Effect of the self-monitoring approach on exercise maintenance during cardiac rehabilitation: a randomized, controlled trial. Am J Phys Med Rehabil 84:313–321PubMedCrossRef Izawa KP, Watanabe S, Omiya K et al (2005) Effect of the self-monitoring approach on exercise maintenance during cardiac rehabilitation: a randomized, controlled trial. Am J Phys Med Rehabil 84:313–321PubMedCrossRef
36.
go back to reference Assaf AR, Parker D, Lapane KL, Coccio E, Evanelgou E, Carleton RA (2003) Does the Y chromosome make a difference? Gender differences in attempts to change cardiovascular disease risk factors. J Womens Health 12:321–330CrossRef Assaf AR, Parker D, Lapane KL, Coccio E, Evanelgou E, Carleton RA (2003) Does the Y chromosome make a difference? Gender differences in attempts to change cardiovascular disease risk factors. J Womens Health 12:321–330CrossRef
37.
go back to reference Donnelly JE, Smith B, Jacobsen DJ et al (2004) The role of exercise for weight loss and maintenance. Best Pract Res Clin Gastroenterol 18:1009–1029PubMedCrossRef Donnelly JE, Smith B, Jacobsen DJ et al (2004) The role of exercise for weight loss and maintenance. Best Pract Res Clin Gastroenterol 18:1009–1029PubMedCrossRef
38.
go back to reference Sartorial A, Maffiuletti NA, Agosti F, Lafortuna CL (2005) Gender-related changes in body composition, muscle strength and power output after a short-term multidisciplinary weight loss intervention in morbid obesity. J Endocrinol Invest 28:494–501 Sartorial A, Maffiuletti NA, Agosti F, Lafortuna CL (2005) Gender-related changes in body composition, muscle strength and power output after a short-term multidisciplinary weight loss intervention in morbid obesity. J Endocrinol Invest 28:494–501
39.
go back to reference Kirk EP, Jacobsen DJ, Gibson C, Hill JO, Donnelly JE (2003) Time course for changes in aerobic capacity and body composition in overweight men and women in response to long-term exercise: the Midwest Exercise Trial (MET). Int J Obes 27:912–919CrossRef Kirk EP, Jacobsen DJ, Gibson C, Hill JO, Donnelly JE (2003) Time course for changes in aerobic capacity and body composition in overweight men and women in response to long-term exercise: the Midwest Exercise Trial (MET). Int J Obes 27:912–919CrossRef
40.
go back to reference Potteiger JA, Jacobsen DJ, Donnelly JE, Hill JO (2003) Glucose and insulin responses following 16 months of exercise training in overweight adults. Metabolism 52:1175–1181PubMedCrossRef Potteiger JA, Jacobsen DJ, Donnelly JE, Hill JO (2003) Glucose and insulin responses following 16 months of exercise training in overweight adults. Metabolism 52:1175–1181PubMedCrossRef
41.
go back to reference Clarke PM, Gray AM, Briggs A et al (2004) A model to estimate the lifetime health outcomes of patients with type 2 diabetes: the United Kingdom Prospective Diabetes Study (UKPDS) outcomes model (UKPDS no. 68). Diabetologia 47:1747–1759PubMedCrossRef Clarke PM, Gray AM, Briggs A et al (2004) A model to estimate the lifetime health outcomes of patients with type 2 diabetes: the United Kingdom Prospective Diabetes Study (UKPDS) outcomes model (UKPDS no. 68). Diabetologia 47:1747–1759PubMedCrossRef
42.
go back to reference Davis TME, Millins H, Stratton IM, Holman R, Turner RC (1998) Risk factors for stroke in type 2 diabetes mellitus: the United Kingdom Prospective Diabetes Study (UKPDS) 29. Arch Intern Med 159:1097–1103CrossRef Davis TME, Millins H, Stratton IM, Holman R, Turner RC (1998) Risk factors for stroke in type 2 diabetes mellitus: the United Kingdom Prospective Diabetes Study (UKPDS) 29. Arch Intern Med 159:1097–1103CrossRef
44.
go back to reference Isomaa B, Almgren P, Tuomi T et al (2001) Cardiovascular morbidity and mortality associated with the metabolic syndrome. Diabetes Care 24:683–689PubMedCrossRef Isomaa B, Almgren P, Tuomi T et al (2001) Cardiovascular morbidity and mortality associated with the metabolic syndrome. Diabetes Care 24:683–689PubMedCrossRef
45.
go back to reference Juutilainen A, Kortelainen S, Lehto S, Ronnemaa T, Pyorala K, Laakso M (2004) Gender differences in the impact of types 2 diabetes in coronary heart disease risk. Diabetes Care 27:2898–2904PubMedCrossRef Juutilainen A, Kortelainen S, Lehto S, Ronnemaa T, Pyorala K, Laakso M (2004) Gender differences in the impact of types 2 diabetes in coronary heart disease risk. Diabetes Care 27:2898–2904PubMedCrossRef
46.
go back to reference Ren J, Ceylan-Isik AF (2004) Diabetic cardiomyopathy: do women differ from men? Endocrine 25(2):73–83PubMedCrossRef Ren J, Ceylan-Isik AF (2004) Diabetic cardiomyopathy: do women differ from men? Endocrine 25(2):73–83PubMedCrossRef
Metadata
Title
Metabolic effects of interventions to increase exercise in adults with type 2 diabetes
Authors
V. S. Conn
A. R. Hafdahl
D. R. Mehr
J. W. LeMaster
S. A. Brown
P. J. Nielsen
Publication date
01-05-2007
Publisher
Springer-Verlag
Published in
Diabetologia / Issue 5/2007
Print ISSN: 0012-186X
Electronic ISSN: 1432-0428
DOI
https://doi.org/10.1007/s00125-007-0625-0

Other articles of this Issue 5/2007

Diabetologia 5/2007 Go to the issue