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Increase in Daily Steps During the Early Phase of a Physical Activity Intervention for Type 2 Diabetes as a Predictor of Intervention Outcome

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Abstract

Background

This pilot study aimed to test whether increase in daily steps and day-to-day consistency in daily steps during the first several weeks of a physical activity intervention predicted outcomes.

Methods

This was a secondary analysis from two concurrent studies testing a positive psychology-motivational interviewing intervention to increase physical activity and positive affect in individuals with type 2 diabetes. Steps were measured with accelerometers at study assessments (baseline, end-of-treatment, and 8-week follow-up) and were measured daily throughout the intervention by participants using provided pedometers. We calculated change in steps from intervention week 1 to week 3, along with variability in daily steps over the first 3 weeks, using the best fitting regression line modeling their change. Multiple regression analyses tested whether these predictors were associated with change in physical activity at the end of treatment and at 8-week follow-up. Additionally, we explored the utility of specific cutoffs (e.g., 500 steps) for early step change using a minimum p-value approach.

Results

In 52 participants, larger step increases by week 3 predicted activity increase at end-of-treatment and follow-up. Variability in early steps was not associated with outcomes. Early increase cutoffs of 500 and 2000 steps may have practical relevance.

Conclusion

Early response to a physical activity intervention appears to be a useful predictor of outcome and could be used to identify those unlikely to succeed in a given intervention early in treatment.

Trial Registration

ClinicalTrials.gov identifiers NCT03150199 and NCT03001999

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References

  1. Benjamin EJ, Muntner P, Alonso A, et al. Heart disease and stroke statistics-2019 update: a report from the American heart association. Circulation. 2019;139:e56–528.

    Article  Google Scholar 

  2. Huo X, Gao L, Guo L, et al. Risk of non-fatal cardiovascular diseases in early-onset versus late-onset type 2 diabetes in China: a cross-sectional study. Lancet Diabetes Endocrinol. 2016;4:115–24.

    Article  Google Scholar 

  3. Blomster JI, Chow CK, Zoungas S, et al. The influence of physical activity on vascular complications and mortality in patients with type 2 diabetes mellitus. Diabetes Obes Metab. 2013;15:1008–12.

    Article  CAS  Google Scholar 

  4. Centers for Disease Control and Prevention (2020) National diabetes statistics report 2020: estimates of diabetes and its burden in the United States. https://www.cdc.gov/diabetes/pdfs/data/statistics/national-diabetes-statistics-report.pdf. Accessed 2 Jun 2020.

  5. Plotnikoff RC, Costigan SA, Karunamuni ND, Lubans DR. Community-based physical activity interventions for treatment of type 2 diabetes: a systematic review with meta-analysis. Front Endocrinol (Lausanne). 2013;4:3.

    Article  Google Scholar 

  6. Beard JIL, Delgadillo J. Early response to psychological therapy as a predictor of depression and anxiety treatment outcomes: a systematic review and meta-analysis. Depress Anxiety. 2019;36:866–78.

    Article  Google Scholar 

  7. Unick JL, Pellegrini CA, Demos KE, Dorfman L. Initial weight loss response as an indicator for providing early rescue efforts to improve long-term treatment outcomes. Curr Diab Rep. 2017;17:69.

    Article  Google Scholar 

  8. Unick JL, Neiberg RH, Hogan PE, et al. Weight change in the first 2 months of a lifestyle intervention predicts weight changes 8 years later. Obesity. 2015;23:1353–6.

    Article  Google Scholar 

  9. Benson L, Zhang F, Espel-Huynh H, et al. Weight variability during self-monitored weight loss predicts future weight loss outcome. Int J Obes. 2020;44:1360–7.

    Article  Google Scholar 

  10. Feig EH, Lowe MR. Variability in weight change early in behavioral weight loss treatment: theoretical and clinical implications. Obesity. 2017;25:1509–15.

    Article  Google Scholar 

  11. Lowe MR, Benson L, Singh S. Individual differences in within-subject weight variability: there’s a signal in the noise. Physiol Behav. 2020;226:113112.

    Article  CAS  Google Scholar 

  12. Colberg SR, Sigal RJ, Fernhall B, et al. Exercise and type 2 diabetes: The American College of Sports Medicine and the American Diabetes Association: Joint position statement. Diabetes Care. 2010;33:e147–67.

    Article  Google Scholar 

  13. Zambrano J, Celano CM, Chung WJ, et al. Exploring the feasibility and impact of positive psychology-motivational interviewing interventions to promote positive affect and physical activity in type 2 diabetes: design and methods from the BEHOLD-8 and BEHOLD-16 clinical trials. Health Psychol Behav Med. 2020;8:398–422.

    Article  Google Scholar 

  14. Kubzansky LD, Huffman JC, Boehm JK, et al. Positive psychological well-being and cardiovascular disease: JACC health promotion series. J Am Coll Cardiol. 2018;72:1382–96.

    Article  Google Scholar 

  15. Craig CL, Marshall AL, Sjöström M, et al. International physical activity questionnaire: 12-Country reliability and validity. Med Sci Sports Exerc. 2003;35:1381–95.

    Article  Google Scholar 

  16. Callahan CM, Unverzagt FW, Hui SL, et al. Six-item screener to identify cognitive impairment among potential subjects for clinical research. Med Care. 2002;40:771–81.

    Article  Google Scholar 

  17. Gorman E, Hanson HM, Yang PH, et al. Accelerometry analysis of physical activity and sedentary behavior in older adults: a systematic review and data analysis. Eur Rev Aging Phys Act. 2014;11:35–49.

    Article  CAS  Google Scholar 

  18. Woo SY, Kim S. Determination of cutoff values for biomarkers in clinical studies. Precis Futur Med. 2020;4:2–8.

    Article  Google Scholar 

  19. Ringeval M, Wagner G, Denford J, et al. Fitbit-based interventions for healthy lifestyle outcomes: systematic review and meta-analysis. J Med Internet res. 2020;22:e23954.

    Article  Google Scholar 

Download references

Funding

Funding for the BEHOLD studies comes from the National Institute of Diabetes and Digestive and Kidney Diseases (R21DK109313, PI: Huffman) and the American Diabetes Association (grant 1-17-ICTS-099, PI: Huffman). Time spent on these analyses was funded by the National Heart Lung and Blood Institute (K23HL123607, PI: Celano; R01HL113272, PI: Huffman; and K23HL148017, PI: Feig).

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Correspondence to Emily H. Feig.

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All procedures performed in studies involving human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Helsinki declaration and its later amendments or comparable ethical standards.

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Informed consent was obtained from all study participants.

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The authors declare that they have no conflict of interest.

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Feig, E.H., Harnedy, L.E., Celano, C.M. et al. Increase in Daily Steps During the Early Phase of a Physical Activity Intervention for Type 2 Diabetes as a Predictor of Intervention Outcome. Int.J. Behav. Med. 28, 834–839 (2021). https://doi.org/10.1007/s12529-021-09966-0

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