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Cardiovascular and Metabolic Risk

Effect of Weight Loss With Lifestyle Intervention on Risk of Diabetes

  1. Richard F. Hamman, MD, DRPH1,
  2. Rena R. Wing, PHD2,
  3. Sharon L. Edelstein, SCM3,
  4. John M. Lachin, SCD3,
  5. George A. Bray, MD4,
  6. Linda Delahanty, MS, RD5,
  7. Mary Hoskin, MS, RD6,
  8. Andrea M. Kriska, PHD7,
  9. Elizabeth J. Mayer-Davis, PHD8,
  10. Xavier Pi-Sunyer, MD9,
  11. Judith Regensteiner, PHD1,
  12. Beth Venditti, PHD7,
  13. Judith Wylie-Rosett, EDD, RD10 and
  14. for the Diabetes Prevention Program Research Group
  1. 1University of Colorado at Denver and Health Sciences Center, Denver, Colorado
  2. 2Department of Psychiatry and Human Behavior, Brown University, Providence, Rhode Island
  3. 3Biostatistics Center, George Washington University, Washington, DC
  4. 4Pennington Biomedical Research Center, Baton Rouge, Louisiana
  5. 5Diabetes Research Center, Massachusetts General Hospital, Boston, Massachussetts
  6. 6Southwestern Indian Center, National Institute of Diabetes and Digestive and Kidney Diseases, Phoenix, Arizona
  7. 7Department of Epidemiology, University of Pittsburgh Graduate School of Public Health, Pittsburgh, Pennsylvania
  8. 8University of South Carolina School of Public Health, Columbia, South Carolina
  9. 9Roosevelt-St. Luke’s Hospital, New York, New York
  10. 10Albert Einstein College of Medicine, Bronx, New York
  1. Address correspondence and reprint requests to Richard F. Hamman, MD, DrPH, Diabetes Prevention Program Coordinating Center, The Biostatistics Center, George Washington University, 6110 Executive Blvd., Suite 750, Rockville, MD 20852. E-mail: dppmail{at}biostat.bsc.gwu.edu
Diabetes Care 2006 Sep; 29(9): 2102-2107. https://doi.org/10.2337/dc06-0560
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  • Figure 1—
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    Figure 1—

    Diabetes incidence (per 100 person-years) by change in weight after baseline among DPP ILS participants based on the multivariate model in Table 2. •, overall risk in the group at the mean weight loss over an average of 3.2 years of follow-up.

  • Figure 2—
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    Figure 2—

    HRs for diabetes onset over 3.2 years of follow-up in DPP ILS subgroups defined by meeting intervention goals at 1 year compared with those meeting none of the goals (group 1). The solid line is adjusted for baseline covariates used in Table 2 (other than IGR and insulin); the dashed line is also adjusted for weight change over time. ♦, adjusted HRs; •, adjusted HRs plus weight change.

Tables

  • Figures
  • Table 1—

    Weight, physical activity, and diet at baseline and annual changes from baseline among participants in the ILS group: DPP, 1996–2001

    Baseline
    Year 1
    Year 2
    Year 3
    Mean (25th–75th percentile)*Mean change (25th–75th percentile)*Mean change (25th–75th percentile)*Mean change (25th–75th percentile)*
    Weight
        n1,0791,023999638
        Weight (kg)94.1 (79.2–105.1)−6.8 (−10.0 to −2.6)†−5.4 (−8.5 to −1.10)†−4.1 (−7.3 to 0.0)†
        BMI (kg/m2)33.9 (28.9–37.2)−2.4 (−3.5 to −1.0)†−1.9 (−3.0 to −0.4)†−1.5 (−2.7 to 0.0)†
        Percent weight loss—7.2 (3.0–10.5)†5.8 (1.2–9.8)†4.5 (0–8.5)†
    Energy expenditure
        n1,0771,013995635
        Modifiable Activity Questionnaire (MET hours/week)‡15.5 (3.8–19.3)+6.6 (−0.1 to +14.4)†+5.7 (−0.7 to +13.9)†+4.3 (−2.3 to +13.1)†
        Low Level Physical Activity Recall (MET hours/week)§67.1 (36.3–91.1)+8.3 (−15.1 to +30.9)†+8.0 (−17.0 to +33.9)†+8.1 (−19.3 to +35.2)†
    Energy intake‖
        n1,054987——
        Total kcal/day2,137 (1,452–2,550)−452.3 (−803.3 to +29.0)†——
        Total fat/day (g)83.0 (49.3–102.5)−30.3 (−47.6 to −6.3)†——
        Percent of calories from fat34.1 (29.6–38.5)−6.6 (−10.9 to −1.9)†——
    • *

      ↵* Twenty-fifth to 75th percentile of change in variable.

    • †

      ↵† P < 0.0001 compared with baseline value by paired t test.

    • ‡

      ↵‡ One-year recall using Modifiable Activity Questionnaire (see research design and methods).

    • §

      ↵§ Seven-day recall using Low Level Physical Activity Recall (see research design and methods).

    • ‖

      ↵‖ Diet information was not collected after year 1 (see research design and methods).

  • Table 2—

    Univariate and multivariate association of weight loss, behavioral, and metabolic variables on lower diabetes incidence in participants in the ILS group: DPP, 1996–2001

    Variables (unit change)ModelModels assessing one characteristic at a time*
    R2 (%)§Multivariate model†
    HR (95% CI)‡PHR (95% CI)‡PR2 (%)§
    Baseline variables
        Lower weight (10 kg)10.81 (0.75–0.86)<0.00013.460.88 (0.81–0.96)0.0030.82
    Higher leisure physical activity (MAQ)(5 MET hours/week)21.00 (0.96–1.05)0.890.001.00 (0.96–1.04)0.980.00
        Higher recreational activity (LoPAR)(20 MET hours/week)31.12 (1.01–1.23)0.030.421.08 (0.97–1.20)0.160.19
        Lower percent of calories from fat (5%)40.96 (0.84–1.10)0.570.030.91 (0.79–1.05)0.190.16
    Follow-up variables
        Weight loss (5 kg)10.49 (0.43–0.57)<0.00017.550.42 (0.35–0.50)<0.00018.09
        Higher leisure physical activity (MAQ)(5 MET hours/week)20.95 (0.88–1.02)0.170.170.97 (0.90–1.05)0.500.04
        Higher recreational activity (LoPAR)(5 MET hours/week)30.99 (0.97–1.02)0.660.010.99 (0.96–1.02)0.450.05
        Lower percent of calories from fat (5%)40.75 (0.63–0.88)0.00071.060.93 (0.77–1.12)0.420.06
    • *

      ↵* Baseline proportional hazards models (1–4) include baseline and follow-up (time-dependent) variables for each characteristic and are also adjusted for baseline demographic factors (age, sex, race/ethnic group, and weight). Separate models are shown with numbers.

    • †

      † Multivariate proportional hazards model includes all baseline and follow-up (time-dependent) variables shown, as well as age, sex, ethnic group, HbA1c, and baseline fasting measures of insulin, glucose, and IGR.

    • ‡

      ↵‡ HRs for specified unit differences: <1 indicates less diabetes at follow-up; >1 indicates more diabetes.

    • §

      ↵§ Partial R2 indicates the proportion of explained variance in predicting the development of diabetes at a specified time point. LoPAR, Low Level Physical Activity Recall questionnaire; MAQ, Modifiable Activity Questionnaire.

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Effect of Weight Loss With Lifestyle Intervention on Risk of Diabetes
Richard F. Hamman, Rena R. Wing, Sharon L. Edelstein, John M. Lachin, George A. Bray, Linda Delahanty, Mary Hoskin, Andrea M. Kriska, Elizabeth J. Mayer-Davis, Xavier Pi-Sunyer, Judith Regensteiner, Beth Venditti, Judith Wylie-Rosett
Diabetes Care Sep 2006, 29 (9) 2102-2107; DOI: 10.2337/dc06-0560

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Effect of Weight Loss With Lifestyle Intervention on Risk of Diabetes
Richard F. Hamman, Rena R. Wing, Sharon L. Edelstein, John M. Lachin, George A. Bray, Linda Delahanty, Mary Hoskin, Andrea M. Kriska, Elizabeth J. Mayer-Davis, Xavier Pi-Sunyer, Judith Regensteiner, Beth Venditti, Judith Wylie-Rosett
Diabetes Care Sep 2006, 29 (9) 2102-2107; DOI: 10.2337/dc06-0560
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