Impact of an intensive lifestyle intervention on use and cost of medical services among overweight and obese adults with type 2 diabetes: the action for health in diabetes
Open accessAbstract
OBJECTIVE: To assess the relative impact of an intensive lifestyle intervention (ILI) on use and costs of health care within the Look AHEAD trial. RESEARCH DESIGN AND METHODS: A total of 5,121 overweight or obese adults with type 2 diabetes were randomly assigned to an ILI that promoted weight loss or to a comparison condition of diabetes support and education (DSE). Use and costs of health-care services were recorded across an average of 10 years. RESULTS: ILI led to reductions in annual hospitalizations (11%, P = 0.004), hospital days (15%, P = 0.01), and number of medications (6%, P < 0.001), resulting in cost savings for hospitalization (10%, P = 0.04) and medication (7%, P < 0.001). ILI produced a mean relative per-person 10-year cost savings of $5,280 (95% CI 3,385–7,175); however, these were not evident among individuals with a history of cardiovascular disease. CONCLUSIONS: Compared with DSE over 10 years, ILI participants had fewer hospitalizations, fewer medications, and lower health-care costs.
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Despite modest weight losses from behavioral interventions, small weight losses can lead to impressive health improvements and risk factor reductions.
“Despite the modest weight losses associated with behavioral interventions, small weight losses can lead to impressive health improvements and risk factor reductions.”
From Maintenance of Lost Weight and Long-Term Management of Obesity (2018) · cites this paper as [87]
The Conclusions report weight loss alongside improvements in diabetes control, blood pressure, lipids, and other health measures. But the study concerns overweight or obese adults with type 2 diabetes, and its intervention combined weight loss with increased physical activity; it does not establish that small weight losses alone produce these improvements across behavioral interventions generally. (LLM, conf=0.84)
Experimental — accuracy not yet measuredIn the Look Ahead trial, 6% weight loss over eight years yielded improvements in cardiovascular risk factors, glycemic control, lipids, less medication usage, and reduced hospitalizations and healthcare costs.
“In the Look Ahead trial, 6% weight loss over eight years yielded improvements in a range of cardiovascular risk factors, including glycemic control and lipids, as well as less medication usage, and reduced hospitalizations and healthcare costs87,88.”
From Maintenance of Lost Weight and Long-Term Management of Obesity (2018) · cites this paper as [87]
The Conclusions (page unavailable) report improvements in diabetes-control markers and plasma lipids, as well as fewer hospitalizations, less medication use, and lower health-care costs with the intensive lifestyle intervention. They describe outcomes over 10 years, however, and do not establish that 6% weight loss over eight years yielded those benefits. The paper also notes that the intervention did not significantly reduce major cardiovascular events. (LLM, conf=0.88)
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Cites
Child abuse: Adolescent records vs. adult recall
Femina, D. D., Yeager, C. A., & Lewis, D. O. (1990) · Child Abuse & Neglect · doi:10.1016/0145-2134(90)90033-p · Cited by 8,820 · see citing works
Prevalence of obesity, diabetes, and obesity-related health risk factors, 2001
Mokdad, A. H., Ford, E. S., Bowman, B. A., Dietz, W. H., Vinicor, F., Bales, V. S., & Marks, J. S. (2003) · JAMA · doi:10.1001/jama.289.1.76 · Cited by 5,866 · see citing works
Economic Costs of Diabetes in the U.S. in 2002
American Diabetes Association (2003) · Diabetes Care · doi:10.2337/diacare.26.3.917 · Cited by 4,147 · see citing works
Annual Medical Spending Attributable To Obesity: Payer-And Service-Specific Estimates
Finkelstein, E. A., Trogdon, J. G., Cohen, J. W., & Dietz, W. H. (2009) · Health Affairs · doi:10.1377/hlthaff.28.5.w822 · Cited by 2,956 · see citing works
Cardiovascular effects of intensive lifestyle intervention in type 2 diabetes
The Look AHEAD Research Group (2013) · New England Journal of Medicine · doi:10.1056/nejmoa1212914 · Cited by 2,908 · see citing works
Prevalence of obesity in the United States, 2009-2010.
Ogden, C. L., Carroll, M. D., Kit, B. K., & Flegal, K. M. (2012) · PubMed · Cited by 2,070 · see citing works
Economic costs of diabetes in the U.S. in 2007
American Diabetes Association (2008) · Diabetes Care · doi:10.2337/dc08-9017 · Cited by 1,323 · see citing works
(2010) · Archives of Internal Medicine · doi:10.1001/archinternmed.2010.334 · Cited by 1,162 · see citing works
Pattern-Mixture Models for Multivariate Incomplete Data
Little, R. J. A. (1993) · Journal of the American Statistical Association · doi:10.1080/01621459.1993.10594302 · Cited by 1,026 · see citing works
Regression with Missing X 's: A Review
Little, R. J. A. (1992) · Journal of the American Statistical Association · doi:10.1080/01621459.1992.10476282 · Cited by 968 · see citing works
The Look AHEAD Study: A Description of the Lifestyle Intervention and the Evidence Supporting It
The Look AHEAD Research Group (2006) · Obesity · doi:10.1038/oby.2006.84 · Cited by 873 · see citing works
Economic Costs of Diabetes in the U.S. in 2007
Leahy, J. L. (2008) · Yearbook of Endocrinology · doi:10.1016/s0084-3741(08)79219-9 · Cited by 781 · see citing works
The Look AHEAD Research Group (2003) · Controlled Clinical Trials · doi:10.1016/s0197-2456(03)00064-3 · Cited by 767 · see citing works
Association of an intensive lifestyle intervention with remission of type 2 diabetes
Gregg, E. W., Chen, H., Wagenknecht, L. E., Clark, J. M., Delahanty, L. M., Bantle, J., Pownall, H. J., Johnson, K. C., Safford, M. M., Kitabchi, A. E., et al. (2012) · JAMA · doi:10.1001/jama.2012.67929 · Cited by 752 · see citing works
Self-citationHerman, W. H., Hoerger, T. J., Brandle, M., Hicks, K., Sorensen, S., Zhang, P., Hamman, R. F., Ackermann, R. T., Engelgau, M. M., Ratner, R. E., et al. (2005) · Annals of Internal Medicine · doi:10.7326/0003-4819-142-5-200503010-00007 · Cited by 703 · see citing works
Self-citationFoster, G. D. (2009) · Archives of Internal Medicine · doi:10.1001/archinternmed.2009.266 · Cited by 538 · see citing works
Roizen, M. F. (2011) · Yearbook of Anesthesiology and Pain Management · doi:10.1016/j.yane.2011.01.029 · Cited by 487 · see citing works
Direct medical cost of overweight and obesity in the USA: a quantitative systematic review
Tsai, A. G., Williamson, D. F., & Glick, H. A. (2010) · Obesity Reviews · doi:10.1111/j.1467-789x.2009.00708.x · Cited by 479 · see citing works
Self-citationThe 10-Year Cost-Effectiveness of Lifestyle Intervention or Metformin for Diabetes Prevention
The Diabetes Prevention Program Research Group (2012) · Diabetes Care · doi:10.2337/dc11-1468 · Cited by 436 · see citing works
Projecting the Future Diabetes Population Size and Related Costs for the U.S.
Huang, E. S., Basu, A., O’Grady, M. J., & Capretta, J. C. (2009) · Diabetes Care · doi:10.2337/dc09-0459 · Cited by 414 · see citing works
Lifestyle change and mobility in obese adults with type 2 diabetes
Rejeski, W. J., Ip, E. H., Bertoni, A. G., Bray, G. A., Evans, G., Gregg, E. W., & Zhang, Q. (2012) · New England Journal of Medicine · doi:10.1056/nejmoa1110294 · Cited by 301 · see citing works
Self-citationThe cost burden of diabetes mellitus: the evidence from Germany—the CoDiM Study
Köster, I., von Ferber, L., Ihle, P., Schübert, I., & Hauner, H. (2006) · Diabetologia · doi:10.1007/s00125-006-0277-5 · Cited by 200 · see citing works
Look AHEAD Study Group, Jakicic, J. M., Jaramillo, S. A., Balasubramanyam, A., Bancroft, B., Curtis, J. M., Mathews, A., Pereira, M., Regensteiner, J. G., & Ribisl, P. M. (2009) · International Journal of Obesity · doi:10.1038/ijo.2008.280 · Cited by 145 · see citing works
Self-citationRedmon, J. B., Bertoni, A. G., Connelly, S., Feeney, P. A., Glasser, S. P., Glick, H. A., Greenway, F. L., Hesson, L. A., Lawlor, M. S., Montez, M. G., et al. (2010) · Diabetes Care · doi:10.2337/dc09-2090 · Cited by 115 · see citing works
Self-citationKrukowski, R. A., Tilford, J. M., Harvey‐Berino, J., & West, D. S. (2011) · Obesity · doi:10.1038/oby.2010.341 · Cited by 114 · see citing works
The development and description of the comparison group in the Look AHEAD trial
The Look AHEAD Research Group (2011) · Clinical Trials · doi:10.1177/1740774511405858 · Cited by 97 · see citing works
Wolf, A. M., Siadaty, M., Yaeger, B., Conaway, M. R., Crowther, J. Q., Nadler, J. L., & Bovbjerg, V. E. (2007) · Journal of the American Dietetic Association · doi:10.1016/j.jada.2007.05.015 · Cited by 79 · see citing works
Pharmaceutical Cost Savings of Treating Obesity with Weight Loss Medications
Greenway, F. L., Ryan, D. H., Bray, G. A., Rood, J. C., Tucker, E. W., & Smith, S. R. (1999) · Obesity Research · doi:10.1002/j.1550-8528.1999.tb00709.x · Cited by 66 · see citing works
Self-citationBariatric Surgery: Shedding the Monetary Weight of Prescription Costs in the Managed Care Arena
Potteiger, C. E., Paragi, P. R., Inverso, N. A., Still, C. D., Reed, M. J., Strodel, W. E., Rogers, M. J., & Petrick, A. T. (2004) · Obesity Surgery · doi:10.1381/0960892041590999 · Cited by 58 · see citing works
Collins, R. W., & Anderson, J. W. (1995) · Preventive Medicine · doi:10.1006/pmed.1995.1060 · Cited by 57 · see citing works
Wolfenstetter, S. B. (2011) · Economics & Human Biology · doi:10.1016/j.ehb.2011.08.008 · Cited by 47 · see citing works
Rubin, R. R., Peyrot, M. F., Gaussoin, S. A., Espeland, M. A., Williamson, D. A., Faulconbridge, L. F., Wadden, T. A., Ewing, L. J., Safford, M. M., Evans-Hudnall, G. L., et al. (2013) · Diabetes Care · doi:10.2337/dc12-1871 · Cited by 40 · see citing works
Self-citationCost-effectiveness of a primary care intervention to treat obesity
Tsai, A. G., Wadden, T. A., Volger, S., Sarwer, D. B., Vetter, M., Kumanyika, S., Berkowitz, R. I., Diewald, L. K., Perez, J., Lavenberg, J., et al. (2013) · International Journal of Obesity · doi:10.1038/ijo.2013.94 · Cited by 37 · see citing works
Self-citationCost‐Effectiveness of a Low‐Carbohydrate Diet and a Standard Diet in Severe Obesity
Tsai, A. G., Glick, H. A., Shera, D., Stern, L., & Samaha, F. F. (2005) · Obesity Research · doi:10.1038/oby.2005.223 · Cited by 33 · see citing works
Self-citationDavis, W. A., Bruce, D. G., & Davis, T. M. E. (2011) · Diabetic Medicine · doi:10.1111/j.1464-5491.2011.03314.x · Cited by 24 · see citing works
Liebl, A., Breitscheidel, L., Nicolay, C., et al. (2008) · Current Medical Research and Opinion · doi:10.1185/03007990802292728 · Cited by 24 · see citing works
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Cited by
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KANALEY, J. A., COLBERG, S. R., CORCORAN, M. H., MALIN, S. K., RODRIGUEZ, N. R., CRESPO, C. J., KIRWAN, J. P., & ZIERATH, J. R. (2022) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0000000000002800 · Cited by 931 · see citing works
Maintenance of Lost Weight and Long-Term Management of Obesity
Hall, K. D., & Kahan, S. (2018) · Medical Clinics of North America · doi:10.1016/j.mcna.2017.08.012 · Cited by 876 · see citing works
“In the Look Ahead trial, 6% weight loss over 8 years yielded improvements in a range of cardiovascular risk factors, including glycemic control and lipids, as well as less medication usage, and reduced hospitalizations and health care costs.(87,88)”
BackgroundWeight Loss and Improvement in Comorbidity: Differences at 5%, 10%, 15%, and Over
Ryan, D. H., & Yockey, S. R. (2017) · Current Obesity Reports · doi:10.1007/s13679-017-0262-y · Cited by 831 · see citing works
Self-citationObesity and cardiovascular disease: An ESC clinical consensus statement
Koskinas, K. C., Van Craenenbroeck, E. M., Antoniades, C., Blüher, M., Gorter, T. M., Hanssen, H., Marx, N., McDonagh, T. A., Mingrone, G., Rosengren, A., et al. (2024) · European Heart Journal · doi:10.1093/eurheartj/ehae508 · Cited by 313 · see citing works
Johansen, M. Y., MacDonald, C. S., Hansen, K. B., Karstoft, K., Christensen, R., Pedersen, M., Hansen, L. S., Zacho, M., Wedell-Neergaard, A.-S., Nielsen, S. T., et al. (2017) · JAMA · doi:10.1001/jama.2017.10169 · Cited by 244 · see citing works
Exosomes as Mediators of the Systemic Adaptations to Endurance Exercise
Safdar, A., & Tarnopolsky, M. A. (2018) · Cold Spring Harbor Perspectives in Medicine · doi:10.1101/cshperspect.a029827 · Cited by 203 · see citing works
The Look AHEAD Trial: a review and discussion of its outcomes
Pi-Sunyer, X. (2014) · Current Nutrition Reports · doi:10.1007/s13668-014-0099-x · Cited by 176 · see citing works
Self-citationExercise and regulation of carbohydrate metabolism
Mul, J. D., Stanford, K. I., Hirshman, M. F., & Goodyear, L. J. (2015) · Progress in molecular biology and translational science · doi:10.1016/bs.pmbts.2015.07.020 · Cited by 151 · see citing works
Wing, R. R., & the Look AHEAD Research Group (2021) · Obesity · doi:10.1002/oby.23158 · Cited by 88 · see citing works
Self-citationRapp, S. R., Luchsinger, J. A., Baker, L. D., Blackburn, G. L., Hazuda, H. P., Demos‐McDermott, K. E., Jeffery, R. W., Keller, J. N., McCaffery, J. M., Pajewski, N. M., et al. (2017) · Journal of the American Geriatrics Society · doi:10.1111/jgs.14692 · Cited by 62 · see citing works
Self-citationMacDonald, C. S., Ried‐Larsen, M., Soleimani, J., Alsawas, M., Lieberman, D. E., Ismail, A. S., Serafim, L. P., Yang, T., Prokop, L., Joyner, M., et al. (2021) · Diabetes/Metabolism Research and Reviews · doi:10.1002/dmrr.3444 · Cited by 57 · see citing works
Improving diabetes outcomes through lifestyle change—a randomized controlled trial
Delahanty, L. M., Dalton, K. M., Porneala, B., Chang, Y., Goldman, V. M., Levy, D., Nathan, D. M., & Wexler, D. J. (2015) · Obesity · doi:10.1002/oby.21172 · Cited by 55 · see citing works
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Coker, R. H., & Wolfe, R. R. (2018) · Obesity · doi:10.1002/oby.21961 · Cited by 47 · see citing works
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Chao, A. M., Moore, M., & Wadden, T. A. (2025) · International Journal of Obesity · doi:10.1038/s41366-024-01525-3 · Cited by 40 · see citing works
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Ried‐Larsen, M., MacDonald, C. S., Johansen, M. Y., Hansen, K. B., Christensen, R., Almdal, T. P., Pedersen, B. K., & Karstoft, K. (2018) · Diabetes/Metabolism Research and Reviews · doi:10.1002/dmrr.2999 · Cited by 29 · see citing works
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Garvey, W. T., Umpierrez, G. E., Dunn, J. P., Kwan, A. Y. M., Varnado, O. J., Konig, M., & Levine, J. A. (2022) · Diabetes, Obesity and Metabolism · doi:10.1111/dom.14764 · Cited by 18 · see citing works
Katula, J. A., Kirk, J. K., Pedley, C. F., Savoca, M. R., Effoe, V. S., Bell, R. A., & Bertoni, A. G. (2017) · Contemporary Clinical Trials · doi:10.1016/j.cct.2016.12.005 · Cited by 17 · see citing works
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- Authors
- Espeland, M. A., Glick, H. A., Bertoni, A., Brancati, F. L., Bray, G. A., Clark, J. M., Curtis, J. M., Egan, C., Evans, M., Foreyt, J. P., Ghazarian, S., Gregg, E. W., Hazuda, H. P., Hill, J. O., Hire, D., Horton, E. S., Hubbard, V. S., Jakicic, J. M., Jeffery, R. W., Johnson, K. C., Kahn, S. E., Killean, T., Kitabchi, A. E., Knowler, W. C., Kriska, A., Lewis, C. E., Miller, M., Montez, M. G., Murillo, A., Nathan, D. M., Nyenwe, E., Patricio, J., Peters, A. L., Pi-Sunyer, X., Pownall, H., Redmon, J. B., Rushing, J., Ryan, D. H., Safford, M., Tsai, A. G., Wadden, T. A., Wing, R. R., Yanovski, S. Z., & Zhang, P.
- Affiliations
- Wake Forest University Health Sciences (US)
- University of Pennsylvania (US)
- Johns Hopkins University (US)
- Pennington Biomedical Research Center (US)
- National Institute of Diabetes and Digestive and Kidney Diseases (US)
- Brown University (US)
- National Institutes of Health (US)
- Baylor College of Medicine (US)
- Roybal Comprehensive Health Center, Los Angeles, CA
- Centers for Disease Control and Prevention (US)
- The University of Texas at San Antonio Health Science Center (US)
- University of Colorado Health (US)
- Joslin Diabetes Center (US)
- University of Pittsburgh (US)
- University of Minnesota (US)
- University of Tennessee Health Science Center (US)
- University of Washington (US)
- University of Alabama at Birmingham (US)
- Massachusetts General Hospital (US)
- St. Luke's-Roosevelt Hospital Center (US)
- Division of and Department of Medicine, St. Luke’s-Roosevelt Hospital, New York, NY
- Corresponding author
- Espeland, Mark A.
- ORCID
- Espeland, Mark A.
- Bertoni, Alain
- Clark, Jeanne M.
- Evans, Mary
- Gregg, Edward W.
- Hazuda, Helen P.
- Hill, James O.
- Horton, Edward S.
- Jakicic, John M.
- Johnson, Karen C.
- Kahn, Steven E.
- Knowler, William C.
- Kriska, Andrea
- Lewis, Cora E.
- Nyenwe, Ebenezer
- Peters, Anne L.
- Pownall, Henry
- Redmon, J. Bruce
- Ryan, Donna H.
- Safford, Monika
- Tsai, Adam G.
- Wadden, Thomas A.
- Wing, Rena R.
- Yanovski, Susan Z.
- Zhang, Ping
- Venue
- Diabetes Care
- Publisher
- American Diabetes Association
- Published
- 2014-08-07
- Volume
- 37
- Issue
- 9
- Pages
- 2548-2556
- ISSN
- 0149-5992 (ISSN-L)
- 1935-5548
- PMC
- PMC4140155
- OpenAlex
- W2154794041
- Semantic Scholar
- ac9f3f7d4b516066b10f584b9111ef93ae455e26
- Cited by
- 174
- References
- 36
- Citations by year
- 2026: 4 · 2025: 9 · 2024: 11 · 2023: 11 · 2022: 13 · 2021: 12 · 2020: 12 · 2019: 8 · 2018: 14 · 2017: 26 · 2016: 24 · 2015: 20 · 2014: 9
- FWCI
- 21.18
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Diabetes Care (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Spiral (Imperial College London) (submittedVersion)
- Funders
- National Institutes of Health (UL1TR001120)
- National Institute of Diabetes and Digestive and Kidney Diseases (U01DK057149, R01DK081472, P30DK017047, P30DK079626)
- National Center for Advancing Translational Sciences
- National Institute on Minority Health and Health Disparities (P20MD006899)
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Treatment and Management
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes, Cardiovascular Risks, and Lipoproteins
- Keywords
- intensive lifestyle intervention, type 2 diabetes, obesity, overweight, health care costs, hospitalization, medication use, diabetes support and education, weight loss, cardiovascular disease history, Look AHEAD trial
- MeSH terms
- Adult, Aged, Cardiovascular Diseases, Diabetes Mellitus, Type 2, Female, Follow-Up Studies, Health Services, Humans, Life Style, Male, Middle Aged, Obesity, Single-Blind Method, Health Care Costs, Overweight
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