Long-term changes in dietary and food intake behaviour in the Diabetes Prevention Program Outcomes Study
Open accessAbstract
AIMS: To compare change in dietary intake, with an emphasis on food groups and food intake behaviour, over time across treatment arms in a diabetes prevention trial and to assess the differences in dietary intake among demographic groups within treatment arms. METHODS: Data are from the Diabetes Prevention Program and Diabetes Prevention Program Outcomes Study. Participants were randomized to a lifestyle intervention (n = 1079), metformin (n = 1073) or placebo (n = 1082) for an average of 3 years, after which the initial results regarding the benefits of the lifestyle intervention were released and all participants were offered a modified lifestyle intervention. Dietary intake was assessed using a food frequency questionnaire at baseline and at 1, 5, 6 and 9 years after randomization. RESULTS: Compared with the metformin and placebo arms, participants in the lifestyle arm maintained a lower total fat and saturated fat and a higher fibre intake up to 9 years after randomization and lower intakes of red meat and sweets were maintained for up to 5 years. Younger participants had higher intakes of poultry and lower intakes of fruits compared with their older counterparts, particularly in the lifestyle arm. Black participants tended to have lower dairy and higher poultry intakes compared with white and Hispanic participants. In the lifestyle arm, men tended to have higher grain, fruit and fish intakes than women. CONCLUSIONS: Changes in nutrient intake among participants in the lifestyle intervention were maintained for up to 9 years. Younger participants reported more unhealthy diets over time and thus may benefit from additional support to achieve and maintain dietary goals.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Diet differences across intervention groups were negligible 9 years after randomization, so diet was not included in the model.
“Although diet was assessed by food frequency questionnaire intermittently throughout DPP and DPPOS, there were negligible differences across intervention groups 9 years after randomization and, therefore, was not included in the model (15).”
From The impact of physical activity on the prevention of type 2 diabetes: Evidence and lessons learned from the Diabetes Prevention Program, a long-standing clinical trial incorporating subjective and objective activity measures (2021) · cites this paper as [15]
The Results (page not provided) report that lifestyle participants had lower total and saturated fat intake and higher fiber intake than the other groups up to nine years after randomization, contrary to the claim that dietary differences were negligible. The Methods (page not provided) describe models used to analyze dietary intake; the paper does not give the claimed rationale for excluding diet from the citing authors’ model. (LLM, conf=0.86)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Reduction in the incidence of type 2 diabetes with lifestyle intervention or metformin
(2002) · New England Journal of Medicine · doi:10.1056/nejmoa012512 · Cited by 19,011 · cited 3× · see citing works
“Although genetic predisposition contributes to developing type 2 diabetes (T2D) [2], the Diabetes Prevention Program (DPP) and other randomized, controlled trials of lifestyle interventions among individuals with impaired glucose tolerance have proven to be both efficacious [3-6] and cost-effective [7] to prevent or d…”
BackgroundResultLongitudinal data analysis using generalized linear models
LIANG, K.-Y., & ZEGER, S. L. (1986) · Biometrika · doi:10.1093/biomet/73.1.13 · Cited by 18,550 · see citing works
Pan, X.-R., Li, G.-W., Hu, Y.-H., Wang, J.-X., Yang, W.-Y., An, Z.-X., Hu, Z.-X., Juan-Lin, Xiao, J.-Z., Cao, H.-B., et al. (1997) · Diabetes Care · doi:10.2337/diacare.20.4.537 · Cited by 4,320 · see citing works
Diabetes Prevention Program Research Group (2009) · The Lancet · doi:10.1016/s0140-6736(09)61457-4 · Cited by 3,020 · see citing works
An Introduction to Categorical Data Analysis
Musiol, G. (1997) · Computational Statistics & Data Analysis · doi:10.1016/s0167-9473(97)84760-3 · Cited by 1,984 · see citing works
The Diabetes Prevention Program (DPP)
The Diabetes Prevention Program (DPP) Research Group (2002) · Diabetes Care · doi:10.2337/diacare.25.12.2165 · Cited by 1,938 · see citing works
Lindström, J., Ilanne-Parikka, P., Peltonen, M., Aunola, S., Eriksson, J. G., Hemiö, K., Hämäläinen, H., Härkönen, P., Keinänen-Kiukaanniemi, S., Laakso, M., et al. (2006) · The Lancet · doi:10.1016/s0140-6736(06)69701-8 · Cited by 1,799 · see citing works
Reduction in the Incidence of Type 2 Diabetes With the Mediterranean Diet
Salas-Salvadó, J., Bulló, M., Babio, N., Martínez-González, M. Á., Ibarrola-Jurado, N., Basora, J., Estruch, R., Covas, M. I., Corella, D., Arós, F., et al. (2011) · Diabetes Care · doi:10.2337/dc10-1288 · Cited by 901 · cited 1× · see citing works
“A recent clinical trial, the PREDIMED study, showed that a non-calorie-restricted Mediterranean diet supplemented with either olive oil or nuts in the absence of a significant change in body weight or physical activity could prevent diabetes [28], and this is consistent with observational studies [8-13].”
ResultDietary Patterns and Risk for Type 2 Diabetes Mellitus in U.S. Men
van Dam, R. M., Rimm, E. B., Willett, W. C., Stampfer, M. J., & Hu, F. B. (2002) · Annals of Internal Medicine · doi:10.7326/0003-4819-136-3-200202050-00008 · Cited by 801 · see citing works
(1999) · Diabetes Care · doi:10.2337/diacare.22.4.623 · Cited by 725 · see citing works
Herman, 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
Achieving Weight and Activity Goals Among Diabetes Prevention Program Lifestyle Participants
The Diabetes Prevention Program Research Group (2004) · Obesity Research · doi:10.1038/oby.2004.179 · Cited by 529 · see citing works
Adherence to Mediterranean diet and risk of developing diabetes: prospective cohort study
Martínez-González, M. Á., Fuente-Arrillaga, C. D. L., Nunez-Cordoba, J. M., Basterra-Gortari, F. J., Beunza, J. J., Vazquez, Z., Benito, S., Tortosa, A., & Bes-Rastrollo, M. (2008) · BMJ · doi:10.1136/bmj.39561.501007.be · Cited by 517 · see citing works
Murea, M., Ma, L., & Freedman, B. I. (2012) · The Review of Diabetic Studies · doi:10.1900/rds.2012.9.6 · Cited by 364 · see citing works
Validity and Reproducibility of a Food Frequency Interview in a Multi-Cultural Epidemiologic Study
Mayer-Davis, E. J., Vitolins, M. Z., Carmichael, S. L., Hemphill, S., Tsaroucha, G., Rushing, J., & Levin, S. (1999) · Annals of Epidemiology · doi:10.1016/s1047-2797(98)00070-2 · Cited by 300 · see citing works
Saito, T. (2011) · Archives of Internal Medicine · doi:10.1001/archinternmed.2011.275 · Cited by 277 · see citing works
Heidemann, C., Hoffmann, K., Spranger, J., Klipstein‐Grobusch, K., Möhlig, M., Pfeiffer, A. F. H., & Boeing, H. (2005) · Diabetologia · doi:10.1007/s00125-005-1743-1 · Cited by 220 · see citing works
Nettleton, J. A., Steffen, L. M., Ni, H., Liu, K., & Jacobs, D. R. (2008) · Diabetes Care · doi:10.2337/dc08-0760 · Cited by 181 · see citing works
A Prospective Study of Overall Diet Quality and Risk of Type 2 Diabetes in Women
Fung, T. T., McCullough, M. L., van Dam, R. M., & Hu, F. B. (2007) · Diabetes Care · doi:10.2337/dc06-2581 · Cited by 172 · see citing works
Delahanty, L. M., Peyrot, M. F., Shrader, P. J., Williamson, D. A., Meigs, J. B., & Nathan, D. M. (2012) · Diabetes Care · doi:10.2337/dc12-0733 · Cited by 130 · see citing works
Food Intake Patterns Associated With Incident Type 2 Diabetes
Liese, A. D., Weis, K. E., Schulz, M., & Tooze, J. A. (2008) · Diabetes Care · doi:10.2337/dc08-1325 · Cited by 119 · see citing works
Tinker, L. F., Rosal, M. C., Young, A. F., Perri, M. G., Patterson, R. E., Van Horn, L., Assaf, A. R., Bowen, D. J., Ockene, J., Hays, J., et al. (2007) · Journal of the American Dietetic Association · doi:10.1016/j.jada.2007.04.010 · Cited by 95 · see citing works
The Diabetes Prevention Program Research Group, Venditti, E. M., Bray, G. A., Carrion-Petersen, M. L., Delahanty, L. M., Edelstein, S. L., Hamman, R. F., Hoskin, M. A., Knowler, W. C., & Ma., Y. (2008) · International Journal of Obesity · doi:10.1038/ijo.2008.134 · Cited by 93 · see citing works
Self-citationDietary intake in the Diabetes Prevention Program cohort: baseline and 1-year post-randomization
Mayer‐Davis, E. J., Sparks, K. C., Km, H., Costacou, T., Lovejoy, J. C., Regensteiner, J. G., Hoskin, M. A., Kriska, A. M., & Bray, G. A. (2004) · Annals of Epidemiology · doi:10.1016/j.annepidem.2004.02.004 · Cited by 91 · see citing works
Lindahl, B., Nilssön, T. K., Borch-Johnsen, K., Røder, M. E., Söderberg, S., Widman, L., Johnson, O., Hallmans, G., & Jansson, J.-H. (2009) · Scandinavian Journal of Public Health · doi:10.1177/1403494808101373 · Cited by 87 · see citing works
Dietary adherence in the women’s health initiative dietary modification trial
(2004) · Journal of the American Dietetic Association · doi:10.1016/j.jada.2004.01.014 · Cited by 69 · see citing works
Davis, N. J., Ma, Y., Delahanty, L. M., Hoffman, H. J., Mayer‐Davis, E. J., Franks, P. W., Brown-Friday, J., Isonaga, M. K., Kriska, A. M., Venditti, E. M., et al. (2013) · Journal of the Academy of Nutrition and Dietetics · doi:10.1016/j.jand.2013.07.003 · Cited by 25 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Hemmingsen, B., Gimenez-Perez, G., Mauricio, D., Roqué i Figuls, M., Metzendorf, M.-I., & Richter, B. (2017) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd003054.pub4 · Cited by 316 · see citing works
Dietary interventions for obesity: clinical and mechanistic findings.
Chao, A. M., Quigley, K. M., & Wadden, T. A. (2021) · Journal of Clinical Investigation · doi:10.1172/jci140065 · Cited by 257 · see citing works
Asaad, G., Sadegian, M., Lau, R. W. K., Xu, Y., Soria‐Contreras, D. C., Bell, R. C., & Chan, C. B. (2015) · Nutrients · doi:10.3390/nu7075231 · Cited by 86 · see citing works
Herman, W. H. (2015) · Clinical Diabetes and Endocrinology · doi:10.1186/s40842-015-0009-1 · Cited by 73 · see citing works
Kriska, A. M., Rockette-Wagner, B., Edelstein, S. L., Bray, G. A., Delahanty, L. M., Hoskin, M. A., Horton, E. S., Venditti, E. M., Knowler, W. C., DPP Research Group, et al. (2021) · Diabetes Care · doi:10.2337/dc20-1129 · Cited by 70 · see citing works
Self-citationMadsen, K. S., Chi, Y., Metzendorf, M.-I., Richter, B., & Hemmingsen, B. (2019) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd008558.pub2 · Cited by 70 · see citing works
Sylvetsky, A. C., Edelstein, S. L., Walford, G., Boyko, E. J., Horton, E. S., Ibebuogu, U. N., Knowler, W. C., Montez, M. G., Temprosa, M. G., Hoskin, M. A., et al. (2017) · Journal of Nutrition · doi:10.3945/jn.117.252395 · Cited by 67 · see citing works
Hemmingsen, B., Sonne, D. P., Metzendorf, M., & Richter, B. (2016) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd012151.pub2 · Cited by 72 · see citing works
Weinhold, K. R., Miller, C. K., Marrero, D. G., Nagaraja, H. N., Focht, B. C., & Gascon, G. M. (2015) · Preventing Chronic Disease · doi:10.5888/pcd12.150301 · Cited by 46 · see citing works
Hoskin, M. A., Bray, G. A., Hattaway, K., Khare-Ranade, P., Pomeroy, J. J., Semler, L., Weinzierl, V., & Wylie‐Rosett, J. (2014) · Current Nutrition Reports · doi:10.1007/s13668-014-0094-2 · Cited by 40 · see citing works
Diet quality, weight loss, and diabetes incidence in the Diabetes Prevention Program (DPP)
Allaire, B. T., Tjaden, A. H., Venditti, E. M., Apolzan, J. W., Dabelea, D., Delahanty, L. M., Edelstein, S. L., Hoskin, M. A., Temple, K. A., Wylie‐Rosett, J., et al. (2020) · BMC Nutrition · doi:10.1186/s40795-020-00400-4 · Cited by 36 · see citing works
Raj, G. D., Hashemi, Z., Contreras, D. C. S., Babwick, S. A., Maxwell, D., Bell, R. C., & Chan, C. B. (2017) · Canadian Journal of Diabetes · doi:10.1016/j.jcjd.2017.04.006 · Cited by 28 · see citing works
Schwarz, P. E. H., & Riemenschneider, H. (2016) · Diabetes Care · doi:10.2337/dcs15-3001 · Cited by 21 · see citing works
Miller, C. K., Weinhold, K. R., Marrero, D. G., Nagaraja, H. N., & Focht, B. C. (2015) · Preventive Medicine Reports · doi:10.1016/j.pmedr.2015.02.003 · Cited by 20 · see citing works
Ronto, R., Saberi, G., Robbers, G. M. L., Godrich, S. L., Lawrence, M. A., Somerset, S. M., Fanzo, J., & Chau, J. Y. (2022) · PLOS Global Public Health · doi:10.1371/journal.pgph.0000209 · Cited by 19 · see citing works
Dagogo-Jack, S. E., Asuzu, P., Wan, J. Y., Grambergs, R. C., Stentz, F. B., & Mandal, N. A. (2024) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/clinem/dgae179 · Cited by 14 · see citing works
Sharafi, M., Faghri, P. D., Huedo-Medina, T. B., & Duffy, V. B. (2021) · Nutrients · doi:10.3390/nu13041338 · Cited by 12 · see citing works
Green, S. A., Smith, B., & Mathur, M. B. (2025) · Appetite · doi:10.1016/j.appet.2025.108233 · Cited by 10 · see citing works
Impact on dietary intake of a self-directed, gender-tailored diabetes prevention program in men
Rollo, M. E., Aguiar, E. J., Pursey, K., Morgan, P. J., Plotnikoff, R. C., Young, M. D., Collins, C. E., & Callister, R. (2017) · World Journal of Diabetes · doi:10.4239/wjd.v8.i8.414 · Cited by 8 · see citing works
Shams‐White, M., Tjaden, A. H., Edelstein, S. L., Bassiouni, S. S., Kahle, L., Kim, C., Pi-Sunyer, X., Temple, K. A., Venditti, E. M., Reedy, J., et al. (2022) · BMC Nutrition · doi:10.1186/s40795-022-00596-7 · Cited by 7 · see citing works
The Impact of a Worksite-Based Diabetes Prevention Intervention: A Pilot Study
Clark, B. L., Boghani, S., Grullon, C., & Batista, M. (2016) · Population Health Management · doi:10.1089/pop.2016.0055 · Cited by 6 · see citing works
Guess, N. D. (2022) · Diabetes Therapy · doi:10.1007/s13300-022-01220-4 · Cited by 6 · see citing works
Ng, C. M., Teoh, K. W., Chong, C. W., Ng, Y. L., Bell, J. S., & Lee, S. W. H. (2025) · Nutrition Research · doi:10.1016/j.nutres.2025.04.005 · Cited by 4 · see citing works
Audet, C. M., Roller, L. J., Aliyu, M. H., Rolando, L. A., Alva, M. L., Ali, M., Schildcrout, J. S., & Chakkalakal, R. J. (2024) · Health Education & Behavior · doi:10.1177/10901981241285433 · Cited by 3 · see citing works
Prevention of diabetes: more answers, more questions
Misra, A. (2015) · The Lancet Diabetes & Endocrinology · doi:10.1016/s2213-8587(15)00331-9 · Cited by 4 · see citing works
Starostina, E. G., & Shavrikova, E. P. (2016) · Almanac of Clinical Medicine · doi:10.18786/2072-0505-2016-44-4-422-429 · Cited by 4 · see citing works
Braun, A. C., Hosseininasab, D., Corcoran, S., Godsey, T. J., Lucas, E. A., McCann, M. H., Koehler, G., & Emerson, S. R. (2025) · Nutrition and Health · doi:10.1177/02601060251375130 · Cited by 1 · see citing works
Targeting Prediabetes to Preempt Diabetes
Nair, S., Rao, M., & Miraj, S. S. (2018) · Elsevier eBooks · doi:10.1016/b978-0-12-812019-4.00003-9 · Cited by 1 · see citing works
Goldobin, P. (2018) · Bulletin of Problems Biology and Medicine · doi:10.29254/2077-4214-2018-1-1-142-246-251
Strydom, H., Muchiri, J. W., Delport, E., & White, Z. (2025) · Clinical Nutrition ESPEN · doi:10.1016/j.clnesp.2025.07.1128
Yildirim, A. N., Ahluwalia, R., Baumgart, J. K., Cohen, T. R., MacPherson, M., Jung, M. E., & Purcell, S. A. (2025) · medRxiv · doi:10.1101/2025.10.26.25338841
Approaches for sustaining diabetes prevention program practices post-graduation: A scoping review
Dudzik, J. M., Johnston, E. A., Liu, Y., LaPolla, F. W. Z., & Beasley, J. M. (2025) · Preventive Medicine Reports · doi:10.1016/j.pmedr.2025.103329
Moss, A., Madievsky, R., Moin, T., Chon, J. S., Cheng, F., Turk, N., Tibbe, T. D., Liu, S., Maranon, R., Krong, J., et al. (2025) · Research Square · doi:10.21203/rs.3.rs-7794790/v1
Allaire, B. T., Tjaden, A. H., Venditti, E. M., Apolzan, J. W., Dabelea, D., Delahanty, L. M., Edelstein, S. L., Hoskin, M. A., Temple, K. A., Wylie-Rosett, J., et al. (2020) · Figshare · doi:10.6084/m9.figshare.13467993
Shams‐White, M., Tjaden, A. H., Edelstein, S. L., Bassiouni, S., Kahle, L., Kim, C., Pi-Sunyer, X., Temple, K. A., Venditti, E. M., Reedy, J., et al. (2022) · Figshare · doi:10.6084/m9.figshare.21184194
Yildirim, A. N., Ahluwalia, R., Baumgart, J. K., Cohen, T. R., MacPherson, M., Jung, M. E., & Purcell, S. A. (2026) · PLoS ONE · doi:10.1371/journal.pone.0336313
Winn, C., Groene, L., Colby, S., Ademu, L., Olfert, M. D., Byrd‐Bredbenner, C., Mathews, A., Morrell, J. S., Brenes, P., Brown, O. N., et al. (2026) · medRxiv · doi:10.64898/2026.04.22.26351238
Bourne, J. E., Cranston, K., Dineen, T., MacPherson, M., Locke, S., Santos, A., Grieve, N., Colyer, A., Falkenhain, K., Yildirim, A. N., et al. (2026) · Diabetic Medicine · doi:10.1111/dme.70387
Braun, A. C., Corcoran, S., Hosseininasab, D., Johnson, M., Kochackpour, F., Hébert, E. T., Teague, T. K., Jelley, M., Frank-Pearce, S. G., Liebe, R. A., et al. (2026) · JMIR Research Protocols · doi:10.2196/97873
Salive, M. E., Tjaden, A. H., & Venditti, E. M. (2026) · JAMA · doi:10.1001/jama.2026.16754
- Authors
- Jaacks, L. M., Ma, Y., Davis, N., Delahanty, L. M., Mayer‐Davis, E. J., Franks, P. W., Brown‐Friday, J., Isonaga, M., Kriska, A. M., Venditti, E. M., Wylie‐Rosett, J., & the Diabetes Prevention Program Research Group
- Affiliations
- University of North Carolina at Chapel Hill (US)
- George Washington University (US)
- Albert Einstein College of Medicine (US)
- Harvard University (US)
- Albert Einstein College of Medicine Bronx NY
- University of Hawaiʻi at Mānoa (US)
- University of Pittsburgh (US)
- Corresponding author
- Ma, Y.
- Wylie‐Rosett, J.
- ORCID
- Venue
- Diabetic Medicine
- Publisher
- Wiley
- Published
- 2014-07-05
- Volume
- 31
- Issue
- 12
- Pages
- 1631-1642
- ISSN
- 0742-3071 (ISSN-L)
- 1464-5491
- PMC
- PMC4307949
- OpenAlex
- W2103694763
- Cited by
- 40
- References
- 28
- Citations by year
- 2026: 5 · 2025: 7 · 2024: 2 · 2022: 4 · 2021: 2 · 2020: 3 · 2019: 1 · 2018: 2 · 2017: 4 · 2016: 4 · 2015: 5 · 2014: 1
- FWCI
- 4.62
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Diabetic Medicine (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Lund University Publications (Lund University) (submittedVersion)
- Funders
- Massachusetts General Hospital
- National Institutes of Health (UL1TR001073)
- National Institute of Diabetes and Digestive and Kidney Diseases (U01DK048489, P30DK017047)
- NIH Clinical Center
- National Center for Advancing Translational Sciences
- Topics
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Nutritional Studies and Diet
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes, Cardiovascular Risks, and Lipoproteins
- Health Sciences › Nursing › Nutrition and Dietetics › Nutrition, Health and Food Behavior
- Keywords
- dietary intake, type 2 diabetes prevention, lifestyle intervention, metformin, Diabetes Prevention Program Outcomes Study, saturated fat intake, dietary fiber, red meat consumption, fruit consumption, age differences in diet, sex differences in diet, long-term dietary change
- MeSH terms
- Adult, Energy Intake, Diabetes Mellitus, Type 2, Diet, Reducing, Dietary Fats, Dietary Fiber, Eating, Feeding Behavior, Female, Follow-Up Studies, Fruit, Humans, Hypoglycemic Agents, Male, Metformin, Middle Aged, Vegetables, Diet, Fat-Restricted, Risk Reduction Behavior
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review