A nutritional biomarker score of the Mediterranean diet and incident type 2 diabetes: Integrated analysis of data from the MedLey randomised controlled trial and the EPIC-InterAct case-cohort study

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A nutritional biomarker score of the Mediterranean diet and incident type 2 diabetes : Integrated analysis of data from the MedLey randomised controlled trial and the EPIC-InterAct case-cohort study. / Sobiecki, Jakub G; Imamura, Fumiaki; Davis, Courtney R; Sharp, Stephen J; Koulman, Albert; Hodgson, Jonathan M; Guevara, Marcela; Schulze, Matthias B; Zheng, Ju-Sheng; Agnoli, Claudia; Bonet, Catalina; Colorado-Yohar, Sandra M; Fagherazzi, Guy; Franks, Paul W; Gundersen, Thomas E; Jannasch, Franziska; Kaaks, Rudolf; Katzke, Verena; Molina-Montes, Esther; Nilsson, Peter M; Palli, Domenico; Panico, Salvatore; Papier, Keren; Rolandsson, Olov; Sacerdote, Carlotta; Tjønneland, Anne; Tong, Tammy Y N; van der Schouw, Yvonne T; Danesh, John; Butterworth, Adam S; Riboli, Elio; Murphy, Karen J; Wareham, Nicholas J; Forouhi, Nita G.

In: PLoS Medicine, Vol. 20, No. 4, e1004221, 2023.

Research output: Contribution to journalJournal articleResearchpeer-review

Harvard

Sobiecki, JG, Imamura, F, Davis, CR, Sharp, SJ, Koulman, A, Hodgson, JM, Guevara, M, Schulze, MB, Zheng, J-S, Agnoli, C, Bonet, C, Colorado-Yohar, SM, Fagherazzi, G, Franks, PW, Gundersen, TE, Jannasch, F, Kaaks, R, Katzke, V, Molina-Montes, E, Nilsson, PM, Palli, D, Panico, S, Papier, K, Rolandsson, O, Sacerdote, C, Tjønneland, A, Tong, TYN, van der Schouw, YT, Danesh, J, Butterworth, AS, Riboli, E, Murphy, KJ, Wareham, NJ & Forouhi, NG 2023, 'A nutritional biomarker score of the Mediterranean diet and incident type 2 diabetes: Integrated analysis of data from the MedLey randomised controlled trial and the EPIC-InterAct case-cohort study', PLoS Medicine, vol. 20, no. 4, e1004221. https://doi.org/10.1371/journal.pmed.1004221

APA

Sobiecki, J. G., Imamura, F., Davis, C. R., Sharp, S. J., Koulman, A., Hodgson, J. M., Guevara, M., Schulze, M. B., Zheng, J-S., Agnoli, C., Bonet, C., Colorado-Yohar, S. M., Fagherazzi, G., Franks, P. W., Gundersen, T. E., Jannasch, F., Kaaks, R., Katzke, V., Molina-Montes, E., ... Forouhi, N. G. (2023). A nutritional biomarker score of the Mediterranean diet and incident type 2 diabetes: Integrated analysis of data from the MedLey randomised controlled trial and the EPIC-InterAct case-cohort study. PLoS Medicine, 20(4), [e1004221]. https://doi.org/10.1371/journal.pmed.1004221

Vancouver

Sobiecki JG, Imamura F, Davis CR, Sharp SJ, Koulman A, Hodgson JM et al. A nutritional biomarker score of the Mediterranean diet and incident type 2 diabetes: Integrated analysis of data from the MedLey randomised controlled trial and the EPIC-InterAct case-cohort study. PLoS Medicine. 2023;20(4). e1004221. https://doi.org/10.1371/journal.pmed.1004221

Author

Sobiecki, Jakub G ; Imamura, Fumiaki ; Davis, Courtney R ; Sharp, Stephen J ; Koulman, Albert ; Hodgson, Jonathan M ; Guevara, Marcela ; Schulze, Matthias B ; Zheng, Ju-Sheng ; Agnoli, Claudia ; Bonet, Catalina ; Colorado-Yohar, Sandra M ; Fagherazzi, Guy ; Franks, Paul W ; Gundersen, Thomas E ; Jannasch, Franziska ; Kaaks, Rudolf ; Katzke, Verena ; Molina-Montes, Esther ; Nilsson, Peter M ; Palli, Domenico ; Panico, Salvatore ; Papier, Keren ; Rolandsson, Olov ; Sacerdote, Carlotta ; Tjønneland, Anne ; Tong, Tammy Y N ; van der Schouw, Yvonne T ; Danesh, John ; Butterworth, Adam S ; Riboli, Elio ; Murphy, Karen J ; Wareham, Nicholas J ; Forouhi, Nita G. / A nutritional biomarker score of the Mediterranean diet and incident type 2 diabetes : Integrated analysis of data from the MedLey randomised controlled trial and the EPIC-InterAct case-cohort study. In: PLoS Medicine. 2023 ; Vol. 20, No. 4.

Bibtex

@article{89cc9675675c4108a8ec0ecd355eb155,
title = "A nutritional biomarker score of the Mediterranean diet and incident type 2 diabetes: Integrated analysis of data from the MedLey randomised controlled trial and the EPIC-InterAct case-cohort study",
abstract = "BACKGROUND: Self-reported adherence to the Mediterranean diet has been modestly inversely associated with incidence of type 2 diabetes (T2D) in cohort studies. There is uncertainty about the validity and magnitude of this association due to subjective reporting of diet. The association has not been evaluated using an objectively measured biomarker of the Mediterranean diet.METHODS AND FINDINGS: We derived a biomarker score based on 5 circulating carotenoids and 24 fatty acids that discriminated between the Mediterranean or habitual diet arms of a parallel design, 6-month partial-feeding randomised controlled trial (RCT) conducted between 2013 and 2014, the MedLey trial (128 participants out of 166 randomised). We applied this biomarker score in an observational study, the European Prospective Investigation into Cancer and Nutrition (EPIC)-InterAct case-cohort study, to assess the association of the score with T2D incidence over an average of 9.7 years of follow-up since the baseline (1991 to 1998). We included 22,202 participants, of whom 9,453 were T2D cases, with relevant biomarkers from an original case-cohort of 27,779 participants sampled from a cohort of 340,234 people. As a secondary measure of the Mediterranean diet, we used a score estimated from dietary-self report. Within the trial, the biomarker score discriminated well between the 2 arms; the cross-validated C-statistic was 0.88 (95% confidence interval (CI) 0.82 to 0.94). The score was inversely associated with incident T2D in EPIC-InterAct: the hazard ratio (HR) per standard deviation of the score was 0.71 (95% CI: 0.65 to 0.77) following adjustment for sociodemographic, lifestyle and medical factors, and adiposity. In comparison, the HR per standard deviation of the self-reported Mediterranean diet was 0.90 (95% CI: 0.86 to 0.95). Assuming the score was causally associated with T2D, higher adherence to the Mediterranean diet in Western European adults by 10 percentiles of the score was estimated to reduce the incidence of T2D by 11% (95% CI: 7% to 14%). The study limitations included potential measurement error in nutritional biomarkers, unclear specificity of the biomarker score to the Mediterranean diet, and possible residual confounding.CONCLUSIONS: These findings suggest that objectively assessed adherence to the Mediterranean diet is associated with lower risk of T2D and that even modestly higher adherence may have the potential to reduce the population burden of T2D meaningfully.TRIAL REGISTRATION: Australian New Zealand Clinical Trials Registry (ANZCTR) ACTRN12613000602729 https://www.anzctr.org.au/Trial/Registration/TrialReview.aspx?id=363860.",
keywords = "Adult, Humans, Diet, Mediterranean, Australia, Cohort Studies, Diabetes Mellitus, Type 2/diagnosis, Biomarkers, Neoplasms/complications, Risk Factors",
author = "Sobiecki, {Jakub G} and Fumiaki Imamura and Davis, {Courtney R} and Sharp, {Stephen J} and Albert Koulman and Hodgson, {Jonathan M} and Marcela Guevara and Schulze, {Matthias B} and Ju-Sheng Zheng and Claudia Agnoli and Catalina Bonet and Colorado-Yohar, {Sandra M} and Guy Fagherazzi and Franks, {Paul W} and Gundersen, {Thomas E} and Franziska Jannasch and Rudolf Kaaks and Verena Katzke and Esther Molina-Montes and Nilsson, {Peter M} and Domenico Palli and Salvatore Panico and Keren Papier and Olov Rolandsson and Carlotta Sacerdote and Anne Tj{\o}nneland and Tong, {Tammy Y N} and {van der Schouw}, {Yvonne T} and John Danesh and Butterworth, {Adam S} and Elio Riboli and Murphy, {Karen J} and Wareham, {Nicholas J} and Forouhi, {Nita G}",
note = "Copyright: {\textcopyright} 2023 Sobiecki et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.",
year = "2023",
doi = "10.1371/journal.pmed.1004221",
language = "English",
volume = "20",
journal = "P L o S Medicine (Online)",
issn = "1549-1277",
publisher = "Public Library of Science",
number = "4",

}

RIS

TY - JOUR

T1 - A nutritional biomarker score of the Mediterranean diet and incident type 2 diabetes

T2 - Integrated analysis of data from the MedLey randomised controlled trial and the EPIC-InterAct case-cohort study

AU - Sobiecki, Jakub G

AU - Imamura, Fumiaki

AU - Davis, Courtney R

AU - Sharp, Stephen J

AU - Koulman, Albert

AU - Hodgson, Jonathan M

AU - Guevara, Marcela

AU - Schulze, Matthias B

AU - Zheng, Ju-Sheng

AU - Agnoli, Claudia

AU - Bonet, Catalina

AU - Colorado-Yohar, Sandra M

AU - Fagherazzi, Guy

AU - Franks, Paul W

AU - Gundersen, Thomas E

AU - Jannasch, Franziska

AU - Kaaks, Rudolf

AU - Katzke, Verena

AU - Molina-Montes, Esther

AU - Nilsson, Peter M

AU - Palli, Domenico

AU - Panico, Salvatore

AU - Papier, Keren

AU - Rolandsson, Olov

AU - Sacerdote, Carlotta

AU - Tjønneland, Anne

AU - Tong, Tammy Y N

AU - van der Schouw, Yvonne T

AU - Danesh, John

AU - Butterworth, Adam S

AU - Riboli, Elio

AU - Murphy, Karen J

AU - Wareham, Nicholas J

AU - Forouhi, Nita G

N1 - Copyright: © 2023 Sobiecki et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

PY - 2023

Y1 - 2023

N2 - BACKGROUND: Self-reported adherence to the Mediterranean diet has been modestly inversely associated with incidence of type 2 diabetes (T2D) in cohort studies. There is uncertainty about the validity and magnitude of this association due to subjective reporting of diet. The association has not been evaluated using an objectively measured biomarker of the Mediterranean diet.METHODS AND FINDINGS: We derived a biomarker score based on 5 circulating carotenoids and 24 fatty acids that discriminated between the Mediterranean or habitual diet arms of a parallel design, 6-month partial-feeding randomised controlled trial (RCT) conducted between 2013 and 2014, the MedLey trial (128 participants out of 166 randomised). We applied this biomarker score in an observational study, the European Prospective Investigation into Cancer and Nutrition (EPIC)-InterAct case-cohort study, to assess the association of the score with T2D incidence over an average of 9.7 years of follow-up since the baseline (1991 to 1998). We included 22,202 participants, of whom 9,453 were T2D cases, with relevant biomarkers from an original case-cohort of 27,779 participants sampled from a cohort of 340,234 people. As a secondary measure of the Mediterranean diet, we used a score estimated from dietary-self report. Within the trial, the biomarker score discriminated well between the 2 arms; the cross-validated C-statistic was 0.88 (95% confidence interval (CI) 0.82 to 0.94). The score was inversely associated with incident T2D in EPIC-InterAct: the hazard ratio (HR) per standard deviation of the score was 0.71 (95% CI: 0.65 to 0.77) following adjustment for sociodemographic, lifestyle and medical factors, and adiposity. In comparison, the HR per standard deviation of the self-reported Mediterranean diet was 0.90 (95% CI: 0.86 to 0.95). Assuming the score was causally associated with T2D, higher adherence to the Mediterranean diet in Western European adults by 10 percentiles of the score was estimated to reduce the incidence of T2D by 11% (95% CI: 7% to 14%). The study limitations included potential measurement error in nutritional biomarkers, unclear specificity of the biomarker score to the Mediterranean diet, and possible residual confounding.CONCLUSIONS: These findings suggest that objectively assessed adherence to the Mediterranean diet is associated with lower risk of T2D and that even modestly higher adherence may have the potential to reduce the population burden of T2D meaningfully.TRIAL REGISTRATION: Australian New Zealand Clinical Trials Registry (ANZCTR) ACTRN12613000602729 https://www.anzctr.org.au/Trial/Registration/TrialReview.aspx?id=363860.

AB - BACKGROUND: Self-reported adherence to the Mediterranean diet has been modestly inversely associated with incidence of type 2 diabetes (T2D) in cohort studies. There is uncertainty about the validity and magnitude of this association due to subjective reporting of diet. The association has not been evaluated using an objectively measured biomarker of the Mediterranean diet.METHODS AND FINDINGS: We derived a biomarker score based on 5 circulating carotenoids and 24 fatty acids that discriminated between the Mediterranean or habitual diet arms of a parallel design, 6-month partial-feeding randomised controlled trial (RCT) conducted between 2013 and 2014, the MedLey trial (128 participants out of 166 randomised). We applied this biomarker score in an observational study, the European Prospective Investigation into Cancer and Nutrition (EPIC)-InterAct case-cohort study, to assess the association of the score with T2D incidence over an average of 9.7 years of follow-up since the baseline (1991 to 1998). We included 22,202 participants, of whom 9,453 were T2D cases, with relevant biomarkers from an original case-cohort of 27,779 participants sampled from a cohort of 340,234 people. As a secondary measure of the Mediterranean diet, we used a score estimated from dietary-self report. Within the trial, the biomarker score discriminated well between the 2 arms; the cross-validated C-statistic was 0.88 (95% confidence interval (CI) 0.82 to 0.94). The score was inversely associated with incident T2D in EPIC-InterAct: the hazard ratio (HR) per standard deviation of the score was 0.71 (95% CI: 0.65 to 0.77) following adjustment for sociodemographic, lifestyle and medical factors, and adiposity. In comparison, the HR per standard deviation of the self-reported Mediterranean diet was 0.90 (95% CI: 0.86 to 0.95). Assuming the score was causally associated with T2D, higher adherence to the Mediterranean diet in Western European adults by 10 percentiles of the score was estimated to reduce the incidence of T2D by 11% (95% CI: 7% to 14%). The study limitations included potential measurement error in nutritional biomarkers, unclear specificity of the biomarker score to the Mediterranean diet, and possible residual confounding.CONCLUSIONS: These findings suggest that objectively assessed adherence to the Mediterranean diet is associated with lower risk of T2D and that even modestly higher adherence may have the potential to reduce the population burden of T2D meaningfully.TRIAL REGISTRATION: Australian New Zealand Clinical Trials Registry (ANZCTR) ACTRN12613000602729 https://www.anzctr.org.au/Trial/Registration/TrialReview.aspx?id=363860.

KW - Adult

KW - Humans

KW - Diet, Mediterranean

KW - Australia

KW - Cohort Studies

KW - Diabetes Mellitus, Type 2/diagnosis

KW - Biomarkers

KW - Neoplasms/complications

KW - Risk Factors

U2 - 10.1371/journal.pmed.1004221

DO - 10.1371/journal.pmed.1004221

M3 - Journal article

C2 - 37104291

VL - 20

JO - P L o S Medicine (Online)

JF - P L o S Medicine (Online)

SN - 1549-1277

IS - 4

M1 - e1004221

ER -

ID: 357737757