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
<p><strong>Background</strong></p> 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 r...
Main Authors: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
---|---|
Format: | Journal article |
Language: | English |
Published: |
Public Library of Science
2023
|
_version_ | 1797111804414918656 |
---|---|
author | 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 |
author_facet | 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 |
author_sort | Sobiecki, JG |
collection | OXFORD |
description | <p><strong>Background</strong></p>
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.
<p><strong>Methods and findings</strong></p>
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.
<p><strong>Conclusions</strong></p>
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.
<p><strong>Trial registration</strong></p>
Australian New Zealand Clinical Trials Registry (ANZCTR) ACTRN12613000602729 https://www.anzctr.org.au/Trial/Registration/TrialReview.aspx?id=363860. |
first_indexed | 2024-03-07T08:15:33Z |
format | Journal article |
id | oxford-uuid:5b96021d-2fda-433e-8046-7a5f0033e3c9 |
institution | University of Oxford |
language | English |
last_indexed | 2024-03-07T08:15:33Z |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | dspace |
spelling | oxford-uuid:5b96021d-2fda-433e-8046-7a5f0033e3c92023-12-20T12:23:25ZA 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 studyJournal articlehttp://purl.org/coar/resource_type/c_dcae04bcuuid:5b96021d-2fda-433e-8046-7a5f0033e3c9EnglishSymplectic ElementsPublic Library of Science2023Sobiecki, JGImamura, FDavis, CRSharp, SJKoulman, AHodgson, JMGuevara, MSchulze, MBZheng, J-SAgnoli, CBonet, CColorado-Yohar, SMFagherazzi, GFranks, PWGundersen, TEJannasch, FKaaks, RKatzke, VMolina-Montes, ENilsson, PMPalli, DPanico, SPapier, KRolandsson, OSacerdote, CTjønneland, ATong, TYNvan der Schouw, YTDanesh, JButterworth, ASRiboli, EMurphy, KJWareham, NJForouhi, NG<p><strong>Background</strong></p> 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. <p><strong>Methods and findings</strong></p> 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. <p><strong>Conclusions</strong></p> 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. <p><strong>Trial registration</strong></p> Australian New Zealand Clinical Trials Registry (ANZCTR) ACTRN12613000602729 https://www.anzctr.org.au/Trial/Registration/TrialReview.aspx?id=363860. |
spellingShingle | 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 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 |
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 |
title_full | 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 |
title_fullStr | 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 |
title_full_unstemmed | 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 |
title_short | 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 |
title_sort | 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 |
work_keys_str_mv | AT sobieckijg anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT imamuraf anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT daviscr anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT sharpsj anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT koulmana anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT hodgsonjm anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT guevaram anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT schulzemb anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT zhengjs anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT agnolic anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT bonetc anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT coloradoyoharsm anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT fagherazzig anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT frankspw anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT gundersente anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT jannaschf anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT kaaksr anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT katzkev anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT molinamontese anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT nilssonpm anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT pallid anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT panicos anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT papierk anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT rolandssono anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT sacerdotec anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT tjønnelanda anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT tongtyn anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT vanderschouwyt anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT daneshj anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT butterworthas anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT ribolie anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT murphykj anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT warehamnj anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT forouhing anutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT sobieckijg nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT imamuraf nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT daviscr nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT sharpsj nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT koulmana nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT hodgsonjm nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT guevaram nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT schulzemb nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT zhengjs nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT agnolic nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT bonetc nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT coloradoyoharsm nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT fagherazzig nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT frankspw nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT gundersente nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT jannaschf nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT kaaksr nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT katzkev nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT molinamontese nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT nilssonpm nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT pallid nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT panicos nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT papierk nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT rolandssono nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT sacerdotec nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT tjønnelanda nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT tongtyn nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT vanderschouwyt nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT daneshj nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT butterworthas nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT ribolie nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT murphykj nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT warehamnj nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy AT forouhing nutritionalbiomarkerscoreofthemediterraneandietandincidenttype2diabetesintegratedanalysisofdatafromthemedleyrandomisedcontrolledtrialandtheepicinteractcasecohortstudy |