Meta-analysisindependent cross-checkfull text checked I-FRU-02 in-depth review

Sugary drinks, juice and diabetes

Consumption of sugar sweetened beverages, artificially sweetened beverages, and fruit juice and incidence of type 2 diabetes: systematic review, meta-analysis, and estimation of population attributable fraction.

Overview

Imamura F et al.. BMJ 2015 · PMID 26199070 · DOI 10.1136/bmj.h3576

Sugary drinks were linked to more type 2 diabetes. Fruit juice showed at most a small, unstable link (low-quality evidence), so juice is not a proven healthy alternative.

Does the study support the specific claim? No · Methodological quality: high

Original publication

Plain-language summary

Study explained simply
What did the researchers want to find out?

Beverages and diabetes

How was the study done?

Meta-analysis

How many people, animals or samples were studied?

17 cohorts

What was actually found?

Sugary drinks +13% per serving/day after adiposity adjustment; juice +7%, but null in studies with objective diagnosis

How large was the observed effect?

7% per serving/day

What do the results mean in everyday life?

Juice not health drink

What are the study's limitations?

Observational; juice result unstable and rated low quality by the authors

What does it say about Elawady's specific claim?

Limits juice allowance

Do the results apply to Germany and Europe?

High

What can explicitly not be concluded from this study?

Cannot show that juice causes diabetes, only that it does not appear protective

Scientific in-depth review

1. Full reference

Authors
Imamura F et al.
Journal
BMJ
Year
2015
Identifier
PMID 26199070 DOI 10.1136/bmj.h3576
Verification
verified – PubMed efetch 2026-10-25
Retracted
no
Corrections
none
Extent checked
full text
Conflicts of interest and funding

Funded by MRC Epidemiology Unit core support (MC_UU_12015/5); one author supported by an AHA fellowship; sponsor had no role. ICMJE: no support for the submitted work, no relevant financial relationships. No included study or publication was industry-funded.

2. Research question

Beverages and T2D

3. Study design and population

Study design
Meta-analysis – Systematic review and random-effects meta-analysis of prospective cohorts, with population attributable fraction (PAF) estimation in US and UK national surveys
Population

Adults aged >=18 years free of diabetes in 17 prospective cohorts (USA, Finland, Japan, France, Singapore, 8 EPIC countries); PAF in NHANES 2009-10 (n=4729, representing 189.1 million) and UK NDNS 2008-12 (n=1932, representing 44.7 million)

Country

USA (majority), Finland, Japan, Singapore, France, 8 European countries (EPIC-InterAct); PAF for USA and UK

Period

Searches 31 May 2013, updated 10 February 2014; cohort baselines 1966-2002; median follow-up 3.4-21.1 years

Sample size

17 cohorts; 38,253 cases over 10,126,754 person-years; fruit juice analysed in fewer cohorts

Inclusion and exclusion criteria

Prospective design, beverage intake and incident T2D, adults >=18 years free of diabetes, mean follow-up >=2 years; no time or language restriction. 1937 records, 33 full texts, 21 articles of 16 cohorts plus unpublished data from 1 cohort.

4. Methods and endpoints

Exposure / intervention

Sugar-sweetened beverages (incl. sugar-sweetened fruit juice/drinks), artificially sweetened beverages, 100% fruit juice (or juice assessed separately from fruit drinks), per serving/day (median 250 mL)

Comparator

Per one serving/day lower intake (dose-response)

Endpoints

T2D

Statistical methods

Random-effects meta-analysis of most-adjusted RRs with and without adiposity adjustment and crude; calibration for within-person dietary variation and self-reported diabetes misclassification; meta-regression; Egger test, contour-enhanced funnel plots, trim-and-fill; influence and sensitivity analyses; simulation of residual confounding by adiposity; GRADE; PAF by Cochrane algorithm assuming causality.

5. Actual results

Results

Per serving/day, before / after adiposity adjustment: SSB RR 1.18 (1.09-1.28; I2 89%) / 1.13 (1.06-1.21; I2 79%); ASB 1.25 (1.18-1.33) / 1.08 (1.02-1.15), after publication-bias correction 1.22 (0.98-1.52); fruit juice 1.05 (0.99-1.11; I2 58%) / 1.07 (1.01-1.14; I2 51%), crude 0.97 (0.90-1.06). Fruit juice null in studies with objective T2D ascertainment (RR 1.08, 0.97-1.20; P heterogeneity 0.008) and in studies with repeated diet measures (0.98, 0.86-1.11); significance lost after excluding any single supporting study; Egger P=0.03. GRADE: SSB moderate; ASB and fruit juice low quality.

Absolute risks

10-year absolute T2D event rates 11.0% (USA, 20.9 million events) and 5.8% (UK, 2.6 million). Assuming causality and adiposity-independent effect: 1.8 million US events attributable to SSB (PAF 8.7%, 3.9-12.9%) and 79,000 UK events (PAF 3.6%, 1.7-5.6%); adiposity-unadjusted: 2.6 million (11.9%, 7.4-16.5%) and 126,000 (4.9%, 3.0-7.2%). No absolute estimates for fruit juice.

Authors' conclusion

SSB consumption was associated with T2D independently of adiposity; positive associations for ASB and fruit juice likely involve bias, yet neither is a suitable healthy alternative to SSB; under the assumption of causality SSB may relate to a substantial number of new diabetes cases.

6. Strengths

  • Four databases, no language restriction, duplicate full-text review and extraction
  • Bias domains assessed per Cochrane non-randomised tool; GRADE rating per beverage
  • Estimates with and without adiposity adjustment and crude estimates reported
  • Calibration for measurement error, extensive sensitivity, influence and publication-bias analyses
  • PAF translated into absolute numbers for USA and UK

7. Weaknesses

  • Observational cohorts: residual confounding and reverse causation (health-conscious or high-risk people changing beverages)
  • Protocol not registered; title/abstract screening by one author
  • High heterogeneity for SSB and ASB
  • Fruit juice association unstable: null with objective outcome ascertainment or repeated diet measures, crude RR 0.97, Egger P=0.03, lost in influence analysis; graded low quality
  • Dose-response partly derived from categorical estimates and ORs
  • Few Asian studies, none from the Middle East/Africa; PAF assumes causality

8. Risk of bias

Orienting tool
AMSTAR 2
Type of assessment
structured assessment based on the full text by a single reviewer (no formal double review)
Full formal assessment
no
Overall risk of bias
some concerns
Rationale

Review conduct is good (approximately moderate confidence by AMSTAR 2; unregistered protocol, single-author title screening). The remaining concern is the observational primary evidence, which the authors grade moderate for SSB and low for ASB and fruit juice. Simplified single-reviewer judgement from the full text; a formal AMSTAR 2/ROBIS assessment requires two independent reviewers.

8. Risk of bias
DomainJudgementRationale
Item 1 PICOlowPopulation, beverages, outcome and design clearly defined.
Item 2 (critical) protocolsome concernsProtocol existed and was available on request but was not registered (partial yes).
Item 3 design selection explainedlowProspective design with >=2 years follow-up justified.
Item 4 (critical) comprehensive searchlowPubMed, Embase, Ovid, Web of Knowledge plus hand searches; no time or language restriction; authors contacted for unpublished estimates.
Items 5-6 duplicate selection and extractionsome concernsTitle/abstract screening by one author; full-text review and extraction in duplicate.
Item 7 (critical) excluded studies justifiedsome concernsFlow chart and supplementary table S1 on non-eligible cohorts; full list of excluded full texts not visible in main text.
Item 8 description of included studieslowTable 1 details cohorts, follow-up, dietary and outcome assessment.
Item 9 (critical) RoB of individual studieslowSeven bias domains assessed following Cochrane non-randomised tool; six cohorts flagged for potential bias.
Item 10 funding of included studieslowFunding extracted; no included study industry-funded.
Item 11 (critical) meta-analytic methodslowPrespecified random effects, adiposity-stratified models, calibration, non-linearity tested.
Item 12 impact of RoB on synthesislowSensitivity analysis excluding high-risk studies; meta-regression on bias indicators.
Item 13 (critical) RoB in interpretationlowGRADE ratings; explicit statement that ASB and juice findings likely biased.
Item 14 heterogeneitylowExplored by meta-regression; juice heterogeneity explained by outcome ascertainment and repeated diet measures.
Item 15 (critical) publication biaslowEgger, contour-enhanced funnel and trim-and-fill with corrected estimates.
Item 16 review COIlowFunding and ICMJE declarations reported.

Full-text review (25 October 2026): Added crude and calibrated estimates, juice sensitivity results (objective ascertainment RR 1.08, 0.97-1.20; repeated diet 0.98; Egger P=0.03; influence analysis), GRADE ratings (juice low quality), PAF absolute numbers, funding details. Bias overall unchanged (some_concerns) with itemised AMSTAR 2. Juice evidence reframed as 'no benefit shown, harm uncertain'.

9. Assessment of the statistical interpretation

Relative risks per serving/day from observational cohorts. For fruit juice, the adjusted RR 1.07 (1.01-1.14) is small, borderline, unstable and graded low quality; the crude estimate is 0.97 and objectively ascertained studies are null. The juice data show no evidence of benefit for diabetes prevention rather than robust evidence of harm. PAF figures for SSB assume causality.

10. Relevance to the specific claim

Contradicts juice preference (C-FRU-03).

11. Independent contrary findings

12. Transferability to Germany and Europe

High.

13. Overall methodological judgement

Well-conducted meta-analysis. Moderate-quality evidence links SSB with T2D independently of adiposity. For fruit juice the evidence is low quality: it does not support juice as protective, nor does it establish harm.

Multidimensional assessment
Multidimensional assessment
Authenticity of the sourceverified
Methodological qualityhigh
Risk of biassome concerns
Precision of resultsmoderate
Directnessdirect
Reproducibilitypartly replicated
Consistency with the overall evidencemixed
Regional transferabilityhigh
Adequacy of the interpretation (by the archive)not applicable

14. Open questions

Effect of 100% fruit juice in populations with high juice intake and in the Middle East; trials of substituting juice for whole fruit or water.

15. Linked fact checks