Meta-analysisindependent cross-checkfull text checked I-BAR-10 in-depth review

Body weight and death risk worldwide

Body-mass index and all-cause mortality: individual-participant-data meta-analysis of 239 prospective studies in four continents.

Overview

Global BMI Mortality Collaboration. Lancet 2016 · PMID 27423262 · DOI 10.1016/S0140-6736(16)30175-1

Severe obesity (BMI 40+) was linked to nearly 3 times the death risk of normal weight.

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?

BMI-mortality

How was the study done?

IPD meta-analysis

How many people, animals or samples were studied?

~4 million

What was actually found?

Higher BMI, higher mortality

How large was the observed effect?

HR 2.76 grade 3

What do the results mean in everyday life?

Severe obesity itself shortens life

What are the study's limitations?

Observational

What does it say about Elawady's specific claim?

Context for SOS gap

Do the results apply to Germany and Europe?

Includes Europe

What can explicitly not be concluded from this study?

Effect of weight loss

Scientific in-depth review

1. Full reference

Authors
Global BMI Mortality Collaboration
Journal
Lancet
Year
2016
Identifier
PMID 27423262 DOI 10.1016/S0140-6736(16)30175-1
Verification
verified – PubMed efetch 2026-10-25
Retracted
no
Corrections
none
Extent checked
full text
Conflicts of interest and funding

UK MRC, British Heart Foundation, NIHR Cambridge BRC, US NIH; funders had no role. Several writing-committee members report industry funding or fees (e.g. one full-time Roche employee with shares; fees from Novartis, Amgen, AstraZeneca, Boehringer Ingelheim, Janssen; research funding from Nestle, GSK, Merck, Pfizer).

2. Research question

BMI and all-cause mortality

3. Study design and population

Study design
Meta-analysis – Individual-participant-data meta-analysis (Global BMI Mortality Collaboration) of 239 prospective cohort studies with a prespecified analysis plan (2013); PRISMA-IPD reporting
Population

Adults aged 20-90 years, BMI 15-<60, in 32 countries (Asia, Australia/New Zealand, Europe, North America); primary analysis restricted to never-smokers without known chronic disease at baseline who survived 5 years

Country

Asia, Australia/NZ, Europe, North America

Period

Studies published January 1970 - January 2015; median follow-up 13.7 years (IQR 11.4-14.7)

Sample size

10,625,411 participants in 239 studies; primary analysis 3,951,455 participants in 189 studies with 385,879 deaths

Inclusion and exclusion criteria

Prospective cohorts or consortia with >=100,000 participants, data on weight, height, age, sex; not selected on chronic disease; deaths recorded; median follow-up >=5 years. Participants with BMI <15 or >=60, age <20 or >90 excluded; primary analysis excluded ever-smokers, pre-existing chronic disease and first 5 years of follow-up

4. Methods and endpoints

Exposure / intervention

Baseline BMI (nine categories)

Comparator

BMI 22.5-<25

Endpoints

All-cause mortality; cause-specific mortality (CHD, stroke, other CVD, cancer, respiratory)

Statistical methods

Study-specific Cox models stratified by age and sex; inverse-variance random-effects meta-analysis; floating variance CIs; fractional polynomial nadir; HR per 5 kg/m2; population-attributable fractions; I2; multiple sensitivity analyses

5. Actual results

Results

Primary analysis (reference BMI 22.5-<25.0): BMI 15-<18.5 HR 1.51 (1.43-1.59); 18.5-<20 1.13 (1.09-1.17); 20-<22.5 1.00 (0.98-1.02); 25-<27.5 1.07 (1.07-1.08); 27.5-<30 1.20 (1.18-1.22); obesity grade 1 1.45 (1.41-1.48); grade 2 1.94 (1.87-2.01); grade 3 (40-<60) 2.76 (2.60-2.92). Europe grade 3 HR 3.04 (2.84-3.27). HR per 5 kg/m2 above 25: 1.31 (1.29-1.33) overall; 1.52 (1.47-1.56) at age 35-49 vs 1.21 (1.17-1.25) at 70-89; men 1.51 (1.46-1.56) vs women 1.30 (1.26-1.33). Population-attributable fraction of all-cause mortality due to overweight/obesity: 19% North America, 16% Australia/NZ, 14% Europe, 5% east Asia. Crude analyses without exclusions gave inverted HRs for overweight and less than half the excess risk for grade 1 obesity.

Absolute risks

Absolute death rates in appendix only (not in main text file); population-attributable fractions 14% (Europe) to 19% (North America); absolute excess death rate for grade 1 obesity about three times greater in men than in women (appendix).

Authors' conclusion

Associations of overweight and obesity with higher all-cause mortality are broadly consistent across four continents, supporting strategies to combat the entire spectrum of excess adiposity.

6. Strengths

  • Individual-participant data from about 97% of eligible participants; prespecified analysis plan
  • Strict handling of reverse causation and smoking (never-smokers, no chronic disease, 5-year exclusion)
  • Very large number of deaths; precise estimates
  • Robust to many sensitivity analyses

7. Weaknesses

  • Observational; BMI is the only adiposity measure (authors)
  • Study results generally not adjusted for ethnicity or socioeconomic status (authors)
  • South Asia, Africa, Latin America poorly represented (authors)
  • No formal risk-of-bias assessment of contributing cohorts
  • Single baseline BMI; restriction to never-smokers may limit generalisability
  • Does not address effects of intentional weight loss or surgery

8. Risk of bias

Orienting tool
AMSTAR 2 (adapted to IPD meta-analysis of cohorts)
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

Changed from low: methodologically strong IPD meta-analysis, but underlying data are observational with age/sex adjustment only and no formal per-study risk-of-bias assessment; causal interpretation relies on restriction strategies and concordant Mendelian randomisation evidence. Structured single-reviewer judgement from full text; a formal assessment would require two independent reviewers and the protocol.

8. Risk of bias
DomainJudgementRationale
Item 2 prespecified protocol (critical)lowAnalysis plan agreed in 2013 and provided in appendix.
Item 4 comprehensive search (critical)lowMEDLINE, Embase, Scopus plus investigator contacts; only two eligible studies did not contribute (~97% of participants).
Item 7 excluded studies justified (critical)lowNon-contributing eligible studies listed in appendix.
Item 9 risk of bias of included studies (critical)some concernsNo formal per-study RoB tool; bias addressed through uniform restrictions and analysis.
Item 11 appropriate synthesis (critical)lowUniform IPD analysis, random-effects pooling, floating variances.
Item 13 RoB considered in interpretation (critical)lowExtensive discussion of reverse causation and confounding; crude vs strict analyses contrasted.
Item 15 publication/small-study bias (critical)lowIPD from nearly all eligible cohorts; no difference between larger and smaller studies.
Residual confounding (underlying cohorts)some concernsAdjusted only for age and sex; SES and ethnicity not adjusted.

Full-text review (25 October 2026): Added full HR table (nine BMI groups), regional (Europe grade 3 HR 3.04), age and sex modification, population-attributable fractions, inclusion/exclusion and restriction strategy, funding/COI; AMSTAR 2 items added; bias changed low -> some_concerns (observational, age/sex-only adjustment, no per-study RoB).

9. Assessment of the statistical interpretation

Very precise relative estimates; grade 3 obesity (BMI 40-<60) is associated with about 2.8 times the all-cause mortality of BMI 22.5-<25 (about 3.0 in Europe). These are associations in never-smokers without disease; they provide context for the excess mortality of people eligible for bariatric surgery but do not show the effect of weight loss or surgery.

10. Relevance to the specific claim

Context: severe obesity itself roughly triples mortality, explaining why surgical patients remain below general-population life expectancy (C-BAR-10).

11. Independent contrary findings

12. Transferability to Germany and Europe

Includes Europe.

13. Overall methodological judgement

Strong context evidence.

Multidimensional assessment
Multidimensional assessment
Authenticity of the sourceverified
Methodological qualityhigh
Risk of biassome concerns
Precision of resultshigh
Directnessindirect
Reproducibilityreplicated
Consistency with the overall evidenceconsistent
Regional transferabilityhigh
Adequacy of the interpretation (by the archive)not applicable

14. Open questions

Effect of intentional weight loss on mortality; body composition; under-represented regions (including the Middle East/Egypt).

15. Linked fact checks