Meta-analysisindependent cross-checkfull text checked★ key study I-DRY-03 in-depth review

Hip fractures: milk neutral, yogurt and cheese linked to fewer fractures

Dairy product consumption and risk of hip fracture: a systematic review and meta-analysis.

Overview

Bian S et al.. BMC Public Health 2018 · PMID 29357845 · DOI 10.1186/s12889-018-5041-5

Yogurt RR 0.75 and cheese RR 0.68 in 3 cohort studies each; milk RR 0.91 (not significant), though the cohort dose curve rose up to about 600 g/day.

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

Original publication

Plain-language summary

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

Dairy and hip fracture.

How was the study done?

Meta-analysis of 18 studies.

How many people, animals or samples were studied?

Adults.

What was actually found?

Milk overall null (cohorts) with a rising nonlinear dose curve; yogurt and cheese linked to fewer fractures in few studies.

How large was the observed effect?

Yogurt RR 0.75 (0.66-0.86).

What do the results mean in everyday life?

Milk does not seem to increase fractures.

What are the study's limitations?

Observational; high heterogeneity for milk; only 3 cohorts for yogurt and cheese; case-control recall bias.

What does it say about Elawady's specific claim?

Does not support a clear milk-fracture harm, but does not fully exclude a modest increase at high intake; contradicts banning yogurt on bone grounds.

Do the results apply to Germany and Europe?

Includes Europe.

What can explicitly not be concluded from this study?

Causation.

Scientific in-depth review

1. Full reference

Authors
Bian S et al.
Journal
BMC Public Health
Year
2018
Identifier
PMID 29357845 DOI 10.1186/s12889-018-5041-5
Verification
verified – PubMed efetch 2026-10-25
Retracted
no
Corrections
none
Extent checked
full text
Conflicts of interest and funding

Competing interests: none declared. Funding: National Natural Science Foundation of China (grant no. 81702110).

2. Research question

Dairy product consumption and hip fracture risk.

3. Study design and population

Study design
Meta-analysis – Systematic review and meta-analysis of observational studies (PubMed, EMBASE to 17 April 2017, no language restriction): 10 cohort studies (one of which is the Kanis pooled analysis of 6 cohorts) and 8 case-control studies, pooled separately with random-effects models; Greenland-Longnecker dose-response for milk; NOS quality scoring.
Population

Adults in cohort and case-control studies

Country

Multinational

Period

Search to April 2017

Sample size

18 studies; 381,987 participants. Cohorts: 363,557 participants, 8,613 hip fractures, follow-up 3-22 years. Case-control: 3,815 cases, 6,415 controls.

Inclusion and exclusion criteria

Cohort or case-control studies with clearly defined exposure to total dairy, milk, cheese, yogurt or cream; hip fracture defined by ICD-10 or medical records; reporting OR/RR with 95% CI; most recent publication per study. Excluded letters, reviews, comments, animal studies; Bischoff-Ferrari meta-analysis excluded (duplicate data), Kanis meta-analysis included.

4. Methods and endpoints

Exposure / intervention

Milk, yogurt, cheese, cream, total dairy.

Comparator

Highest vs lowest intake category; milk per 200 g/day.

Endpoints

Hip fracture.

Statistical methods

Random-effects pooling by design; I2 and Q; subgroup and meta-regression; Egger, Begg, contour-enhanced funnel plots, trim-and-fill; linear and nonlinear dose-response (milk only).

5. Actual results

Results

Cohorts, highest vs lowest: milk RR 0.91 (0.74-1.12; 9 studies, I2 = 75%); yogurt 0.75 (0.66-0.86; 3 studies); cheese 0.68 (0.61-0.77; 3 studies); total dairy 1.02 (0.93-1.12; 2 studies); cream not associated (1 study). Trim-and-fill for milk (cohorts) 1.06 (0.91-1.23). Case-control: milk OR 0.71 (0.55-0.91; I2 = 54%); trim-and-fill 0.74 (0.57-0.97); yogurt, cheese, total dairy not associated. Dose-response per 200 g/day milk: cohorts RR 1.00 (0.94-1.07; I2 = 87%), case-control OR 0.89 (0.64-1.24; I2 = 68%). Nonlinear cohort dose-response (7 studies): positive association with a rapid increase in risk from 0 to 600 g/day and no further increase from 600 to 1,200 g/day (P nonlinearity <0.01).

Absolute risks

not reported in full text

Authors' conclusion

Yogurt and cheese were associated with lower hip-fracture risk in cohort studies; total dairy and cream were not associated; the evidence on milk is inconsistent and no conclusion can be drawn; a lower threshold of 200 g/day milk may be beneficial while effects of higher intake are unclear.

6. Strengths

  • Duplicate independent screening, extraction and quality assessment
  • Cohort and case-control studies pooled separately
  • Dose-response and nonlinear analyses for milk; publication-bias assessment

7. Weaknesses

  • Yogurt and cheese estimates rest on only 3 cohort studies each, cream on 1; no subgroup or heterogeneity analysis possible for them
  • High heterogeneity for milk (I2 75-87%)
  • Inclusion of a pooled meta-analysis (Kanis) as one 'study' alongside primary studies risks overlap
  • Case-control studies prone to recall bias and diet change after fracture
  • No registered protocol reported; NOS only
  • Abstract statement that 200 g/day 'may have beneficial effects' is not well matched by the cohort nonlinear curve, which shows rising risk from 0 to 600 g/day

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

Simplified single-reviewer AMSTAR 2 from full text (one critical weakness: no registered protocol; several partial). Corresponds to low confidence on AMSTAR 2 rating rules. A formal assessment needs two independent reviewers.

8. Risk of bias
DomainJudgementRationale
Item 2 protocol registered (critical)highA protocol is mentioned in author contributions but no registration or a priori protocol is reported.
Item 4 comprehensive search (critical)some concernsTwo databases, no language restriction, reference lists; no grey literature.
Items 5-6 duplicate selection and extractionlowTwo independent investigators for each.
Item 7 list of excluded studies (critical)some concernsSelection procedure in supplement; reasons partly given in flowchart.
Item 9 risk of bias of included studies (critical)some concernsNOS applied to 17 studies; not applied to the included pooled analysis.
Item 11 appropriate meta-analytic methods (critical)some concernsRandom effects, designs separated; but pooled analysis included with primary cohorts and yogurt/cheese based on 3 studies.
Item 13 risk of bias in interpretation (critical)some concernsLimitations discussed in detail; but yogurt/cheese benefit stated without caveat of 3 studies; cohort nonlinear positive curve underemphasised.
Item 15 publication bias (critical)lowFunnel plots, Egger, Begg and trim-and-fill reported for milk.
Item 16 conflicts of interestlowDeclared none; public funding.

Full-text review (25 October 2026): Added participant/case counts, number of studies per subtype (yogurt 3, cheese 3, cream 1), I2 values, trim-and-fill, funding, and the cohort nonlinear dose-response showing rising hip-fracture risk from 0 to 600 g/day milk (not in prior entry). Structured AMSTAR 2 added; overall unchanged (some_concerns).

9. Assessment of the statistical interpretation

Milk: null on highest-vs-lowest and linear dose-response in cohorts, with high heterogeneity and a nonlinear curve suggesting higher risk up to ~600 g/day; protective only in case-control studies (recall bias). Yogurt and cheese: moderately strong inverse associations but based on 3 cohorts each; no absolute risks.

10. Relevance to the specific claim

Contradicts C-DRY-03 and C-DRY-11 (yogurt forbidden despite favourable association).

11. Independent contrary findings

A-DRY-01.

12. Transferability to Germany and Europe

Includes Europe.

13. Overall methodological judgement

Milk is not clearly associated with hip fracture overall, but the cohort dose-response curve leaves open a modest positive association at higher intakes; yogurt and cheese show favourable associations based on few studies.

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

14. Open questions

Causality; confirmation of yogurt/cheese associations in more cohorts; source of nonlinear milk association.

15. Linked fact checks