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The Study

Plasma metabolite profile of legume consumption and future risk of type 2 diabetes and cardiovascular disease

In simple terms

This study looked at chemicals in people's blood and noticed that those who ate more legumes had a different mix of chemicals — and those people were also less likely to get type 2 diabetes. But it didn't prove that eating legumes caused the change; maybe people who eat legumes also exercise more or eat healthier overall.

72%

Analysis score

72/ 72

Maximum 72 for a cohort study.

Where the score came from

Reporting40
Methodology56
Publication100
Statistical100
Study type (basis of the score)
Cohort Study
Level 2b - Individual cohort study
What’s the bottom line?

Scientists found a special chemical fingerprint in the blood that shows when people eat beans and other legumes.

Where does this study sit?

Reviews of RCTs (Meta-analyses)

Max 100

Randomized Trials

Max 90

Reviews of Cohort Studies

Max 85

Cohort Studies

Max 72

Reviews of Case-Control Studies

Max 63

Case-Control Studies

Max 58

Cross-Sectional & Case Series

Max 50

Expert Opinion

Max 5
StrongerWeaker
Cohort Studies
Level 2b
72

72 / 100

Quality score

Groups of people are followed over time to see who develops an outcome. Strong for identifying risk factors and associations, but cannot prove causation as firmly as RCTs.

Cannot establish causation

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Key takeaways

Summary

Based on the study abstract and findings.

  1. 1This suggests that eating legumes might trigger biological changes that protect against diabetes, beyond what people remember eating.
  2. 2People with this fingerprint had a 25% lower chance of getting type 2 diabetes over nearly 4 years, even if they didn't report eating many beans.
  3. 3But the fingerprint didn't predict heart disease.

Score breakdown, methodology, conflicts of interest, evidence analysis & raw study data

Publication

Journal

Cardiovascular Diabetology

Year

2024

Authors

Hernando J. Margara-Escudero, I. Paz-Graniel, J. García-Gavilán, M. Ruíz-Canela, Qi Sun, C. Clish, E. Toledo, D. Corella, R. Estruch, E. Ros, O. Castañer, F. Arós, M. Fiol, M. Guasch-Ferré, J. Lapetra, C. Razquín, C. Dennis, A. Deik, Jun Li, E. Gómez-Gracia, N. Babio, M. Martínez-González, Frank B. Hu, J. Salas-Salvadó

Open Access
8 citations
Analysis v5
Fit Body Science verdict — we translate health studies into clear verdicts backed by peer-reviewed research.

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