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EndocrinologyReal-World Cohort4 min read

Opposing microbiome-mediated axes link modifiable lifestyles to health and chronic diseases

Microbiome-based prediction (MADE) scores captured lifestyle-microbiome-disease mediation patterns and distinguished individual diseases across 13 independent external cohorts from the United States, China, Sweden, Russia and Australia.

Published in Nature MedicineObservational cohort study
3/5 Observational
Evidence Meter · 3/5

Real-World Observation

Finds meaningful patterns in human health records or cohorts, though observational data cannot prove direct cause.

Source

Study Cohort

6,803 adults

We identify the gut as a key mediator linking lifestyle to health and disease, providing a framework for -based assessment to guide lifestyle interventions for health promotion and disease prevention.

What Changes?

Endocrinology · Real-World Cohort

Current Standard

Conventional endocrinology practice relies on standard-of-care monitoring and existing regimens prior to this observational cohort study.

New Finding

-defined health- and disease-oriented mediator axes were supported by fecal short-chain fatty acids and plasma cytokines from >1,700 individuals, revealing butyrate-associated anti-inflammatory and pro-inflammatory host profiles, respectively.

3 Key Takeaways

Plain English Summary
  1. 01Core Finding

    Here, using fecal shotgun metagenomics from 6,803 adults in the Japanese 4D cohort, we identified two opposing -mediated axes linking lifestyle to health and 15 diseases.

  2. 02Study Evidence

    Tested in a observational cohort study (6,803 adults) at the real-world cohort stage.

  3. 03Practical Meaning

    Observational cohort findings reveal real-world links, though lifestyle or unmeasured factors cannot be fully ruled out without an RCT.

What This Means for You

-defined health- and disease-oriented mediator axes were supported by fecal short-chain fatty acids and plasma cytokines from >1,700 individuals, revealing butyrate-associated anti-inflammatory and pro-inflammatory host profiles, respectively. -based prediction (MADE) scores captured lifestyle--disease mediation patterns and distinguished individual diseases across 13 independent external cohorts from the United States, China, Sweden, Russia and Australia. We identify the gut as a key mediator linking lifestyle to health and disease, providing a framework for -based assessment to guide lifestyle interventions for health promotion and disease prevention.

The Discovery

Analyses disentangling the role of the gut in linking lifestyle factors to health outcomes remain limited. Here, using fecal shotgun metagenomics from 6,803 adults in the Japanese 4D cohort, we identified two opposing -mediated axes linking lifestyle to health and 15 diseases. A health-associated axis enriched in microbial metabolism of dietary components was linked to plant-based, soy and dairy intake. In contrast, a disease-associated axis, enriched in oral-derived bacteria and pathobionts, was linked to refined carbohydrates and sedentary behavior. Starter culture microorganisms used to ferment foods did not show statistically significant mediation of the observed health effects. Alcohol was associated with both health- and disease-oriented mediation patterns involving microbial host-glycan utilization.

How It Works, Simply

This endocrinology research focuses on gut bacteria · Inflammation. Researchers evaluated it using an observational cohort study (6,803 adults) at the real-world cohort stage of medical research.

3 Key Takeaways

Clinical Takeaways
  1. 01Core Finding

    Here, using fecal shotgun metagenomics from 6,803 adults in the Japanese 4D cohort, we identified two opposing -mediated axes linking lifestyle to health and 15 diseases.

  2. 02Study Evidence

    Tested in a observational cohort study (6,803 adults) at the real-world cohort stage.

  3. 03Practical Meaning

    Observational cohort findings reveal real-world links, though lifestyle or unmeasured factors cannot be fully ruled out without an RCT.

01

Biological Mechanism & Study Design

Study Design & Cohort

Observational cohort study

Observational cohort study (6,803 adults) · Real-World Cohort

Biological Pathway & Modality

Gut bacteria · Inflammation

Intervention: Opposing -mediated axes link modifiable lifestyles to health and chronic

02

Experimental Findings & Endpoints

Analyses disentangling the role of the gut in linking lifestyle factors to health outcomes remain limited.

Here, using fecal shotgun metagenomics from 6,803 adults in the Japanese 4D cohort, we identified two opposing -mediated axes linking lifestyle to health and 15 diseases. A health-associated axis enriched in microbial metabolism of dietary components was linked to plant-based, soy and dairy intake.

In contrast, a disease-associated axis, enriched in oral-derived bacteria and pathobionts, was linked to refined carbohydrates and sedentary behavior. Starter culture microorganisms used to ferment foods did not show statistically significant mediation of the observed health effects.

Alcohol was associated with both health- and disease-oriented mediation patterns involving microbial host-glycan utilization.

03

Clinical Translation & Practice Context

-defined health- and disease-oriented mediator axes were supported by fecal short-chain fatty acids and plasma cytokines from >1,700 individuals, revealing butyrate-associated anti-inflammatory and pro-inflammatory host profiles, respectively.

-based prediction (MADE) scores captured lifestyle--disease mediation patterns and distinguished individual diseases across 13 independent external cohorts from the United States, China, Sweden, Russia and Australia. We identify the gut as a key mediator linking lifestyle to health and disease, providing a framework for -based assessment to guide lifestyle interventions for health promotion and disease prevention.

03

The Bottom Line · Clinical Pearl

“We identify the gut microbiome as a key mediator linking lifestyle to health and disease, providing a framework for microbiome-based assessment to guide lifestyle interventions for health promotion and disease prevention.”

Published in Nature Medicine · Current Stage: Real-World Cohort

Endocrinology · Real-World Cohort
Study Type
Observational cohort study

Observational cohort study (6,803 adults)

Evidence Score
3/5 · Real-World Observation
Evidence Meter · 3/5

Real-World Observation

Finds meaningful patterns in human health records or cohorts, though observational data cannot prove direct cause.

Finds meaningful patterns in human health records or cohorts, though observational data cannot prove direct cause.

Who It Applies To
6,803 adults in the Japanese 4D cohort
Intervention & Mechanism
Opposing microbiome-mediated axes link modifiable lifestyles to health and chronic

Gut bacteria · Inflammation

Key Limitation
Observational cohort findings reveal real-world links, though lifestyle or unmeasured factors cannot be fully ruled out without an RCT.

Translational Stage

LEVEL 2 · Real-World Cohort

Classified as Observational cohort study along the clinical evidence continuum

  1. Lab & Discovery
  2. Early Trials
  3. Human Evidence
  4. 4Real-World CohortActive

Indexed Clinical Entities

Original Publication & AMA Citation

Opposing microbiome-mediated axes link modifiable lifestyles to health and chronic diseases. Nature Medicine. Published 2026;Nov 5. Accessed November 15, 2026. https://pubmed.ncbi.nlm.nih.gov/42988934/

Nature Medicine

https://pubmed.ncbi.nlm.nih.gov/42988934/

Read Original Paper

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