Evidence mapPaperPMID 41503521Full record

ArticleBiological psychiatry global open science2026

Metabolism and the Mind: Investigating the Link Between Glucose Control and Reinforcement Learning in Humans.

Hugo Fleming, Martyna K Stasiak, Isabel Lau, Annalise Whines, Sara Z Mehrhof, Camilla L Nord

Abstract read
In one paragraph

Article in Biological psychiatry global open science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Hugo FlemingMedical Research Council Cognition and Brain Sciences Unit, University of Cambridge, Cambridge, United Kingdom.
Martyna K StasiakMedical Research Council Cognition and Brain Sciences Unit, University of Cambridge, Cambridge, United Kingdom.
Isabel LauMedical Research Council Cognition and Brain Sciences Unit, University of Cambridge, Cambridge, United Kingdom.
Annalise WhinesMedical Research Council Cognition and Brain Sciences Unit, University of Cambridge, Cambridge, United Kingdom.
Sara Z MehrhofMedical Research Council Cognition and Brain Sciences Unit, University of Cambridge, Cambridge, United Kingdom.
Camilla L NordMedical Research Council Cognition and Brain Sciences Unit, University of Cambridge, Cambridge, United Kingdom.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Signals from the body profoundly influence cognition. This process is known as interoception, and has been extensively studied in the cardiac, respiratory, and gastric domains; in contrast, metabolic influences remain poorly understood. Here, we focus on the link between glucose control and cognition, motivated by the observation that there is substantial, unexplained comorbidity between type 2 diabetes and depression. In rodents, insulin modulates dopamine signaling in the ventral striatum. We therefore hypothesized that, in humans, differences in glucose control would be associated with altered reward learning. Methods: To test this hypothesis, we recruited 48 participants from the general population, who each completed a glucose tolerance test, a monetary reward learning task known to relate to dopamine function, and mental health questionnaires. We fitted an established reinforcement learning model to the task data to obtain computational parameters characterizing participants' learning, and then examined the associations between these parameters and their glucose control. Results: We discovered that poorer glucose control was associated with greater reliance on recent rewards during learning, which was in turn associated with higher levels of depression symptoms. There was also more modest evidence for the association between glucose control and depression symptoms. Conclusions: Together, our results identify a specific neurocognitive process, reward learning, by which metabolic information may influence cognition, and which may explain the link between metabolic diseases such as type 2 diabetes and depression.

Indexed as

Computational psychiatryDepressionGlucose toleranceInteroceptionMetabolic psychiatryReward learning

Identifiers

PMID41503521
PMCPMC12768912

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.