MétaCan
Menu
Back to cohort
Record W4417102290 · doi:10.1177/0271678x251400247

Brain glucose extraction is fixed at 10% despite twofold variability in resting cerebral blood flow in healthy humans

2025· article· en· W4417102290 on OpenAlexaff
Jennifer Duffy, Hannah G. Caldwell, Ryan L. Hoiland, Connor A. Howe, Kurt J. Smith, Anthony R. Bain, David B. MacLeod, Philip N. Ainslie, Travis D. Gibbons

Bibliographic record

VenueJournal of Cerebral Blood Flow & Metabolism · 2025
Typearticle
Languageen
FieldMedicine
TopicAdvanced MRI Techniques and Applications
Canadian institutionsUniversity of WindsorUniversity of VictoriaUniversity of British Columbia, Okanagan CampusUniversity of British ColumbiaOkanagan University College
Fundersnot available
KeywordsCerebral blood flowOxygenGlucose uptakeBlood flowExtraction (chemistry)Carbohydrate metabolismOxygen deliveryApparent oxygen utilisation

Abstract

fetched live from OpenAlex

In the resting, non-stimulated brain, metabolic demands are met exclusively by the delivery and extraction of glucose and oxygen at an ~6:1 ratio. Amongst healthy people at rest, there is marked variability in resting global cerebral blood flow (CBF) yet remarkably stable concentrations of circulating glucose and oxygen. Thus, we would expect interindividual variability in resting CBF to be inversely related to oxygen and glucose extraction, maintaining oxidative glucose metabolism. Herein, we investigated the fundamental relationship between CBF and substrate extraction in 75 healthy adults (27.3 ± 4.8 years) with resting measures of CBF and cross-brain concentrations of oxygen and glucose. We observed that the marked interindividual variability in CBF (<500 to >1200 mL/min) is inversely related to oxygen extraction ( R 2 = 0.85, p = 0.005) but not glucose extraction ( R 2 = 0.30, p = 0.273). The metabolic rates of oxygen and glucose (CMRO 2 and CMRglc) are both directly correlated with CBF. However, there was a 1.6-fold greater slope for CMRglc-CBF, compared to CMRO 2 -CBF ( p = 0.040). These findings indicate that the resting brain extracts more oxygen when delivery is low, maintaining stable CMRO 2 and ATP production. Despite glucose being the primary oxidized substrate, the brain’s ability to adjust its extraction is limited, making CMRglc more dependent on delivery.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.008

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.016
GPT teacher head0.326
Teacher spread0.310 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations3
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Cerebral Blood Flow & MetabolismSame topicAdvanced MRI Techniques and ApplicationsFrench-language works237,207