Mapping the metabolic correlates of working memory in a naturalistic environment: a whole-room indirect calorimetry study

Abstract Whole-room indirect calorimetry (WRIC) is an advanced platform to assess basal and activity-related metabolic expenditure, but its sensitivity to cognitive activity-induced metabolic fluctuations remains largely unexplored. In this exploratory study, we investigated whether WRIC measurements covary with variations in working memory load. Eighteen healthy adults completed two experimental sessions inside a WRIC chamber: a working memory task (n-back, with increasing difficulty) and a control simple reaction time (SRT) task. Oxygen consumption and carbon dioxide production were continuously recorded to derive metabolic rate (MR) and respiratory exchange ratio (RER) at 1-min resolution, alongside subjective workload ratings (NASA-TLX) and electrodermal activity for autonomic arousal. Linear mixed-effects models applied to 4-min downsampled WRIC data revealed significant effects of task session, block, and subjective workload on both MR and RER, even after controlling for autonomic arousal. Downsampling reduced residual serial dependence while preserving the time-varying structure of the physiological predictors. Block-wise metabolic fluctuations were observed across the cognitive and control sessions, although nonlinear patterns at high task difficulty should be interpreted cautiously in the absence of direct behavioral evidence for performance floor effects. These findings provide preliminary evidence that WRIC-derived metabolic measures may provide an ecologically valid exploratory approach for investigating cognition-metabolism interactions.

Authors

Publication Details

Journal
Scientific Reports
Published
2026-09-09
DOI
https://doi.org/10.1038/s41598-026-68504-8
Primary Topic
Clinical Nutrition and Gastroenterology
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Mapping the metabolic correlates of working memory in a naturalistic environment: a whole-room indirect calorimetry study

Alberto Landi, Danilo Menicucci, Ferruccio Santini, Paolo Piaggi et al.
Scientific Reports
Clinical Nutrition and Gastroenterology
article

Mapping the metabolic correlates of working memory in a naturalistic environment: a whole-room indirect calorimetry study

Alberto Landi, Danilo Menicucci, Ferruccio Santini, Paolo Piaggi, Gianluca Rho, Angelo Gemignani, Enrico Cipriani, Alberto Greco, Alessio Basolo
article en

Abstract

Abstract Whole-room indirect calorimetry (WRIC) is an advanced platform to assess basal and activity-related metabolic expenditure, but its sensitivity to cognitive activity-induced metabolic fluctuations remains largely unexplored. In this exploratory study, we investigated whether WRIC measurements covary with variations in working memory load. Eighteen healthy adults completed two experimental sessions inside a WRIC chamber: a working memory task (n-back, with increasing difficulty) and a control simple reaction time (SRT) task. Oxygen consumption and carbon dioxide production were continuously recorded to derive metabolic rate (MR) and respiratory exchange ratio (RER) at 1-min resolution, alongside subjective workload ratings (NASA-TLX) and electrodermal activity for autonomic arousal. Linear mixed-effects models applied to 4-min downsampled WRIC data revealed significant effects of task session, block, and subjective workload on both MR and RER, even after controlling for autonomic arousal. Downsampling reduced residual serial dependence while preserving the time-varying structure of the physiological predictors. Block-wise metabolic fluctuations were observed across the cognitive and control sessions, although nonlinear patterns at high task difficulty should be interpreted cautiously in the absence of direct behavioral evidence for performance floor effects. These findings provide preliminary evidence that WRIC-derived metabolic measures may provide an ecologically valid exploratory approach for investigating cognition-metabolism interactions.

Scientific Reports
Openalex Percentile: Top 11%
Clinical Nutrition and Gastroenterology
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.