EXPRESS: The microdialysis-derived lactate–pyruvate gradient indicates anaerobic activity after brain injury

BACKGROUND: Cerebral microdialysis (CMD) after traumatic brain injury (TBI) has focused on lactate/pyruvate ratio (LPR), overlooking lactate-pyruvate gradient (LPG, the linear regression slope within a time segment of CMD datapoints) as a proxy for anaerobic activity. METHODS: We retrospectively applied changepoint detection to the linear lactate-pyruvate relationship (L = mP + b) over time within patients from two independent CMD-monitored TBI cohorts (Cambridge, n = 510; Uppsala, n = 81), estimating per-segment LPG (m) and intercept (b, capturing metabolic variance). In vitro, we tested whether rotenone-induced mitochondrial dysfunction increases LPG in hiPSC-derived neurons, as expected if LPG tracks anaerobic activity. RESULTS: In the Cambridge cohort, a median of two linear segments were identified per patient (median LPG = 19.83; median b = 0.54 mM). Between segments, LPR tracked LPG with heavy attenuation (β = 0.255). LPG was negatively associated with cerebral microdialysate glucose (p < 0.001) and 6-month GOSE (p = 0.039). Uppsala data confirmed pipeline robustness and replicated the LPG-glucose association (p = 0.022). LPG was higher in rotenone-treated neurons than controls (32.9 vs. 14.2, p < 0.001). CONCLUSION: LPG calculated per time segment provides a more accurate, outcome-associated proxy for anaerobic activity than datapoint-level LPR.

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Publication Details

Journal
Journal of Cerebral Blood Flow & Metabolism
Published
2026-08-26
DOI
https://doi.org/10.1177/0271678x261485404
Primary Topic
Traumatic Brain Injury and Neurovascular Disturbances
Type
article
Field-Weighted Citation Impact
0.00

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article

EXPRESS: The microdialysis-derived lactate–pyruvate gradient indicates anaerobic activity after brain injury

Claudia Ann Smith, Mathew R. Guilfoyle, P. Hutchinson, Chisomo Zimphango et al.
Journal of Cerebral Blood Flow & Metabolism
Traumatic Brain Injury and Neurovascular Disturbances
article

EXPRESS: The microdialysis-derived lactate–pyruvate gradient indicates anaerobic activity after brain injury

Claudia Ann Smith, Mathew R. Guilfoyle, P. Hutchinson, Chisomo Zimphango, Keri L.H. Carpenter, Koby Baranes, Joshua M. Heihre, Mark Kotter, Elham Rostami, Michael S. Baker, Adel Helmy, Berfin Barlas, Tomasz Benedykt Kuliński, Ivan Timofeev
article en

Abstract

BACKGROUND: Cerebral microdialysis (CMD) after traumatic brain injury (TBI) has focused on lactate/pyruvate ratio (LPR), overlooking lactate-pyruvate gradient (LPG, the linear regression slope within a time segment of CMD datapoints) as a proxy for anaerobic activity. METHODS: We retrospectively applied changepoint detection to the linear lactate-pyruvate relationship (L = mP + b) over time within patients from two independent CMD-monitored TBI cohorts (Cambridge, n = 510; Uppsala, n = 81), estimating per-segment LPG (m) and intercept (b, capturing metabolic variance). In vitro, we tested whether rotenone-induced mitochondrial dysfunction increases LPG in hiPSC-derived neurons, as expected if LPG tracks anaerobic activity. RESULTS: In the Cambridge cohort, a median of two linear segments were identified per patient (median LPG = 19.83; median b = 0.54 mM). Between segments, LPR tracked LPG with heavy attenuation (β = 0.255). LPG was negatively associated with cerebral microdialysate glucose (p < 0.001) and 6-month GOSE (p = 0.039). Uppsala data confirmed pipeline robustness and replicated the LPG-glucose association (p = 0.022). LPG was higher in rotenone-treated neurons than controls (32.9 vs. 14.2, p < 0.001). CONCLUSION: LPG calculated per time segment provides a more accurate, outcome-associated proxy for anaerobic activity than datapoint-level LPR.

Journal of Cerebral Blood Flow & Metabolism
Uppsala University Hospital (SE), Wellcome/MRC Cambridge Stem Cell Institute (GB), University of Cambridge (GB), Karolinska Institutet (SE)
Wellcome Trust, National Institute for Health and Care Research, Department of Health and Social Care, Royal College of Surgeons of England, University of Cambridge, Rosetrees Trust, Cambridge Trust, Vetenskapsrådet, Gates Cambridge Trust, Akademiska Sjukhuset, Uppsala Universitet, Region Uppsala, Medical Research Council, Invention for Innovation, NIHR Cambridge Biomedical Research Centre
Good health and well-being
Openalex Percentile: Top 10%
Traumatic Brain Injury and Neurovascular Disturbances
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