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.
Authors
- Claudia Ann Smith (ORCID: https://orcid.org/0000-0003-3643-6191)
- Mathew R. Guilfoyle
- P. Hutchinson
- Chisomo Zimphango (ORCID: https://orcid.org/0000-0002-3147-1150)
- Keri L.H. Carpenter (ORCID: https://orcid.org/0000-0001-8236-7727)
- Koby Baranes (ORCID: https://orcid.org/0000-0002-6887-3241)
- Joshua M. Heihre
- Mark Kotter
- Elham Rostami (ORCID: https://orcid.org/0000-0003-1218-6247)
- Michael S. Baker (ORCID: https://orcid.org/0009-0006-3078-3001)
- Adel Helmy
- Berfin Barlas
- Tomasz Benedykt Kuliński (ORCID: https://orcid.org/0000-0002-7517-8861)
- Ivan Timofeev
Institutions
- Uppsala University Hospital (SE)
- Wellcome/MRC Cambridge Stem Cell Institute (GB)
- University of Cambridge (GB)
- Karolinska Institutet (SE)
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
Funders
- 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