Michael Steven Baker, Joshua M Heihre, Tomasz Benedykt Kuliński, Claudia Ann Smith, Berfin Barlas, Chisomo Zimphango, Ivan Timofeev, Koby Baranes, Keri L H Carpenter, Mark Kotter, Mathew R Guilfoyle, Elham Rostami, Peter Hutchinson, Adel Helmy
{"title":"EXPRESS: The microdialysis-derived lactate-pyruvate gradient indicates anaerobic activity after brain injury.","authors":"Michael Steven Baker, Joshua M Heihre, Tomasz Benedykt Kuliński, Claudia Ann Smith, Berfin Barlas, Chisomo Zimphango, Ivan Timofeev, Koby Baranes, Keri L H Carpenter, Mark Kotter, Mathew R Guilfoyle, Elham Rostami, Peter Hutchinson, Adel Helmy","doi":"10.1177/0271678X261485404","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>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.</p><p><strong>Methods: </strong>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.</p><p><strong>Results: </strong>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).</p><p><strong>Conclusion: </strong>LPG calculated per time segment provides a more accurate, outcome-associated proxy for anaerobic activity than datapoint-level LPR.</p>","PeriodicalId":520660,"journal":{"name":"Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism","volume":" ","pages":"271678X261485404"},"PeriodicalIF":4.5000,"publicationDate":"2026-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1177/0271678X261485404","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
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.