Evidence map›Paper›PMID 41246825›Full record

ArticlePharmacotherapy2025

External Validation of the Fraser Equation for Estimation of Free Valproate Concentrations in Critically Ill Adults.

Andrew J Webb, Caitlin S Brown, JiTong Liu, Richard R Riker, Natasha D Lopez, Eric S Rosenthal, Sahar F Zafar, David J Gagnon

Abstract readValidation StudyMulticenter Study
In one paragraph

Article in Pharmacotherapy, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Andrew J WebbDepartment of Pharmacy, Massachusetts General Hospital, Boston, Massachusetts, USA.
Caitlin S BrownDepartment of Pharmacy, Mayo Clinic, Rochester, Minnesota, USA.ORCID 0000-0002-7413-4736
JiTong LiuDepartment of Pharmacy, Beth Israel Deaconess Hospital, Boston, Massachusetts, USA.ORCID 0000-0002-5918-994X
Richard R RikerDepartment of Critical Care Medicine, Maine Medical Center, Portland, Maine, USA.
Natasha D LopezDepartment of Pharmacy, Massachusetts General Hospital, Boston, Massachusetts, USA.ORCID 0000-0002-6646-8680
Eric S RosenthalDepartment of Neurology, Mass General Brigham/Harvard Medical School, Boston, Massachusetts, USA.
Sahar F ZafarDepartment of Neurology, Mass General Brigham/Harvard Medical School, Boston, Massachusetts, USA.
David J GagnonTufts University School of Medicine, Boston, Massachusetts, USA.

Funding

Bridge2AI: Patient-Focused Collaborative Hospital Repository Uniting Standards (CHoRUS) for Equitable AIOT2OD032701 · OD · MASSACHUSETTS GENERAL HOSPITAL · PI BIHORAC, AZRA, CLERMONT, GILLES · 2022 to 2025
$24.6M
The Epilepsy Bioinformatics Study for Antiepileptogenic Therapy (EpiBioS4Rx) Public Engagement CoreU54NS100064 · NINDS · UNIVERSITY OF SOUTHERN CALIFORNIA · PI TOGA, ARTHUR W · 2017 to 2021
$21.7M
Telemedicine to Reduce Disparities in the Identification and Treatment of Neonatal EncephalopathyP20GM139745 · NIGMS · MAINEHEALTH · PI Madeleine M Puissant · 2021 to 2026
$19.2M
Traumatic Brain Injury Anti-Seizure Prophylaxis in the Medicare ProgramR01AG082693 · NIA · MASSACHUSETTS GENERAL HOSPITAL · PI Lidia Maria Veras Rocha de Moura, Sahar F Zafar · 2023 to 2026
$3.3M
ELECTRO-BOOST: Electroencephalography for cerebral trauma recovery and oxygenationR01NS117904 · NINDS · YALE UNIVERSITY · PI DING, KAN, GILMORE, EMILY · 2020 to 2025
$3.2M
Learning to Predict Delayed Cerebral Ischemia with Novel Continuous Cerebral Arterial State IndexR01NS113541 · NINDS · EMORY UNIVERSITY · PI HU, XIAO, VESPA, PAUL M · 2020 to 2025
$3.0M
Comparative Effectiveness of EEG-Guided Anti-Seizure Treatment in Acute Brain InjuryR01NS131347 · NINDS · MASSACHUSETTS GENERAL HOSPITAL · PI Sahar F Zafar · 2024 to 2026
$1.9M
Real-Time Prediction of Delayed Cerebral Ischemia after Subarachnoid HemorrhageK23NS105950 · NINDS · MASSACHUSETTS GENERAL HOSPITAL · PI ROSENTHAL, ERIC S. · 2018 to 2022
$1.0M
Optimizing anti-epileptic drug treatment in acute brain injuryK23NS114201 · NINDS · MASSACHUSETTS GENERAL HOSPITAL · PI ZAFAR, SAHAR F · 2019 to 2023
$1.0M
Mixed Methods Framework to Facilitate Clinical Phenotyping and Surveillance of Status EpilepticusR21NS137117 · NINDS · UNIVERSITY OF CHICAGO · PI HAIDER, HIBA A, ZAFAR, SAHAR F · 2024 to 2025
$469k
NIA NIH HHS R01 AG082693NIGMS NIH HHS 1P20GM139745NIGMS NIH HHS P20 GM139745NIH HHS OT2 OD032701NINDS NIH HHS 1R01AG082693NINDS NIH HHS 1R01NS131347NINDS NIH HHS 1R21NS137117NINDS NIH HHS 5K23NS114201NINDS NIH HHS K23 NS105950NINDS NIH HHS K23 NS114201NINDS NIH HHS R01 NS113541NINDS NIH HHS R01 NS117904NINDS NIH HHS R01 NS131347NINDS NIH HHS R21 NS137117NINDS NIH HHS U54 NS100064ODCDC CDC HHS K23NS105950ODCDC CDC HHS OT2OD032701ODCDC CDC HHS R01NS113541ODCDC CDC HHS R01NS117904ODCDC CDC HHS U54NS100064U.S. Department of Defense W81XWH-18-DMRDP-PTCRA
6 · The paper itself

Abstract

backgroundCritically ill patients may be overexposed to valproate because altered protein binding leads to a disproportionate free valproate fraction. The Fraser equation was derived and internally validated to estimate critically ill patients' free valproate concentrations, but it requires external validation.

methodsAdult intensive care unit (ICU) patients at two academic centers with concurrently measured free and total valproate concentrations were included. Free valproate concentrations were estimated using the Fraser equation which includes total valproate, albumin and BUN concentration, and whether the patient received propofol or aspirin. The primary outcome was Fraser equation performance, assessed using Bland-Altman methods. Comparative performance against estimates from the Doré equation (an alternative predictive equation), therapeutic concordance using a target free valproate range of 5-15 mg/L, and equation improvements were explored.

resultsOverall, 315 patients and 556 free-total valproate concentration pairs were included. The mean (±SD) age was 58 (±17) years and 90 (29%) patients were on valproate prior to hospital admission. The Fraser equation estimated free valproate concentrations were correlated with measured concentrations (r = 0.728) with a negative bias (mean bias -2.77 mg/L, 95% LOA -18.9, 13.4). The Fraser equation increasingly underestimated measured concentrations as measured concentrations increased. 71% of Fraser equation estimates were therapeutically concordant (e.g., estimate and measured both within reference range) compared to 61.9% of Doré estimates (p = 0.001). Fraser equation modifications led to minor performance improvements but did not overcome worsening underestimation with higher measured free valproate concentrations.

conclusionThe Fraser equation was moderately accurate and corresponded with an appropriate interpretation for 71% of free valproate concentrations. Worse underestimation with higher measured free valproate concentrations suggests direct measurement of free valproate concentrations is warranted. While the Fraser equation could complement therapeutic decision making at centers where direct free valproate measurements are unavailable or slow to return, its accuracy is currently insufficient to replace direct measurement.

Indexed as

AnticonvulsantsCritical IllnessValproic AcidAdultAgedDrug MonitoringFemaleHumansIntensive Care UnitsMaleMiddle AgedAnticonvulsantsValproic Acidcritically ill patientspharmacokineticsprediction equationstherapeutic drug monitoringvalproate

Identifiers

PMID41246825
PMCPMC12668601

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.