Supratherapeutic drug concentration triggers: A novel data‐driven approach to assess their value for medication safety surveillance in intensive care

AIMS: Electronic triggers (e-triggers) are used as screening signals to detect potential adverse drug events (ADEs) and offer an effective system level approach for medication safety surveillance. Their clinical utility is typically evaluated through time-consuming manual chart review by experts, limiting implementation. Estimating associations between e-triggers and relevant ICU patient outcomes may provide a rapid, data-driven alternative. In this study, electronic supratherapeutic drug concentration triggers (eSDCT) were used as a use case. METHODS: Pseudonymized Electronic Health Record (EHR) data from adults admitted to 14 Dutch ICUs (2010-2020) were analysed. Patients with ≥1 therapeutic drug monitoring measurements were included. eSDCTs were selected based on literature, data availability and expert input. Associations with ICU Length of Stay (LOS), ICU mortality and hospital mortality were assessed using adjusted linear and logistic mixed-effects models. RESULTS: Among 6006 ICU admissions, 49.5% (n = 2973) had ≥1 of the five selected group-level eSDCTs. Exposed admissions showed higher hospital mortality (38.2% vs. 27.9%), ICU mortality (30.6% vs. 20.3%) and longer ICU LOS (median 13.8 [IQR 5.6-28.1] vs. 7.5 [3.2-15.7] days) compared with unexposed admissions. After adjustment, antibiotic and immunosuppressive eSDCTs remained associated with increased ICU mortality (OR 1.47 [1.26-1.70] and 2.86 [1.56-5.24]), hospital mortality (OR 1.46 [1.27-1.68] and 1.81 [1.07-3.10]) and prolonged ICU LOS (expB 1.82 [1.71-1.94] and 2.99 [2.46-3.62]). CONCLUSION: Our data-driven approach shows that antibiotic and immunosuppressive eSDCTs are associated with worse ICU patient outcomes, supporting their implementation for ICU-level medication safety surveillance.

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Publication Details

Journal
British Journal of Clinical Pharmacology
Published
2026-05-21
DOI
https://doi.org/10.1002/bcp.70610
Primary Topic
Sepsis Diagnosis and Treatment
Type
article
Field-Weighted Citation Impact
0.00

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article

Supratherapeutic drug concentration triggers: A novel data‐driven approach to assess their value for medication safety surveillance in intensive care

Izak Yasrebi‐de Kom, Nicolette Fransisca de Keizer, Anne Paulien Langermans, Joanna E. Klopotowska et al.
British Journal of Clinical Pharmacology
Sepsis Diagnosis and Treatment
article

Supratherapeutic drug concentration triggers: A novel data‐driven approach to assess their value for medication safety surveillance in intensive care

Izak Yasrebi‐de Kom, Nicolette Fransisca de Keizer, Anne Paulien Langermans, Joanna E. Klopotowska, Dylan Wayne de Lange, RESCUE Study group
article en

Abstract

AIMS: Electronic triggers (e-triggers) are used as screening signals to detect potential adverse drug events (ADEs) and offer an effective system level approach for medication safety surveillance. Their clinical utility is typically evaluated through time-consuming manual chart review by experts, limiting implementation. Estimating associations between e-triggers and relevant ICU patient outcomes may provide a rapid, data-driven alternative. In this study, electronic supratherapeutic drug concentration triggers (eSDCT) were used as a use case. METHODS: Pseudonymized Electronic Health Record (EHR) data from adults admitted to 14 Dutch ICUs (2010-2020) were analysed. Patients with ≥1 therapeutic drug monitoring measurements were included. eSDCTs were selected based on literature, data availability and expert input. Associations with ICU Length of Stay (LOS), ICU mortality and hospital mortality were assessed using adjusted linear and logistic mixed-effects models. RESULTS: Among 6006 ICU admissions, 49.5% (n = 2973) had ≥1 of the five selected group-level eSDCTs. Exposed admissions showed higher hospital mortality (38.2% vs. 27.9%), ICU mortality (30.6% vs. 20.3%) and longer ICU LOS (median 13.8 [IQR 5.6-28.1] vs. 7.5 [3.2-15.7] days) compared with unexposed admissions. After adjustment, antibiotic and immunosuppressive eSDCTs remained associated with increased ICU mortality (OR 1.47 [1.26-1.70] and 2.86 [1.56-5.24]), hospital mortality (OR 1.46 [1.27-1.68] and 1.81 [1.07-3.10]) and prolonged ICU LOS (expB 1.82 [1.71-1.94] and 2.99 [2.46-3.62]). CONCLUSION: Our data-driven approach shows that antibiotic and immunosuppressive eSDCTs are associated with worse ICU patient outcomes, supporting their implementation for ICU-level medication safety surveillance.

British Journal of Clinical Pharmacology
University Medical Center Utrecht (NL), INTRASOFT International (Luxembourg) (LU), Amsterdam University Medical Centers (NL), University of Amsterdam (NL)
Health Research, ZonMw
Good health and well-being
Openalex Percentile: Top 6%
Sepsis Diagnosis and Treatment
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