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Development and validation of a time-varying correction factor for QT interval assessment in drug-resistant tuberculosis patients
Uppsala University, Disciplinary Domain of Medicine and Pharmacy, Faculty of Pharmacy, Department of Pharmacy.
Janssen R&D, Beerse, Belgium..
Janssen R&D, Beerse, Belgium..
Vanderbilt Univ, Med Ctr, Div Infect Dis, Nashville, TN USA..
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2025 (English)In: International Journal of Antimicrobial Agents, ISSN 0924-8579, E-ISSN 1872-7913, Vol. 65, no 4, article id 107460Article in journal (Refereed) Published
Abstract [en]

Background: Tachycardia associated with active tuberculosis (TB) often diminishes when patients recover from TB. Elevated heart rate (HR) may lead to suboptimal correction, complicating the assessment of QT prolongation when using standard correction factors (CFs), such as Fridericia's formula (QTcF). Olliaro has proposed a CF for QT interval correction in pretreatment TB patients. However, the QT-HR correlation changes as HR decreases during treatment, indicating the need for time-varying correction.

Methods: We developed an HR model to capture the HR normalisation during successful treatment. Subsequently, a time-varying CF was constructed using the estimated HR change rate. The performance of CFs to make corrected QT (QTc) independent from HR was evaluated by linear regression analyses of QTc versus HR within defined time bins.

Results: The final HR model included asymptotic change in HR attributed to time on treatment, circadian rhythm cycles, M2 (bedaquiline-metabolite) concentration, and patient covariates. The time-varying CF decreased from 0.4081 to 0.33, with a half-life of 7.74 weeks. The slope (QTc/HR vs. Time) derived from the time-varying correction was not significantly different from 0 (95% CI -0.003 to 0.002), and the intercept was not significantly different from 0 (95% CI -0.089 to 0.006), demonstrating successful QT correction from pretreatment to the end of treatment.

Conclusion: The time-varying CF effectively captures the dynamic QT-HR relationship during TB treatment, reducing the risk of misdiagnosing QT prolongation or unnecessary discontinuation of treatment. By addressing underestimation and overestimation issues in QT interval assessment, this method enhances drug evaluation in clinical trials and supports improved treatment decisions for TB patients. (c) 2025 The Author(s). Published by Elsevier Ltd. This is an open access article under the CC BY license ( http://creativecommons.org/licenses/by/4.0/ )

Place, publisher, year, edition, pages
Elsevier, 2025. Vol. 65, no 4, article id 107460
Keywords [en]
Tuberculosis, Tachycardia, Heart rate, QT interval, QT prolongation, Correction factors
National Category
Cardiology and Cardiovascular Disease
Identifiers
URN: urn:nbn:se:uu:diva-552427DOI: 10.1016/j.ijantimicag.2025.107460ISI: 001435151700001PubMedID: 39922239Scopus ID: 2-s2.0-85218850497OAI: oai:DiVA.org:uu-552427DiVA, id: diva2:1944689
Available from: 2025-03-14 Created: 2025-03-14 Last updated: 2026-08-19Bibliographically approved
In thesis
1. Modelling markers of exposure and response in the treatment of tuberculosis
Open this publication in new window or tab >>Modelling markers of exposure and response in the treatment of tuberculosis
2026 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

Tuberculosis (TB) remains one of the leading causes of death from a single infectious agent, with an estimated 10.7 million people developing active disease and 1.23 million dying in 2024. Key challenges in TB management include the limited availability of child-friendly formulations, the need for novel treatment-response biomarkers quantifying bacterial load, and cardiac safety concerns associated with QT-prolonging regimens. The overall aim of this thesis was to apply pharmacometric approaches to address these challenges, spanning cardiac safety assessment, formulation bridging, and the characterisation of treatment-response biomarkers.

Conventional heart rate (HR) corrections of the QT interval assume a fixed QT–HR relationship and will therefore generate biased assessment in patients with TB, in whom an elevated HR normalises during treatment. Using data from 440 patients treated for drug-resistant TB, a population model of HR recovery was developed and used to derive a time-varying correction factor, QTcTBT, which transitions from a TB-specific pretreatment correction exponent towards the Fridericia exponent as HR recovers. QTcTBT maintained independence between corrected QT and HR throughout treatment and was externally validated in two independent cohorts, whereas Bazett’s and Fridericia’s corrections showed systematic over- and under correction, respectively.

Applying QTcTBT to exposure–QT analysis of bedaquiline treatment, the typical QT-prolonging effect of the metabolite M2 was estimated at 7.01 ms (90% confidence interval 5.95–8.16) at clinically relevant concentrations, remaining below the 10 ms regulatory threshold. Estimates obtained with QTcTBT were not less sensitive to assumptions regarding non-drug-related changes in QT over time than those based on Fridericia-corrected QT.

To support paediatric access to the rifapentine–isoniazid preventive treatment regimen, the relative bioavailability of tablets suspended in water was compared with whole tablets in 24 adults. The two modes of administration provided the relative bioavailability within the limits for bioequivalent, with 90% confidence intervals contained within the 80–125% limits, although absorption was more rapid following suspension.

Finally, a joint longitudinal model integrating time to positivity in liquid culture (MGIT-TTP), the TB molecular bacterial load assay (TB-MBLA), and a sputum lipoarabinomannan antigen test (PATHFAST LAM Ag test) was developed using data from 149 participants. The model quantified biomarker- and phase-specific correlations in bacterial clearance and showed the complementarity of the novel biomarkers in addition to MGIT-TTP through exposure–response relationships for sutezolid and delpazolid, although the novel biomarkers were less sensitive than MGIT-TTP for quantifying drug effects.

This thesis demonstrates how pharmacometric approaches can strengthen model-informed development of TB therapeutics by improving cardiac safety assessment, enabling formulation bridging to paediatric populations, and characterizing novel biomarkers can be integrated alongside standard culture-based endpoints to evaluate treatment response.

Place, publisher, year, edition, pages
Uppsala: Acta Universitatis Upsaliensis, 2026. p. 76
Series
Digital Comprehensive Summaries of Uppsala Dissertations from the Faculty of Pharmacy, ISSN 1651-6192 ; 408
Keywords
pharmacometrics, tuberculosis, population pharmacokinetics, QT interval, QT correction, bedaquiline, rifapentine, formulation bridging, treatment-response biomarkers, model-informed drug development
National Category
Infectious Medicine Pharmaceutical Sciences
Research subject
Pharmaceutical Science
Identifiers
urn:nbn:se:uu:diva-596016 (URN)978-91-513-2934-5 (ISBN)
Public defence
2026-10-09, Room X, Uppsala University Main Building, Biskopsgatan 3, Uppsala, 09:15 (English)
Opponent
Supervisors
Available from: 2026-09-17 Created: 2026-08-19 Last updated: 2026-09-25

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Vongjarudech, ThanakornKarlsson, Mats O.Svensson, Elin

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