Drug Exposure and Minimum Inhibitory Concentration Predict Pulmonary Tuberculosis Treatment Response.
adverse event
minimum inhibitory concentration
pharmacokinetics
therapeutic drug monitoring
treatment outcome
Journal
Clinical infectious diseases : an official publication of the Infectious Diseases Society of America
ISSN: 1537-6591
Titre abrégé: Clin Infect Dis
Pays: United States
ID NLM: 9203213
Informations de publication
Date de publication:
02 11 2021
02 11 2021
Historique:
received:
03
06
2020
pubmed:
19
10
2020
medline:
11
11
2021
entrez:
18
10
2020
Statut:
ppublish
Résumé
Prospective studies correlating pharmacokinetic/pharmacodynamic (PK/PD) indices to clinical responses are urgently needed. This study aimed to find clinically relevant PK/PD thresholds that can be used for treatment optimization. Pharmacokinetic sampling and minimum inhibitory concentration (MIC) measurements were performed for patients with culture-confirmed tuberculosis (TB). Classification and regression tree (CART) analysis was applied to obtain PK and/or PD thresholds for first-line drugs predictive of 2-week/month culture conversion, treatment outcome determined at 6-8 months, acute kidney injury (AKI), and drug-induced liver injury (DILI). Least absolute shrinkage and selection operator (LASSO) logistic regression was used for model development and validation. Finally, 168 and 52 patients with TB were included in development and validation cohorts for analysis, respectively. Area under the concentration-time curve (AUC)/MIC below CART-derived thresholds for pyrazinamide of 8.42, pyrazinamide of 2.79, or rifampicin of 435.45 were the predominant predictors of 2-week culture conversion, 2-month culture conversion, or treatment success, respectively. Isoniazid AUC >21.78 mg · h/L or rifampicin AUC >82.01 mg · h/L were predictive of DILI or AKI during TB treatment. The predictive performance of trained LASSO models in the validation cohort was evaluated by receiver operating characteristic curves and ranged from 0.625 to 0.978. PK/PD indices and drug exposure of TB drugs were associated with clinical outcome and adverse events. The effect of CART-derived thresholds for individualized dosing on treatment outcome should be studied in a randomized controlled trial.
Sections du résumé
BACKGROUND
Prospective studies correlating pharmacokinetic/pharmacodynamic (PK/PD) indices to clinical responses are urgently needed. This study aimed to find clinically relevant PK/PD thresholds that can be used for treatment optimization.
METHODS
Pharmacokinetic sampling and minimum inhibitory concentration (MIC) measurements were performed for patients with culture-confirmed tuberculosis (TB). Classification and regression tree (CART) analysis was applied to obtain PK and/or PD thresholds for first-line drugs predictive of 2-week/month culture conversion, treatment outcome determined at 6-8 months, acute kidney injury (AKI), and drug-induced liver injury (DILI). Least absolute shrinkage and selection operator (LASSO) logistic regression was used for model development and validation.
RESULTS
Finally, 168 and 52 patients with TB were included in development and validation cohorts for analysis, respectively. Area under the concentration-time curve (AUC)/MIC below CART-derived thresholds for pyrazinamide of 8.42, pyrazinamide of 2.79, or rifampicin of 435.45 were the predominant predictors of 2-week culture conversion, 2-month culture conversion, or treatment success, respectively. Isoniazid AUC >21.78 mg · h/L or rifampicin AUC >82.01 mg · h/L were predictive of DILI or AKI during TB treatment. The predictive performance of trained LASSO models in the validation cohort was evaluated by receiver operating characteristic curves and ranged from 0.625 to 0.978.
CONCLUSIONS
PK/PD indices and drug exposure of TB drugs were associated with clinical outcome and adverse events. The effect of CART-derived thresholds for individualized dosing on treatment outcome should be studied in a randomized controlled trial.
Identifiants
pubmed: 33070176
pii: 5929670
doi: 10.1093/cid/ciaa1569
doi:
Substances chimiques
Antitubercular Agents
0
Pharmaceutical Preparations
0
Pyrazinamide
2KNI5N06TI
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
e3520-e3528Subventions
Organisme : National Natural Science Foundation of China
ID : 81874273
Commentaires et corrections
Type : CommentIn
Informations de copyright
© The Author(s) 2020. Published by Oxford University Press for the Infectious Diseases Society of America. All rights reserved. For permissions, e-mail: journals.permissions@oup.com.