Open‐Source Maximum a Posteriori ‐Bayesian Dosing AdDS to Current Therapeutic Drug Monitoring: Adapting to the Era of Individualized Therapy

Author(s):  
Nicholas M. Smith ◽  
Arthur Chan ◽  
Laura A. Wilkinson ◽  
Hubert C. Chua ◽  
Thomas D. Nguyen ◽  
...  
2019 ◽  
Vol 104 (6) ◽  
pp. e58.2-e59
Author(s):  
A van der Veen ◽  
RJ Keizer ◽  
W de Boode ◽  
A Somers ◽  
R Brüggemann ◽  
...  

BackgroundVancomycin is commonly used for treatment of severe Gram+ neonatal infections. Currently, even with the use of optimized dosing regimens and therapeutic drug monitoring (TDM), target attainment rates are abominable, leaving patients at risk for therapeutic failure and toxicity. Model-informed precision dosing (MIPD) offers a large potential to improve therapy in the individual patient.The aim of this study was to identify a suitable model for bedside MIPD by assessing the predictive performance of published population pharmacokinetic (popPK) models.MethodsA literature search was conducted to identify parametric popPK models. PK vancomycin data were retrospectively collected from NICU patients at the Radboud University Hospital, Nijmegen, The Netherlands. The model predictive performance was assessed by comparison of predictions to observations, calculation of bias (Mean Percentage Errors, MPE) and imprecision (Normalized Root Mean Squared Errors, NRMSE). Evaluations included both a priori (model covariate input) and a posteriori (model covariate and TDM concentration input) scenarios.Results265 TDM measurements from 65 neonates (median postmenstrual age:32 weeks [range:25–45 weeks]; median weight:1281g [range:597–5360g]; median serum creatinine:0,48 mg/dL [range:0,15–1,28 mg/dL]) were used for model evaluation. Six popPK models were evaluated1–6. A posteriori predictions of all models were consistently more accurate and precise compared to the a priori (starting dose) predictions. PopPK models of Frymoyer et al. and Capparelli et al. consistently performed best through all evaluations in both the a priori and a posteriori scenario (MPE ranging from -18 to 6,4% in a priori scenario and -6,5 to -3,8% in a posteriori scenario; NRMSE ranging from 34 to 40% in a priori scenario and 23 to 24% in a posteriori scenario).ConclusionLarge differences in predictive performance of popPK models were observed. Repeated therapeutic drug monitoring remains necessary to increase target attainment rate. Best performing models for bedside MIPD were identified in our patient population.ReferencesZhao W, Lopez E, Biran V, et al. ( 2013). Vancomycin continuous infusion in neonates: Dosing optimisation and therapeutic drug monitoring. Arch Dis Child;98(6):449–453.Capparelli EV, Lane JR, Romanowski GL, et al. ( 2001). The influences of renal function and maturation on vancomycin elimination in newborns and infants. J Clin Pharmacol, 41:927–934.De Cock RFW, Allegaert K, Brussee JM, et al. ( 2014). Simultaneous pharmacokinetic modeling of gentamicin, tobramycin and vancomycin clearance from neonates to adults: towards a semi-physiological function for maturation in glomerular filtration. Pharm Res;31(10):2642–2654.Frymoyer A, Hersh AL, El-Komy MH, et al. ( 2014). Association between vancomycin trough concentration and area under the concentration-time curve in neonates. Antimicrob Agents Chemother, 58(11):6454–6461.Anderson BJ, Allegaert K, Van Den Anker JN, Cossey V, Holford NHG. ( 2006). Vancomycin pharmacokinetics in preterm neonates and the prediction of adult clearance. Br J Clin Pharmacol;63(1):75–84.Germovsek E, Osborne L, Gunaratnam F, Lounis SA, Busquets FB, Sinha AK. ( 2019). Development and external evaluation of a population pharmacokinetic model for continuous and intermittent administration of vancomycin in neonates and infants using prospectively collected data. J Antimicrob Chemother, 1–9.Disclosure(s)R. Keizer is an employee and stockholder of InsightRX.


2018 ◽  
Vol 75 (5) ◽  
pp. 316-328
Author(s):  
Christian Ansprenger ◽  
Emanuel Burri

Zusammenfassung. Die Diagnose und auch die Überwachung von chronisch entzündlichen Darmerkrankungen ruht auf mehreren Säulen: Anamnese, körperliche Untersuchung, Laborwerte (im Blut und Stuhl), Endoskopie, Histologie und Bildgebung. Die Diagnose kann nicht anhand eines einzelnen Befundes gestellt werden. In den letzten Jahren hat sich das Therapieziel weg von klinischen Endpunkten hin zu endoskopischen und sogar histologischen Endpunkten entwickelt. Für einige dieser neuen Therapieziele existiert allerdings noch keine allgemein gültige Definition. Regelmässige Endoskopien werden von Patienten schlecht toleriert, weshalb Surrogat-Marker wie Calprotectin untersucht wurden und eine gute Korrelation mit der mukosalen Entzündungsaktivität nachgewiesen werden konnte. Entsprechend zeigte sich bei Morbus Crohn eine Algorithmus-basierte Therapiesteuerung – unter anderem basierend auf Calprotectin – einer konventionellen Therapiesteuerung überlegen. Die Überwachung der medikamentösen Therapie («Therapeutic Drug Monitoring» [TDM]) ist ein zweites Standbein des Monitoring von chronisch entzündlichen Darmerkrankungen. Mit zunehmendem Einsatz vor allem der Biologika-Therapien wurden sowohl reaktives TDM (in Patienten mit klinischem Rezidiv) als auch proaktives TDM (in Patienten in Remission / stabiler Erkrankung) untersucht und haben (teilweise) Eingang in aktuelle Richtlinien gefunden. Zukünftige Studien werden die vorgeschlagenen Therapieziele besser definieren und den Nutzen der medikamentösen Therapieüberwachung auf den Krankheitsverlauf weiter untersuchen müssen.


2011 ◽  
Vol 44 (06) ◽  
Author(s):  
L Mercolini ◽  
G Fulgenzi ◽  
M Melis ◽  
G Boncompagni ◽  
LJ Albers ◽  
...  

2011 ◽  
Vol 44 (06) ◽  
Author(s):  
R Mandrioli ◽  
L Mercolini ◽  
N Ghedini ◽  
M Amore ◽  
E Kenndler ◽  
...  

2012 ◽  
Vol 45 (06) ◽  
Author(s):  
D Hansen ◽  
R Taurines ◽  
C Wewetzer ◽  
B Pfuhlmann ◽  
P Plener ◽  
...  

2013 ◽  
Vol 46 (06) ◽  
Author(s):  
G Hefner ◽  
A Brueckner ◽  
K Geschke ◽  
C Hiemke ◽  
A Fellgiebel

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