Quantitative Pharmacogenetics of Cyclophosphamide in Patients with Hematological Malignancies.

Blood ◽  
2004 ◽  
Vol 104 (11) ◽  
pp. 4604-4604
Author(s):  
Moustapha Hassan ◽  
Hanjing Xie ◽  
Lars Ståhle ◽  
Zuzana Hassan ◽  
Eva Kimby

Abstract A high degree of interindividual variation in cyclophosphamide (CPA) pharmacokinetics was reported in certain cancer patient groups. To better understand the mechanisms underlying the variation in CPA metabolism, the pharmacokinetics of CPA and its active metabolite 4-OH-CPA were estimated in patients with hematological tumors and related to the genotype of CYP2B6, CYP2C9 and CYP2C19. The influence of liver function on CPA metabolism was also evaluated. Twenty-nine patients with hematological malignancies (MM, ALL or NHL) treated with a conventional CPA dose (1 g/m²) were recruited to this study. Blood samples were collected before, during and after CPA treatment. HPLC was used to measure plasma concentrations of CPA and 4-OH-CPA. Patients were genotyped for the CYP2B6 G516T, CYP2C9*2, CYP2C9*3, CYP2C19*2 and CYP2C19*3 alleles. Serum bilirubin levels were measured before the treatment. Data was analyzed individually and by population pharmacokinetic methods, using non-linear mixed effect modeling. The interindividual variability in exposure to CPA, 4-OHCPA and 4-OH-CPA/CPA was 5.8-, 3.3- and 10.3- fold, respectively. A positive correlation was found between half-lives of CPA and 4-OH-CPA (p<0.05) and there was a significant negative correlation between AUCs of CPA and 4-OH-CPA. In the population analysis the clearance contribution of the CYP2B6 G516T variant allele was about twice the wild type gene while the genotype of CYP2C9 did not influence clearance. A negative correlation was observed between bilirubin level and CPA bioactivation. There is a considerable variation in CPA formation of 4-OH-CPA among patients. The liver function influences CPA metabolism. Presence of the CYP2B6 G516T mutation increases the rate of 4-OH-CPA formation, a substantial variation among patients remain to be explained.

2011 ◽  
Vol 55 (11) ◽  
pp. 5314-5324 ◽  
Author(s):  
Almudena Sánchez ◽  
Salvador Cabrera ◽  
Dolores Santos ◽  
M. Paz Valverde ◽  
Aurelio Fuertes ◽  
...  

ABSTRACTDespite extensive clinical experience with efavirenz (EFV), unpredictable interindividual variabilities in efficacy and toxicity remain important limitations associated with the use of this antiretroviral. The purpose of this study was to determine the factors affecting EFV pharmacokinetics and to develop a pharmacokinetic/pharmacogenetic (PK/PG) model in a Caucasian population of HIV-infected patients. In total, 869 EFV plasma concentrations from 128 HIV-infected patients treated with EFV were quantitatively assessed using a validated high-performance liquid chromatography technique. All patients were genotyped for 90 single nucleotide polymorphisms (SNPs) in genes coding for proteins involved in the metabolism and transport of EFV, using a MassArray platform provided by Sequenom. The influence of these polymorphisms on EFV pharmacokinetics and the effects of demographic, clinical, biochemical, lifestyle, and concurrent drug covariates were evaluated. Plasma concentrations were fitted by a one-compartment model, with first-order absorption and elimination using nonlinear mixed-effect modeling (NONMEM program). The CYP2B6*6 allele, multidrug resistance-associated protein 4 (MRP4) 1497C→T, and gamma-glutamyltranspeptidase (GGT) were identified as major factors influencing the apparent EFV oral clearance (CL/F), reducing the initial interindividual variability by 54.8%, according to the model CL/F = (12.2 − 0.00279·GGT)·0.602CYP2B6*6 [G/T]·0.354CYP2B6*6 [T/T]·0.793MRP4 1497C→T, where CYP2B6*6 [G/T], CYP2B6*6 [T/T], and MRP4 1497C→T take values of 0 or 1 to indicate the absence or presence of polymorphisms. The detailed genetic analysis conducted in this study identified two of 90 SNPs that significantly impacted CL/F, which might indicate that the remaining SNPs analyzed do not influence this PK parameter, at least in Caucasian populations with characteristics similar to those of our study population.


2021 ◽  
Vol 20 (11) ◽  
pp. 2433-2441
Author(s):  
Xiaoyue Wang ◽  
Yong Han ◽  
Hong Zhou ◽  
Bin Cao ◽  
Miaomiao Zhu ◽  
...  

Purpose: To develop robust methods of establishing a population pharmacokinetics (Pop-PK) model of olanzapine, using existing hospital in-patient information, in order to predict the steady-state plasma concentration of olanzapine tablets in Chinese Han inpatients, thus providing guidance for individualized therapy for mental disorders.Methods: A retrospective study analyzing and predicting the steady-state plasma olanzapineconcentration was performed using nonlinear mixed-effect modeling (Phoenix® NLME8). The effects of ten potential covariates, including age, gender, Body Mass Index, fasting lipid, family history, alcohol and smoking status in 107 Chinese Han patients with steady-state plasma olanzapine concentration were collected from the hospital information system (HIS) in Wuhan Mental Health Center from Feb 2017 to Jul 2019.Results: The final model was validated using bootstrap and visual predictive check (VPC) and was found to fit the one-compartment mixed error model. Smoking status was found to be the only factor affecting olanzapine tablets clearance. The standard Pop-PK parameters apparent volume of distribution (VL/F) and clearance (CL/F) were 223 L and 12.4 Lꞏh-1, respectively.Conclusion: The Pop-PK model for olanzapine established with the data from HIS is effective inpredicting the plasma olanzapine tablets concentration of individual Chinese in-patients. This Pop-PK model approach can now be adapted to optimize other antipsychotic drugs.


2019 ◽  
Vol 38 (3) ◽  
pp. 323-331
Author(s):  
Bojana Golubović ◽  
Katarina Vučićević ◽  
Dragana Radivojević ◽  
Sandra Vezmar Kovačević ◽  
Milica Prostran ◽  
...  

Summary Background Due to wide intra- and inter-individual pharmacokinetic variability and narrow therapeutic index of sirolimus, the therapeutic drug monitoring (TDM) of sirolimus with detailed biochemical and clinical monitoring is necessary for dose individualization in kidney transplant patients. The purpose of the study was to explore and identify factors that contribute to pharmacokinetic variability by developing and validating a population model using routine TDM data and routinely monitored biochemical and clinical parameters. Methods The data obtained by routine monitoring of 38 patients over a period of one year from the sirolimus treatment initiation, were collected from patients’ records. Population analysis was performed using the software NONMEM®. The validity of the model was tested by the internal and external validation techniques. Results The pharmacokinetic variability was partially explained with patient’s age and liver function. CL/F was found to decrease with age. According to the developed model, sirolimus CL/F decreases by, in average, 37% in patients with aspartate aminotransferase (AST) greater than 37 IU/L. The internal and external validation confirmed the satisfactory prediction of the developed model. Conclusions The population modeling of routinely monitored data allowed quantification of the age and liver function influence on sirolimus CL/F. According to the final model, patients with compromised liver function expressed via AST values require careful monitoring and dosing adjustments. Proven good predictive performance makes this model a useful tool in everyday clinical practice.


2019 ◽  
Vol 20 (7) ◽  
pp. 592-600 ◽  
Author(s):  
Zhiqi Wang ◽  
Nan Zhang ◽  
Chaoyang Chen ◽  
Shuqing Chen ◽  
Junyu Xu ◽  
...  

Background: The Pharmacokinetics of Methotrexate (MTX) has been reported to show significant intersubject variability. MTX is metabolized by SHMT1 and transported by OATP1B1 and OATP1B3 both of which show genetic polymorphisms. The non-genetic and genetic factors may influence the pharmacokinetics of MTX. Objective: This study aimed to determine the pharmacokinetic parameters of MTX in Chinese patients and to investigate the effect of various non-genetic factors and genetic variants of OATP1B1, OATP1B3 on MTX’s pharmacokinetics. Method: MTX concentration and clinical characteristics data were collected from 71 rheumatoid arthritis patients. For each patient, SLC19A1, SHMT1, OATP1B1, and OATP1B3 genotyping were tested. Population pharmacokinetic analysis was performed by Nonlinear Mixed-Effect Modeling (NONMEM). MTX pharmacokinetic properties analysis was executed using the one-compartment pharmacokinetic model which incorporated first-order conditional estimation methods with interaction. Besides, the impact of genetic factors and demographic factors on MTX disposition were explored. Results: All the genotypes of steady-state plasma concentrations and OATP1B1 rs4149056, OATP1B1 rs2306283, and OATP1B3 rs7311358 were determined. The detected blood drug concentration reached the standard. Genotypes were all measured. At the same time, the population pharmacokinetic model of methotrexate was obtained CL(L·h-1) =8.25× e0.167× SNP (SNP: SLCO1B1 388A/A=3; SLCO1B1 388A/G=2; SLCO1B1 388G/G=1); V(L)= 32.8; Ka(h- 1)=1.69. Conclusion: : In our study, it was showed that OATP1B1-388 G>A SNP had a significant effect on CL/F. The factor should be considered when determining MTX dosing. However, prospective studies with a large number of participants are needed to validate the results of this study.


Blood ◽  
2020 ◽  
Vol 136 (Supplement 1) ◽  
pp. 1-1
Author(s):  
Qi Wang ◽  
Todd M. Cooper ◽  
Michael J. Absalon ◽  
E. Anders Kolb ◽  
Grygoriy Vasilinin ◽  
...  

CPX-351 (Vyxeos®; daunorubicin and cytarabine liposome for injection), a dual-drug liposomal encapsulation of daunorubicin and cytarabine at a 1:5 synergistic ratio, is approved by the US FDA and EMA for the treatment of adults with newly diagnosed therapy-related AML or AML with myelodysplasia-related changes. Recently, CPX-351 was used in pediatric patients (pts) with relapsed AML (JCO 2020, ASH 2019, ASH 2018). A population pharmacokinetic (PK) analysis of plasma concentrations of cytarabine and daunorubicin following IV administration of CPX-351 was performed to assess sources of variability in PK and to determine if age-based dose adjustments may be warranted, particularly in pediatric pts. The PK population consisted of 250 pts with advanced hematologic malignancies from 7 studies and included 46 (18%) pediatric pts (1-17 y) and 204 (82%) adults (≥18 y). The population included 148 (59%) males, mainly of white origin (82%). Nonlinear mixed-effect modeling was performed using NONMEM®. Model evaluation and selection were assessed using a standard model discrimination process that included statistical criteria (eg, objective function value) and pertinent graphical representations of goodness-of-fit. Separate PK models were developed for cytarabine and daunorubicin; intrinsic and extrinsic factors were evaluated as covariates. The intrinsic factors included body weight, body mass index, age, sex, race, white blood cell count, and markers of renal function (creatinine clearance, serum creatinine) and hepatic function (bilirubin, aspartate and alanine aminotransferases, alkaline phosphatase). The extrinsic factors included study type (adult vs pediatric/young adult) and formulation (frozen vs lyophilized). Based on previous population PK models developed for adults, the PK models for cytarabine and daunorubicin used 2-compartment structural models, with drug input into the central compartment, first-order distribution between the central and peripheral compartments, and first-order elimination from the central compartment. Two-compartment structural models with body surface area (BSA) as an allometric scalar provided minimum bias in estimates of systemic clearance (CL) and volume of distribution for the central compartment (Vc). Based on the final population PK models, the estimates of CL and Vc in adults were 0.101 L/h and 4.76 L, respectively, for cytarabine and 0.140 L/h and 4.04 L for daunorubicin. The population estimates of CL and Vc for cytarabine in children, adolescents, and young adults (<22 y) were 0.073 L/h and 3.91 L, respectively, for cytarabine and 0.093 L/h and 3.28 L for daunorubicin. The population PK models included an allometric component that accounted for differences in BSA. The exponent for the effect of BSA on CL was 0.948 and 0.876 for cytarabine and daunorubicin, respectively, suggesting a faster clearance in pts with higher BSA. These differences in CL are expected to be offset by BSA-based dosing of CPX-351. Bilirubin and formulation (frozen) remained statistically significant covariates on the CL of daunorubicin. All tested covariates were eventually excluded from the population PK models, except BSA, bilirubin, study type, and formulation, which have a small effect on PK and are not expected to result in detectable changes in clinical safety or efficacy. Age was evaluated both as a continuous and categorical variable (1-5, 6-11, and 12-17 y) and was not a significant covariate for cytarabine and daunorubicin CL and Vc. Study type was identified as a significant covariate for CL and Vc for cytarabine and daunorubicin, which was possibly due to a change in analytical site for pediatric studies. Mean AUC0-48 values of cytarabine in pts aged 1-5, 6-11, and 12-17 y (135 U/m2) were similar (2767, 2783, and 2806 μg·h/mL, respectively) and approximately 40% higher than that observed in pts ≥18 y (100 U/m2, 1928 μg·h/mL), proportional to the 35% higher dose in pediatric pts. Mean AUC0-48 values of daunorubicin in pts aged 1-5, 6-11, and 12-17 y (135 U/m2) were similar (967, 896, and 982 μg·h/mL, respectively) and approximately 40% higher than that observed in pts ≥18 y (100 U/m2, 615 μg·h/mL), proportional to the 35% higher dose in pediatric pts. The results of this population PK analysis indicated exposures to CPX-351 in pediatric pts were not affected by age and were similar to those in adults when administered at the same BSA-normalized dose. Disclosures Wang: Jazz Pharmaceuticals: Current Employment, Current equity holder in publicly-traded company. Cooper:Celgene: Other: Spouse was an employee of Celgene (through August 2019). Absalon:Jazz Pharmaceuticals: Research Funding. OffLabel Disclosure: Yes, in this study, CPX-351 was also evaluated in pediatric AML


Author(s):  
Wojciech Krzyzanski ◽  
Mark A. Milad ◽  
Alan H. Jobe ◽  
Thomas Peppard ◽  
Robert R. Bies ◽  
...  

AbstractPopulation analysis of pharmacokinetic data for five differing dosage forms and routes for dexamethasone and betamethasone in 48 healthy nonpregnant Indian women was performed that accounted for a partial and complex cross-over design. Single doses of 6 mg dexamethasone phosphate (DEX-P), betamethasone phosphate (BET-P), or 1:1 mixture of betamethasone phosphate and acetate (BET-PA) were administered orally (PO) or intramuscularly (IM). Plasma concentrations collected for two periods over 96 h were described with a two-compartment model with differing PO and IM first-order absorption inputs. Clearances and volumes were divided by the IM bioavailability $${F}_{IM}$$ F IM . The homogeneous ages, body weights, and ethnicity of the women obviated covariate analysis. Parameter estimates were obtained by the Laplace estimation method implemented in NONMEM 7.4. Typical values for dexamethasone were clearance ($${CL/F}_{IM})$$ C L / F IM ) of 9.29 L/h, steady-state volume ($${{V}_{ss}/F}_{IM})$$ V ss / F IM ) of 56.4 L, IM absorption constant $$\left({k}_{aIM}\right)$$ k aIM of 0.460 1/h and oral absorption constant ($${k}_{aPO})$$ k aPO ) of 0.936 1/h. Betamethasone parameters were CL/FIM of 5.95 L/h, $${Vss/F}_{IM}$$ V s s / F IM of 72.4 L, $${k}_{aIM}$$ k aIM of 0.971 1/h, and $${k}_{aPO}$$ k aPO of 1.21 1/h. The PO to IM F values were close to 1.0 for both drugs. The terminal half-lives averaged about 7.5 h for DEX, 17 h for BET, and 78 h for BET from BET-PA with the latter reflecting very slow release of BET from the acetate ester. Overall, BET exhibited slower clearance, larger volume of distribution, faster absorption, and longer persistence than DEX. These data may be useful in considering exposures when substituting one form of corticosteroid for another.


Mljekarstvo ◽  
2021 ◽  
Vol 72 (1) ◽  
pp. 3-10
Author(s):  
Zvonko Antunović ◽  

The objective of this study was to research correlations between milk composition and selected blood indicators of liver function in ewes during lactation. The research was conducted with samples of milk and blood from Travnik Pramenka ewes (n = 99). Samples were collected in the area of western Slavonia in Croatia from lactating sheep grazing on natural pastures. Chemical composition of sheep milk was analysed as well as biochemical parameters in serum. Positive correlation between ALB : TGC, ALB : ALT, GUK : GGT, CHOL : ALT and AST : GGT was determined, while significant negative correlation was determined between GUK : ALB, GUK : TGC, GUK : ALT, ALB : GGT as well as ALT : GGT. Significant positive correlation was determined between blood and milk indicators, like ALB protein (r = 0.243), ALB : DMNF (r = 0.309) and ALB : SCC (r = 0.249), as well as negative correlation between TGC : MY (r = -0.264), ALT : protein (r = -0.258), lactose : TGC (r = -0.274) and ALT : DMNF (r = -0.234). The relations between indicators of milk composition, milk production and ewes blood indicators as well as their mutual connections indicate the justification of using the analysis of liver status indicators. Accordingly, by using these relations metabolic pathways of liver status indicators could be better monitored, which is important for practice regarding prevention of possible feeding errors and prevention of major production losses while maintaining the health of lactating sheep.


2010 ◽  
Vol 54 (12) ◽  
pp. 5242-5250 ◽  
Author(s):  
Alessandro Schipani ◽  
Marco Siccardi ◽  
Antonio D'Avolio ◽  
Lorena Baietto ◽  
Marco Simiele ◽  
...  

ABSTRACT Atazanavir (ATV) plasma concentrations are influenced by CYP3A4 and ABCB1, which are regulated by the pregnane X receptor (PXR; NR1I2). PXR expression is correlated with CYP3A4 in liver in the absence of enzyme inducers. The PXR single nucleotide polymorphism (SNP) 63396C→T (rs2472677) alters PXR expression and CYP3A4 activity in vitro, and we previously showed an association of this polymorphism with unboosted ATV plasma concentrations. The aim of this study was to develop a population pharmacokinetic analysis to quantify the impact of 63396C→T and diurnal variation on ATV clearance. A population analysis was performed with 323 plasma samples from 182 randomly selected patients receiving unboosted ATV. Two hundred fifty-nine of the blood samples were collected at random time points, and 11 patients had a full concentration-time profile at steady state. Nonlinear mixed effects modeling was applied to explore the effects of PXR 63396C→T, patient demographics, and diurnal variation. A one-compartment model with first-order absorption and lag time best described the data. Population clearance was 19.7 liters/h with interpatient variability or coefficient of variation (CV) of 21.5%. Homozygosity for the T allele for PXR 63396 was associated with a 17.0% higher clearance that was statistically significant. Evening dosing was associated with 34% higher bioavailability than morning dosing. Patient demographic factors had no effect on ATV clearance. These data show an association of PXR 63396C→T and diurnal variation on unboosted ATV clearance. The association is likely to be mediated through an effect on hepatic PXR expression and therefore expression of its target genes (e.g., CYP3A4, SLCO1B1, and ABCB1), which are known to be involved in ATV clearance.


Author(s):  
Valentina Nikolić ◽  
Slobodan M. Janković ◽  
Dragana Stokanović ◽  
Sandra S. Konstantinović ◽  
Jelena B. Zvezdanović ◽  
...  

The aim of the study was to develop a population pharmacokinetic (PK) model for clearance of 2-oxo-clopidogrel in patients with acute coronary syndrome (ACS). Population pharmacokinetic analysis was performed by using 72 plasma concentrations from the same number of patients (mean age of 60.82±10.76 years; total body weight (TBW) of 73.63±9.67 kg) with ACS using non-linear mixed-effect modeling (NONMEM). Validation of the final PPK model was carried out through the bootstrap analysis with 200 runs and it was used to estimate the predictive performance of the pharmacokinetic model. The typical mean value for 2-oxo-clopidogrel clearance (CL), estimated by the base model (without covariates), in our population was 39.2 l h−1.The value of aspartate transaminase and co-medication with digoxin were determinants of a derived population model. The final regression model for the clearance of 2-oxo-clopidogrel was the following: CL (lh-1) = 1.7 + 1.31*AST + 115*DIGOXIN. The derived PK model describes the clearance of 2-oxo-clopidogrel in patients with ACS, showing that the value of aspartate transaminase and co-medication with digoxin are the most important covariate. This finding will provide the basis for future PK studies.


2008 ◽  
Vol 28 (S 01) ◽  
pp. S61-S66 ◽  
Author(s):  
G. Cvirn ◽  
A. Rosenkranz ◽  
B. Leschnik ◽  
W. Raith ◽  
W. Muntean ◽  
...  

SummaryThrombin generation was studied in paediatric patients with congenital heart disease (CHD) undergoing cardiac surgery using the calibrated automated thrombography (CAT) in terms of the lag time until the onset of thrombin formation, time to thrombin peak maximum (TTP), endogenous thrombin potential (ETP), and thrombin peak height. The suitability to determine the coagulation status of these patients was investigated. Patients, material, methods: CAT data of 40 patients with CHD (age range from newborn to 18 years) were compared to data using standard coagulation parameters such as prothrombin (FII), antithrombin (AT), tissue factor pathway inhibitor (TFPI), prothrombin fragment 1.2 (F 1.2), thrombin-antithrombin (TAT), activated partial thromboplastin time (aPTT), and prothrombin time (PT). Results: A significant positive correlation was seen between ETP and FII (p < 0.01; r = 0.369), as well as between peak height and F II (p < 0.01; r = 0.483). A significant negative correlation was seen between ETP and TFPI values (p < 0.05; r = –0.225) while no significant correlation was seen between peak height and TFPI. A significant negative correlation was seen between F 1.2 generation and ETP (p < 0.05; r = –0.254) and between F 1.2 generation and peak height (p < 0.05; r = –0.236). No correlation was seen between AT and ETP or peak. Conclusions: CAT is a good global test reflecting procoagulatory and inhibitory factors of the haemostatic system in paediatric patients with CHD.


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