Cvetković, Mirjana

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Assessment of cyclosporin A exposure and identification of variability factors in the early posttransplantation period

Roganović, Maša; Cvetković, Mirjana; Gojković, Ivana; Spasojević, Brankica; Kostić, Mirjana; Miljković, Branislava; Vučićević, Katarina

(Savez farmaceutskih udruženja Srbije (SFUS), 2022)

TY  - CONF
AU  - Roganović, Maša
AU  - Cvetković, Mirjana
AU  - Gojković, Ivana
AU  - Spasojević, Brankica
AU  - Kostić, Mirjana
AU  - Miljković, Branislava
AU  - Vučićević, Katarina
PY  - 2022
UR  - https://farfar.pharmacy.bg.ac.rs/handle/123456789/4532
AB  - Cyclosporin A (CyA) is an immunosuppressant used as part of a post-transplant
therapeutic protocol to prevent graft rejection. Due to the large pharmacokinetic variability
that characterizes it, it is necessary to conduct therapeutic drug monitoring (TDM). The aim
of the conducted research is to assess the exposure of CyA in the period of up to 3 months
after transplantation (early post-transplantation period) with the identification of factors
that influence the values of the pharmacokinetic parameters of CyA. From pediatric patients
with kidney transplants, at the University Children ́s Hospital Tiršova, data about dosage
regimens, cotherapy, and measured CyA concentrations (C0 - immediately before the next
dose and C2 - 2 hours after the morning dose) were collected retrospectively. Data were
analysed in NONMEM® (version 7.4). Twenty six patients (up to 12 years old) were
included in the analysis. The pharmacokinetic model that best described the data is a one-
compartment model with first-order absorption. Haematocrit, serum creatinine and body
mass were identified as the main factors of variability. In further analysis, it is necessary to
include data about genetic polymorphism, which is expected to have the greatest impact on
drug exposure and change the power ratio of factors that influence CyA parameter values
and concentrations.The obtained results are expected considering the characteristics of CyA.
In addition to identification, quantification of the influence of the mentioned factors is crucial
for establishing an optimal dosing regimen in the early post-transplantation period in
children, when the risk of graft rejection is the highest.
AB  - Ciklosporin A (CyA) je imunosupresiv koji se koristi kao deo posttransplantacionog
terapijskog protokola u cilju prevencije odbacivanja grafta. Zbog velike farmakokinetičke
varijabilnosti koja ga karakteriše, neophodno je sprovođenje terapijskog monitoringa
(therapeutic drug monitoring, TDM). Cilj sprovedenog istraživanja je procena izloženosti CyA
u periodu do 3 meseca nakon transplantacije (rani posttransplantacioni period) uz
identifikaciju faktora koji utiču na vrednosti farmakokinetičkih parametara CyA. Od
pedijatrijskih pacijenata sa transplantiranim bubregom, u Univerzitetskoj klinici Tiršova,
retrospektivno su prikupljani podaci o primenjenoj dozi CyA, koterapiji, izmerenim
koncentracijama CyA (C0 – neposredno pred davanje naredne doze i C2 – 2 sata nakon
jutarnje doze) i vrednostima laboratorijskih parametara od značaja. Podaci su obrađivani
upotrebom populacione farmakokinetičke analize u programu NONMEM® (verzija 7.4). U
analizu je uključeno 26 pacijenata starosti do 12 godina. Farmakokinetički model koji
najbolje opisuje dostupne podatke je jednoprostorni model sa apsorpcijom prvog reda. Kao
glavni faktori varijabilnosti identifikovani su hematokrit, serumski kreatinin i telesna masa.
U daljoj analizi, neophodno je uključiti podatke o genetskom polimorfizmu, za koje se
očekuje da će imati najveći uticaj na izloženost leku i promeniti odnos snaga faktora koji
utiču na vrednosti parametara CyA i koncentraciju. Dobijeni rezultati su očekivani imajući u
vidu karakteristike CyA. Pored identifikacije, i kvantifikacija uticaja navedenih faktora je
ključna za uspostavljanje optimalnog režima doziranja u ranom posttransplantacionom
periodu kod dece, kada je rizik od odbacivanja grafta najveći.
PB  - Savez farmaceutskih udruženja Srbije (SFUS)
C3  - Arhiv za farmaciju
T1  - Assessment of cyclosporin A exposure and identification of variability factors in the early posttransplantation period
T1  - Procena izloženosti ciklosporinu a i identifikacija faktora varijabilnosti u ranom posttransplantacionom periodu
VL  - 72
IS  - 4 suplement
SP  - S304
EP  - S305
UR  - https://hdl.handle.net/21.15107/rcub_farfar_4532
ER  - 
@conference{
author = "Roganović, Maša and Cvetković, Mirjana and Gojković, Ivana and Spasojević, Brankica and Kostić, Mirjana and Miljković, Branislava and Vučićević, Katarina",
year = "2022",
abstract = "Cyclosporin A (CyA) is an immunosuppressant used as part of a post-transplant
therapeutic protocol to prevent graft rejection. Due to the large pharmacokinetic variability
that characterizes it, it is necessary to conduct therapeutic drug monitoring (TDM). The aim
of the conducted research is to assess the exposure of CyA in the period of up to 3 months
after transplantation (early post-transplantation period) with the identification of factors
that influence the values of the pharmacokinetic parameters of CyA. From pediatric patients
with kidney transplants, at the University Children ́s Hospital Tiršova, data about dosage
regimens, cotherapy, and measured CyA concentrations (C0 - immediately before the next
dose and C2 - 2 hours after the morning dose) were collected retrospectively. Data were
analysed in NONMEM® (version 7.4). Twenty six patients (up to 12 years old) were
included in the analysis. The pharmacokinetic model that best described the data is a one-
compartment model with first-order absorption. Haematocrit, serum creatinine and body
mass were identified as the main factors of variability. In further analysis, it is necessary to
include data about genetic polymorphism, which is expected to have the greatest impact on
drug exposure and change the power ratio of factors that influence CyA parameter values
and concentrations.The obtained results are expected considering the characteristics of CyA.
In addition to identification, quantification of the influence of the mentioned factors is crucial
for establishing an optimal dosing regimen in the early post-transplantation period in
children, when the risk of graft rejection is the highest., Ciklosporin A (CyA) je imunosupresiv koji se koristi kao deo posttransplantacionog
terapijskog protokola u cilju prevencije odbacivanja grafta. Zbog velike farmakokinetičke
varijabilnosti koja ga karakteriše, neophodno je sprovođenje terapijskog monitoringa
(therapeutic drug monitoring, TDM). Cilj sprovedenog istraživanja je procena izloženosti CyA
u periodu do 3 meseca nakon transplantacije (rani posttransplantacioni period) uz
identifikaciju faktora koji utiču na vrednosti farmakokinetičkih parametara CyA. Od
pedijatrijskih pacijenata sa transplantiranim bubregom, u Univerzitetskoj klinici Tiršova,
retrospektivno su prikupljani podaci o primenjenoj dozi CyA, koterapiji, izmerenim
koncentracijama CyA (C0 – neposredno pred davanje naredne doze i C2 – 2 sata nakon
jutarnje doze) i vrednostima laboratorijskih parametara od značaja. Podaci su obrađivani
upotrebom populacione farmakokinetičke analize u programu NONMEM® (verzija 7.4). U
analizu je uključeno 26 pacijenata starosti do 12 godina. Farmakokinetički model koji
najbolje opisuje dostupne podatke je jednoprostorni model sa apsorpcijom prvog reda. Kao
glavni faktori varijabilnosti identifikovani su hematokrit, serumski kreatinin i telesna masa.
U daljoj analizi, neophodno je uključiti podatke o genetskom polimorfizmu, za koje se
očekuje da će imati najveći uticaj na izloženost leku i promeniti odnos snaga faktora koji
utiču na vrednosti parametara CyA i koncentraciju. Dobijeni rezultati su očekivani imajući u
vidu karakteristike CyA. Pored identifikacije, i kvantifikacija uticaja navedenih faktora je
ključna za uspostavljanje optimalnog režima doziranja u ranom posttransplantacionom
periodu kod dece, kada je rizik od odbacivanja grafta najveći.",
publisher = "Savez farmaceutskih udruženja Srbije (SFUS)",
journal = "Arhiv za farmaciju",
title = "Assessment of cyclosporin A exposure and identification of variability factors in the early posttransplantation period, Procena izloženosti ciklosporinu a i identifikacija faktora varijabilnosti u ranom posttransplantacionom periodu",
volume = "72",
number = "4 suplement",
pages = "S304-S305",
url = "https://hdl.handle.net/21.15107/rcub_farfar_4532"
}
Roganović, M., Cvetković, M., Gojković, I., Spasojević, B., Kostić, M., Miljković, B.,& Vučićević, K.. (2022). Assessment of cyclosporin A exposure and identification of variability factors in the early posttransplantation period. in Arhiv za farmaciju
Savez farmaceutskih udruženja Srbije (SFUS)., 72(4 suplement), S304-S305.
https://hdl.handle.net/21.15107/rcub_farfar_4532
Roganović M, Cvetković M, Gojković I, Spasojević B, Kostić M, Miljković B, Vučićević K. Assessment of cyclosporin A exposure and identification of variability factors in the early posttransplantation period. in Arhiv za farmaciju. 2022;72(4 suplement):S304-S305.
https://hdl.handle.net/21.15107/rcub_farfar_4532 .
Roganović, Maša, Cvetković, Mirjana, Gojković, Ivana, Spasojević, Brankica, Kostić, Mirjana, Miljković, Branislava, Vučićević, Katarina, "Assessment of cyclosporin A exposure and identification of variability factors in the early posttransplantation period" in Arhiv za farmaciju, 72, no. 4 suplement (2022):S304-S305,
https://hdl.handle.net/21.15107/rcub_farfar_4532 .

Population pharmacokinetic modelling of cyclosporine in paediatric kidney transplant patients using routine TDM data

Roganović, Maša; Cvetković, Mirjana; Gojković, Ivana; Spasojević, Brankica; Kostić, Mirjana; Miljković, Branislava; Vučićević, Katarina

(2021)

TY  - CONF
AU  - Roganović, Maša
AU  - Cvetković, Mirjana
AU  - Gojković, Ivana
AU  - Spasojević, Brankica
AU  - Kostić, Mirjana
AU  - Miljković, Branislava
AU  - Vučićević, Katarina
PY  - 2021
UR  - https://farfar.pharmacy.bg.ac.rs/handle/123456789/4819
AB  - Introduction: Cyclosporine (CyA), an immunosuppressive agent, is mandatory part of post-transplantation therapy protocols. CyA shows large interindividual and intraindividual pharmacokinetic (PK) variability, has a narrow therapeutic range and several factors has already been identified as sources of variability. Proactive dosing strategies to achieve and maintain predefined CyA levels, via therapeutic drug monitoring (TDM), may prevent graft rejection and minimize serious side effects [1,2]. Data obtained during TDM can be used for describing PK model on both population and individual level while taking into account individual characteristics. Furthermore, that model could inform optimal CyA dosing via Bayesian-TDM approach.

Objectives: We aimed in developing CyA population PK model and address sources of PK variabilities in order to explain observable differences in the concentrations of the drug. In addition, the objective of the study is to assess the effect of PK on the response to CyA therapy using modelling approach. 

Methods: Data regarding dosage regimens, CyA blood concentrations, concomitant medications and laboratory findings of significance in kidney transplant paediatric patients were collected from their medical history. Drug concentration was measured in whole blood samples, and the samples were drawn before (Ctrough) and 2 hours after the morning dose (C2). Population pharmacokinetic analyses was performed using nonlinear mixed effects modelling software – NONMEM® (version 7.4) with first-order conditional estimation method with interaction (FOCE-I). NONMEM outputs were handled in R software (graphical diagnostics). We tried fitting one- and two-compartment to concentration-time data. Covariate model building was performed using stepwise covariate procedure (SCM). Covariates that were tested are age, weight (WT), serum creatinine levels (CR) haematocrit (HCT) (continuous covariates). Influence of categorical covariates was also examined – gender (GEND) and type of transplanted graft - live or cadaveric transplantation (TRANS). Model appropriateness has been performed using numerical and visual approaches.

Results: : In total, 58 patients aged 2-25 years (mean± sd: 12.46±0.78), mainly paediatrics (79.31% up to 18 years) were included in the analysis. We have analysed 496 concentrations obtained during up to one year post-transplant period. Mean values of C0 and C2 are 126.1±4.37 ng/ml and 825.8±20.32 ng/ml, respectively. One-compartment model with first order absorption best described the data. Typical values of clearance (CL), volume (V), and absorption rate constant (Ka) from covariate model were 14.2 L/h, 1.94 L/kg, 1.3 1/h, respectively. Tested PK parameter-covariate relations that caused the significant drop in objective function value are influence of WT, CR and HCT on CL, and WT on volume V. Interindividual variability (IIV) on CL and V, after inclusion of covariates was 22.6 % and 25.3% (in the base model the IIV was 33.5% and 36.5%, respectively). In the further analyses, population pharmacokinetic/pharmacodynamic (popPK/PD) will be developed.

Conclusions: The results regarding PK parameters are in accordance with a published study in a similar population (paediatric transplant patients) [3]. Knowing individual parameters values can help maximize the benefits of drug therapy and minimize side effects, which is a cornerstone of safe and effective therapy.


References:
[1] Midtvedt K. Therapeutic drug monitoring of cyclosporine. Transplant Proc. 2004;36(2 Suppl):430S-433S. doi:10.1016/j.transproceed.2004.01.025.
[2] Kang JS, Lee MH. Overview of therapeutic drug monitoring. Korean J Intern Med. 2009;24(1):1-10. doi:10.3904/kjim.2009.24.1.1
[3] Fanta S, Jönsson S, Backman JT, Karlsson MO, Hoppu K. Developmental pharmacokinetics of ciclosporin-a population pharmacokinetic study in paediatric renal transplant candidates. Br J Clin Pharmacol. 2007;64(6):772-84. doi: 10.1111/j.1365-2125.2007.03003.x
C3  - Page. Abstracts of the Annual Meeting of the Population Approach Group in Europe
T1  - Population pharmacokinetic modelling of cyclosporine in paediatric kidney transplant patients using routine TDM data
UR  - https://hdl.handle.net/21.15107/rcub_farfar_4819
ER  - 
@conference{
author = "Roganović, Maša and Cvetković, Mirjana and Gojković, Ivana and Spasojević, Brankica and Kostić, Mirjana and Miljković, Branislava and Vučićević, Katarina",
year = "2021",
abstract = "Introduction: Cyclosporine (CyA), an immunosuppressive agent, is mandatory part of post-transplantation therapy protocols. CyA shows large interindividual and intraindividual pharmacokinetic (PK) variability, has a narrow therapeutic range and several factors has already been identified as sources of variability. Proactive dosing strategies to achieve and maintain predefined CyA levels, via therapeutic drug monitoring (TDM), may prevent graft rejection and minimize serious side effects [1,2]. Data obtained during TDM can be used for describing PK model on both population and individual level while taking into account individual characteristics. Furthermore, that model could inform optimal CyA dosing via Bayesian-TDM approach.

Objectives: We aimed in developing CyA population PK model and address sources of PK variabilities in order to explain observable differences in the concentrations of the drug. In addition, the objective of the study is to assess the effect of PK on the response to CyA therapy using modelling approach. 

Methods: Data regarding dosage regimens, CyA blood concentrations, concomitant medications and laboratory findings of significance in kidney transplant paediatric patients were collected from their medical history. Drug concentration was measured in whole blood samples, and the samples were drawn before (Ctrough) and 2 hours after the morning dose (C2). Population pharmacokinetic analyses was performed using nonlinear mixed effects modelling software – NONMEM® (version 7.4) with first-order conditional estimation method with interaction (FOCE-I). NONMEM outputs were handled in R software (graphical diagnostics). We tried fitting one- and two-compartment to concentration-time data. Covariate model building was performed using stepwise covariate procedure (SCM). Covariates that were tested are age, weight (WT), serum creatinine levels (CR) haematocrit (HCT) (continuous covariates). Influence of categorical covariates was also examined – gender (GEND) and type of transplanted graft - live or cadaveric transplantation (TRANS). Model appropriateness has been performed using numerical and visual approaches.

Results: : In total, 58 patients aged 2-25 years (mean± sd: 12.46±0.78), mainly paediatrics (79.31% up to 18 years) were included in the analysis. We have analysed 496 concentrations obtained during up to one year post-transplant period. Mean values of C0 and C2 are 126.1±4.37 ng/ml and 825.8±20.32 ng/ml, respectively. One-compartment model with first order absorption best described the data. Typical values of clearance (CL), volume (V), and absorption rate constant (Ka) from covariate model were 14.2 L/h, 1.94 L/kg, 1.3 1/h, respectively. Tested PK parameter-covariate relations that caused the significant drop in objective function value are influence of WT, CR and HCT on CL, and WT on volume V. Interindividual variability (IIV) on CL and V, after inclusion of covariates was 22.6 % and 25.3% (in the base model the IIV was 33.5% and 36.5%, respectively). In the further analyses, population pharmacokinetic/pharmacodynamic (popPK/PD) will be developed.

Conclusions: The results regarding PK parameters are in accordance with a published study in a similar population (paediatric transplant patients) [3]. Knowing individual parameters values can help maximize the benefits of drug therapy and minimize side effects, which is a cornerstone of safe and effective therapy.


References:
[1] Midtvedt K. Therapeutic drug monitoring of cyclosporine. Transplant Proc. 2004;36(2 Suppl):430S-433S. doi:10.1016/j.transproceed.2004.01.025.
[2] Kang JS, Lee MH. Overview of therapeutic drug monitoring. Korean J Intern Med. 2009;24(1):1-10. doi:10.3904/kjim.2009.24.1.1
[3] Fanta S, Jönsson S, Backman JT, Karlsson MO, Hoppu K. Developmental pharmacokinetics of ciclosporin-a population pharmacokinetic study in paediatric renal transplant candidates. Br J Clin Pharmacol. 2007;64(6):772-84. doi: 10.1111/j.1365-2125.2007.03003.x",
journal = "Page. Abstracts of the Annual Meeting of the Population Approach Group in Europe",
title = "Population pharmacokinetic modelling of cyclosporine in paediatric kidney transplant patients using routine TDM data",
url = "https://hdl.handle.net/21.15107/rcub_farfar_4819"
}
Roganović, M., Cvetković, M., Gojković, I., Spasojević, B., Kostić, M., Miljković, B.,& Vučićević, K.. (2021). Population pharmacokinetic modelling of cyclosporine in paediatric kidney transplant patients using routine TDM data. in Page. Abstracts of the Annual Meeting of the Population Approach Group in Europe.
https://hdl.handle.net/21.15107/rcub_farfar_4819
Roganović M, Cvetković M, Gojković I, Spasojević B, Kostić M, Miljković B, Vučićević K. Population pharmacokinetic modelling of cyclosporine in paediatric kidney transplant patients using routine TDM data. in Page. Abstracts of the Annual Meeting of the Population Approach Group in Europe. 2021;.
https://hdl.handle.net/21.15107/rcub_farfar_4819 .
Roganović, Maša, Cvetković, Mirjana, Gojković, Ivana, Spasojević, Brankica, Kostić, Mirjana, Miljković, Branislava, Vučićević, Katarina, "Population pharmacokinetic modelling of cyclosporine in paediatric kidney transplant patients using routine TDM data" in Page. Abstracts of the Annual Meeting of the Population Approach Group in Europe (2021),
https://hdl.handle.net/21.15107/rcub_farfar_4819 .

Acute kidney injury after gadolinium and iodinated-based contrast media exposure in children with normal renal function

Spasojević-Dimitrijeva, Brankica; Kotur-Stevuljević, Jelena; Đukić, Milan; Mitrović, Jadranka; Cvetković, Mirjana; Miloševski-Lomić, Gordana; Paripović, Dušan; Gojković, Ivan; Kostić, Mirjana

(Springer, New York, 2018)

TY  - CONF
AU  - Spasojević-Dimitrijeva, Brankica
AU  - Kotur-Stevuljević, Jelena
AU  - Đukić, Milan
AU  - Mitrović, Jadranka
AU  - Cvetković, Mirjana
AU  - Miloševski-Lomić, Gordana
AU  - Paripović, Dušan
AU  - Gojković, Ivan
AU  - Kostić, Mirjana
PY  - 2018
UR  - https://farfar.pharmacy.bg.ac.rs/handle/123456789/3079
PB  - Springer, New York
C3  - Pediatric Nephrology
T1  - Acute kidney injury after gadolinium and iodinated-based contrast media exposure in children with normal renal function
VL  - 33
IS  - 10
SP  - 1840
EP  - 1841
DO  - 10.1007/s00467-018-4028-x
ER  - 
@conference{
author = "Spasojević-Dimitrijeva, Brankica and Kotur-Stevuljević, Jelena and Đukić, Milan and Mitrović, Jadranka and Cvetković, Mirjana and Miloševski-Lomić, Gordana and Paripović, Dušan and Gojković, Ivan and Kostić, Mirjana",
year = "2018",
publisher = "Springer, New York",
journal = "Pediatric Nephrology",
title = "Acute kidney injury after gadolinium and iodinated-based contrast media exposure in children with normal renal function",
volume = "33",
number = "10",
pages = "1840-1841",
doi = "10.1007/s00467-018-4028-x"
}
Spasojević-Dimitrijeva, B., Kotur-Stevuljević, J., Đukić, M., Mitrović, J., Cvetković, M., Miloševski-Lomić, G., Paripović, D., Gojković, I.,& Kostić, M.. (2018). Acute kidney injury after gadolinium and iodinated-based contrast media exposure in children with normal renal function. in Pediatric Nephrology
Springer, New York., 33(10), 1840-1841.
https://doi.org/10.1007/s00467-018-4028-x
Spasojević-Dimitrijeva B, Kotur-Stevuljević J, Đukić M, Mitrović J, Cvetković M, Miloševski-Lomić G, Paripović D, Gojković I, Kostić M. Acute kidney injury after gadolinium and iodinated-based contrast media exposure in children with normal renal function. in Pediatric Nephrology. 2018;33(10):1840-1841.
doi:10.1007/s00467-018-4028-x .
Spasojević-Dimitrijeva, Brankica, Kotur-Stevuljević, Jelena, Đukić, Milan, Mitrović, Jadranka, Cvetković, Mirjana, Miloševski-Lomić, Gordana, Paripović, Dušan, Gojković, Ivan, Kostić, Mirjana, "Acute kidney injury after gadolinium and iodinated-based contrast media exposure in children with normal renal function" in Pediatric Nephrology, 33, no. 10 (2018):1840-1841,
https://doi.org/10.1007/s00467-018-4028-x . .
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