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Open-Systems-Pharmacology.org
Analysis of UGT induction during pregnancy
through PBPK modeling
Dr. André Dallmann
Pregnancy PBPK modeling
www.open-systems-pharmacology.org Page 2
Tasnif et al., 2016. doi: 10.1002/cpt.382
Pregnancy is associated with profound anatomical and physiological changes that
can substantially alter drug pharmacokinetics (PK), e.g.:
Pregnancy PBPK modeling
www.open-systems-pharmacology.org Page 3
Dallmann et al., 2018. doi: 10.1002/cpt.1084
During the past years, PBPK models have been increasingly developed and
applied to pregnant women
More than 60 pregnancy PBPK models have been reported for >40 drugs
Pregnancy PBPK modeling
www.open-systems-pharmacology.org Page 4
Enzyme or transporter involved in main elimination pathway
Of these published models:
• Approx. 1/3 was developed for drugs predominantly metabolized via CYP3A4
• Approx. 1/3 was developed for drugs eliminated via the kidneys
• Phase II enzymes, especially UGTs, were rarely addressed
Dallmann et al., 2019. doi: 10.2174/1381612825666190320135137
www.open-systems-pharmacology.org Page 5
UGT expression
The human UGT1 gene contains 13 individual promotor regions/unique first exons
The most important members of the UGT1 family are:
Individual exons (1 out of 13 exons is
transcribed into mRNA)
Shared exons (all are
transcribed into mRNA)
Mackenzie et al., 2005. doi: 10.1097/01.fpc.0000173483.13689.56
• UGT1A1
• UGT1A6
• UGT1A4
• UGT1A6
The UGT2 gene contains exons that are not shared between family members
The most important member of the UGT2 family is UGT2B7
www.open-systems-pharmacology.org Page 6
UGT expression
AhR: arylhydrocarbon receptor
CAR: constitutive androstane receptor
E2: estrogen
FXR: farnesoid X receptor
HNF1α: hepatocyte nuclear factor 1α
HNF4α: hepatocyte nuclear factor 4α
hPXR: human pregnane X receptor
LXR: liver X receptor
P4: progesterone
PPAR-α: Peroxisome proliferator-activated
receptor-α
UGT1A1 UGT1A9 UGT2B7UGT1A4UGT1A3 UGT1A6
PPAR-α
hPXR
HNF1α
HNF4α
AhR
FXR
LXR
CAR
P4
E2
E2
www.open-systems-pharmacology.org Page 7
UGT1A1/4 expression in vitro
Observed data from:
Jeong et al., 2008. doi: 10.1080/00498250701744633
Observed data from:
Chen et al., 2009. doi: 10.1124/dmd.109.026609
www.open-systems-pharmacology.org Page 8
Estradiol / progesterone plasma
concentrations during pregnancy
www.open-systems-pharmacology.org Page 9
UGT1A1/4 expression during pregnancy
Estimation of unbound intracellular
hormone concentrations in vivo
Estimation of UGT1A1/4
induction in vivo
Verification through PBPK models
In vitro induction of UGT1A1
and UGT1A4 by progesterone
and estradiol, respectively
In vivo plasma concentration of
progesterone and estradiol
www.open-systems-pharmacology.org Page 10
UGT1A1/4 expression during pregnancy
The unbound intracellular fraction of progesterone and estradiol is a sensitive
parameter that dramatically affects the estimated -fold change
www.open-systems-pharmacology.org Page 11
UGT1A1/4 expression during pregnancy
Algorithm for selection of adequate compounds
• Bilirubin
• Bisphenol A
• Dolutegravir
• Labetalol
• Lamotrigine
• Paracetamol
• Propofol
• Raltegravir
Develop
PBPK
model
Exogenous
UGT1A1/4
substrate?
Are all fm
known?
Change in
all clearance
pathways
known?
Available
PK data in
pregnant
women?
• Bisphenol A
• Dolutegravir
• Labetalol
• Lamotrigine
• Paracetamol
• Propofol
• Raltegravir
• Bisphenol A
• Dolutegravir
• (Labetalol)
• Lamotrigine
• Raltegravir
• Bisphenol A
• (Labetalol)
• Lamotrigine
• (Labetalol)
• Lamotrigine
www.open-systems-pharmacology.org Page 12
Labetalol PBPK model
UGT2B7
(~35%)
UGT1A1
(~15%)
Alton et al., 1994. PMID: 7895603; Hopkins et al. 1976. PMID: 1001750
CYP2C19 (?)
(~50% ?)
Unchanged renal excretion
(< 5%)
Elimination of labetalol
www.open-systems-pharmacology.org Page 13
Labetalol PBPK model
Labetalol model for non-pregnant subjects
Observed data from: Awni et al., 1988. doi: 10.1002/j.1552-4604.1988.tb03156.x; Daneshmend & Roberts, 1982. doi: 10.1111/j.1365-
2125.1982.tb04936.x; Lalonde et al., 1990. doi: 10.1038/clpt.1990.187; Mäntylä et al., 1980. doi: 10.1111/j.1365-2125.1980.tb01076.x;
McNeil et al., 1979. doi: 10.1111/j.1365-2125.1979.tb04773.x.
IV administration Single and multiple oral dose administration
www.open-systems-pharmacology.org Page 14
Labetalol PBPK model
Observeddatafrom:
Fischeratal.,2014.doi:10.1007/s40262-013-0123-0
Labetalol model for pregnant subjects
www.open-systems-pharmacology.org Page 15
Lamotrigine PBPK model
Elimination of lamotrigine
Doig et al., 1991. PMID: 1795036; Beck et al., 2006. PMID: 17038873
Unchanged renal excretion
(~10%)
UGT1A4
(80 – 90%)
(<0.5%)
(<0.5%)
(10%)
www.open-systems-pharmacology.org Page 16
Lamotrigine PBPK model
Lamotrigine model for non-pregnant subjects
Observeddatafrom:Dooseetal.,2003.doi:10.1046/j.1528-
1157.2003.64402.x;Incecayiretal.,2007.doi:10.1055/s-0031-
1296641;Sidhuetal.,2006.doi:10.1111/j.1365-2125.2006.02598.x;
Woottonetal.,1997.doi:10.1111/j.1365-2125.1997.tb00133.x
www.open-systems-pharmacology.org Page 17
Lamotrigine PBPK model
Observeddatafrom:
Pennelletal.,2004.doi:10.1212/01.WNL.0000103286.47129.F8
Lamotrigine model for pregnant subjects
www.open-systems-pharmacology.org Page 18
Lamotrigine PBPK model
Observeddatafrom:
Reimersetal.,2011.doi:10.1016/j.eplepsyres.2011.02.002
Lamotrigine model for pregnant subjects
Conclusion
www.open-systems-pharmacology.org Page 19
Pregnancy-induced changes in UGT expression are poorly understood
Mechanistic elucidation of these changes is complicated by lacking information on:
• PK data of compounds metabolized by UGTs in pregnant women
• Dose fraction metabolized
• Effect of pregnancy on parallel elimination pathways
• Fraction unbound of estradiol/progesterone in hepatocytes
Based on preliminary analyses, semi-quantitative insights can be gained:
• No change can be expected for UGT2B7
• Induction is likely for UGT1A1; maximum induction is ~4.9-fold
• Induction is likely for UGT1A4; maximum induction is ~3.0-fold
Open-Systems-Pharmacology.org
Thank you
Backup
www.open-systems-pharmacology.org Page 21
Backup
www.open-systems-pharmacology.org Page 22
UGT1A1 induction: 4.0-fold
Backup
www.open-systems-pharmacology.org Page 23
UGT1A1 induction: 1.6-fold

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Analysis of UGT induction during pregnancy through PBPK modeling

  • 1. Open-Systems-Pharmacology.org Analysis of UGT induction during pregnancy through PBPK modeling Dr. André Dallmann
  • 2. Pregnancy PBPK modeling www.open-systems-pharmacology.org Page 2 Tasnif et al., 2016. doi: 10.1002/cpt.382 Pregnancy is associated with profound anatomical and physiological changes that can substantially alter drug pharmacokinetics (PK), e.g.:
  • 3. Pregnancy PBPK modeling www.open-systems-pharmacology.org Page 3 Dallmann et al., 2018. doi: 10.1002/cpt.1084 During the past years, PBPK models have been increasingly developed and applied to pregnant women More than 60 pregnancy PBPK models have been reported for >40 drugs
  • 4. Pregnancy PBPK modeling www.open-systems-pharmacology.org Page 4 Enzyme or transporter involved in main elimination pathway Of these published models: • Approx. 1/3 was developed for drugs predominantly metabolized via CYP3A4 • Approx. 1/3 was developed for drugs eliminated via the kidneys • Phase II enzymes, especially UGTs, were rarely addressed Dallmann et al., 2019. doi: 10.2174/1381612825666190320135137
  • 5. www.open-systems-pharmacology.org Page 5 UGT expression The human UGT1 gene contains 13 individual promotor regions/unique first exons The most important members of the UGT1 family are: Individual exons (1 out of 13 exons is transcribed into mRNA) Shared exons (all are transcribed into mRNA) Mackenzie et al., 2005. doi: 10.1097/01.fpc.0000173483.13689.56 • UGT1A1 • UGT1A6 • UGT1A4 • UGT1A6 The UGT2 gene contains exons that are not shared between family members The most important member of the UGT2 family is UGT2B7
  • 6. www.open-systems-pharmacology.org Page 6 UGT expression AhR: arylhydrocarbon receptor CAR: constitutive androstane receptor E2: estrogen FXR: farnesoid X receptor HNF1α: hepatocyte nuclear factor 1α HNF4α: hepatocyte nuclear factor 4α hPXR: human pregnane X receptor LXR: liver X receptor P4: progesterone PPAR-α: Peroxisome proliferator-activated receptor-α UGT1A1 UGT1A9 UGT2B7UGT1A4UGT1A3 UGT1A6 PPAR-α hPXR HNF1α HNF4α AhR FXR LXR CAR P4 E2 E2
  • 7. www.open-systems-pharmacology.org Page 7 UGT1A1/4 expression in vitro Observed data from: Jeong et al., 2008. doi: 10.1080/00498250701744633 Observed data from: Chen et al., 2009. doi: 10.1124/dmd.109.026609
  • 8. www.open-systems-pharmacology.org Page 8 Estradiol / progesterone plasma concentrations during pregnancy
  • 9. www.open-systems-pharmacology.org Page 9 UGT1A1/4 expression during pregnancy Estimation of unbound intracellular hormone concentrations in vivo Estimation of UGT1A1/4 induction in vivo Verification through PBPK models In vitro induction of UGT1A1 and UGT1A4 by progesterone and estradiol, respectively In vivo plasma concentration of progesterone and estradiol
  • 10. www.open-systems-pharmacology.org Page 10 UGT1A1/4 expression during pregnancy The unbound intracellular fraction of progesterone and estradiol is a sensitive parameter that dramatically affects the estimated -fold change
  • 11. www.open-systems-pharmacology.org Page 11 UGT1A1/4 expression during pregnancy Algorithm for selection of adequate compounds • Bilirubin • Bisphenol A • Dolutegravir • Labetalol • Lamotrigine • Paracetamol • Propofol • Raltegravir Develop PBPK model Exogenous UGT1A1/4 substrate? Are all fm known? Change in all clearance pathways known? Available PK data in pregnant women? • Bisphenol A • Dolutegravir • Labetalol • Lamotrigine • Paracetamol • Propofol • Raltegravir • Bisphenol A • Dolutegravir • (Labetalol) • Lamotrigine • Raltegravir • Bisphenol A • (Labetalol) • Lamotrigine • (Labetalol) • Lamotrigine
  • 12. www.open-systems-pharmacology.org Page 12 Labetalol PBPK model UGT2B7 (~35%) UGT1A1 (~15%) Alton et al., 1994. PMID: 7895603; Hopkins et al. 1976. PMID: 1001750 CYP2C19 (?) (~50% ?) Unchanged renal excretion (< 5%) Elimination of labetalol
  • 13. www.open-systems-pharmacology.org Page 13 Labetalol PBPK model Labetalol model for non-pregnant subjects Observed data from: Awni et al., 1988. doi: 10.1002/j.1552-4604.1988.tb03156.x; Daneshmend & Roberts, 1982. doi: 10.1111/j.1365- 2125.1982.tb04936.x; Lalonde et al., 1990. doi: 10.1038/clpt.1990.187; Mäntylä et al., 1980. doi: 10.1111/j.1365-2125.1980.tb01076.x; McNeil et al., 1979. doi: 10.1111/j.1365-2125.1979.tb04773.x. IV administration Single and multiple oral dose administration
  • 14. www.open-systems-pharmacology.org Page 14 Labetalol PBPK model Observeddatafrom: Fischeratal.,2014.doi:10.1007/s40262-013-0123-0 Labetalol model for pregnant subjects
  • 15. www.open-systems-pharmacology.org Page 15 Lamotrigine PBPK model Elimination of lamotrigine Doig et al., 1991. PMID: 1795036; Beck et al., 2006. PMID: 17038873 Unchanged renal excretion (~10%) UGT1A4 (80 – 90%) (<0.5%) (<0.5%) (10%)
  • 16. www.open-systems-pharmacology.org Page 16 Lamotrigine PBPK model Lamotrigine model for non-pregnant subjects Observeddatafrom:Dooseetal.,2003.doi:10.1046/j.1528- 1157.2003.64402.x;Incecayiretal.,2007.doi:10.1055/s-0031- 1296641;Sidhuetal.,2006.doi:10.1111/j.1365-2125.2006.02598.x; Woottonetal.,1997.doi:10.1111/j.1365-2125.1997.tb00133.x
  • 17. www.open-systems-pharmacology.org Page 17 Lamotrigine PBPK model Observeddatafrom: Pennelletal.,2004.doi:10.1212/01.WNL.0000103286.47129.F8 Lamotrigine model for pregnant subjects
  • 18. www.open-systems-pharmacology.org Page 18 Lamotrigine PBPK model Observeddatafrom: Reimersetal.,2011.doi:10.1016/j.eplepsyres.2011.02.002 Lamotrigine model for pregnant subjects
  • 19. Conclusion www.open-systems-pharmacology.org Page 19 Pregnancy-induced changes in UGT expression are poorly understood Mechanistic elucidation of these changes is complicated by lacking information on: • PK data of compounds metabolized by UGTs in pregnant women • Dose fraction metabolized • Effect of pregnancy on parallel elimination pathways • Fraction unbound of estradiol/progesterone in hepatocytes Based on preliminary analyses, semi-quantitative insights can be gained: • No change can be expected for UGT2B7 • Induction is likely for UGT1A1; maximum induction is ~4.9-fold • Induction is likely for UGT1A4; maximum induction is ~3.0-fold