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Adverse Drug Event Statistics
1Bold: Metabolism and transport known. Single asterisk (*): No transport data. Double asterisks (**): No metabolism data
• Total of 3,107,596
ADEs, 833,774
believed to be
primary sources
• 767,165 severe
ADEs, including
102,253 deaths
• Top three drugs
associated with
ADEs are biological
• CYP3A4 metabolizes many ADE
causing drugs and also has a
decreased activity in NASH.
• Each member of the MRP transport
family, MRP1, MRP2, and MRP3,
show increased expression in the
disease model.
Metabolism Enzymes and Transporters in NASH
Table 2: Frequency of Severe ADEs
Death Life-Threatening Hospitalization Disability Congenital Anomaly Other
2011q2 26324 7467 65832 8871 1103 84699
2011q3 23715 7497 63190 9060 1207 85805
2011q4 23077 7483 64141 5042 1318 79618
2012q1 29137 8044 68951 6076 1899 87609
102253 30491 262114 29049 5527 337731
Table 1: Frequency of ADEs
Primary Secondary Concomitant Interaction Total
2011q2 194310 141167 416999 3006 755482
2011q3 198777 146092 405989 3098 753956
2011q4 208742 138067 386270 2888 735967
2012q1 231945 162408 464711 3127 862191
833774 587734 1673969 12119 3107596
Table 3: Drugs with most common ADEs1
DRUGNAME DRUGNAME DRUGNAME DRUGNAME
Etanercept Varenicline Bevacizumab Cyclophosphamide
Adalimumab Imatinib Ranibizumab Romiplostim
Natalizumab Pregabalin Lamotrigine* Desvenlafaxine
Metoclopramide* Clozapine Sunitinib Eculizumab
Dabigatran Atorvastatin Certolizumab Simvastatin
Esomeprazole Fingolimod Alendronate Valsartan**
Lenalidomide Quetiapine* Deferasirox Sildenafil
Naproxen Isotretinoin Metformin Tacrolimus
Rosiglitazone Fentanyl Everolimus* Gabapentin
Infliximab Denosumab Sertraline Celecoxib
Zoledronic Acid Telaprevir Risperidone Omeprazole
Bosentan Ambrisentan Duloxetine* Rosuvastatin
Introduction
Adverse Drug Events (ADEs)
• Unintended, harmful interactions in spite of
proper medication use
• Caused by augmented pharmacology,
idiosyncratic effects, and/or genetic disorders
• Range in severity from disability to death
Nonalcoholic Fatty Liver Disease/
Nonalcoholic Steatohepatitis
• Chronic liver condition in which high hepatic
fat accumulation ,obesity, insulin resistance,
and altered liver enzyme expression are
common
• Occurs in 30-40% of the adult population
with higher rates among patients with
metabolic syndrome or type 2 diabetes
mellitus, T2DM.
• The disease can range from simple hepatic
steatosis to lobular necroinflammation, also
referred to as Nonalcoholic steatohepatitis,
NASH, and progress to cirrhosis.
Drug Metabolism and Disposition
• Metabolism is an important step in the action
of many drugs.
• Cytochrome P450 oxidases and UDP-
glucuronosyltransferases are examples of key
metabolizing enzymes.
• Organic Anion Transporter Polypeptide
(OATP) mediate uptake of organic anions into
cells
• Organic Cation Transporters (OCTs) are
responsible for uptake of organic cations into
cells.
• Multidrug and toxin extrusion proteins
(MATEs) are important for efflux of
xenobiotics into bile or urine.
Table 4: Enzymes involved in metabolism of drugs with most common ADEs.
CYP1A2	
   CYP2B6	
   CYP2C9	
   CYP2C19	
   CYP2D6	
   CYP3A4	
   UGT1A4	
   UGT2B7	
  
Not
Metabolized	
  
Clozapine	
   Sertraline	
   Bosentan	
   Ambrisentan	
   Clozapine	
   Ambrisentan	
   Clozapine	
   Lamotrigine	
   Gabapentin	
  
Deferasirox	
   Celecoxib	
   Esomeprazole	
   Deferasirox	
   Atorvastatin	
   Lamotrigine	
   Naproxen	
   Metformin	
  
Duloxetine	
   Naproxen	
   Omeprazole	
   Duloxetine	
   Bosentan	
   Tacrolimus	
   Sertraline	
  
Naproxen	
   Rosuvastatin	
   Sertraline	
   Metoclopramide	
   Clozapine	
   Varenicline	
  
Sertraline	
   Sertraline	
   Desvenlafaxine	
  
Sildenafil	
   Risperidone	
   Esomeprazole	
  
Everolimus	
  
Fentanyl	
  
Imatinib	
  
Omeprazole	
  
Quetiapine	
  
Sertraline	
  
Sildenafil	
  
Simvastatin	
  
Sunitinib	
  
Telaprevir	
  
Table 5: Transporters involved in the disposition of drugs with most common ADEs.
MCT-1 	
   MRP1	
   MRP2	
   MRP3	
   OATP1B1	
   OATP1B3	
   OCT1 	
   OCT2 	
   P-gp 	
  
Gabapentin	
   Rosuvastatin	
   Deferasirox	
   Deferasirox	
   Ambrisentan	
   Bosentan	
   Esomeprazole	
   Clozapine	
   Dabigatran 	
  
Naproxen	
   Omeprazole	
   Bosentan	
   Rosuvastatin	
   Gabapentin	
   Gabapentin	
   Desvenlafaxine	
  
Rosuvastatin	
   Rosuvastatin	
   Sildenafil	
   Imatinib	
   Metformin	
   Fentanyl	
  
Valsartan	
   Sildenafil	
   Tacrolimus	
   Metformin	
   Varenicline	
   Lenalidomide	
  
Simvastatin	
   Valsartan	
   Omeprazole	
   Risperidone	
  
Tacrolimus	
   Rosiglitazone	
  
Valsartan	
   Sertraline	
  
Telaprevir	
  
Table 6: Metabolism changes in
NASH
Enzyme Disease State
CYP1A2 Decrease expression /activity
CYP2B6 Increased mRNA
CYP2C9 Increase Activity
CYP2C19 Decrease expression /activity
CYP2D6 Decrease activity
CYP3A4 Decrease activity
UGT1A4 Decrease not significant
UGT2B7 Decrease not significant
Table 7: Transporter
changes in NASH
Enzyme Disease State
MCT-1 No information available
MRP1 Increased
MRP2 Increased
MRP3 Increased
OATP1B1 Increased
OATP1B3 Decreased
OCT1 No information available
OCT2 No information available
P-gp Increased
Methods
Adverse Drug Events (ADEs)
• Data was quieried using the FAERS from
2011Q2-2012Q1 for drugs deemed primary
causes of an ADE
• The metabolizing and transport enzymes for
the top 48 ADE causing drugs was
determined as well as the effect of NASH on
each enzyme.
Liver Enzymes
• OATP1B1 and OATP1B3 expression was
determined by Western blot for normal,
steatosis, NASH-fatty, and NASH-not fatty
• Samples were separated on 10% SDS-PAGE
gel, transferred to PVDF membrane,
incubated in primary and secondary antibodies
and imaged using chemiluminescence
substrate.
Conclusions
• NASH alters the expression of key
metabolism enzymes and transporters
important for drug and toxin elimination from
the body.
• We have previously shown the impact of
altered hepatic transport expression in NASH
affecting disposition of three drugs:
• Ezetimibe and acetaminophen, effluxed by
the MRP family, have been shown to have
increased efflux into sinusoidal blood, and
decreased billiary excretion. This removes
ezetimibe away from its target site, the small
intestine, and increases acetaminophen
metabolite exposure, potentially increasing
toxicity in NASH.
• Similarly, simvastatin, which is transported
by the OATP family, has been shown to
have increased plasma concentration and
decreased bile concentrations, increasing
systemic exposure and potentially
contributing to the statin ADE myopathy.
• These data may have clinical implications for
frequency and severity of ADEs in NASH
patients due to altered drug metabolism and
disposition in NASH.
Adverse Drug Events and Altered Drug Metabolism and Disposition in Nonalcoholic Steatohepatitis
Nicholas R. Nelson1, John D. Clarke2, Nathan J. Cherrington2
1Department of Chemistry and Biochemistry
2Department of Pharmacology and Toxicology
University of Arizona	
  
Mouse Oct1 Liver
Human OCT2 Liver
Human OCT1 Liver
Mouse Oct2 Kidney
Mouse Mate1 Kidney
Mouse Oct1 Kidney
Future Study
Metformin is a drug that causes a large amount of ADEs as seen in Table 3. Table 8 shows the ten most
common ADEs caused by metformin including renal failure and lactic acidosis which have the possibility
to lead to death. We hypothesize that the pharmacokinetics of this glucose lowering drug may be altered in
NASH due to alterations in the MATE1 and OCT transporters (Figure 2).
• Study design
• Three groups of mice, C57BLK/6, ob/ob, and ob/ob fed MCD diet for four weeks.
• 14C-metformin will be mixed with unlabeled metformin and dissolved in water 12.5mg/50µCi/mL
administered via oral gavage in a volume 2mL/kg.
• Blood will be collected at 0.5, 1, 2, 4, 6, 8, 12, and 16 hours and plasma radioactivity measured.
• Urine and feces will be collected at 4 hour intervals and measured for radioactivity.
• Terminal liver, kidney, intestines sectioned into 3 parts, and skeletal muscle will be collected and
solubilized using Soluene-350 and radioactivity will be determined for each sample.
	
  
MATE1
N
o
r
m
a
l
S
t
e
a
t
o
s
i
s
N
A
S
H
f
a
t
t
y
N
A
S
H
n
o
t
f
a
t
t
y
5
6
7
8
9
*
OCT1
N
o
r
m
a
l
S
t
e
a
t
o
s
i
s
N
A
S
H
f
a
t
t
y
N
A
S
H
n
o
t
f
a
t
t
y
7
8
9
10
11
12
OCT2
N
o
r
m
a
l
S
t
e
a
t
o
s
i
s
N
A
S
H
f
a
t
t
y
N
A
S
H
n
o
t
f
a
t
t
y
3.0
3.5
4.0
4.5
• MATE1 mRNA expression is decreased in
NASH-not fatty human liver
• Oct2 and Mate1 kidney mRNA expression
are both decreased in rodent NASH models
Figure 2a- Human microarray data Figure 2b
Table 8: Metformin ADEs
Adverse Drug Event
1 Pain
2 Renal Failure
3 Nausea
4 Diarrhea
5 Increased Blood Glucose
6 Vomitting
7 Lactic Acidosis
8 Pancreatitis
9 Dyspnoea
10 Fatigue
Acknowledgements: Mark Canet for rodent NASH Oct1, Oct2, and Mate1 mRNA expression data, Craig Fisher and
Rhiannon Hardwick for metabolism enzyme changes in NASH data, April Lake for human microarray data.
OATP1B1
N
o
r
m
a
l
S
t
e
a
t
o
s
i
s
N
A
S
H
-
f
a
t
t
y
N
A
S
H
-
n
o
t
f
a
t
t
y
0
2
4
6
8
10
*
OATP1B1/cadherin
OATP1B3
N
o
r
m
a
l
S
t
e
a
t
o
s
i
s
N
A
S
H
-
f
a
t
t
y
N
A
S
H
-
n
o
t
f
a
t
t
y
0.0
0.2
0.4
0.6
0.8
*
OATP1B3/pan-cadherin
Cadherin
OATP1B1
Normal Steatosis NASH-fatty NASH-not	
  fa(y	
  
Cadherin
OATP1B3
Expression levels of OATP1B1 and OATP1B3
normalized to cadherin protein. OATP1B1
expression increased in NASH-not fatty while
OATP1B3 expression decreased in NASH-fatty
Altered Expression of OATP1B1 and
OATP1B3 in NASH

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Senior Thesis- Poster

  • 1. hello   Adverse Drug Event Statistics 1Bold: Metabolism and transport known. Single asterisk (*): No transport data. Double asterisks (**): No metabolism data • Total of 3,107,596 ADEs, 833,774 believed to be primary sources • 767,165 severe ADEs, including 102,253 deaths • Top three drugs associated with ADEs are biological • CYP3A4 metabolizes many ADE causing drugs and also has a decreased activity in NASH. • Each member of the MRP transport family, MRP1, MRP2, and MRP3, show increased expression in the disease model. Metabolism Enzymes and Transporters in NASH Table 2: Frequency of Severe ADEs Death Life-Threatening Hospitalization Disability Congenital Anomaly Other 2011q2 26324 7467 65832 8871 1103 84699 2011q3 23715 7497 63190 9060 1207 85805 2011q4 23077 7483 64141 5042 1318 79618 2012q1 29137 8044 68951 6076 1899 87609 102253 30491 262114 29049 5527 337731 Table 1: Frequency of ADEs Primary Secondary Concomitant Interaction Total 2011q2 194310 141167 416999 3006 755482 2011q3 198777 146092 405989 3098 753956 2011q4 208742 138067 386270 2888 735967 2012q1 231945 162408 464711 3127 862191 833774 587734 1673969 12119 3107596 Table 3: Drugs with most common ADEs1 DRUGNAME DRUGNAME DRUGNAME DRUGNAME Etanercept Varenicline Bevacizumab Cyclophosphamide Adalimumab Imatinib Ranibizumab Romiplostim Natalizumab Pregabalin Lamotrigine* Desvenlafaxine Metoclopramide* Clozapine Sunitinib Eculizumab Dabigatran Atorvastatin Certolizumab Simvastatin Esomeprazole Fingolimod Alendronate Valsartan** Lenalidomide Quetiapine* Deferasirox Sildenafil Naproxen Isotretinoin Metformin Tacrolimus Rosiglitazone Fentanyl Everolimus* Gabapentin Infliximab Denosumab Sertraline Celecoxib Zoledronic Acid Telaprevir Risperidone Omeprazole Bosentan Ambrisentan Duloxetine* Rosuvastatin Introduction Adverse Drug Events (ADEs) • Unintended, harmful interactions in spite of proper medication use • Caused by augmented pharmacology, idiosyncratic effects, and/or genetic disorders • Range in severity from disability to death Nonalcoholic Fatty Liver Disease/ Nonalcoholic Steatohepatitis • Chronic liver condition in which high hepatic fat accumulation ,obesity, insulin resistance, and altered liver enzyme expression are common • Occurs in 30-40% of the adult population with higher rates among patients with metabolic syndrome or type 2 diabetes mellitus, T2DM. • The disease can range from simple hepatic steatosis to lobular necroinflammation, also referred to as Nonalcoholic steatohepatitis, NASH, and progress to cirrhosis. Drug Metabolism and Disposition • Metabolism is an important step in the action of many drugs. • Cytochrome P450 oxidases and UDP- glucuronosyltransferases are examples of key metabolizing enzymes. • Organic Anion Transporter Polypeptide (OATP) mediate uptake of organic anions into cells • Organic Cation Transporters (OCTs) are responsible for uptake of organic cations into cells. • Multidrug and toxin extrusion proteins (MATEs) are important for efflux of xenobiotics into bile or urine. Table 4: Enzymes involved in metabolism of drugs with most common ADEs. CYP1A2   CYP2B6   CYP2C9   CYP2C19   CYP2D6   CYP3A4   UGT1A4   UGT2B7   Not Metabolized   Clozapine   Sertraline   Bosentan   Ambrisentan   Clozapine   Ambrisentan   Clozapine   Lamotrigine   Gabapentin   Deferasirox   Celecoxib   Esomeprazole   Deferasirox   Atorvastatin   Lamotrigine   Naproxen   Metformin   Duloxetine   Naproxen   Omeprazole   Duloxetine   Bosentan   Tacrolimus   Sertraline   Naproxen   Rosuvastatin   Sertraline   Metoclopramide   Clozapine   Varenicline   Sertraline   Sertraline   Desvenlafaxine   Sildenafil   Risperidone   Esomeprazole   Everolimus   Fentanyl   Imatinib   Omeprazole   Quetiapine   Sertraline   Sildenafil   Simvastatin   Sunitinib   Telaprevir   Table 5: Transporters involved in the disposition of drugs with most common ADEs. MCT-1   MRP1   MRP2   MRP3   OATP1B1   OATP1B3   OCT1   OCT2   P-gp   Gabapentin   Rosuvastatin   Deferasirox   Deferasirox   Ambrisentan   Bosentan   Esomeprazole   Clozapine   Dabigatran   Naproxen   Omeprazole   Bosentan   Rosuvastatin   Gabapentin   Gabapentin   Desvenlafaxine   Rosuvastatin   Rosuvastatin   Sildenafil   Imatinib   Metformin   Fentanyl   Valsartan   Sildenafil   Tacrolimus   Metformin   Varenicline   Lenalidomide   Simvastatin   Valsartan   Omeprazole   Risperidone   Tacrolimus   Rosiglitazone   Valsartan   Sertraline   Telaprevir   Table 6: Metabolism changes in NASH Enzyme Disease State CYP1A2 Decrease expression /activity CYP2B6 Increased mRNA CYP2C9 Increase Activity CYP2C19 Decrease expression /activity CYP2D6 Decrease activity CYP3A4 Decrease activity UGT1A4 Decrease not significant UGT2B7 Decrease not significant Table 7: Transporter changes in NASH Enzyme Disease State MCT-1 No information available MRP1 Increased MRP2 Increased MRP3 Increased OATP1B1 Increased OATP1B3 Decreased OCT1 No information available OCT2 No information available P-gp Increased Methods Adverse Drug Events (ADEs) • Data was quieried using the FAERS from 2011Q2-2012Q1 for drugs deemed primary causes of an ADE • The metabolizing and transport enzymes for the top 48 ADE causing drugs was determined as well as the effect of NASH on each enzyme. Liver Enzymes • OATP1B1 and OATP1B3 expression was determined by Western blot for normal, steatosis, NASH-fatty, and NASH-not fatty • Samples were separated on 10% SDS-PAGE gel, transferred to PVDF membrane, incubated in primary and secondary antibodies and imaged using chemiluminescence substrate. Conclusions • NASH alters the expression of key metabolism enzymes and transporters important for drug and toxin elimination from the body. • We have previously shown the impact of altered hepatic transport expression in NASH affecting disposition of three drugs: • Ezetimibe and acetaminophen, effluxed by the MRP family, have been shown to have increased efflux into sinusoidal blood, and decreased billiary excretion. This removes ezetimibe away from its target site, the small intestine, and increases acetaminophen metabolite exposure, potentially increasing toxicity in NASH. • Similarly, simvastatin, which is transported by the OATP family, has been shown to have increased plasma concentration and decreased bile concentrations, increasing systemic exposure and potentially contributing to the statin ADE myopathy. • These data may have clinical implications for frequency and severity of ADEs in NASH patients due to altered drug metabolism and disposition in NASH. Adverse Drug Events and Altered Drug Metabolism and Disposition in Nonalcoholic Steatohepatitis Nicholas R. Nelson1, John D. Clarke2, Nathan J. Cherrington2 1Department of Chemistry and Biochemistry 2Department of Pharmacology and Toxicology University of Arizona   Mouse Oct1 Liver Human OCT2 Liver Human OCT1 Liver Mouse Oct2 Kidney Mouse Mate1 Kidney Mouse Oct1 Kidney Future Study Metformin is a drug that causes a large amount of ADEs as seen in Table 3. Table 8 shows the ten most common ADEs caused by metformin including renal failure and lactic acidosis which have the possibility to lead to death. We hypothesize that the pharmacokinetics of this glucose lowering drug may be altered in NASH due to alterations in the MATE1 and OCT transporters (Figure 2). • Study design • Three groups of mice, C57BLK/6, ob/ob, and ob/ob fed MCD diet for four weeks. • 14C-metformin will be mixed with unlabeled metformin and dissolved in water 12.5mg/50µCi/mL administered via oral gavage in a volume 2mL/kg. • Blood will be collected at 0.5, 1, 2, 4, 6, 8, 12, and 16 hours and plasma radioactivity measured. • Urine and feces will be collected at 4 hour intervals and measured for radioactivity. • Terminal liver, kidney, intestines sectioned into 3 parts, and skeletal muscle will be collected and solubilized using Soluene-350 and radioactivity will be determined for each sample.   MATE1 N o r m a l S t e a t o s i s N A S H f a t t y N A S H n o t f a t t y 5 6 7 8 9 * OCT1 N o r m a l S t e a t o s i s N A S H f a t t y N A S H n o t f a t t y 7 8 9 10 11 12 OCT2 N o r m a l S t e a t o s i s N A S H f a t t y N A S H n o t f a t t y 3.0 3.5 4.0 4.5 • MATE1 mRNA expression is decreased in NASH-not fatty human liver • Oct2 and Mate1 kidney mRNA expression are both decreased in rodent NASH models Figure 2a- Human microarray data Figure 2b Table 8: Metformin ADEs Adverse Drug Event 1 Pain 2 Renal Failure 3 Nausea 4 Diarrhea 5 Increased Blood Glucose 6 Vomitting 7 Lactic Acidosis 8 Pancreatitis 9 Dyspnoea 10 Fatigue Acknowledgements: Mark Canet for rodent NASH Oct1, Oct2, and Mate1 mRNA expression data, Craig Fisher and Rhiannon Hardwick for metabolism enzyme changes in NASH data, April Lake for human microarray data. OATP1B1 N o r m a l S t e a t o s i s N A S H - f a t t y N A S H - n o t f a t t y 0 2 4 6 8 10 * OATP1B1/cadherin OATP1B3 N o r m a l S t e a t o s i s N A S H - f a t t y N A S H - n o t f a t t y 0.0 0.2 0.4 0.6 0.8 * OATP1B3/pan-cadherin Cadherin OATP1B1 Normal Steatosis NASH-fatty NASH-not  fa(y   Cadherin OATP1B3 Expression levels of OATP1B1 and OATP1B3 normalized to cadherin protein. OATP1B1 expression increased in NASH-not fatty while OATP1B3 expression decreased in NASH-fatty Altered Expression of OATP1B1 and OATP1B3 in NASH