Carley J S Heck1, Herana Kamal Seneviratne2, Namandjé N Bumpus1,2. 1. Department of Pharmacology & Molecular Sciences, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, United States. 2. Department of Medicine, Division of Clinical Pharmacology, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, United States.
Abstract
Cytochrome P450-dependent metabolism of the anti-HIV drug nevirapine (NVP) to 12-hydroxy-NVP (12-OHNVP) has been implicated in NVP toxicities. We investigated the impact of twelfth-position trideuteration (12-D3NVP) on the hepatic metabolism of and response to NVP. Formation of 12-OHNVP decreased in human (10.6-fold) and mouse (4.6-fold) hepatocytes incubated with 10 μM 12-D3NVP vs NVP. An observed kinetic isotope effect of 10.1 was measured in human liver microsomes. During mouse hepatocyte treatment (400 μM) with NVP or 12-D3NVP, cell death was reduced 30% with 12-D3NVP vs NVP, while glucuronidated and glutathione-conjugated metabolites increased with 12-D3NVP vs NVP. Using mass spectrometry proteomics, changes in hepatocyte protein expression, including an increase in stress marker insulin-like growth factor-binding protein 1 (IGFBP-1), were observed with 12-D3NVP vs NVP. These results demonstrate that while deuteration can reduce P450 metabolite formation, impacts on phase II metabolism and hepatocyte protein expression should be considered when employing deuteration to reduce P450 metabolite-related hepatotoxicity.
Cytochrome P450-dependent metabolism of the anti-HIV drug nevirapine (NVP) to 12-hydroxy-NVP (12-OHNVP) has been implicated in NVP toxicities. We investigated the impact of twelfth-position trideuteration (12-D3NVP) on the hepatic metabolism of and response to NVP. Formation of 12-OHNVP decreased in human (10.6-fold) and mouse (4.6-fold) hepatocytes incubated with 10 μM 12-D3NVP vs NVP. An observed kinetic isotope effect of 10.1 was measured in human liver microsomes. During mouse hepatocyte treatment (400 μM) with NVP or 12-D3NVP, cell death was reduced 30% with 12-D3NVP vs NVP, while glucuronidated and glutathione-conjugated metabolites increased with 12-D3NVP vs NVP. Using mass spectrometry proteomics, changes in hepatocyte protein expression, including an increase in stress marker insulin-like growth factor-binding protein 1 (IGFBP-1), were observed with 12-D3NVP vs NVP. These results demonstrate that while deuteration can reduce P450 metabolite formation, impacts on phase II metabolism and hepatocyte protein expression should be considered when employing deuteration to reduce P450 metabolite-related hepatotoxicity.
Substitution
of hydrogen atoms at the site of cytochrome P450 (CYP
or P450) metabolism with the heavier isotope of hydrogen, deuterium,
is a useful strategy in controlling P450 oxygen insertion at the site
of deuteration.[1] In 2017, the first deuterated
drug, deutetrabenazine, was approved by the FDA for treatment of chorea
associated with Huntington’s disease as well as tardive dyskinesia.[2] This compound is a deuterated form of the already
approved tetrabenazine, for which deuteration was a successful strategy
for reducing CYP2D6 metabolism. This increased the active drug half-life
and resulted in a lower required dosage and more favorable safety
profile than undeuterated tetrabenazine.[3]Drug deuteration has been a technique of growing interest
in drug
development to tackle problems caused by cytochrome P450 metabolism,
such as the extension of drug half-lives through the reduction of
drug metabolism by P450s at specific sites that drive clearance or
blocking sites of metabolism that result in the formation of toxic
metabolites or reactive intermediates. In addition, due to the fact
that deuterium atoms are still able to participate in hydrogen bonding,
it is thought that this change will not have a significant effect
on binding of the intended drug target.[4−6] The impact of deuteration
on P450 activity has been reported to vary significantly. Effects
ranging from no change to a 20-fold reduction in the rate of P450
hydrogen-substrate bond breaking, a necessary step in cytochrome P450
product formation (also called the intrinsic kinetic isotope effect),
have been observed.[1] Deuteration at one
site can also result in “metabolic switching,” in which
metabolism by P450s at another position is increased following a reduction
of metabolism at the deuterated site.[5,7]Nevirapine
(NVP) is a first-generation non-nucleoside reverse transcriptase
inhibitor currently used for the treatment of human immunodeficiency
virus (HIV) infections, for HIV postexposure prophylaxis, and for
prevention of mother-to-child transmission of HIV during childbirth.[8,9] The World Health Organization includes both NVP and NVP-containing
combination therapies on its most recent List of Essential Medicines.[8] Unfortunately, NVP has been shown to cause life-threatening
hepatotoxicity in patients.[10−13] The reported incidence of nevirapine-induced hepatotoxicity
ranges greatly, with one example reporting only 6.0%[10] and another demonstrating an incidence of 36.1%, with 7.7%
of patients experiencing severe hepatotoxicity.[12] In very rare cases, patients taking NVP have experienced
fulminant hepatitis, sometimes resulting in liver transplantation
or even death.[11,13−16]NVP is metabolized by human
P450s, resulting in the formation of
four monooxygenated metabolites: 2-hydroxy- (2-OH), 3-hydroxy- (3-OH),
8-hydroxy- (8-OH), and 12-hydroxy- (12-OH) NVP.[17,18] The average plasma concentration of NVP during regular dosing is
16.0 μM (95% CI [10.0, 19.2]). The major monooxygenated metabolite
is 12-OHNVP at 1.3 μM (95% CI [0.9, 1.9]), with 2- and 3-OHNVP
being submicromolar and 8-OHNVP at times unquantifiable.[19] These metabolites are precursors to subsequent
NVP metabolites, including further P450 activity to produce 4-carboxy-NVP[18] as well as glucuronidation by uridine 5′-diphospho-glucuronosyltransferases,[18] sulfation by sulfotransferases,[20] and glutathione conjugation by glutathione S-transferases.[21,22]Formation of 12-OHNVP by P450s has been implicated in the
hepatotoxicity
of NVP as well as in skin toxicity, another severe side effect of
NVP.[20,23,24] It has also
been shown that P450-dependent metabolism to 12-OHNVP plays a role
in the formation of drug adducts with proteins and DNA, either by
way of promoting downstream metabolism to a potentially reactive 12-sulfoxy-NVP
conjugate or through the formation of a reactive intermediate during
the production of 12-OHNVP itself.[20,23−28] Interestingly, treatment of rats with a version of NVP in which
the twelfth-position has been trideuterated (12-D3NVP)
was demonstrated to reduce both circulating concentrations of 12-OHNVP
and the incidence of skin rash vs rats treated with NVP.[23] Other work has demonstrated a reduction in 12-OHNVP-protein
adducts in the livers of mice and rats treated with 12-D3NVP as compared to NVP and during coincubations with NVP and a pan-CYP
inhibitor preventing metabolism.[24]Here, we probed the difference in P450-dependent production of
monooxygenated metabolites of NVP vs 12-D3NVP in primary
human and mouse hepatocytes. Given that these monooxygenated metabolites
undergo subsequent phase II conjugations, we measured the levels of
secondary glucuronidated and glutathione conjugated metabolites of
NVP. In addition, we characterized the contribution of various human
P450s in NVP metabolism and quantified the observed kinetic isotope
effect of this trideuteration on 12-OHNVP production by human liver
microsomes. From here, we probed the difference in hepatocyte cell
death levels in response to NVP or 12-D3NVP and performed
relative-quantitation proteomics analysis of hepatocytes treated with
NVP and 12-D3NVP in order to probe whether there is a differential
cellular response to this trideuterated compound.
Results and Discussion
Primary
Human and Mouse Hepatocyte Metabolism of NVP and 12-D3NVP
To assay the impact of twelfth-position deuteration
on hepatic metabolism of NVP, we first characterized the production
of P450-dependent metabolites of NVP or 12-D3NVP in the
culture medium of primary hepatocytes treated with 10 μM of
either of these compounds for 24 h. In our initial method development,
we used C57BL/6J mouse primary hepatocytes, which have been previously
employed as a model to study NVPhepatotoxicity.[24] Using high resolution ultrahigh-performance liquid chromatography
(uHPLC)-MS Orbitrap detection and a comparison with known standards
of monooxygenated NVP metabolites (Figure A), we were able to identify three monooxygenated
metabolites of NVP formed in primary mouse hepatocytes: 2-OHNVP, 3-OHNVP,
and 12-OHNVP (Figure B) as well as three main monooxygenated metabolites produced from
12-D3NVP: 2-OHD3NVP, 3-OHD3NVP (Figure C), and 12-OHD2NVP (Figure D). We also identified peaks corresponding to 2- and 3-OHD2NVP, though the peak areas of these dideuterated metabolites were
<10% of the trideuterated versions. Because of this, only the production
of 12-OHD2NVP, 2-OHD3NVP, and 3-OHD3NVP was monitored in subsequent experiments with 12-D3NVP. No peaks corresponding to 8-OHNVP or 8-OHD3NVP were
detected. No monooxygenated NVP or 12D3-NVP metabolites
were detected in vehicle-treated hepatocyte medium (data not shown).
With the metabolite peaks identified, we developed specific MS/MS
transitions to detect these metabolites in future assays of P450 metabolism
of NVP and 12-D3NVP (Supplemental Figure 1). Monitoring these fragments for quantitation, as opposed
to the high-resolution parent masses, allowed for improved baseline
separation of metabolite peaks in extracted ion chromatograms (XICs),
especially for 12-OHNVP and 12-OHD2NVP production (Supplemental Figure 1D,H). For simplicity, in
the following results and discussion, comparisons of the production
of 12-OHNVP from NVP or 12-OHD2NVP from 12-D3NVP are referred to only as 12-OHNVP, with the deuteration for the
product from 12-D3NVP implied. The same abbreviation is
used for 2-OHNVP vs 2-OHD3NVP and 3-OHNVP vs 3-OHD3NVP production from NVP and 12-D3NVP, respectively.
Figure 1
Characterization of P450-dependent
NVP and 12-D3NVP
metabolite formation in primary mouse hepatocytes. Fresh primary mouse
hepatocytes from male C57BL/6J mice were cultured and treated with
10 μM NVP or 12-D3NVP for 24 h. Metabolites were
extracted from the medium from these treatments and subjected to uHPLC-MS
(Orbitrap) analysis. The following high resolution ions were observed
to assay for the presence of P450 metabolites: 283.1190 ± 5 ppm
for monooxygenated, undeuterated NVP, 286.1378 ± 5 ppm for monooxygenated,
trideuterated NVP, and 285.1315 ± 5 ppm for monooxygenated, dideuterated
NVP. Representative extracted ion chromatograms (XlCs) from this analysis
are shown for a mixture of authentic standards for undeuterated 2-,
3-, and 12-OHNVP (A, each at 50 nM), monooxygenated, undeuterated
metabolites formed during incubations with NVP (B), monooxygenated,
trideuterated metabolites formed during incubations with 12-D3NVP (C), and monooxygenated, dideuterated metabolites formed
during incubations with 12-D3NVP (D). Results are representations
of four experimental replicates.
Characterization of P450-dependent
NVP and 12-D3NVP
metabolite formation in primary mouse hepatocytes. Fresh primary mouse
hepatocytes from male C57BL/6J mice were cultured and treated with
10 μM NVP or 12-D3NVP for 24 h. Metabolites were
extracted from the medium from these treatments and subjected to uHPLC-MS
(Orbitrap) analysis. The following high resolution ions were observed
to assay for the presence of P450 metabolites: 283.1190 ± 5 ppm
for monooxygenated, undeuterated NVP, 286.1378 ± 5 ppm for monooxygenated,
trideuteratedNVP, and 285.1315 ± 5 ppm for monooxygenated, dideuterated
NVP. Representative extracted ion chromatograms (XlCs) from this analysis
are shown for a mixture of authentic standards for undeuterated 2-,
3-, and 12-OHNVP (A, each at 50 nM), monooxygenated, undeuterated
metabolites formed during incubations with NVP (B), monooxygenated,
trideuterated metabolites formed during incubations with 12-D3NVP (C), and monooxygenated, dideuterated metabolites formed
during incubations with 12-D3NVP (D). Results are representations
of four experimental replicates.Using this method, we compared the production of these three metabolites
by primary human hepatocytes treated with 10 μM of either NVP
or 12-D3NVP for 24 or 48 h. Levels of 12-OHNVP production
with 12-D3NVP decreased 10.6-fold (95% CI [6.7, 14.6])
at 24 h and 13.2-fold (95% CI [11.2, 15.3]) at 48 h, as compared to
production with NVP (Figure A). Because of this reduction in 12-OHNVP production, we probed
whether other P450-dependent metabolites of NVP would increase in
response. No difference was observed in the production of 2- or 3-OHNVP
(Figure B,C) and,
as with mouse hepatocytes, no peak corresponding to 8-OHNVP formation
was identified (data not shown). At these same treatment times and
concentrations, we assayed for differences in P450-dependent metabolism
in C57BL/6J mice. As with human hepatocytes, we noted decreases in
12-OHNVP production: 4.6-fold (95% CI [3.6, 5.7]) and 4.0-fold (95%
CI [2.7, 5.3]) at 24 and 48 h of treatment, respectively (Figure D). Again, no difference
was observed in either 2- or 3-OHNVP production (Figure E,F). These results demonstrate
that trideuteration at the twelfth-position NVP is an effective method
of reducing hepatic production of the 12-OHNVP metabolite in both
a human hepatocyte model and in a mouse model previously employed
in the study of NVP toxicities.[20,24]
Figure 2
NVP and I2-D3NVP cytochrome P450-dependent metabolism
in primary human and mouse hepatocytes. Cryopreserved primary human
hepatocytes (A–C) and fresh primary mouse hepatocytes (D–F)
were incubated with 10 μM NVP or 12-D3NVP for 24
or 48 h. Cytochrome P450 metabolites extracted from hepatocyte culture
medium were measured using uHPLC-MS/MS (Orbitrap) detection. 12-OHNVP
(A, D), 2-OHNVP (B, E), and 3-OHNVP (C, F) were monitored using MS/MS
scans for the following transitions: 283.1190 → 223.1104 m/z (12-OHNVP), 285.1315 → 225.1230 m/z (12-OHD2NVP), 283.1190 →
161.0709 m/z (2-OHNVP), 286.1378
→ 161.0709 m/z (2-OHD3NVP), 283.1190 → 242.0798 m/z (3- OHNVP), and 286.1378 → 245.0987 m/z (3-OHD3NVP). Data are representative
of the mean ± standard deviation of three (human) or four (mouse)
experimental replicates. Significant differences between metabolite
production with NVP and 12-D3NVP were determined using
an unpaired t test generating two-tailed P values (*P < 0.05 and ***P < 0.001).
NVP and I2-D3NVP cytochrome P450-dependent metabolism
in primary human and mouse hepatocytes. Cryopreserved primary human
hepatocytes (A–C) and fresh primary mouse hepatocytes (D–F)
were incubated with 10 μM NVP or 12-D3NVP for 24
or 48 h. Cytochrome P450 metabolites extracted from hepatocyte culture
medium were measured using uHPLC-MS/MS (Orbitrap) detection. 12-OHNVP
(A, D), 2-OHNVP (B, E), and 3-OHNVP (C, F) were monitored using MS/MS
scans for the following transitions: 283.1190 → 223.1104 m/z (12-OHNVP), 285.1315 → 225.1230 m/z (12-OHD2NVP), 283.1190 →
161.0709 m/z (2-OHNVP), 286.1378
→ 161.0709 m/z (2-OHD3NVP), 283.1190 → 242.0798 m/z (3- OHNVP), and 286.1378 → 245.0987 m/z (3-OHD3NVP). Data are representative
of the mean ± standard deviation of three (human) or four (mouse)
experimental replicates. Significant differences between metabolite
production with NVP and 12-D3NVP were determined using
an unpaired t test generating two-tailed P values (*P < 0.05 and ***P < 0.001).Monooxygenated metabolites of
NVP can be subsequently glucuronidated
to form O-glucuronide-NVP (O-GlucNVP).[18] Because of this, we were interested in monitoring any impact of
deuterium substitution on this subsequent metabolism of monooxygenated
NVP. Again, we used C57BL/6J hepatocytes in our initial method development
for the detection of these metabolites. One uHPLC-MS/MS peak corresponding
to an O-GlucNVP metabolite was observed in the medium of primary mouse
hepatocyte incubations with 10 μM NVP or 12-D3NVP
for 24 h (Supplemental Figures 2 and 3).
This peak was not detected in vehicle-treated hepatocyte medium (data
not shown). In incubations with 12-D3NVP, the high-resolution
accurate mass of this peak was that of a trideuteratedO-glucuronidated
metabolite (O-GlucD3NVP, 462.1700 m/z), which suggests that this metabolite is likely from 2-
or 3-OHNVP glucuronidation, as these are the two metabolites that
retain all threedeuterium atoms following metabolism by cytochrome
P450s. No peak corresponding to the mass of 12-O-GlucD2NVP was observed (data not shown). In our treatments of primary human
and primary mouse hepatocytes with 10 μM NVP or 12-D3NVP, no difference was observed in the levels of this O-glucuronidated
metabolite (Figure ).
Figure 3
O-glucuronidated NVP and 12-D3NVP formation in primary
human and mouse hepatocytes. Cryopreserved primary human hepatocytes
(A) and fresh primary mouse hepatocytes (B) were incubated with 10
μM NVP or 12-D3NVP for 24 or 48 h. O-glucuronidated
metabolites extracted from hepatocyte culture medium were measured
using uHPLC-MS (Orbitrap) detection. The peak area of the XICs for
the following high resolution ions was observed to assay metabolite
formation: 459.1510 ± 5 ppm for O-glucuronidated, undeuterated
NVP (O-GlucNVP) and 462.1700 ± 5 ppm for O-glucuronidated, trideuterated
NVP (O-GlucD3NVP). Data are representative of the mean
± standard deviation of three (human) or four (mouse) experimental
replicates.
O-glucuronidatedNVP and 12-D3NVP formation in primary
human and mouse hepatocytes. Cryopreserved primary human hepatocytes
(A) and fresh primary mouse hepatocytes (B) were incubated with 10
μM NVP or 12-D3NVP for 24 or 48 h. O-glucuronidated
metabolites extracted from hepatocyte culture medium were measured
using uHPLC-MS (Orbitrap) detection. The peak area of the XICs for
the following high resolution ions was observed to assay metabolite
formation: 459.1510 ± 5 ppm for O-glucuronidated, undeuterated
NVP (O-GlucNVP) and 462.1700 ± 5 ppm for O-glucuronidated, trideuteratedNVP (O-GlucD3NVP). Data are representative of the mean
± standard deviation of three (human) or four (mouse) experimental
replicates.
Identifying Human Cytochrome
P450s Involved in the Metabolism
of NVP
Given our observed reduction in P450-mediated formation
of 12-OHNVP with 12-D3NVP as compared to NVP, we became
interested in determining which human P450s are responsible for the
formation of 12-OHNVP. We performed incubations of NVP (10 μM)
with individual humancytochrome P450 enzymes (100 nM active enzyme)
and NADPH regenerating reagents. We employed a panel of ten cytochrome
P450 enzymes commonly implicated in drug metabolism.[29] As in our incubations with hepatocytes, peaks corresponding
to 2-, 3-, and 12-OHNVP were observed in these incubations, and no
peak corresponding to 8-OHNVP was observed (data not shown). For 12-OHNVP
(Figure A), all but
one P450 tested (CYP3A5) formed this metabolite, with CYP2C19 incubations
resulting in the highest 12-OHNVP formation. CYP3A4 produced the greatest
levels of 2-OHNVP (Figure B) and CYP2B6 most readily formed 3-OHNVP (Figure C).
Figure 4
NVP monooxygenated metabolites
produced during incubations with
individual cDNA-expressed human P450 enzymes. Insect cell microsomes
containing one the following cDNA-expressed cytochrome P450s (100
nM): CYP1A1, -1A2, -2A6, -2B6, -2D6, -2C8, -2C9, -2C19, -3A4, and
-3A5, were incubated with NVP (10 μM) and NADPH regenerating
reagents for 30 min. 12-OHNVP (A), 2-OHNVP (B), and 3-OHNVP (C) were
extracted from these incubations and measured using uHPLC-MS/MS (triple
quadrupole) detection for the following transitions: 283.1 →
223.0 m/z (12-OHNVP), 283.1 →160.9 m/z (2-OHNVP), and 283.1 → 241.9 m/z (3-OHNVP). Data are representative
of the mean ± standard deviation of three experimental replicates.
NVP monooxygenated metabolites
produced during incubations with
individual cDNA-expressed human P450 enzymes. Insect cell microsomes
containing one the following cDNA-expressed cytochrome P450s (100
nM): CYP1A1, -1A2, -2A6, -2B6, -2D6, -2C8, -2C9, -2C19, -3A4, and
-3A5, were incubated with NVP (10 μM) and NADPH regenerating
reagents for 30 min. 12-OHNVP (A), 2-OHNVP (B), and 3-OHNVP (C) were
extracted from these incubations and measured using uHPLC-MS/MS (triple
quadrupole) detection for the following transitions: 283.1 →
223.0 m/z (12-OHNVP), 283.1 →160.9 m/z (2-OHNVP), and 283.1 → 241.9 m/z (3-OHNVP). Data are representative
of the mean ± standard deviation of three experimental replicates.Cytochrome P450s do not exist in equal concentrations
within the
human liver. In order to determine the contribution of these P450s
in a model system that is more representative of the relative abundances
of P450s in the human liver, we measured monooxygenated NVP metabolite
formation in human liver microsomes. Liver microsomes are endoplasmic
reticulum fractions from liver homogenate, representing the diversity
and relative abundances of P450s in the hepatic endoplasmic reticulum.[30] We performed 1 h co-incubations with human liver
microsomes (0.5 mg/mL), NADPH regenerating reagents, and NVP (10 μM)
with and without the addition of small molecule P450 inhibitors (using
concentrations resulting in selective inhibition of specific P450
enzymes) as indicated in Supplemental Figure 4.[31,32] Interestingly, no P450 inhibitor was able
to reduce the formation of 12-OHNVP, including (+)-N-3-benzyl-nirvanol, a CYP2C19 inhibitor (Supplemental Figure 4A). P450 production of 2-OHNVP was decreased 8.2-fold
(95% CI [2.5, 14.0]) by ketoconazole, a CYP3A inhibitor (Supplemental Figure 4B), and 3-OHNVP production
was decreased 2.6-fold (95% CI [1.0, 4.2]) by PPP, a CYP2B6 inhibitor
(Supplemental Figure 4C).These results
demonstrate that multiple P450s may be responsible
for the production of 12-OHNVP at a clinically relevant concentration
(10 μM) and that CYP3A4 and CYP2B6 are the P450s responsible
for 2-OHNVP and 3-OHNVP production, respectively. In the initial work
characterizing the P450 metabolism of NVP, similar results were observed
using a smaller sampling (four) of human P450s.[17] Erickson et al. observed 12-OHVNP production by multiple
P450s and no impact of antibody-based P450 inhibition on 12-OHNVP
production during concentrations with 25 μM NVP. However, there
was an impact on the production of 12-OHNVP using anti-CYP3A4 with
400 μM NVP and of ketoconazole (CYP3A inhibitor) with 100 μM
NVP. From their work, Erickson et al. concluded that several P450s
(including CYP3A4, -2D6, and -2C9) may contribute to 12-OHNVP formation
at lower, more clinically relevant concentrations of NVP. They also
attributed 2-OHNVP to the CYP3A subfamily and 3-OHNVP to CYP2B6.[17] Though we could have continued with a more extensive
characterization by varying substrate concentrations or trying different
modes of inhibition, we feel results supported quantitation of the
kinetic isotope effect of the twelfth-position deuterium substitution
in a multi-P450 system such as human liver microsomes.
Quantifying
the Kinetic Isotope Effect of Twelfth-Position Deuteration
of NVP on 12-OHNVP Production in Human Liver Microsomes
Preliminary
incubations were performed in human liver microsomes to determine
optimal microsomal protein concentrations and incubation time points
to obtain linear rates of 12-OHNVP formation from NVP (data not shown).
We performed noncompetitive intermolecular experiments during which
liver microsomes were incubated with NADPH regenerating reagents and
a range of concentrations (1–400 μM) of either NVP or
12-D3NVP. We were unable to achieve saturation of the rate
of 12-OHNVP production at 400 μM substrate, and beyond this
concentration, substrate solubility became limiting (data not shown).
Because of this, we monitored the rate of 12-OHNVP production, using
uHPLC-MS/MS Orbitrap detection, with lower concentrations of NVP and
12-D3NVP (0, 1, 5, 10, 25, and 50 μM), where the
curve of rate of 12-OHNVP production vs substrate concentration maintained
linearity for both NVP and 12-D3NVP.The terminology
established by Norththrop is used to distinguish the different parameters
observed in this work.[33] Levels of 12-OHNVP
were quantifiable in incubations with all concentrations of NVP and
in incubations with 5, 10, 25, and 50 μM 12-D3NVP
(Figure A). Catalytic
efficiency was observed (Kcat/Km, the slope of the rate vs substrate concentration
line at nonsaturating conditions, Figure A) for 12-OHNVP formation with both NVP and
12-D3NVP with values of 83.7 (95% CI [78.2, 89.1]) M–1 min–1 and 9.2 (95% CI [8.1, 10.3])
M–1 min–1, respectively (Figure A). The average fold
(NVP/12-D3NVP) change in Kcat/Km, known as D(V/K), was
9.1 (95% CI [7.4, 10.9]). A decrease in the rate of 12-OHNVP production
(with 12-D3NVP as compared to NVP across all concentrations
tested) indicates a primary, normal observed kinetic isotope effect
(DK) of 10.1 (95% CI [9.4, 10.8]). We were unable to calculate
an intrinsic kinetic isotope effect (Dk), which is a measure
of the impact on the P450 hydrogen bond-breaking step specifically.[1] However, it is our understanding that our observed D(V/K) is fairly large considering the same measurements for
other P450 reactions: 2–3,[34] 3.1–3.18,[35] 4.5,[36] 5–11,[37] and >10.[34] Of
note,
one previous study observed DV/K to be 10.9 in microsomal
incubations but only 3.7 in CYP2E1-specific incubations.[38] In the future, it would be interesting to survey
the diversity of kinetic isotope effects for 12-OHNVP from 12-D3NVP across different P450s, given that NVP appears to be a
substrate for multiple P450s.
Figure 5
Rate of 12-OHNVP production as well as 2- and
3-OHNVP formation
from NVP and 12-D3NVP in human liver microsome incubations.
Liver microsomes (2.5 mg/mL) prepared from pooled human donor livers
were incubated with a range of concentrations of NVP (0, 1, 5, 10,
25, and 50 μM) or 12-D3NVP (0, 5, 10, 25, and 50
μM) and NADPH regenerating reagents for 30 min. Cytochrome P450
metabolites extracted from these incubations were measured using uHPLC-MS/MS
(Orbitrap) detection. Metabolites were monitored using MS/MS scans
for the following transitions: 283.1190 → 223.1104 m/z (12-OHNVP), 285.1315 → 225.1230 m/z (12-OHD2NVP), 283.1190 →
161.0709 m/z (2-OHNVP), 286.1378
→ 161.0709 m/z (2-OHD3NVP), 283.1190 → 242.0798 m/z (3- OHNVP), and 286.1378 → 245.0987 m/z (3-OHD3NVP). The rate of formation
of 12-OHNVP (A) was quantified by comparing peak areas of 12-OHNVP
or 12-OHD2NVP to those of a standard curve of 12-OHNVP
prepared in liver microsomal incubations without NADPH regenerating
reagents. Formation of 2-OHNVP (B) and 3-OHNVP(C) from 50 μM
NVP or 12-D3NVP is also shown. For rates of 12-OHNVP production,
all data points are shown, in addition to results of linear curve
fitting for the graphs of rate vs substrate concentration. For 2-
and 3-OHNVP production, data are representative of the mean ±
standard deviation of three experimental replicates.
Rate of 12-OHNVP production as well as 2- and
3-OHNVP formation
from NVP and 12-D3NVP in human liver microsome incubations.
Liver microsomes (2.5 mg/mL) prepared from pooled human donor livers
were incubated with a range of concentrations of NVP (0, 1, 5, 10,
25, and 50 μM) or 12-D3NVP (0, 5, 10, 25, and 50
μM) and NADPH regenerating reagents for 30 min. Cytochrome P450
metabolites extracted from these incubations were measured using uHPLC-MS/MS
(Orbitrap) detection. Metabolites were monitored using MS/MS scans
for the following transitions: 283.1190 → 223.1104 m/z (12-OHNVP), 285.1315 → 225.1230 m/z (12-OHD2NVP), 283.1190 →
161.0709 m/z (2-OHNVP), 286.1378
→ 161.0709 m/z (2-OHD3NVP), 283.1190 → 242.0798 m/z (3- OHNVP), and 286.1378 → 245.0987 m/z (3-OHD3NVP). The rate of formation
of 12-OHNVP (A) was quantified by comparing peak areas of 12-OHNVP
or 12-OHD2NVP to those of a standard curve of 12-OHNVP
prepared in liver microsomal incubations without NADPH regenerating
reagents. Formation of 2-OHNVP (B) and 3-OHNVP(C) from 50 μM
NVP or 12-D3NVP is also shown. For rates of 12-OHNVP production,
all data points are shown, in addition to results of linear curve
fitting for the graphs of rate vs substrate concentration. For 2-
and 3-OHNVP production, data are representative of the mean ±
standard deviation of three experimental replicates.As in our hepatocyte incubations, we also measured 2- and
3-OHNVP
with NVP and 12-D3NVP to probe for potential metabolic
switching. No statistically significant changes were observed in 2-
or 3-OHNVP formation using 50 μM 12-D3NVP vs NVP
(Figure B,C, respectively)
or with any of the other NVP concentrations tested (5, 10, 25, 100,
200, and 400 μM, data not shown). We found these results as
well as the lack of change observed for both 2- and 3-OHNVP production
in hepatocyte medium intriguing, as metabolic switching, in which
other drug metabolite levels increase in response to decreased metabolism
at one position, has been known to occur with deuterium substitution.[5,7,39−41] Our observation
may be due to differences in P450 contributions to metabolism at these
different positions of the NVP scaffold. Since we did not see a significant
decrease in 12-OHNVP with inhibitors that reduced production of 2-OHNVP
and 3-OHNVP, this suggests that the enzymes responsible for 2- and
3-OHNVP production (CYP3A4 and CYP2B6, respectively) do not play a
measurable role in the conversion of NVP to 12-OHNVP. With that, modifying
the dynamics of this specific conversion may not impact the rates
of CYP3A4/CYP2B6 production of 2- or 3-OHNVP.
Hepatocyte Viability during
Treatments with NVP and 12-D3NVP
Given the observed
reduction in formation of
12-OHNVP from 12-D3NVP using hepatocytes, we probed whether
there is a difference in hepatocyte viability during treatments with
NVP and 12-D3NVP. Primary mouse hepatocytes were treated
with 400 μM NVP or 12-D3NVP for 8 h, and their viability
was measured using ethidium bromide (EtBr)/acridine orange (AcrO)
costaining and compared to treatment with vehicle alone (Figure A,B). EtBr-positive
nuclei were monitored as a marker for cell death. Treatment with 10
μM staurosporine for 8 h was used as a positive control (data
not shown). During treatment with NVP, the percentage of EtBr-positive
cell nuclei was 52.6% (95% CI [37.0, 68.2]), which is notably greater
than the 19.0% (95% CI [9.5, 28.4]) observed for vehicle treatments.
The percentage of EtBr-positive cell nuclei in treatments using 12-D3NVP was 36.8% (95% CI [25.3, 48.2]), a reduction from levels
measured following treatments with NVP, though still elevated above
vehicle control.
Figure 6
EtBr/AcrO viability staining and metabolite formation
in primary
mouse hepatocytes treated with NVP or 12-D3NVP. Fresh primary
mouse hepatocytes were incubated with vehicle (0.2% DMSO), 400 μM
NVP, or 400 μM 12-D3NVP for 8 h. Quantitation of
nuclear EtBr incorporation from EtBr/AcrO viability costaining (A)
as well as representative images of EtBr/AcrO costaining (B) are shown
for these incubations. Cytochrome P450 metabolites extracted from
hepatocyte culture medium were measured using uHPLC-MS/MS (Orbitrap)
detection. 12-OHNVP (C), 2-OHNVP (D), and 3-OHNVP (E) were monitored
using MS/MS scans for the following transitions: 283.1190 →
223.1104 m/z (12-OHNVP), 285.1315
→ 225.1230 m/z (12-OHD2NVP), 283.1190 → 161.0709 m/z (2-OHNVP), 286.1378 → 161.0709 m/z (2-OHD3NVP), 283.1190 → 242.0798 m/z (3- OHNVP), and 286.1378 → 245.0987 m/z (3-OHD3NVP). One O-glucuronidated
metabolite (F) was extracted from the cell culture medium and subjected
to uHPLC-MS (Orbitrap) analysis. The following high resolution ions
were observed to assay for the presence of O-glucuronidated metabolite:
459.1510 ± 5 ppm for O-GlucNVP and 462.1700 ± 5 ppm for
O-GlucD3NVP. One glutathione conjugate (G) was extracted
from cell pellets and subjected to uHPLC-MS (Orbitrap) analysis. The
following high resolution ions were observed to assay for the presence
of this metabolite: 572.1922 ± 5 ppm for glutathione-NVP and
575.2110 ± 5 ppm for glutathione-D3NVP. Data are representative
of the mean ± standard deviation of four experimental replicates,
except for glutathione detection, which has three experimental replicates.
Significant differences from vehicle (A) or for the indicated comparisons
(A, C, D, E, F,G) were determined using an unpaired t test generating two-tailed P values (*P < 0.05; **P < 0.01).
EtBr/AcrO viability staining and metabolite formation
in primary
mouse hepatocytes treated with NVP or 12-D3NVP. Fresh primary
mouse hepatocytes were incubated with vehicle (0.2% DMSO), 400 μM
NVP, or 400 μM 12-D3NVP for 8 h. Quantitation of
nuclear EtBr incorporation from EtBr/AcrO viability costaining (A)
as well as representative images of EtBr/AcrO costaining (B) are shown
for these incubations. Cytochrome P450 metabolites extracted from
hepatocyte culture medium were measured using uHPLC-MS/MS (Orbitrap)
detection. 12-OHNVP (C), 2-OHNVP (D), and 3-OHNVP (E) were monitored
using MS/MS scans for the following transitions: 283.1190 →
223.1104 m/z (12-OHNVP), 285.1315
→ 225.1230 m/z (12-OHD2NVP), 283.1190 → 161.0709 m/z (2-OHNVP), 286.1378 → 161.0709 m/z (2-OHD3NVP), 283.1190 → 242.0798 m/z (3- OHNVP), and 286.1378 → 245.0987 m/z (3-OHD3NVP). One O-glucuronidated
metabolite (F) was extracted from the cell culture medium and subjected
to uHPLC-MS (Orbitrap) analysis. The following high resolution ions
were observed to assay for the presence of O-glucuronidated metabolite:
459.1510 ± 5 ppm for O-GlucNVP and 462.1700 ± 5 ppm for
O-GlucD3NVP. One glutathione conjugate (G) was extracted
from cell pellets and subjected to uHPLC-MS (Orbitrap) analysis. The
following high resolution ions were observed to assay for the presence
of this metabolite: 572.1922 ± 5 ppm for glutathione-NVP and
575.2110 ± 5 ppm for glutathione-D3NVP. Data are representative
of the mean ± standard deviation of four experimental replicates,
except for glutathione detection, which has three experimental replicates.
Significant differences from vehicle (A) or for the indicated comparisons
(A, C, D, E, F,G) were determined using an unpaired t test generating two-tailed P values (*P < 0.05; **P < 0.01).As with previously published in vitro studies
involving NVP, we had to use high, supra-therapeutic concentrations
to observe any cell death with NVP.[28,42,43] We did see a reduction in C57BL/6J hepatocyte death
using 12-D3NVP as compared to NVP, though the clinical
implications of this degree of change are difficult to ascertain (from
52.6% of cells dead/dying with NVP to 36.8% with 12-D3NVP).
Though the observed reduction suggests that 12-OHNVP formation may
play a role in hepatocyte death with NVP, given the supra-therapeutic
concentrations needed to stimulate cell death and the degree of decrease
observed, future experimentation is needed. Employing other in vivo animal and in vitro cell culture
models may prove useful in further elucidating the role of 12-OHNVP
formation in NVP toxicities. C57BL/6 mice, from which we prepared
our primary hepatocytes, have been previously employed in the study
of NVPtoxicity, with varying results. Previously, NVP-protein adduct
formation has been observed in NVP incubations with C57BL/6 liver
microsomal fractions, and adduct formation was then decreased when
microsomes were instead incubated with 12-D3NVP. This work
also demonstrated that in vivo NVP dosing of C57BL/6
mice resulted in mild hepatotoxicity, though the severity and duration
of toxicity was greater in in vivo rat models.[24] Probing the effects of this trideuteration on
NVP-induced hepatotoxicity in hepatocytes derived from other animal
models may prove useful in understanding the role of 12-OHNVP production
in NVPhepatotoxicity. In addition, advances in the culture of primary
human hepatocytes models, such as 3-D spheroid culture, may facilitate
more pharmacologically relevant incubations with NVP. Spheroid culture
would allow for long-term incubations that may demonstrate cell death
during incubations with therapeutically relevant concentrations of
NVP.[44] This technique also allows for coculture
with immune cells.[45] Both of these aspects
may be useful in profiling NVP-induced hepatotoxicity in a human-derived
cell culture model, especially given the proposed involvement of immune
hypersensitivity in NVP-related adverse events.[46]Given that incubations with 400 μM NVP were
needed to induce
NVP-dependent death, it is reasonable to propose that the differences
in P450 metabolism between NVP and 12-D3NVP observed using
lower (10 μM) hepatocyte treatment incubations may not be the
same with 400 μM. Because of this, we probed NVP and 12-D3NVP metabolite formation in our primary mouse hepatocyte cell
death incubations. After 8 h, production of 12-OHNVP was reduced 3.5-fold
(95% CI [3.2, 3.8]) in incubations with 400 μM 12-D3NVP as compared to 400 μM NVP (Figure C). The formation of both 2- and 3-OHNVP
trended toward an increase with 12-D3NVP as compared to
NVP, though the observed changes did not rise to the level of statistical
significance (Figure D,E). Given this trend, we also measured the formation of the downstream
O-GlucNVP metabolite, likely formed from 2- or 3-OHNVP, and observed
a 2.8-fold (95% CI [1.9, 3.4]) increase with 12-D3NVP as
compared to NVP (Figure F). With this observed increase, we became interested in quantifying
other subsequent metabolites of monooxygenated NVP. Glutathione conjugation
has been previously observed at both the 3- and 12- positions.[22] We were able to profile one glutathione conjugated
metabolite in our primary mouse hepatocyte incubations (Supplemental Figures 5 and 6). When 12-D3NVP was used as the substrate, this metabolite retained all
threedeuterium atoms (Supplemental Figures 5 and 6). Because of this, we propose that this is likely 3-glutathione-NVP,
rather than 12-glutathione-NVP, which would only have two deuterium
atoms remaining following the metabolism by P450s, sulfotransferases,
and glutathione-S-transferases necessary to produce 12-glutathione-NVP.
Interestingly, during these treatments, we observed a 3.0-fold increase
(95% CI [0.486, 5.514]) in this glutathione-conjugated metabolite
with 12-D3NVP as compared to NVP (Figure G). We were unable to detect sulfoxy-NVP
conjugates in these incubations (data not shown).These increases
in glucuronide and glutathione metabolites suggest
that during these 400 μM incubations NVPdeuteration may result
in metabolic switching. In incubations of primary mouse hepatocytes
with 10 μM NVP or 12-D3NVP, we saw no difference
in 2- or 3-OHNVP production or in O-GlucNVP formation. This may be
explained by differences in various P450 affinities for NVP. In incubations
using 10 μM substrate incubations, several P450s may bind and
metabolize NVP each to distinct monooxygenated metabolites and would
not be subject to switching. At 400 μM substrate concentrations,
there may be a mouse P450 with a low affinity for NVP that can bind
and form all three −OHNVP metabolites and, therefore, is subject
to switching. The potential for metabolic switching could prove a
hurdle for scientists interested in applying deuteration to an already
approved therapeutic. For instance, there is some evidence that the
3-OHNVP metabolite may also be bioreactive and contribute to adverse
events with NVP.[19,22] If metabolic switching to this
metabolite does occur with 12-D3NVP, this compound could
prove to be equally if not more toxic than NVP. Previous work by Pinheiro
et al. regarding NVP metabolism in rat hepatocyte culture has demonstrated
an increased detection in both the number of different NVP metabolites
and in the concentrations of those metabolites formed using 3-D spheroid
culture vs 2-D culture. In this work, glucuronide and sulfoxy metabolites
of 12-OHNVP were only detectable in the 3-D culture system.[28] It would be informative to probe metabolite
formation with NVP and 12-D3NVP in a 3-D spheroid system,
which may allow us to profile the impact of this trideuteration on
the levels of glucuronide and glutathione conjugates of 12-OHNVP as
well as of sulfoxy-NVP.
Relative-Quantitation Proteomics Analysis
of NVP and 12-D3NVP Treated Hepatocytes
Though
deuterium substitution
in this case is intended to slow metabolism at a specific position,
it can also lead to other unintended consequences such as increases
in other metabolites, as we have observed with 400 μM incubations
with NVP and 12-D3NVP.[23] This
altered exposure to drug metabolites with NVP vs 12-D3NVP
may result in alternative cell signaling in response to exposure to
NVP vs 12-D3NVP. To probe for differential responses to
these two compounds in hepatocytes, we performed relative-quantitation
label-free proteomics analysis of primary mouse hepatocytes treated
with vehicle (0.2% DMSO), 400 μM NVP, or 400 μM 12-D3NVP for 8 h. In addition, to identify potential changes at
more therapeutically relevant concentrations in a human model, we
also performed this analysis on primary human hepatocytes treated
with vehicle (0.1% DMSO), 10 μM NVP, or 10 μM 12-D3NVP for a longer treatment duration, 48 h. Our discussion
will focus mainly on the differences between NVP and 12-D3NVP treatment (Tables and 2). However, we also have included changes
with each treatment as compared to vehicle (Supplementary Tables 1–4). Comparisons of housekeeping proteins, actin
and glyceraldehyde-3-phosphate dehydrogenase, are also shown in all
the tables, though no change in their expression was observed across
treatments.
Table 1
Relative-Quantitation Proteomics Analysis
of Protein Expression Changes with 12-D3NVP Treatment,
as Compared to NVP, of Primary Mouse Hepatocytesa
changes
with 12-D3NVP treatment (in comparison to NVP)
UniProt accession
UniProt entry
gene
name
fold change
P value
P47876
insulin-like growth factor-binding protein 1
Igfbp1
4.7 ± 1.38
0.0048
E9QPl2
putative methyltransferase NSUN7
Nsun7
3.89 ± 2.73
0.0244
Q642L7
MCG13441
Rps27a
3.03 ± 2.51
0.0144
D3Z5F7
protein Gm20521
Gm20521
2.64 ± 0.79
0.0079
P70441
Na(+)/H(+) exchange
regulatory cofactor NHE-RF1
Slc9a3r1
2.5 ± 0.86
0.0319
O08600
endonuclease G, mitochondrial
Endog
2.07 ± 0.47
0.0336
Q6A0A9
constitutive coactivator
of PPAR-gamma-like protein 1
NAD-dependent protein deacylase sirtuin-5,
mitochondrial
Sirt5
1.56 ± 0.29
0.0481
Q3TMX5
arginine-rich, mutated in early stage tumors, isoform
CRA_b
Manf
1.3 ± 0.06
0.0066
A0A0A0MQF6
glyceraldehyde-3-phosphate dehydrogenase
Gapdh
1.4 ± 1.01
0.7024
P60710
actin, cytoplasmic 1
Actb
1.05 ± 0.4
0.7289
Q4VBG1
DEAD (Asp-Glu-Ala-Asp) box polypeptide
47
Ddx47
–1.5 ± 0.1
0.0094
Q921l1
serotransferrin
Tf
–1.52 ± 0.17
0.0440
B2RT89
predicted gene, EG434674
Slc22a28
–1.66 ± 0.16
0.0287
Q99N96
39S ribosomal protein
L1, mitochondrial
Mrpl1
–1.87 ± 0.19
0.0295
Q4VA32
thioesterase superfamily member 2
Acot13
–1.97 ± 0.16
0.0055
Q3KNM2
E3 ubiquitin-protein
ligase MARCH5
March5
–2.14 ± 0.17
0.0061
Q6ZWY3
40S ribosomal protein
S27-like
Rps27l
–5.67 ± 0.08
0.0416
Freshly isolated primary mouse
hepatocytes were treated for 8 h with 400 μM NVP or 12-D3NVP. Cell lysate was then prepared and subjected to Top10
nanoLC-MS-based proteomics with data analysis performed in Proteome
Discoverer 2.1, using Sequest HT for peptide spectral matching/protein
identification and precursor ion area detection for relative quantitation.
Up to 10 unique or razor peptides were used in protein precursor ion-based
quantitation. Statistically significant relative-quantitation changes
are shown for treatment with 12-D3NVP as compared to NVP
as well as the results for housekeeping proteins actin and GAPDH.
UniProt proteome Mus musculus10090 was used for
protein identification profiling, with UniProt accession numbers,
protein entry (protein name), and gene name’s provided. P values were generated using an unpaired t test, and the effect size was calculated using Cohen’s d
equation. Data are representative of four biological replicates.
Table 2
Relative-Quantitation
Proteomics Analysis
of Protein Expression Changes with 12-D3NVP Treatment,
as Compared to NVP, of Cryopreserved Human Hepatocytesa
changes
with 12-D3NVP treatment (in comparison to NVP)
UniProt accession
UniProt entry
gene
name
fold change
P value
Q16540
39S ribosomal protein L23, mitochondrial
MRPL23
8.32 ± 2.21
0.0159
Q8Nl60
atypical kinase ADCK3,
mitochondrial
COQ8A
1.95 ± 0.2
0.0168
Q9HA77
probable cysteine-tRNA ligase, mitochondrial
CARS2
1.85 ± 0.2
0.0041
Q14498
RNA-binding protein 39
RBM39
1.7 ± 0.2
0.0339
Q9Y2H5
pleckstrin homology
domain-containing family A member 6
PLEKHA6
1.59 ± 0.05
0.0188
Q8lYS2
isoform 2 of uncharacterized
protein KlAA2013
KlAA2013
1.36 ± 0.01
0.0051
P60709
actin, cytoplasmic 1
ACTB
–1.09 ± 0.19
0.4937
P04406
glyceraldehyde-3-phosphate
dehydrogenase
GAPDH
–1.35 ± 0.16
0.1836
P34897
serine hydroxymethyltransferase, mitochondrial
SHMT2
–1.28 ± 0.05
0.0225
P08574
cytochrome c1, heme protein, mitochondrial
CYC1
–1.4 ± 0.09
0.0478
Q15046
isoform mitochondrial of lysine-tRNA ligase
KARS
–1.42 ± 0.06
0.0490
Q96l24
far upstream element-binding protein 3
FUBP3
–1.47 ± 0.03
0.0198
P00167
cytochrome b5
CYB5A
–1.5 ± 0.11
0.0361
Q13438
protein os-9
OS9
–1.53 ± 0.09
0.0187
Q9Y315
deoxyribose-phosphate
aldolase
DERA
–1.63 ± 0.06
0.0229
Q4G176
Acyl-CoA synthetase family member 3, mitochondrial
ACSF3
–1.63 ± 0.09
0.0278
P82979
SAP domain-containing ribonucleoprotein
SARNP
–1.65 ± 0.07
0.0043
O75431
metaxin-2
MTX2
–1.67 ± 0.09
0.0465
Q9H6R4
nucleolar protein 6
NOL6
–1.85 ± 0.12
0.0121
P13716
isoform 2 of delta-aminolevulinic
acid dehydratase
Cryopreserved
pooled-donor (10,
mixed-sex) primary human hepatocytes were treated for 48 h with 10
μM NVP or 12-D3NVP. Cell lysate was then prepared
and subjected to Top10 nanoLC-MS-based proteomics with data analysis
performed in Proteome Discoverer 2.1, using Sequest HT for peptide
spectral matching/protein identification and precursor ion area detection
for relative quantitation. Up to 10 unique or razor peptides were
used in protein precursor ion-based quantitation. Statistically significant
relative-quantitation changes are shown for treatment with 12-D3NVP as compared to NVP as well as the results for housekeeping
proteins actin and GAPDH. UniProt proteome Homo sapiens9606 was
used for protein identification profiling, with UniProt accession
numbers, protein entry (protein name), and gene name’s provided. P values were generated using an unpaired t test, and the effect size was calculated using Cohen’s d
equation. Data are representative of experiments with three different
10-donor pools of hepatocytes.
Freshly isolated primary mouse
hepatocytes were treated for 8 h with 400 μM NVP or 12-D3NVP. Cell lysate was then prepared and subjected to Top10
nanoLC-MS-based proteomics with data analysis performed in Proteome
Discoverer 2.1, using Sequest HT for peptide spectral matching/protein
identification and precursor ion area detection for relative quantitation.
Up to 10 unique or razor peptides were used in protein precursor ion-based
quantitation. Statistically significant relative-quantitation changes
are shown for treatment with 12-D3NVP as compared to NVP
as well as the results for housekeeping proteins actin and GAPDH.
UniProt proteome Mus musculus10090 was used for
protein identification profiling, with UniProt accession numbers,
protein entry (protein name), and gene name’s provided. P values were generated using an unpaired t test, and the effect size was calculated using Cohen’s d
equation. Data are representative of four biological replicates.Cryopreserved
pooled-donor (10,
mixed-sex) primary human hepatocytes were treated for 48 h with 10
μM NVP or 12-D3NVP. Cell lysate was then prepared
and subjected to Top10 nanoLC-MS-based proteomics with data analysis
performed in Proteome Discoverer 2.1, using Sequest HT for peptide
spectral matching/protein identification and precursor ion area detection
for relative quantitation. Up to 10 unique or razor peptides were
used in protein precursor ion-based quantitation. Statistically significant
relative-quantitation changes are shown for treatment with 12-D3NVP as compared to NVP as well as the results for housekeeping
proteins actin and GAPDH. UniProt proteome Homo sapiens9606 was
used for protein identification profiling, with UniProt accession
numbers, protein entry (protein name), and gene name’s provided. P values were generated using an unpaired t test, and the effect size was calculated using Cohen’s d
equation. Data are representative of experiments with three different
10-donor pools of hepatocytes.Interestingly, one protein was differentially expressed in mouse
hepatocytes treated with 12-D3NVP as compared to both NVP
(Table ) and vehicle
(Supplemental Table 2): increased insulin-like
growth factor-binding protein 1 (IGFBP-1, 4.18-fold higher than vehicle
and 4.70-fold higher than with NVP treatment). Increases in this protein
have been found in the serum of patients with advanced liver fibrosis,
and it has been demonstrated to be elevated during general hepatic
stress.[47] Two cytochrome P450 enzymes,
CYP2D6 and CYP2C9, were both decreased during 12-D3NVP
treatment in human hepatocytes as compared to NVP, by around 1.92-
and 2.06-fold, respectively (Table ). Reduction of P450 expression with deuterated NVP as well as with
reduced clearance via 12-OHNVP metabolite could contribute to increased
drug half-life, something that must be considered when using deuteration
to reduce production of a toxic metabolite. The two greatest magnitude
changes were with 12-D3NVP treatment: a 15.96-fold increase
in the expression of mitochondrial pyruvate carrier protein 1 (MPC1)
during treatment of human hepatocytes with 12-D3NVP as
compared to vehicle and an 8.32-fold increase in the mitochondrial
39S ribosome protein L23 (MRPL23) with 12-D3NVP treatment
in human hepatocytes as compared to NVP treatment. In fact, many of
the observed changes with either NVP or 12-D3NVP were unique
to these individual compounds, and not shared across NVP and 12-D3NVP treatment (Supplemental Tables 1–4). In general, differences in hepatocyte response, beyond metabolic
impacts between NVP and 12-D3NVP treatment, are useful
to consider in using this trideuterated compound as way to probe the
impacts of P450 metabolism on NVP toxicities. These data suggest that
there are distinct cellular responses to NVP and 12-D3NVP,
including at least one unique hepatic stress marker (IGFBP-1) and
changes in P450 expression.Interestingly, among all of the
identified changes in human hepatocytes,
there is an abundance of mitochondrial proteins (Table and Supplemental Tables 3 and 4). This suggests that perhaps mitochondrial dysregulation
may play a role in the toxicities of NVP or 12-D3NVP. Previously,
mitochondrial damage has been observed during in vivo rat and in vitro Hep G2 cell treatment with NVP.[48,49] The implications of the various changes observed in the protein
abundances warrant further exploration. One example, FAST kinase domain-containing
protein 5 (FASTKD5, which was significantly decreased in human primary
hepatocytes treated with NVP and 12-D3NVP), has been previously
demonstrated to be involved in noncanonical mitochondrial mRNA processing.
FASTKD5 silencing results in assembly defects of complex IV of the
electron transport chain.[50] The formation
of quinone and quinone methide reactive intermediates from 2-, 3-,
and 12-OHNVP has been proposed,[23,24,51,52] with the formation of quinone
derivatives from 2- and 3-OHNVP being previously captured and structurally
characterized.[51] Quinone and quinone methide
metabolites have been implicated in the mitochondrial toxicity of
other drugs, such as tamoxifen,[53] and are
thought not only to be bioreactive[24,51] but also to
contribute to the toxic formation of mitochondrial superoxide anions.[54] The formation of protein-NVP adducts in the
mitochondria or of damaging reactive oxygen species resulting from
the formation of these quinone metabolites could explain our observed
changes in mitochondrial protein expression. In addition, the fact
that these reactive metabolites are proposed to derive from not only
12-OHNVP but also 2- and 3-OHNVP may explain why changes in mitochondrial
protein expression were observed with both NVP and 12-D3NVP treatment.
Conclusions
In this work, we have
demonstrated that deuterium substitution
is effective at reducing hepatic P450 production of 12-OHNVP in both
human and C57BL/6J mouse hepatocytes. We have measured a high observed
kinetic isotope effect of this substitution on the production of 12-OHNVP
in human liver microsomes. Metabolic switching was observed during
400 μM incubations with mouse primary hepatocytes, though not
during 10 μM incubations with human hepatocytes and microsomes
or with mouse hepatocytes. That being said, while NVP-induced primary
mouse hepatocyte cell death was reduced, it was not completely reversed
with 12-D3NVP, and in proteomics analysis, unique proteomic
shifts were detected with 12-D3NVP. Taken together, these
results indicate that this trideuterated compound is very effective
at reducing P450 metabolism to NVP, though unintended effects, such
as metabolic switching and differential impacts on hepatocyte protein
expression, should be taken into consideration when using this deuterated
compound and others to mitigate drug metabolite-induced hepatotoxicity.
Experimental Section
Reagents
All compounds
used in this work had a purity
of ≥95%. NVP (with a purity of >99.9%, assessed by the manufacturer
using HPLC compared to a USP standard) was provided by the National
Institutes of Health AIDS Research and Reference Reagent Program.
12-D3NVP (98% compound purity, 99% isotopic purity), 2-OHNVP
(98% compound purity), 3-OHNVP (98% compound purity), and 12-OHNVP
(96% compound purity) standards were synthesized by Toronto Research
Chemicals, and their purity was assessed by the manufacturer using
1H nuclear magnetic resonance (for compound purity) and mass spectrometry
(for isotopic purity). Staurosporine was purchased from Cell Signaling
Technology. Furafylline, tranylcypromine, sulfaphenozole, (+)-N-3-benzyl-nirvanol, quinidine, and ketoconazole were all
purchased from Sigma. 2-Phenyl-2-(1-piperidinyl) propane (PPP) was
purchased from Santa Cruz. LC-MS-grade water, acetonitrile, methanol,
acetone, and formic acid were all purchased from Fisher Scientific.
Bovine pancreas trypsin was purchased from MilliporeSigma. Dithiothreitol
and iodoacetamide were purchased from Pierce.
Primary Mouse Hepatocyte
Isolation and Culture
The
Johns Hopkins Animal Care and Use Committee approved all experiments
using mice, and all procedures were in accordance with the Guide for
the Care and Use of Laboratory Animals as adopted and promulgated
by the US National Institutes of Health. Hepatocytes were isolated
from male C57BL/6J mice aged 8–13 weeks (The Jackson Laboratory).
Primary hepatocytes were isolated as previously described.[55] Cells were ≥85% viable upon plating and
were cultured as previously described.[56] Following adherence overnight, fresh treatment-containing medium
was added.
Cryoplateable Human Hepatocyte Culture
LIVERPOOL cryoplateable
human hepatocytes (three different lots of pools from 10 human, mixed-sex
donors) were obtained from BioIVT. Cells were thawed and plated according
to the manufacturer’s protocol into 12-well collagen coated
plates (Corning) with a viability of ≥90% upon plating. Following
adherence overnight, fresh treatment-containing InVitroGRO CP medium
supplemented with Torpedo Antibiotic Mix (BioIVT) was added.
Extraction
of Monooxygenated and O-Glucuronidated Metabolites
of NVP and 12-D3NVP from the Culture Medium of Primary
Human and Mouse Hepatocytes
Fresh mouse hepatocytes and cryoplateable
human hepatocytes were treated in a 12-well format with vehicle (0.1%
DMSO), 10 μM NVP, or 10 μM 12-D3NVP for 24
or 48 h. Fresh mouse hepatocytes were also treated with vehicle (0.2%
DMSO), 400 μM NVP, or 400 μM 12-D3NVP for 8
h. Following these treatments, 100 μL of culture medium was
obtained and metabolites were extracted via protein precipitation
with the addition of acetonitrile to a final concentration of 50%.
Samples were vortexed and centrifuged (3 min, 10 000g, 4 °C). Supernatant was then dried under vacuum centrifugation
and reconstituted in 50 μL (mouse samples) or 17 μL (human
samples) of methanol, and 2 μL was injected for uHPLC-Orbitrap
analysis.
Extraction of Intracellular Glutathione-Conjugated NVP and 12-D3NVP Metabolites from Primary Mouse Hepatocytes
Fresh
primary mouse hepatocytes were treated with vehicle (0.2% DMSO), 400
μM NVP, or 400 μM 12-D3NVP for 8 h in a 6-well
format. Three wells of each treatment (720 000 cells) were
collected and pooled via cell scraping into PBS, followed by centrifugation
(5 min, 500g, 4 °C). Cell pellets were flash
frozen and stored at −80 °C prior to metabolite extraction.
Pellets were lysed and metabolites extracted in 50 μL of 50%
methanol. Samples were incubated for 10 min at room temperature. Centrifugation
was used to pellet insoluble debris (10 min, 10 000g, 4 °C), and 25 μL of supernatant was injected
for uHPLC-Orbitrap analysis.
Metabolism by Individual cDNA-Expressed Cytochrome
P450s
NVP (10 μM) was incubated with microsomes containing
the following
individual cDNA-expressed cytochrome P450 enzymes (Supersomes, BD
Biosciences): CYP1A1, -1A2, -2A6, -2B6, -2C8, -2C9, -2C19, -2D6, -3A4,
and -3A5. NVP was warmed in potassium phosphate buffer and an NADPH-regeneration
system (Corning, used as per the manufacturer’s protocol) for
5 min at 37 °C. Reactions were initiated with the addition of
microsomes for final concentrations of 0.1 M potassium phosphate buffer,
100 nM P450, and 10 μM NVP, a final reaction volume of 100 μL,
and a final vehicle concentration of 0.1% DMSO. Following a 30 min
incubation at 37 °C, reactions were stopped, centrifuged, and
dried as described above. Samples were reconstituted in 50 μL
of methanol, and 2 μL was injected for uHPLC-triple quadrupole
analysis.
Microsomal NVP Metabolism during Co-incubation with P450 Inhibitors
Human liver microsomes (0.5 mg/mL) were incubated in potassium
phosphate buffer and NADPH-regenerating reagents, along with the following
panel of P450 inhibitors: 20 μM furafylline (CYP1A2 inhibitor),
2 μM tranylcypromine (CYP2A6 inhibitor), 30 μM PPP (CYP2B6
inhibitor), 20 μM sulfaphenazole (CYP2C9 inhibitor), 10 μM
(+)-N-3-benzyl-nirvanol (CYP2C19 inhibitor), 1 μM
quinidine (CYP2D6 inhibitor), and 1 μM ketoconazole (CYP3A4
inhibitor). These compounds and concentrations were selected on the
basis of previous work regarding selective cytochrome P450 inhibitors.[31,32] Following a 5 min preincubation at 37 °C, NVP (10 μM)
was added to initiate the reaction. The final reaction volume was
100 μL with a final vehicle concentration of 0.2% DMSO. Following
a 30 min incubation at 37 °C, reactions were stopped, centrifuged,
and dried as described above. Samples were reconstituted in 50 μL
of methanol, and 2 μL was injected for uHPLC-Orbitrap analysis.
Kinetics of 12-OHNVP Production in Liver Microsomes
Pilot
experiments were performed to determine the linearity of 12-OHNVP
production with respect to time and microsomal protein concentration,
from which the subsequent reaction conditions (2.5 mg/mL protein and
30 min reaction times) were chosen. As above, NVP or 12-D3NVP were warmed in potassium phosphate buffer and an NADPH-regeneration
system for 5 min at 37 °C. Following this, reactions were initiated
through the addition of liver microsomes. Substrate concentrations
of 1, 5, 10, 25, 50, 100, 200, or 400 μM NVP or 12-D3NVP were tested in a final reaction volume of 250 μL, and a
final vehicle concentration of 0.1% DMSO or 0.2% DMSO for 400 μM
substrate reactions. Reactions were incubated at 37 °C for 30
min, after which they were stopped, centrifuged, and dried as described
above. Samples were reconstituted in 112.5 μL of methanol, and
2 μL was injected for uHPLC-MS/MS Orbitrap analysis. For quantification
of 12-OHNVP formation, a standard curve of 12-OHNVP was prepared using
the same method and microsome concentrations as the reactions but
with water in place of the NADPH-regeneration system. The following
known final concentrations of 12-OHNVP standard were spiked into the
samples in place of substrate: 1, 2, 5, 20, 50, 100, 200, 500, 1000,
and 2000 nM. The 12-OHNVP peak area intensity of these samples were
then used to calculate 12-OHNVP amounts in each reaction with NVP
or 12-D3NVP. The standard curve was fit using GraphPad
Prism software to a line with 1/Y2 weighting.
An accuracy of ±15% was observed for all standard curve points.
Orbitrap Detection of NVP and 12-D3NVP Metabolites
Samples were injected for analysis using a Dionex 3000 uHPLC system
coupled to a Thermo Fisher Q-Exactive high-resolution Orbitrap mass
spectrometer. Samples were separated on a Waters X Bridge BEH C18
column (2.5 μm pore size, 50 mm long, 2.1 mm internal diameter)
using water with 0.1% formic acid (solvent A) and 100% acetonitrile
with 0.1% formic acid (solvent B). A gradient of solvents was used
for separation flowing at 750 μL/min during which the concentration
of B increased from 5% to 15% over 1 min and 15% to 18% over 2 min,
increased immediately to 100% and was held at 100% for 30 s, and then
decreased immediately to 5% and was held at 5% for 1.5 min. The heated
electrospray ionization source conditions were as follows: 3.5 kV
spray voltage, 600 °C (monooxygenated metabolites) or 350 °C
(glucuronidated or glutathione conjugated metabolites) aux gas heater
temperature, 60 sheath gas, 5 aux gas, 350 °C capillary temperature,
and 60 S-Lens RF amplitude.All metabolites were subjected to a targeted selected ion
monitoring scan in positive mode (resolution of 35 000, automatic
gain control target of 5 × 104, maximum injection
time of 100 ms) to generate high-resolution MS spectra, and a parallel
reaction monitoring scan in positive mode (resolution of 35 000,
automatic gain control target of 2 × 105, maximum
injection time of 100 ms, and a normalized collision energy of 50
for monooxygenated metabolites and a three-step collision energy of
20, 35, and 50 for glucuronidated and glutathione conjugated metabolites)
was performed to generate high-resolution MS/MS spectra. For all scans
across the various metabolites, the quadrupole isolation was set to
the compound accurate mass of ±0.5 m/z. For NVP monooxygenated metabolites, fragment peak area
was used for quantitation in order to increase the specificity for
each of the three metabolites and achieve baseline separation between
metabolites in the chromatograms used for quantitation. The expected m/z values for these metabolites were:
283.1190 (for 2-, 3-, or 12-OHNVP detection), 285.1315 (for 12-OHD2NVP detection), or 286.1378 (for 2- or 3-OHD3NVP
detection). Extracted ion chromatograms were generated from the spectral
intensities of the following specific high-resolution fragments (±5
ppm), and their peak areas were monitored for quantitation of the
monooxygenated metabolites: 161.0709 m/z for 2-OHNVP and 2-OHD3NVP, 242.0798 m/z for 3-OHNVP, 245.0987 m/z for 3-OHD3NVP, 223.1104 m/z for 12-OHNVP, and 225.1230 m/z for 12-OHD2NVP. For O-glucuronidated or glutathione
conjugated NVP metabolites, the expected accurate masses were: 459.1510
(O-GlucNVP), 572.1922 (glutathione-NVP), 462.1700 (O-GlucD3NVP), 575.2110 (glutathione-D3NVP), 461.1636 (12-O-glucD2NVP), and 574.2048 (12-glutathione-D2NVP). For
quantitation of glucuronidated or glutathione metabolites, the XIC
peak areas for the high-resolution accurate parent masses (±5
ppm) were observed. Parallel reaction monitoring scans of these metabolites
were used only to look for identifying fragments that would provide
structural confirmation.
Triple-Quadrupole Detection of NVP Metabolites
The
sample was injected for analysis using a Dionex 3000 uHPLC system
coupled to a Thermo Fisher TSQ Vantage triple quadrupole mass spectrometer.
The sample was separated on a Polaris C18 column (5 μm pore
size, 100 mm long, 2 mm internal diameter). Samples were separated
using water with 0.1% formic acid (solvent A) and 100% acetonitrile
with 0.1% formic acid (solvent B), using a gradient of solvents flowing
at 400 μL/min during which the concentration of B increased
from 5% to 15% over 1 min and 15% to 21% over 5 min and then dropped
immediately back to 5% and was held at 5% for 1.5 min. The heated
electrospray ionization source conditions were as follows: 5000 V
spray voltage, 352 °C vaporizer temperature, 30 sheath gas, 25
aux gas, 390 °C capillary temperature, and 141 S-Lens RF amplitude.
Positive mode selected reaction monitoring scans (scan width of 0.002 m/z, scan time of 0.1 s, collision energy
of 33, and quadrupole widths of 0.7 fwhm) were used to detect monooxygenated
NVP metabolites, using the following specific transitions, as confirmed
using authentic standards: 283.1 → 160.9 for 2-OHNVP, 283.1
→ 241.9 for 3-OHNVP, and 283.1 → 223.0 for 12-OHNVP.
Peak height was monitored as a measure of metabolite abundance.
Cell Death Staining
Primary mouse hepatocytes were
plated on collagen coated coverslips as previously described[56] and treated in a 12-well format with vehicle
(0.2% DMSO), 400 μM NVP, or 400 μM 12-D3NVP
for 8 h. Staurosporin treatments at 10 μM were also included
as a positive control for cell death activation. Primary hepatocytes
were stained and imaged, and those images were processed as previously
described.[56]
Proteomics Sample Preparation
Fresh primary mouse hepatocytes
were treated in a 6-well format with vehicle (0.2% DMSO), 400 μM
NVP, or 400 μM 12-D3NVP for 8 h. Cryoplateable LIVERPOOL
hepatocyte cultures were treated in a 12-well format with vehicle
(0.1% DMSO), 10 μM NVP, or 10 μM 12-D3NVP for
48 h. Treated cells were harvested through cell scraping into PBS,
followed by centrifugation (5 min, 500g, 4 °C).
Pelleted cells were flash frozen and stored at −80 °C
prior to sample preparation. Frozen samples were then thawed and resuspended
in 1× cell lysis buffer (Cell Signaling Technologies) supplemented
with 1× Halt Protease and Phosphatase Inhibitor Cocktail (Thermo
Fisher Scientific), 0.5 mM phenylmethylsulfonyl fluoride (MilliporeSigma),
and 0.5% sodium dodecyl sulfate. Cells were lysed via 30 passages
through a 27-guage syringe needle and clarified via centrifugation
(10 min, 3000g, 4 °C). Protein concentration
was quantified using a bicinchoninic acid assay (Pierce). Lysate (100
μg for mouse samples and 50 μg for human samples) was
diluted to 1 mg/mL in 1× cell lysis buffer (Cell Signaling Technologies),
supplemented with 0.5% sodium dodecyl sulfate. Dithiothreitol was
added to a final concentration of 10 mM, and the sample was incubated
for 45 min at 50 °C. Iodoacetamide was added to a final concentration
of 55 mM, and the samples were incubated for 20 min and protected
from light. Protein was then precipitated through the addition of
ice-cold acetone to a final concentration of 80%, followed by incubation
for 1 h at −20 °C. Protein was pelleted at 16 000g for 10 min at 4 °C, and the resulting pellet was
washed once with ice-cold 90% acetone. The pellet was resuspended
in 200 μL of digestion buffer (Pierce). Trypsin (in a ratio
of 1:25 μg of trypsin to μg of sample) was added, and
the sample was digested overnight at 37 °C. Samples were flash
frozen to stop the digestion.Following digestion, samples were
desalted using Oasis HLB 1 cm3 Extraction Cartridges (Waters,
according to the manufacturer’s protocol) and fractionated
using an Agilent 3100 OFFGEL Fractionator with pH 3–10, 12-well
gel strips (according to the manufacturer’s protocol). Fractions
were then pooled into six final fractions (fraction 1 with 2, 3 with
4, 5 with 6, 7 with 8, 9 with 10, and 11 with 12) and desalted using
Pierce C18 Spin Columns (according to the manufacturer’s protocol).
Eluent was dried under vacuum centrifugation and resuspended (35 μL
for mouse, 17.5 μL for human) in 5% acetonitrile and 0.1% formic
acid.
Nanoflow LC-MS Proteomics Analysis
The sample (5 μL)
was injected for analysis using a Thermo Fisher Easy nLC 1200 nanoflow
liquid chromatography system coupled to a Thermo Fisher Q-Exactive
high-resolution Orbitrap mass spectrometer. The sample was separated
on a Thermo Scientific Easy-Spray C18 Column (2 μm pore size,
150 mm long, 0.050 mm internal diameter) equipped with a trap column
(Acclaim PepMap 100 C18 LC column with a 3 μm particle size,
150 mm long, 0.075 mm internal diameter). Samples were separated using
water with 0.1% formic acid (solvent A) and 80% acetonitrile with
0.1% formic acid (solvent B), using a gradient of solvents flowing
at 300 nL/min during which the concentration of B increased from 2%
to 24% over 60 min, 24% to 36% over 10 min, and 36% to 98% over 1
min and then held at 98% for 15 min. Samples were ionized at 300 °C
and 200 V with an S-lens RF level of 80. A full scan (resolution of
70 000, automatic gain control target of 3 × 106, maximum injection time of 40 ms, and scan range of 400 to 1600 m/z) coupled to a data-dependent MS-2 top
10 scan (resolution of 17 500, automatic gain control target
of 5 × 104, maximum injection time of 150 ms, 0.8 m/z isolation window, normalized collision
energy of 27, and dynamic exclusion period of 10 s) was performed
to generate high-resolution parent and fragment masses of ionized
peptides.
Proteome Discoverer 2.1 Proteomics Data Analysis
Raw
files for sample fractions were pooled for analysis with data processed
using Proteome Discoverer version 2.1. Spectra (with a precursor range
of 350–5000 Da, a minimum charge state of +2, and minimum signal-to-noise
of 1.5) and were assigned to peptides using Sequest HT. The proteome FASTA files
used in the analysis were Uniprot Mus musculus10090 and Homo sapiens9606 version 2016–05–11. The digestion enzyme was given as
trypsin, with the allowance of up to two missed cleavage sites. Mass
tolerances were 5 ppm for precursor ions and 0.05 Da for fragment
ions. The assignment was performed on the basis of b- and y-ions.
The maximum number of dynamic modifications allowed for an identified
peptide was three. The following dynamic modifications were included
in the analysis: methionine oxidation, deamidation of asparagine or
glutamine, and n-terminal acetylation. Carbidomethyl cysteine was
included as a static peptide modification. Assignments were validated
using the Target Decoy Peptide Spectral Match (PSM) Validator node.
PSMs demonstrating a ±2 ppm precision in mass/charge measurements
across repeat scans qualified for relative quantitation on the basis
of precursor ion area detection. Only high confidence peptide assignments
(<0.01 FDR) were included in the protein identification analysis,
with a minimum peptide length of 6 amino acids, counting only rank
1 peptides. Protein assignments were scored using the Protein FDR
validator node and grouped using the strict parsimony principle. Protein
relative quantitation in each sample is based on precursor ion area
assignments generated in the data processing step and included up
to 10 unique and razor peptides for each protein.Only high-confidence
protein hits (<0.01 FDR) of Uniprot master proteins are reported.
Data was analyzed in Microsoft Excel, and hits were determined to
be significant via a paired, two-tailed t test (P < 0.05) with an effect size (Cohen’s d) cutoff
of 2. This alternative analysis to using multiple comparisons corrections
has been previously suggested for low-power (small sample size), exploratory,
relative-quantitation proteomics studies.[57] In identified hits, any missing quantitation values were filled
using the average observed values for other biological replicates.
After this adjustment, any hits that failed to remain significant
(P < 0.05) or have an effect size ≥2 were
excluded from the analysis. Certain hits were not identified in any
replicates of a given treatment and are listed as “not found
with” a given treatment in the results.
Statistical
Analysis
Data analysis for all data sets
except proteomics data was performed using GraphPad Prism, version
7.00. Throughout the text, fold changes are given as means of the
ratios observed for each of the individual experimental replicates
and reported with 95% confidence intervals (95% CI). Means of experimental
replicate values are also reported throughout the text with their
95% CIs. Statistical significance was assayed using an unpaired, two-tailed t test, and P values are reported as *P < 0.05, **P < 0.01, or ***P < 0.001.
Authors: Aline T Marinho; Patrícia M Rodrigues; Umbelina Caixas; Alexandra M M Antunes; Teresa Branco; Shrika G Harjivan; M Matilde Marques; Emília C Monteiro; Sofia A Pereira Journal: J Antimicrob Chemother Date: 2013-09-19 Impact factor: 5.790