Co-reporter:Mototsugu Ito;Hiroyuki Kusuhara;Atsushi Ose;Tsunenori Kondo
The AAPS Journal 2017 Volume 19( Issue 1) pp:286-297
Publication Date(Web):31 October 2016
DOI:10.1208/s12248-016-9992-0
Oseltamivir (Tamiflu®) is a prodrug of Ro 64-0802, a selective inhibitor of influenza virus neuraminidase. There is a possible relationship between oseltamivir treatment and neuropsychiatric adverse events; although this has not been established, close monitoring is recommended on the prescription label. The objective of this study was to predict interindividual variability of human exposure to oseltamivir and its active metabolite Ro 64-0802. By leveraging mathematical models and computations, physiological parameters in virtual subjects were generated with population means and coefficient of variations collected from the literature or produced experimentally. Postulated functional changes caused by genetic mutations in four key molecules, carboxylesterase 1A1, P-glycoprotein, organic anion transporter 3, and multidrug resistance-associated protein 4, were also taken into account. One hundred thousand virtual subjects were generated per simulation, which was iterated 20 times with different random number generator seeds. Even in the most exaggerated case, the systemic areas under the concentration–time curve (AUCs) of oseltamivir and Ro 64-0802 were increased by at most threefold compared with the population mean. By contrast, the brain AUCs of oseltamivir and Ro 64-0802 were increased up to about sevenfold and 40-fold, respectively, compared with the population means. This unexpectedly high exposure to oseltamivir or Ro 64-0802, which occurs extremely rarely, might trigger adverse central nervous system effects in the clinical setting.
Co-reporter:Yoshihisa Shitara, Yuichi Sugiyama
Pharmacology & Therapeutics 2017 Volume 177(Volume 177) pp:
Publication Date(Web):1 September 2017
DOI:10.1016/j.pharmthera.2017.02.042
Preincubation with cyclosporin A (CsA), a potent inhibitor of organic anion transporting polypeptide 1B1 (OATP1B1) and OATP1B3, enhanced its inhibitory effects on these transporters in vitro. A similar effect was observed upon preincubation with some other inhibitors. Removing these from the incubation media did not readily reverse the inhibition on OATP1B1 and OATP1B3. This preincubation-dependent long-lasting inhibition appeared to be related to CsA concentration in the cells in addition to that in the incubation media. Thus, we hypothesized that CsA inhibits OATP1B1 and OATP1B3 from inside (trans-inhibition) as well as outside (cis-inhibition) the cells and constructed the cis- and trans-inhibition model. The enhanced inhibitory effect of CsA on OATP1B1 observed after preincubation was quantitatively described using Ki,out and Ki,in as inhibition constants for cis- and trans-inhibitions, respectively. In addition, a long-lasting inhibition was also described by this model. Additional factors taken into consideration when simulating in vivo pharmacokinetic alterations by CsA are potential inhibition by AM1, a major metabolite of CsA, which has been reported to inhibit OATP1B1 and OATP1B3. Based on the physiologically based pharmacokinetic model incorporating trans- and cis-inhibition of OATP1B1 by CsA, the simulation showed that OATP1B1-mediated drug–drug interaction with CsA was suggested to be time-dependent also in vivo although further clinical studies are required for confirmation.
Co-reporter:Yuichi Sugiyama, Kazuya Maeda, Kota Toshimoto
Journal of Pharmaceutical Sciences 2017 Volume 106, Issue 9(Volume 106, Issue 9) pp:
Publication Date(Web):1 September 2017
DOI:10.1016/j.xphs.2017.04.074
Co-reporter:Koji Kato;Haruyuki Mori;Tomoko Kito;Miyu Yokochi;Sumito Ito
Pharmaceutical Research 2014 Volume 31( Issue 1) pp:136-147
Publication Date(Web):2014 January
DOI:10.1007/s11095-013-1144-y
Multidrug and toxin extrusion proteins (MATEs) are multispecific organic cation transporters mediating the efflux of various cationic drugs into the urine. The present study aimed at identifying endogenous compounds in human plasma and urine specimens as biomarkers to evaluate drug interactions involving MATEs in the kidney without administration of their exogenous probe drugs.An untargeted metabolomic analysis was performed using urine and plasma samples from healthy volunteers and mice treated with or without the potent MATE inhibitor, pyrimethamine. Plasma and urinary concentrations of candidate markers were measured using liquid chromatography-mass spectrometry. Transport activities were determined in MATE- or OCT2-expressing HEK293 cells. The deuterium-labeled compounds of candidates were administered to mice for pharmacokinetics study.Urinary excretion of eleven compounds including thiamine and carnitine was significantly lower in the pyrimethamine-treatment group in humans and mice, whereas no endogenous compound was noticeably accumulated in the plasma. The renal clearance of thiamine and carnitine was decreased by 70%–84% and 90%–94% (p < 0.05), respectively, in human. The specific uptake of thiamine was observed in MATE1-, MATE2-K- or OCT2-expressing HEK293 cells with Km of 3.5 ± 1.0, 3.9 ± 0.8 and 59.9 ± 6.7 μM, respectively. The renal clearance of carnitine-d3 was decreased by 62% in mice treated with pyrimethamine.Our findings indicate that MATEs account for the efflux of thiamine and perhaps carnitine as well as drugs into the urine. The urinary excretion of thiamine is useful to detect drug interaction involving MATEs in the kidney.
Co-reporter:Mari Miyajima;Hiroyuki Kusuhara;Kayo Takahashi;Tadayuki Takashima;Takamitsu Hosoya;Yasuyoshi Watanabe
Journal of Pharmaceutical Sciences 2013 Volume 102( Issue 9) pp:3309-3319
Publication Date(Web):
DOI:10.1002/jps.23600
Abstract
The brain distribution of nonsteroidal aromatase inhibitors was investigated in mice to understand their interactions with brain aromatase. The brain-to-plasma ratio (Kp,brain, mL/g brain) of anastrozole was 0.0299 ± 0.0068, which was lower than that of letrozole (0.383 ± 0.048) and vorozole (0.185 ± 0.031) despite their similar physicochemical properties. The brain-to-plasma unbound concentration ratio of anastrozole, measured using microdialysis, was 0.118 ± 0.037 mL/g brain. In situ mouse brain perfusion also demonstrated that the uptake clearance [mL/(min·g brain)] of anastrozole by the brain (0.108 ± 0.018) was lower than that for letrozole and vorozole (0.422 ± 0.068 and 0.910 ± 0.152, respectively). Anastrozole and vorozole were transported by P-glycoprotein (P-gp) in vitro, whereas none of the compounds were transported by breast cancer resistance protein (BCRP). The Kp,brain of anastrozole and vorozole were increased by 12- and 3.3-fold, respectively, in Mdr1a/b/Bcrp(−/−) mice. IC50 (nM) of anastrozole and letrozole against human aromatase was 12.9 ± 0.7 and 3.59 ± 0.75, respectively. Taken together, these results suggest that active efflux mediated by P-gp at the blood–brain barrier limits the effect of anastrozole in the central nervous system, whereas vorozole and letrozole easily traverse the barrier. © 2013 Wiley Periodicals, Inc. and the American Pharmacists Association J Pharm Sci 102:3309–3319, 2013
Co-reporter:Sumito Ito;Hirotaka Ando;Atsushi Ose;Yoshiaki Kitamura;Tomohiro Ando;Hiroyuki Kusuhara
Journal of Pharmaceutical Sciences 2013 Volume 102( Issue 9) pp:3294-3301
Publication Date(Web):
DOI:10.1002/jps.23599
Abstract
The purpose of this study was to clarify the relationship between the physicochemical properties of drugs and their urinary excretion mechanisms. Three hundred twenty-five drugs were classified into the reabsorption, intermediate, and secretion types based on their ratio of renal clearance to protein-unbound fraction glomerular filtration rate. Fifty percent of ionized and neutral drugs were the secretion and reabsorption types, respectively. The mean molecular weight of the neutral drugs was slightly smaller than those of the ionized drugs (296 vs. 330–368 g/mol). The reabsorption-type anionic drugs were characterized by their low molecular weights (mean value 269 g/mol) and the logarithmic measure of the acid dissociation constants (pKa s) greater than 4.5, whereas the secretion-type anionic drugs all had pKas below 4.5. Cationic drugs with pKas lower than 8.0 tended to be the reabsorption type. Some cationic drugs were classified as the secretion type, despite their high molecular weights (734–811 g/mol) and high log P values (3.1–5.3). The organic anion transporter (OAT)1 and OAT3 substrates were all secretion-type drugs. The same trend was observed for the substrates of organic cation transporter 2, multidrug and toxin extrusion, multidrug resistance-associated protein 4, and multidrug resistance 1/breast cancer resistance protein, but substantial fractions of the substrates were categorized as the intermediate or reabsorption types (9%–38%). This work provides a clue to the renal elimination mechanism of new chemical entities during drug development. © 2013 Wiley Periodicals, Inc. and the American Pharmacists Association J Pharm Sci 102:3294–3301, 2013
Co-reporter:Junko Toyoshima;Hiroyuki Kusuhara;Michael F. Wempe;Hitoshi Endou
Journal of Pharmaceutical Sciences 2013 Volume 102( Issue 9) pp:3228-3238
Publication Date(Web):
DOI:10.1002/jps.23601
Abstract
JPH203 has been developed as an anticancer drug that inhibits L-type amino acid transporter 1-mediated essential amino acid uptake into tumor cells. This study sought to elucidate which drug transporters may be involved in JPH203 hepatic elimination, and to estimate human hepatic clearance. In Sprague–Dawley rats, JPH203 total body clearance approached blood flow rate. JPH203 biotransformation via phase II metabolism produces N-acetyl-JPH203 (NAc-JPH203). NAc-JPH203 accumulates in the bile, and NAc-JPH203 canalicular efflux was significantly decreased in Mrp2-deficient mutant rats (Eisai hyperbilirubinemic rats). JPH203 and NAc-JPH203 are organic anion transporters [organic anion transporting polypeptide (OATP)1B1, OATP1B3, OATP2B1, and OAT3] substrates. In human cryopreserved hepatocytes, JPH203 uptake was saturable and inhibited by rifampicin, a prototypical OATP inhibitor. JPH203 metabolic clearance was larger than influx clearance and eventually passive clearance; JPH203 uptake appears to be the rate-determining process in overall hepatic elimination. Furthermore, unlike rats, the human hepatic clearance was predicted to be intrinsic clearance rate limited. These results suggest that the hepatic uptake transporters are determinant factors to determine JPH203 systemic exposure. © 2013 Wiley Periodicals, Inc. and the American Pharmacists Association J Pharm Sci 102:3228–3238, 2013
Co-reporter:Takao Watanabe;Kazuya Maeda;Chikako Nakai
Journal of Pharmaceutical Sciences 2013 Volume 102( Issue 9) pp:3196-3204
Publication Date(Web):
DOI:10.1002/jps.23623
Abstract
CYP3A4 and P-glycoprotein (P-gp) have similar substrate specificities and work together to form an intestinal absorption barrier against xenobiotics. Previous reports have indicated that CYP3A4 expression decreases gradually, whereas P-gp expression increases, from the upper to lower small intestine. The physiological rationale for this uneven distribution of CYP3A4 and P-gp as a barrier against xenobiotics has not been determined. To clarify the effect of these distribution patterns on barrier function, we constructed a mathematical model that included passive membrane permeation, P-gp-mediated apical efflux, and CYP3A4-mediated metabolism, and we simulated the effects of these distribution patterns on the fraction absorbed of co-substrates without changing their overall activities. The simulation showed that the physiological distribution patterns of both CYP3A4 and P-gp result in the lowest fraction absorbed, but not for drugs with low CYP3A4 and high P-gp-mediated clearances. These results suggest that the distribution pattern of CYP3A4 is especially important for the barrier function. On the other hand, physiological distribution pattern of P-gp exerts the maximum barrier function for dual good substrates for P-gp and CYP3A4, but even distribution of P-gp mostly suppresses the intestinal absorption of good P-gp, but poor CYP3A4 substrates. © 2013 Wiley Periodicals, Inc. and the American Pharmacists Association J Pharm Sci 102:3196–3204, 2013
Co-reporter:Yuichiro Imamura;Nobuyuki Murayama;Noriko Okudaira
Pharmaceutical Research 2013 Volume 30( Issue 2) pp:447-457
Publication Date(Web):2013 February
DOI:10.1007/s11095-012-0890-6
To examine the effect of the fluoroquinolone DX-619 on CYP3A4 and urinary excretion of 6β-hydroxycortisol, an endogenous probe of hepatic CYP3A4 activity, in healthy subjects.The effect of DX-619 on CYP3A4 was examined in human liver microsomes. The apparent formation and renal clearance of 6β-hydroxycortisol (CL6β−OHF and CLrenal,6β−OHF, respectively) were determined in placebo- and DX-619-treated subjects. 6β-hydroxycortisol uptake was determined in HEK293 cells expressing OAT1, OAT3, OCT2, MATE1, and MATE2-K.DX-619 was a mechanism-based inhibitor of CYP3A4, with KI and kinact of 67.9 ± 7.3 μmol/l and 0.0730 ± 0.0033 min−1, respectively. Pharmacokinetic simulation suggested in vivo relevance of CYP3A4 inhibition by DX-619. CL6β−OHF and CLrenal,6β−OHF were decreased 72% and 70%, respectively, on day 15 in DX-619-treated group compared with placebo (P < 0.05). 6β-hydroxycortisol was a substrate of OAT3 (Km = 183 ± 25 μmol/l), OCT2, MATE1, and MATE2-K. Maximum unbound concentration of DX-619 (9.1 ± 0.4 μmol/l) was above Ki of DX-619 for MATE1 (4.32 ± 0.79 μmol/l).DX-619 caused a moderate inhibition of hepatic CYP3A4-mediated formation and significant inhibition of MATE-mediated efflux of 6β-hydroxycortisol into urine. Caution is needed in applying CL6β−OHF as an index of hepatic CYP3A4 activity without evaluating CLrenal,6β−OHF.
Co-reporter:Satoki Imai;Ryota Kikuchi;Yuri Tsuruya;Sotaro Naoi
Pharmaceutical Research 2013 Volume 30( Issue 11) pp:2880-2890
Publication Date(Web):2013 November
DOI:10.1007/s11095-013-1117-1
The expression of a multispecific organic anion transporter, OATP1B3/SLCO1B3, is associated with clinical prognosis and survival of cancer cells. The aims of present study were to investigate the involvement of epigenetic regulation in mRNA expression of a cancer-type variant of OATP1B3 (Ct-OATP1B3) in cancer cell lines.The membrane localization and transport functions of Ct-OATP1B3 were investigated in HEK293 cells transiently expressing Ct-OATP1B3. DNA methylation profiles around the transcriptional start site of Ct-OATP1B3 in cancer cell lines were determined. The effects of a DNA methyltransferase inhibitor and siRNA knockdown of methyl-DNA binding proteins (MBDs) on the expression of Ct-OATP1B3 mRNA were investigated.5′-RACE identified the TSS of Ct-OATP1B3 in PK-8 cells. Ct-OATP1B3 was localized on the plasma membrane, and showed the transport activities of E217βG, fluvastatin, rifampicin, and Gd-EOB-DTPA. The CpG dinucleotides were hypomethylated in Ct-OATP1B3-positive cell lines (DLD-1, TFK-1, PK-8, and PK-45P) but were hypermethylated in Ct-OATP1B3-negative cell lines (HepG2 and Caco-2). Treatment with a DNA methyltransferase inhibitor and siRNA knockdown of MBD2 significantly increased the expression of Ct-OATP1B3 mRNA in HepG2 and Caco-2.Ct-OATP1B3 is capable of transporting its substrates into cancer cells. Its mRNA expression is regulated by DNA methylation-dependent gene silencing involving MBD2.
Co-reporter:Naoki Kotani, Kazuya Maeda, Yasuyuki Debori, Sandrine Camus, Ruoya Li, Christophe Chesne, and Yuichi Sugiyama
Molecular Pharmaceutics 2012 Volume 9(Issue 12) pp:3434-3441
Publication Date(Web):August 16, 2012
DOI:10.1021/mp300171p
HepaRG cells have the ability to differentiate into hepatocyte-like cells. Many papers have shown that these hepatocyte-like cells share several functional properties with intact human hepatocytes. However, although previous studies have indicated the partial maintenance of mRNA expression of drug transporters, their expression and function have not been quantitatively characterized. In the present study, the mRNA and protein expression levels and transport activities of hepatic uptake transporters, organic anion transporting polypeptides (OATPs) and Na+-taurocholate cotransporting polypeptide (NTCP) in HepaRG cells were compared with those in cryopreserved human hepatocytes. The mRNA expression levels of OATP1B1, OATP1B3, OATP2B1, and NTCP in HepaRG cells were 22–38%, 2–15%, 82–113%, and 191–247% of those in human hepatocytes, respectively. The relative protein expression of these transporters was comparable with their mRNA expression. We observed saturable uptake of typical substrates of NTCP and OATPs except for cholecystokinin octapeptide (OATP1B3-selective substrate), and Na+-dependent uptake of taurocholate was confirmed. Their relative uptake clearances were well explained by their mRNA and protein expression levels. Additionally, inhibition potencies of 12 OATP1B1 inhibitors were investigated both in HepaRG cells and in OATP1B1-expressing HEK293 cells to demonstrate the usefulness of HepaRG cells for the characterization of OATP1B1-mediated drug–drug interactions. The Ki values in both cell lines were comparable and showed significant correlation. These results suggest that the hepatic uptake transport function of OATP and NTCP transporters was relatively well maintained in HepaRG, although OATP1B3 function was too low to be detected.Keywords: cryopreserved human hepatocytes; drug−drug interaction; HepaRG cells; hepatic uptake; Na+-taurocholate cotransporting polypeptide (NTCP); organic anion transporting polypeptide (OATP);
Co-reporter:Sumito Ito, Hirotaka Ando, Atsushi Ose, Yoshiaki Kitamura, ... Yuichi Sugiyama
Journal of Pharmaceutical Sciences (September 2013) Volume 102(Issue 9) pp:3294-3301
Publication Date(Web):1 September 2013
DOI:10.1002/jps.23599
The purpose of this study was to clarify the relationship between the physicochemical properties of drugs and their urinary excretion mechanisms. Three hundred twenty-five drugs were classified into the reabsorption, intermediate, and secretion types based on their ratio of renal clearance to protein-unbound fraction glomerular filtration rate. Fifty percent of ionized and neutral drugs were the secretion and reabsorption types, respectively. The mean molecular weight of the neutral drugs was slightly smaller than those of the ionized drugs (296 vs. 330–368 g/mol). The reabsorption-type anionic drugs were characterized by their low molecular weights (mean value 269 g/mol) and the logarithmic measure of the acid dissociation constants (pKa s) greater than 4.5, whereas the secretion-type anionic drugs all had pKas below 4.5. Cationic drugs with pKas lower than 8.0 tended to be the reabsorption type. Some cationic drugs were classified as the secretion type, despite their high molecular weights (734–811 g/mol) and high log P values (3.1–5.3). The organic anion transporter (OAT)1 and OAT3 substrates were all secretion-type drugs. The same trend was observed for the substrates of organic cation transporter 2, multidrug and toxin extrusion, multidrug resistance-associated protein 4, and multidrug resistance 1/breast cancer resistance protein, but substantial fractions of the substrates were categorized as the intermediate or reabsorption types (9%–38%). This work provides a clue to the renal elimination mechanism of new chemical entities during drug development.
Co-reporter:Mari Miyajima, Hiroyuki Kusuhara, Kayo Takahashi, Tadayuki Takashima, ... Yuichi Sugiyama
Journal of Pharmaceutical Sciences (September 2013) Volume 102(Issue 9) pp:3309-3319
Publication Date(Web):1 September 2013
DOI:10.1002/jps.23600
The brain distribution of nonsteroidal aromatase inhibitors was investigated in mice to understand their interactions with brain aromatase. The brain-to-plasma ratio (Kp,brain, mL/g brain) of anastrozole was 0.0299 ± 0.0068, which was lower than that of letrozole (0.383 ± 0.048) and vorozole (0.185 ± 0.031) despite their similar physicochemical properties. The brain-to-plasma unbound concentration ratio of anastrozole, measured using microdialysis, was 0.118 ± 0.037 mL/g brain. In situ mouse brain perfusion also demonstrated that the uptake clearance [mL/(min·g brain)] of anastrozole by the brain (0.108 ± 0.018) was lower than that for letrozole and vorozole (0.422 ± 0.068 and 0.910 ± 0.152, respectively). Anastrozole and vorozole were transported by P-glycoprotein (P-gp) in vitro, whereas none of the compounds were transported by breast cancer resistance protein (BCRP). The Kp,brain of anastrozole and vorozole were increased by 12- and 3.3-fold, respectively, in Mdr1a/b/Bcrp(−/−) mice. IC50 (nM) of anastrozole and letrozole against human aromatase was 12.9 ± 0.7 and 3.59 ± 0.75, respectively. Taken together, these results suggest that active efflux mediated by P-gp at the blood–brain barrier limits the effect of anastrozole in the central nervous system, whereas vorozole and letrozole easily traverse the barrier.
Co-reporter:Junko Toyoshima, Hiroyuki Kusuhara, Michael F. Wempe, Hitoshi Endou, Yuichi Sugiyama
Journal of Pharmaceutical Sciences (September 2013) Volume 102(Issue 9) pp:3228-3238
Publication Date(Web):1 September 2013
DOI:10.1002/jps.23601
JPH203 has been developed as an anticancer drug that inhibits L‐type amino acid transporter 1‐mediated essential amino acid uptake into tumor cells. This study sought to elucidate which drug transporters may be involved in JPH203 hepatic elimination, and to estimate human hepatic clearance. In Sprague–Dawley rats, JPH203 total body clearance approached blood flow rate. JPH203 biotransformation via phase II metabolism produces N‐acetyl‐JPH203 (NAc‐JPH203). NAc‐JPH203 accumulates in the bile, and NAc‐JPH203 canalicular efflux was significantly decreased in Mrp2‐deficient mutant rats (Eisai hyperbilirubinemic rats). JPH203 and NAc‐JPH203 are organic anion transporters [organic anion transporting polypeptide (OATP)1B1, OATP1B3, OATP2B1, and OAT3] substrates. In human cryopreserved hepatocytes, JPH203 uptake was saturable and inhibited by rifampicin, a prototypical OATP inhibitor. JPH203 metabolic clearance was larger than influx clearance and eventually passive clearance; JPH203 uptake appears to be the rate‐determining process in overall hepatic elimination. Furthermore, unlike rats, the human hepatic clearance was predicted to be intrinsic clearance rate limited. These results suggest that the hepatic uptake transporters are determinant factors to determine JPH203 systemic exposure.
Co-reporter:Takao Watanabe, Kazuya Maeda, Chikako Nakai, Yuichi Sugiyama
Journal of Pharmaceutical Sciences (September 2013) Volume 102(Issue 9) pp:3196-3204
Publication Date(Web):1 September 2013
DOI:10.1002/jps.23623
CYP3A4 and P-glycoprotein (P-gp) have similar substrate specificities and work together to form an intestinal absorption barrier against xenobiotics. Previous reports have indicated that CYP3A4 expression decreases gradually, whereas P-gp expression increases, from the upper to lower small intestine. The physiological rationale for this uneven distribution of CYP3A4 and P-gp as a barrier against xenobiotics has not been determined. To clarify the effect of these distribution patterns on barrier function, we constructed a mathematical model that included passive membrane permeation, P-gp-mediated apical efflux, and CYP3A4-mediated metabolism, and we simulated the effects of these distribution patterns on the fraction absorbed of co-substrates without changing their overall activities. The simulation showed that the physiological distribution patterns of both CYP3A4 and P-gp result in the lowest fraction absorbed, but not for drugs with low CYP3A4 and high P-gp-mediated clearances. These results suggest that the distribution pattern of CYP3A4 is especially important for the barrier function. On the other hand, physiological distribution pattern of P-gp exerts the maximum barrier function for dual good substrates for P-gp and CYP3A4, but even distribution of P-gp mostly suppresses the intestinal absorption of good P-gp, but poor CYP3A4 substrates.
Co-reporter:Atsushi Ose, Kota Toshimoto, Kazushi Ikeda, Kazuya Maeda, ... Yuichi Sugiyama
Journal of Pharmaceutical Sciences (July 2016) Volume 105(Issue 7) pp:2222-2230
Publication Date(Web):1 July 2016
DOI:10.1016/j.xphs.2016.04.023
The aim of this study was to develop an in silico prediction system to assess which of 7 categories of drug transporters (organic anion transporting polypeptide [OATP] 1B1/1B3, multidrug resistance-associated protein [MRP] 2/3/4, organic anion transporter [OAT] 1, OAT3, organic cation transporter [OCT] 1/2/multidrug and toxin extrusion [MATE] 1/2-K, multidrug resistance protein 1 [MDR1], and breast cancer resistance protein [BCRP]) can recognize compounds as substrates using its chemical structure alone. We compiled an internal data set consisting of 260 compounds that are substrates for at least 1 of the 7 categories of drug transporters. Four physicochemical parameters (charge, molecular weight, lipophilicity, and plasma unbound fraction) of each compound were used as the basic descriptors. Furthermore, a greedy algorithm was used to select 3 additional physicochemical descriptors from 731 available descriptors. In addition, transporter nonsubstrates tend not to be in the public domain; we, thus, tried to compile an expert-curated data set of putative nonsubstrates for each transporter using personal opinions of 11 researchers in the field of drug transporters. The best prediction was finally achieved by a support vector machine based on 4 basic and 3 additional descriptors. The model correctly judged that 364 of 412 compounds (internal data set) and 111 of 136 compounds (external data set) were substrates, indicating that this model performs well enough to predict the specificity of transporter substrates.
Co-reporter:Kazuya Maeda, Yuichi Sugiyama
Molecular Aspects of Medicine (April–June 2013) Volume 34(Issues 2–3) pp:711-718
Publication Date(Web):1 April 2013
DOI:10.1016/j.mam.2012.10.012
Previous in vitro and clinical research have indicated that a wide variety of drug transporters as well as metabolic enzymes dominate the pharmacokinetics of drugs and that some drugs modified the expression/function of drug transporters in humans, which lead to the altered pharmacokinetics and subsequent pharmacological/toxicological effects. Thus, regulatory authorities in US and EU have recently emphasized the needs to evaluate the risk of transporter-mediated drug–drug interactions (DDIs) in the (draft) guidance for pharmaceutical industries. The revised guidance includes the key transporters governing pharmacokinetics of drugs and decision trees to determine whether NMEs are substrates or inhibitors of each key transporter and when an in vivo clinical study is needed. In the evaluation of the potency of clinical DDIs, estimation of the inhibitor concentration at the target site is essential, but difficult since its direct measurement is almost impossible. Thus, people are now discussing what kind of inhibitor concentration should be used and how much is the appropriate cutoff value of the ratio of plasma AUC in the presence of inhibitor drugs to that in its absence (AUCR) to avoid false-negative predictions and maximize prediction accuracy. This minireview briefly summarizes the current status of the criteria for risk management of transporter-mediated DDIs in the regulatory guidelines, and describes scientific achievements that may affect regulatory decisions. Target transporters include OATP1B1 (SLCO1B1) and OATP1B3 (SLCO1B3) in the liver, and OAT1 (SLC22A6), OAT3 (SLC22A8), OCT2 (SLC22A2), MATE1 (SLC47A1), and MATE2-K (SLC47A2) in the kidney, and MDR1 (ABCB1) in the intestine.
Co-reporter:Naoe Yamane, Ataru Igarashi, Makiko Kusama, Kazuya Maeda, ... Yuichi Sugiyama
Drug Metabolism and Pharmacokinetics (2013) Volume 28(Issue 3) pp:187-195
Publication Date(Web):1 January 2013
DOI:10.2133/dmpk.DMPK-12-RG-044
Microdose (MD) clinical trials have been introduced to obtain human pharmacokinetic data early in drug development. Here we assessed the cost-effectiveness of microdose integrated drug development in a hypothetical model, as there was no such quantitative research that weighed the additional effectiveness against the additional time and/or cost. First, we calculated the cost and effectiveness (i.e., success rate) of 3 types of MD integrated drug development strategies: liquid chromatography–tandem mass spectrometry, accelerator mass spectrometry, and positron emission tomography. Then, we analyzed the cost-effectiveness of 9 hypothetical scenarios where 100 drug candidates entering into a non-clinical toxicity study were selected by different methods as the conventional scenario without MD. In the base-case, where 70 drug candidates were selected without MD and 30 selected evenly by one of the three MD methods, incremental cost-effectiveness ratio per one additional drug approved was JPY 12.7 billion (US$ 0.159 billion), whereas the average cost-effectiveness ratio of the conventional strategy was JPY 24.4 billion, which we set as a threshold. Integrating MD in the conventional drug development was cost-effective in this model. This quantitative analytical model which allows various modifications according to each company's conditions, would be helpful for guiding decisions early in clinical development.
Co-reporter:Kazuya Maeda, Ying Tian, Tomoe Fujita, Yasuhiko Ikeda, Yuji Kumagai, Tsunenori Kondo, Kazunari Tanabe, Hideki Nakayama, Shigeru Horita, Hiroyuki Kusuhara, Yuichi Sugiyama
European Journal of Pharmaceutical Sciences (1 August 2014) Volume 59() pp:94-103
Publication Date(Web):1 August 2014
DOI:10.1016/j.ejps.2014.04.004
Probe substrates for, and inhibitors of, specific transporters are desired to evaluate quantitatively the in vivo functions of transporters in humans. Based on published data, adefovir and benzylpenicillin were selected as organic anion transporter (OAT) 1- and OAT3-selective probe substrates, respectively. In human kidney slices, probenecid potently inhibited the uptake of both adefovir and benzylpenicillin with inhibition constant (Ki) values of 18.6 ± 5.1 and 12.6 ± 4.2 μM, respectively, whereas p-aminohippurate (PAH) preferentially inhibited adefovir uptake. A clinical drug-interaction study involving healthy subjects was performed to investigate the dose-dependent inhibition potencies of probenecid and PAH on the renal clearance of the probe substrates. Adefovir or benzylpenicillin was coadministered with different oral doses of probenecid (500, 750, or 1500 mg) or intravenous PAH infusion rates (70, 120, or 210 mg/min/person) to the same subject using a crossover design.The renal clearance of adefovir was reduced by 45% and 46% in the subjects treated with the maximum dose of probenecid and PAH, respectively, which was in accordance with the results of in vitro inhibition study. On the other hand, renal clearance of benzylpenicillin was reduced by 78% in the subjects treated with the maximum dose of probenecid (1500 mg), which could be explained by its in vitro Ki values. However, PAH unexpectedly increased the renal clearance of benzylpenicillin by 47%. These results suggest that adefovir and benzylpenicillin can be used as probe drugs for OAT1 and OAT3, respectively, and that PAH can be used to investigate the role of OAT1 in the urinary excretion of drugs in humans, whereas it may modulate other transport processes in the kidney.Download high-res image (155KB)Download full-size image