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KRAS is a small GTPase family protein that relays extracellular growth signals to cell nucleus. KRAS G12C mutations lead to constitutive proliferation signaling and are prevalent across human cancers. ASP2453 is a novel, highly potent, and selective inhibitor of KRAS G12C. Although preclinical data suggested impressive efficacy, it remains unclear whether ASP2453 will show more favorable clinical response compared to more advanced competitors, such as AMG 510. Here, we developed a quantitative systems pharmacology (QSP) model linking KRAS signaling to tumor growth in patients with non‐small cell lung cancer. The model was parameterized using in vitro ERK1/2 phosphorylation and in vivo xenograft data for ASP2453. Publicly disclosed clinical data for AMG 510 were used to generate a virtual population, and tumor size changes in response to ASP2453 and AMG 510 were simulated. The QSP model predicted ASP2453 exhibits greater clinical response than AMG 510, supporting potential differentiation and critical thinking for clinical trials.

Quantitative systems pharmacology (QSP) is an emerging field of modeling technologies that describes the dynamic interaction between biological systems and drugs. Recently, QSP is increasingly being applied to pharmaceutical drug discovery and development, and used for various types of decision makings. In contrast to empirical and statistical models, QSP represents complex systems of human physiology by integrating comprehensive biological information, hence, it can address various purposes including target and/or disease-related biomarker identification, hypothesis testing, and prediction of clinical efficacy or toxicity. On the other hand, structures of QSP models become quite complicated with huge amount of biological components, therefore, close collaboration between pharmacologists having profound knowledge of biology and drug metabolism and pharmacokinetics (DMPK) scientists, experts of model building, is crucial for QSP development and implementation. This article introduces, from DMPK scientists to pharmacologists, main features of QSP and its applications in pharmaceutical industries, and discusses challenges and future perspectives for effective utilization in drug discovery and development.

We previously verified a physiologically based pharmacokinetic (PBPK) model for mirabegron in healthy subjects using the Simcyp Simulator by incorporating data on the inhibitory effect on cytochrome P450 (CYP) 2D6 and a multi-elimination pathway mediated by CYP3A4, uridine 5'-diphosphate-glucuronosyltransferase (UGT) 2B7 and butyrylcholinesterase (BChE). The aim of this study was to use this PBPK model to assess the magnitude of drug-drug interactions (DDIs) in an elderly population with severe renal impairment (sRI), which has not been evaluated in clinical trials. We first determined the system parameters, and meta-analyses of literature data suggested that the abundance of UGT2B7 and the BChE activity in an elderly population with sRI was almost equivalent to and 20% lower than that in healthy young subjects, respectively. Other parameters, such as the CYP3A4 abundance, for an sRI population were used according to those built into the Simcyp Simulator. Second, we confirmed that the PBPK model reproduced the plasma concentration-time profile for mirabegron in an sRI population (simulated area under the plasma concentration-time curve (AUC) was within 1.5-times that of the observed value). Finally, we applied the PBPK model to simulate DDIs in an sRI population. The PBPK model predicted that the AUC for mirabegron with itraconazole (a CYP3A4 inhibitor) was 4.12-times that in healthy elderly subjects administered mirabegron alone, and predicted that the proportional change in AUC for desipramine (a CYP2D6 substrate) with mirabegron was greater than that in healthy subjects. In conclusion, the PBPK model was verified for the purpose of DDI assessment in an elderly population with sRI.

This was the first study to construct a physiologically-based pharmacokinetic (PBPK) model for mirabegron which incorporates the overall elimination pathways of metabolism by cytochrome P450 (CYP) 3A4, uridine 5'-diphosphate-glucuronosyltransferase (UGT) 2B7, and butyrylcholinesterase (BChE) and renal excretion. The objective was to assess the risk of drug-drug interactions (DDIs) by estimating the contribution of each elimination pathway and simulating the magnitude of the DDIs with UGT2B7 inhibitors. A PBPK model for mirabegron was constructed to reproduce the plasma concentration-time curves from a phase 1 study and the magnitude of the DDI with ketoconazole taking into account the overall elimination pathways. The PBPK model was subsequently verified using data from other DDI studies. The constructed PBPK model estimated the contribution for each elimination pathway: 44% and 29% for CYP3A4 and UGT2B7 in the liver, 1.6% for UGT2B7 in the kidney, 3.2% for BChE in plasma, and 22% for renal excretion. Co-administration of probenecid (an UGT2B7 inhibitor) or fluconazole (an UGT2B7 and CYP3A4 inhibitor) was predicted to increase area under the curve for mirabegron to 115% or 174%, respectively. In conclusion, PBPK modeling and simulation revealed a low DDI risk for mirabegron following co-administration with BChE or UGT2B7 inhibitors.

1. The human mass balance of 14C-labelled ASP015K ([14C]ASP015K), an orally bioavailable Janus kinase (JAK) inhibitor, was characterized in six healthy male subjects after a single oral dose of [14C]ASP015K (100 mg, 3.7 MBq) in solution. [14C]ASP015K was rapidly absorbed with tmax of 1.6 and 1.8 h for ASP015K and total radioactivity in plasma, respectively. Mean recovery in urine and feces amounted to 36.8% and 56.6% of the administered dose, respectively. The main components of radioactivity in plasma and urine were ASP015K and M2 (5′-O-sulfo ASP015K). In feces, ASP015K and M4 (7-N-methyl ASP015K) were the main components.2. In vitro study of ASP015K metabolism showed that the major isozyme contributing to the formation of M2 was human sulfotransferase (SULT) 2A1 and of M4 was nicotinamide N-methyltransferase (NNMT).3. The in vitro intrinsic clearance (CLint_in vitro) of M4 formation from ASP015K in human liver cytosol (HLC) was 11-fold higher than that of M2. The competitive inhibitory effect of...

1. We investigated how deficiencies in P-glycoprotein (P-gp) and breast cancer resistance protein (BCRP) affect the pharmacokinetics of atypical antipsychotics aripiprazole and its active metabolite (dehydroaripiprazole) using normal Friend leukemia virus strain B (FVB) mice, BCRP knockout (Bcrp[-/-]) mice, and P-gp and BCRP triple knockout (Mdr1a/1b[-/-]Bcrp[-/-]) mice. 2. While plasma concentrations of aripiprazole and dehydroaripiprazole after oral administration were slightly higher in both Bcrp(-/-) and Mdr1a/1b(-/-)/Bcrp(-/-) mice than in normal FVB mice, the difference was not marked. The increase in absolute bioavailability (F) compared with normal mice (approximately 1.3-fold increase) was comparable between Bcrp(-/-) and Mdr1a/1b(-/-)/Bcrp(-/-) mice. This finding suggests that BCRP may be involved in the intestinal absorption of aripiprazole in mice, albeit with minimal contribution to absorption at best. 3. In contrast, the brain-to-plasma concentration ratio (Kp,brain) for aripiprazole and dehydroaripiprazole after oral administration was significantly higher in Mdr1a/1b(-/-)/Bcrp(-/-) mice than in normal mice, whereas Bcrp(-/-) mice exhibited Kp,brain values similar to those in normal mice. In addition, the Kp,brain values in Mdr1a/1b(-/-)/Bcrp(-/-) mice were not drastically different from those previously reported in Mdr1a/1b(-/-) mice, suggesting that brain penetration of aripiprazole and dehydroaripiprazole can be affected by P-gp, but with little synergistic effect of BCRP.

In this study, an in vitro experimental system for evaluating the inhibitory effect of investigational drugs on the P-glycoprotein (P-gp, MDR1)-mediated transport of tacrolimus (FK506) was developed using LLC-PK1-MDR1 and LLC-PK1 wild-type (control) cells. The amount of tacrolimus (concentrations: 1 and 5 μm) transported into P-gp-expressing and control cells increased with time in both the apical-to-basal and basal-to-apical directions at incubation times ranging from 40 min to 2 h. The corrected apparent permeability (Papp) ratio, obtained by dividing the Papp ratio in P-gp-expressing cells by that in the control cells, ranged from 2.6 to 5.3, showing significant differences in the transport of tacrolimus between the P-gp-expressing cells and the control cells. This system was then subsequently used to examine the P-gp transport of tacrolimus in the presence of verapamil (30 μm), a model inhibitor for P-gp-mediated transport activity. The corrected Papp ratios in the absence and presence of verapamil were 6.9 and 0.8, respectively. Data derived in the present study suggest that our developed system has the ability to detect a sufficient difference in the P-gp transport of tacrolimus between P-gp-expressing and control cells, and we therefore believe our system to be suitable for use in evaluating the inhibitory effects of investigational drugs on the P-gp-mediated transport of tacrolimus. Copyright © 2013 John Wiley & Sons, Ltd.

The inhibition potencies of aripiprazole and its active metabolite, dehydroaripiprazole, on the activities of human multidrug resistance protein 1 (MDR1/ABCB1; P-glycoprotein), breast cancer resistance protein (BCRP/ABCG2) and multidrug resistance-associated protein 4 (MRP4/ABCC4), that are drug efflux transporters expressed both in the intestine and at the blood–brain barrier (BBB), were investigated. Aripiprazole and dehydroapripiprazole showed relatively strong inhibitory effects on human MDR1 with IC50 values of 1.2 and 1.3 µm in human MDR1-transfected Mardin-Darby canine kidney (MDCKII-MDR1) cells, respectively. The inhibition potencies of other atypical antipsychotics (risperidone, paliperidone, olanzapine and ziprasidone) for human MDR1 were also evaluated using the same in vitro experimental system and IC50 values were more than 10-fold higher than those of the two compounds. Aripiprazole and dehydroaripiprazole also had inhibition potencies against human BCRP with IC50 values of 3.5 and 0.52 µm, respectively. The ratios of steady-state unbound concentrations of aripiprazole and dehydroaripiprazole to their IC50 values against human MDR1 and BCRP activities were less than 0.1, whereas the theoretically maximum gastrointestinal concentration of aripiprazole ([I]2) to its IC50 values was much higher than the cut-off value of 10, proposed by the International Transporter Consortium (ITC) and the Food and Drug Administration (FDA). In contrast, aripiprazole and dehydroaripiprazole showed almost no inhibitory effect against the activity of human MRP4. These findings indicate that aripiprazole is unlikely to cause drug–drug interactions (DDIs) at the BBB when co-administered with substrate drugs of these drug transporters investigated. However, interactions at the intestinal absorption process may be of concern. Copyright © 2012 John Wiley & Sons, Ltd.

A sensitive and selective liquid chromatography with tandem mass spectrometry (LC-MS/MS) was developed for determining the concentrations of novel Janus kinase inhibitor ASP015K and its sulfated metabolite M2 in rat plasma. This method involves solid-phase extraction (SPE) from 25 μL of rat plasma. LC separation was performed on an Inertsil PH-3 column (100 mm L ×4.6 mm I.D., 5 µm) with a mobile phase consisting of 10 mM ammonium acetate and methanol under linear gradient conditions. Analytes were introduced to the LC-MS/MS through an electrospray ionization source and detected in positive-ion mode using selected reaction monitoring. Standard curves were linear from 0.25 to 500 ng/mL (r ≥0.9964). This assay enabled quantification of ASP015K and M2 at a concentration as low as 0.25 ng/mL in rat plasma. Validation data demonstrated that the method is selective, sensitive and accurate. Further, we also successfully applied this method to a preclinical pharmacokinetic study in rats. Copyright © 2014 John Wiley & Sons, Ltd.

1. The human mass balance of (14)C-labelled ASP015K ([(14)C]ASP015K), an orally bioavailable Janus kinase (JAK) inhibitor, was characterized in six healthy male subjects after a single oral dose of [(14)C]ASP015K (100 mg, 3.7 MBq) in solution. [(14)C]ASP015K was rapidly absorbed with tmax of 1.6 and 1.8 h for ASP015K and total radioactivity in plasma, respectively. Mean recovery in urine and feces amounted to 36.8% and 56.6% of the administered dose, respectively. The main components of radioactivity in plasma and urine were ASP015K and M2 (5'-O-sulfo ASP015K). In feces, ASP015K and M4 (7-N-methyl ASP015K) were the main components. 2. In vitro study of ASP015K metabolism showed that the major isozyme contributing to the formation of M2 was human sulfotransferase (SULT) 2A1 and of M4 was nicotinamide N-methyltransferase (NNMT). 3. The in vitro intrinsic clearance (CLint_in vitro) of M4 formation from ASP015K in human liver cytosol (HLC) was 11-fold higher than that of M2. The competitive inhibitory effect of nicotinamide on M4 formation in the human liver was considered the reason for high CLint_in vitro of M4 formation, while each metabolic pathway made a near equal contribution to the in vivo elimination of ASP015K. ASP015K was cleared by multiple mechanisms.

1. Although marked gender differences have been reported for the exposure level of the sulfate metabolite M2 of ASP015K in rats, no such differences have been reported for the unchanged drug. To clarify the cause of these pharmacokinetic gender differences, we investigated the in vitro hepatic sulfation, glucuronidation, and cytochrome P450 (CYP) metabolism of ASP015K in rat liver cytosols or rat liver microsomes. Further, in vivo excretion and metabolic profiles were investigated using rat urine, bile, and feces post-ASP015K administration. 2. In vitro metabolism study using liver cytosols clearly suggested that the gender differences in the M2 exposure were mainly attributed to the female-predominant ASP015K metabolism mediated by sulfotransferase (SULT). Metabolic profiles in urine and bile from male rats suggested that the major elimination pathway of ASP015K is glucuronidation in rats. No remarkable gender differences in the in vitro glucuronidation were observed. 3. The contribution of the sulfation pathway to the clearance of ASP015K was markedly lower than that of the glucuronidation pathway in both male and female rats. These results might explain why gender differences were not marked for ASP015K exposure but were for M2.

A sensitive and selective liquid chromatography with tandem mass spectrometry (LC-MS/MS) was developed for determining the concentrations of novel Janus kinase inhibitor ASP015K and its sulfated metabolite M2 in rat plasma. This method involves solid-phase extraction (SPE) from 25 μL of rat plasma. LC separation was performed on an Inertsil PH-3 column (100 mm L ×4.6 mm I.D., 5 µm) with a mobile phase consisting of 10 mM ammonium acetate and methanol under linear gradient conditions. Analytes were introduced to the LC-MS/MS through an electrospray ionization source and detected in positive-ion mode using selected reaction monitoring. Standard curves were linear from 0.25 to 500 ng/mL (r ≥0.9964). This assay enabled quantification of ASP015K and M2 at a concentration as low as 0.25 ng/mL in rat plasma. Validation data demonstrated that the method is selective, sensitive and accurate. Further, we also successfully applied this method to a preclinical pharmacokinetic study in rats.

In this study, an in vitro experimental system for evaluating the inhibitory effect of investigational drugs on the P-glycoprotein (P-gp, MDR1)-mediated transport of tacrolimus (FK506) was developed using LLC-PK1-MDR1 and LLC-PK1 wild-type (control) cells. The amount of tacrolimus (concentrations: 1 and 5 μm) transported into P-gp-expressing and control cells increased with time in both the apical-to-basal and basal-to-apical directions at incubation times ranging from 40 min to 2 h. The corrected apparent permeability (Papp) ratio, obtained by dividing the Papp ratio in P-gp-expressing cells by that in the control cells, ranged from 2.6 to 5.3, showing significant differences in the transport of tacrolimus between the P-gp-expressing cells and the control cells. This system was then subsequently used to examine the P-gp transport of tacrolimus in the presence of verapamil (30 μm), a model inhibitor for P-gp-mediated transport activity. The corrected Papp ratios in the absence and presence of verapamil were 6.9 and 0.8, respectively. Data derived in the present study suggest that our developed system has the ability to detect a sufficient difference in the P-gp transport of tacrolimus between P-gp-expressing and control cells, and we therefore believe our system to be suitable for use in evaluating the inhibitory effects of investigational drugs on the P-gp-mediated transport of tacrolimus.

The inhibition potencies of aripiprazole and its active metabolite, dehydroaripiprazole, on the activities of human multidrug resistance protein 1 (MDR1/ABCB1; P-glycoprotein), breast cancer resistance protein (BCRP/ABCG2) and multidrug resistance-associated protein 4 (MRP4/ABCC4), that are drug efflux transporters expressed both in the intestine and at the blood-brain barrier (BBB), were investigated. Aripiprazole and dehydroapripiprazole showed relatively strong inhibitory effects on human MDR1 with IC(50) values of 1.2 and 1.3 µm in human MDR1-transfected Mardin-Darby canine kidney (MDCKII-MDR1) cells, respectively. The inhibition potencies of other atypical antipsychotics (risperidone, paliperidone, olanzapine and ziprasidone) for human MDR1 were also evaluated using the same in vitro experimental system and IC(50) values were more than 10-fold higher than those of the two compounds. Aripiprazole and dehydroaripiprazole also had inhibition potencies against human BCRP with IC(50) values of 3.5 and 0.52 µm, respectively. The ratios of steady-state unbound concentrations of aripiprazole and dehydroaripiprazole to their IC(50) values against human MDR1 and BCRP activities were less than 0.1, whereas the theoretically maximum gastrointestinal concentration of aripiprazole ([I](2) ) to its IC(50) values was much higher than the cut-off value of 10, proposed by the International Transporter Consortium (ITC) and the Food and Drug Administration (FDA). In contrast, aripiprazole and dehydroaripiprazole showed almost no inhibitory effect against the activity of human MRP4. These findings indicate that aripiprazole is unlikely to cause drug-drug interactions (DDIs) at the BBB when co-administered with substrate drugs of these drug transporters investigated. However, interactions at the intestinal absorption process may be of concern.

In vitro-in vivo scaling works well for metabolic enzyme inhibition, but is less successful with enzyme induction. In this paper, we are attempt to establish the prediction method for enzyme induction in vivo from cultured hepatocytes studies. Phenobarbital (PB) was used as a model inducer for CYP2B and the enzyme activities were assessed by pentoxyresorufin O-depentylation (PROD). In vivo induction was determined in liver microsomes isolated from rats after administration of PB. In vitro induction was assessed in cultured rat hepatocytes treated with PB. To compare in vitro induction with in vivo induction, plasma unbound concentration of PB has been used as a method of approximating unbound hepatocellular PB concentration in rats. Maximum induction (6 fold) and EC50 values (15-20 μM) after single administration of PB were well agreed between in vitro and in vivo studies. Similar results were obtained in repeated administration of PB. In conclusion, although there still remain some problems for quantitative prediction of the enzyme induction, we showed the possibility and effectiveness of the prediction of inducibility in vivo from cultured hepatocytes.