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Research ArticleArticle

Prediction of Transporter-Mediated Rosuvastatin Hepatic Uptake Clearance and Drug Interaction in Humans Using Proteomics-Informed REF Approach

Vineet Kumar, Mengyue Yin, Kazuya Ishida, Laurent Salphati, Cornelis E.C.A. Hop, Christopher Rowbottom, Guangqing Xiao, Yurong Lai, Anita Mathias, Xiaoyan Chu, W. Griffith Humphreys, Mingxiang Liao, Zsuzsanna Nerada, Nóra Szilvásy, Scott Heyward and Jashvant D. Unadkat
Drug Metabolism and Disposition February 2021, 49 (2) 159-168; DOI: https://doi.org/10.1124/dmd.120.000204
Vineet Kumar
Department of Pharmaceutics, University of Washington, Seattle, Washington (V.K., M.Y., K.I., J.D.U.); Drug Metabolism and Pharmacokinetics, Genentech, Inc., South San Francisco, California (L.S., C.E.C.A.H.); DMPK, Biogen Idec, Cambridge, Massachusetts (C.R., G.X.); Clinical Pharmacology (A.M.) and Drug Metabolism (Y.L.), Gilead Sciences, Inc., Foster City, California; Pharmacokinetics, Pharmacodynamics and Drug Metabolism, Merck & Co. Inc., Kenilworth, New Jersey (X.C.); Bristol-Myers Squibb Company, Princeton, New Jersey (W.G.H.); Takeda Pharmaceuticals International Co., Cambridge, Massachusetts (M.L.); SOLVO Biotechnology, Budaörs, Hungary (Z.N., N.S.); and BioIVT, Baltimore, Maryland (S.H.)
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Mengyue Yin
Department of Pharmaceutics, University of Washington, Seattle, Washington (V.K., M.Y., K.I., J.D.U.); Drug Metabolism and Pharmacokinetics, Genentech, Inc., South San Francisco, California (L.S., C.E.C.A.H.); DMPK, Biogen Idec, Cambridge, Massachusetts (C.R., G.X.); Clinical Pharmacology (A.M.) and Drug Metabolism (Y.L.), Gilead Sciences, Inc., Foster City, California; Pharmacokinetics, Pharmacodynamics and Drug Metabolism, Merck & Co. Inc., Kenilworth, New Jersey (X.C.); Bristol-Myers Squibb Company, Princeton, New Jersey (W.G.H.); Takeda Pharmaceuticals International Co., Cambridge, Massachusetts (M.L.); SOLVO Biotechnology, Budaörs, Hungary (Z.N., N.S.); and BioIVT, Baltimore, Maryland (S.H.)
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Kazuya Ishida
Department of Pharmaceutics, University of Washington, Seattle, Washington (V.K., M.Y., K.I., J.D.U.); Drug Metabolism and Pharmacokinetics, Genentech, Inc., South San Francisco, California (L.S., C.E.C.A.H.); DMPK, Biogen Idec, Cambridge, Massachusetts (C.R., G.X.); Clinical Pharmacology (A.M.) and Drug Metabolism (Y.L.), Gilead Sciences, Inc., Foster City, California; Pharmacokinetics, Pharmacodynamics and Drug Metabolism, Merck & Co. Inc., Kenilworth, New Jersey (X.C.); Bristol-Myers Squibb Company, Princeton, New Jersey (W.G.H.); Takeda Pharmaceuticals International Co., Cambridge, Massachusetts (M.L.); SOLVO Biotechnology, Budaörs, Hungary (Z.N., N.S.); and BioIVT, Baltimore, Maryland (S.H.)
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Laurent Salphati
Department of Pharmaceutics, University of Washington, Seattle, Washington (V.K., M.Y., K.I., J.D.U.); Drug Metabolism and Pharmacokinetics, Genentech, Inc., South San Francisco, California (L.S., C.E.C.A.H.); DMPK, Biogen Idec, Cambridge, Massachusetts (C.R., G.X.); Clinical Pharmacology (A.M.) and Drug Metabolism (Y.L.), Gilead Sciences, Inc., Foster City, California; Pharmacokinetics, Pharmacodynamics and Drug Metabolism, Merck & Co. Inc., Kenilworth, New Jersey (X.C.); Bristol-Myers Squibb Company, Princeton, New Jersey (W.G.H.); Takeda Pharmaceuticals International Co., Cambridge, Massachusetts (M.L.); SOLVO Biotechnology, Budaörs, Hungary (Z.N., N.S.); and BioIVT, Baltimore, Maryland (S.H.)
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Cornelis E.C.A. Hop
Department of Pharmaceutics, University of Washington, Seattle, Washington (V.K., M.Y., K.I., J.D.U.); Drug Metabolism and Pharmacokinetics, Genentech, Inc., South San Francisco, California (L.S., C.E.C.A.H.); DMPK, Biogen Idec, Cambridge, Massachusetts (C.R., G.X.); Clinical Pharmacology (A.M.) and Drug Metabolism (Y.L.), Gilead Sciences, Inc., Foster City, California; Pharmacokinetics, Pharmacodynamics and Drug Metabolism, Merck & Co. Inc., Kenilworth, New Jersey (X.C.); Bristol-Myers Squibb Company, Princeton, New Jersey (W.G.H.); Takeda Pharmaceuticals International Co., Cambridge, Massachusetts (M.L.); SOLVO Biotechnology, Budaörs, Hungary (Z.N., N.S.); and BioIVT, Baltimore, Maryland (S.H.)
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Christopher Rowbottom
Department of Pharmaceutics, University of Washington, Seattle, Washington (V.K., M.Y., K.I., J.D.U.); Drug Metabolism and Pharmacokinetics, Genentech, Inc., South San Francisco, California (L.S., C.E.C.A.H.); DMPK, Biogen Idec, Cambridge, Massachusetts (C.R., G.X.); Clinical Pharmacology (A.M.) and Drug Metabolism (Y.L.), Gilead Sciences, Inc., Foster City, California; Pharmacokinetics, Pharmacodynamics and Drug Metabolism, Merck & Co. Inc., Kenilworth, New Jersey (X.C.); Bristol-Myers Squibb Company, Princeton, New Jersey (W.G.H.); Takeda Pharmaceuticals International Co., Cambridge, Massachusetts (M.L.); SOLVO Biotechnology, Budaörs, Hungary (Z.N., N.S.); and BioIVT, Baltimore, Maryland (S.H.)
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Guangqing Xiao
Department of Pharmaceutics, University of Washington, Seattle, Washington (V.K., M.Y., K.I., J.D.U.); Drug Metabolism and Pharmacokinetics, Genentech, Inc., South San Francisco, California (L.S., C.E.C.A.H.); DMPK, Biogen Idec, Cambridge, Massachusetts (C.R., G.X.); Clinical Pharmacology (A.M.) and Drug Metabolism (Y.L.), Gilead Sciences, Inc., Foster City, California; Pharmacokinetics, Pharmacodynamics and Drug Metabolism, Merck & Co. Inc., Kenilworth, New Jersey (X.C.); Bristol-Myers Squibb Company, Princeton, New Jersey (W.G.H.); Takeda Pharmaceuticals International Co., Cambridge, Massachusetts (M.L.); SOLVO Biotechnology, Budaörs, Hungary (Z.N., N.S.); and BioIVT, Baltimore, Maryland (S.H.)
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Yurong Lai
Department of Pharmaceutics, University of Washington, Seattle, Washington (V.K., M.Y., K.I., J.D.U.); Drug Metabolism and Pharmacokinetics, Genentech, Inc., South San Francisco, California (L.S., C.E.C.A.H.); DMPK, Biogen Idec, Cambridge, Massachusetts (C.R., G.X.); Clinical Pharmacology (A.M.) and Drug Metabolism (Y.L.), Gilead Sciences, Inc., Foster City, California; Pharmacokinetics, Pharmacodynamics and Drug Metabolism, Merck & Co. Inc., Kenilworth, New Jersey (X.C.); Bristol-Myers Squibb Company, Princeton, New Jersey (W.G.H.); Takeda Pharmaceuticals International Co., Cambridge, Massachusetts (M.L.); SOLVO Biotechnology, Budaörs, Hungary (Z.N., N.S.); and BioIVT, Baltimore, Maryland (S.H.)
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Anita Mathias
Department of Pharmaceutics, University of Washington, Seattle, Washington (V.K., M.Y., K.I., J.D.U.); Drug Metabolism and Pharmacokinetics, Genentech, Inc., South San Francisco, California (L.S., C.E.C.A.H.); DMPK, Biogen Idec, Cambridge, Massachusetts (C.R., G.X.); Clinical Pharmacology (A.M.) and Drug Metabolism (Y.L.), Gilead Sciences, Inc., Foster City, California; Pharmacokinetics, Pharmacodynamics and Drug Metabolism, Merck & Co. Inc., Kenilworth, New Jersey (X.C.); Bristol-Myers Squibb Company, Princeton, New Jersey (W.G.H.); Takeda Pharmaceuticals International Co., Cambridge, Massachusetts (M.L.); SOLVO Biotechnology, Budaörs, Hungary (Z.N., N.S.); and BioIVT, Baltimore, Maryland (S.H.)
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Xiaoyan Chu
Department of Pharmaceutics, University of Washington, Seattle, Washington (V.K., M.Y., K.I., J.D.U.); Drug Metabolism and Pharmacokinetics, Genentech, Inc., South San Francisco, California (L.S., C.E.C.A.H.); DMPK, Biogen Idec, Cambridge, Massachusetts (C.R., G.X.); Clinical Pharmacology (A.M.) and Drug Metabolism (Y.L.), Gilead Sciences, Inc., Foster City, California; Pharmacokinetics, Pharmacodynamics and Drug Metabolism, Merck & Co. Inc., Kenilworth, New Jersey (X.C.); Bristol-Myers Squibb Company, Princeton, New Jersey (W.G.H.); Takeda Pharmaceuticals International Co., Cambridge, Massachusetts (M.L.); SOLVO Biotechnology, Budaörs, Hungary (Z.N., N.S.); and BioIVT, Baltimore, Maryland (S.H.)
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W. Griffith Humphreys
Department of Pharmaceutics, University of Washington, Seattle, Washington (V.K., M.Y., K.I., J.D.U.); Drug Metabolism and Pharmacokinetics, Genentech, Inc., South San Francisco, California (L.S., C.E.C.A.H.); DMPK, Biogen Idec, Cambridge, Massachusetts (C.R., G.X.); Clinical Pharmacology (A.M.) and Drug Metabolism (Y.L.), Gilead Sciences, Inc., Foster City, California; Pharmacokinetics, Pharmacodynamics and Drug Metabolism, Merck & Co. Inc., Kenilworth, New Jersey (X.C.); Bristol-Myers Squibb Company, Princeton, New Jersey (W.G.H.); Takeda Pharmaceuticals International Co., Cambridge, Massachusetts (M.L.); SOLVO Biotechnology, Budaörs, Hungary (Z.N., N.S.); and BioIVT, Baltimore, Maryland (S.H.)
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Mingxiang Liao
Department of Pharmaceutics, University of Washington, Seattle, Washington (V.K., M.Y., K.I., J.D.U.); Drug Metabolism and Pharmacokinetics, Genentech, Inc., South San Francisco, California (L.S., C.E.C.A.H.); DMPK, Biogen Idec, Cambridge, Massachusetts (C.R., G.X.); Clinical Pharmacology (A.M.) and Drug Metabolism (Y.L.), Gilead Sciences, Inc., Foster City, California; Pharmacokinetics, Pharmacodynamics and Drug Metabolism, Merck & Co. Inc., Kenilworth, New Jersey (X.C.); Bristol-Myers Squibb Company, Princeton, New Jersey (W.G.H.); Takeda Pharmaceuticals International Co., Cambridge, Massachusetts (M.L.); SOLVO Biotechnology, Budaörs, Hungary (Z.N., N.S.); and BioIVT, Baltimore, Maryland (S.H.)
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Zsuzsanna Nerada
Department of Pharmaceutics, University of Washington, Seattle, Washington (V.K., M.Y., K.I., J.D.U.); Drug Metabolism and Pharmacokinetics, Genentech, Inc., South San Francisco, California (L.S., C.E.C.A.H.); DMPK, Biogen Idec, Cambridge, Massachusetts (C.R., G.X.); Clinical Pharmacology (A.M.) and Drug Metabolism (Y.L.), Gilead Sciences, Inc., Foster City, California; Pharmacokinetics, Pharmacodynamics and Drug Metabolism, Merck & Co. Inc., Kenilworth, New Jersey (X.C.); Bristol-Myers Squibb Company, Princeton, New Jersey (W.G.H.); Takeda Pharmaceuticals International Co., Cambridge, Massachusetts (M.L.); SOLVO Biotechnology, Budaörs, Hungary (Z.N., N.S.); and BioIVT, Baltimore, Maryland (S.H.)
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Nóra Szilvásy
Department of Pharmaceutics, University of Washington, Seattle, Washington (V.K., M.Y., K.I., J.D.U.); Drug Metabolism and Pharmacokinetics, Genentech, Inc., South San Francisco, California (L.S., C.E.C.A.H.); DMPK, Biogen Idec, Cambridge, Massachusetts (C.R., G.X.); Clinical Pharmacology (A.M.) and Drug Metabolism (Y.L.), Gilead Sciences, Inc., Foster City, California; Pharmacokinetics, Pharmacodynamics and Drug Metabolism, Merck & Co. Inc., Kenilworth, New Jersey (X.C.); Bristol-Myers Squibb Company, Princeton, New Jersey (W.G.H.); Takeda Pharmaceuticals International Co., Cambridge, Massachusetts (M.L.); SOLVO Biotechnology, Budaörs, Hungary (Z.N., N.S.); and BioIVT, Baltimore, Maryland (S.H.)
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Scott Heyward
Department of Pharmaceutics, University of Washington, Seattle, Washington (V.K., M.Y., K.I., J.D.U.); Drug Metabolism and Pharmacokinetics, Genentech, Inc., South San Francisco, California (L.S., C.E.C.A.H.); DMPK, Biogen Idec, Cambridge, Massachusetts (C.R., G.X.); Clinical Pharmacology (A.M.) and Drug Metabolism (Y.L.), Gilead Sciences, Inc., Foster City, California; Pharmacokinetics, Pharmacodynamics and Drug Metabolism, Merck & Co. Inc., Kenilworth, New Jersey (X.C.); Bristol-Myers Squibb Company, Princeton, New Jersey (W.G.H.); Takeda Pharmaceuticals International Co., Cambridge, Massachusetts (M.L.); SOLVO Biotechnology, Budaörs, Hungary (Z.N., N.S.); and BioIVT, Baltimore, Maryland (S.H.)
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Jashvant D. Unadkat
Department of Pharmaceutics, University of Washington, Seattle, Washington (V.K., M.Y., K.I., J.D.U.); Drug Metabolism and Pharmacokinetics, Genentech, Inc., South San Francisco, California (L.S., C.E.C.A.H.); DMPK, Biogen Idec, Cambridge, Massachusetts (C.R., G.X.); Clinical Pharmacology (A.M.) and Drug Metabolism (Y.L.), Gilead Sciences, Inc., Foster City, California; Pharmacokinetics, Pharmacodynamics and Drug Metabolism, Merck & Co. Inc., Kenilworth, New Jersey (X.C.); Bristol-Myers Squibb Company, Princeton, New Jersey (W.G.H.); Takeda Pharmaceuticals International Co., Cambridge, Massachusetts (M.L.); SOLVO Biotechnology, Budaörs, Hungary (Z.N., N.S.); and BioIVT, Baltimore, Maryland (S.H.)
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    Fig. 1.

    Schematic of our approach for IVIVE of RSV hepatic uptake CL using the proteomics-informed REF approach or the traditional physiologic scaling approach. HPPGL, total hepatic protein per gram of liver; WSHM, well-stirred hepatic model.

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    Fig. 2.

    [3H]RSV CLint,uptake,hep in SHs, PHs, and SCHHs. [3H]RSV CLint,uptake,hep was determined in four lots of SHs (A), PHs (B), or SCHHs (C). The average contribution to [3H]RSV CLint,uptake,hep followed the order OATPs > NTCP > passive diffusion (D). [3H]RSV CLint,uptake,hep, CLint,OATP,hep, CLint,NTCP,hep, and CLint,passive,hep were not significantly different between the hepatocyte models (Wilcoxon matched-pair signed rank test). The average data (Avg) from (A–C) are shown in (D), and they are mean ± S.D. of four lots of hepatocytes, each conducted in triplicate.

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    Fig. 3.

    IVIVE of RSV hepatic CLuptake,in vivo based on transporter-expressing cells or the hepatocyte models, SHs, PHs, or SCHHs in HBSS buffer (A), or adjusted for the protein-mediated uptake of RSV in transporter-expressing cells (B). The transporter-expressing cells predicted the hepatic CLuptake,in vivo within 3-fold of the observed value (1205.6 ml/min). In contrast, the hepatocyte models underpredicted RSV CLuptake,in vivo by 5- to 10-fold. OATPs were the major contributors to the total RSV CLint,in vivo,pred,cells and CLint,in vivo,pred,hep followed by NTCP, with smallest contributor being passive diffusion CL. The solid and dashed lines show the 95% confidence interval (CI) of the observed hepatic CLuptake,in vivo and 2-fold lower limit of the mean observed hepatic CLuptake,in vivo (603 ml/min). RSV CLint,in vivo,pred,cells was significantly higher (Tukey’s multiple comparison test) than CLint,in vivo,pred,hep obtained from any of the hepatocyte models. Data shown for SH, PH and SCHH are mean ± S.D. of four lots of hepatocytes, each conducted in triplicate. Data shown for transporter-expressing cells are mean ± SD of the predicted values based on transporter abundance in 39 human liver samples. (A) When the transporter-mediated CLint,uptake,cells was adjusted for the increase in the RSV uptake in the presence of 100% HP or 5% HSA, the transporter-expressing cells better predicted hepatic CLuptake,in vivo (595.3 ml/min with 100% HP; 621.4 ml/min in 5% HSA) and came close to or fell just above the lower 2-fold boundary of the observed value (B).

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    Fig. 4.

    IVCIVH of [3H]RSV CLint,uptake,hep. The predicted [3H]RSV CLint,uptake,hep from transporter-expressing cells was not significantly different from the observed [3H]RSV CLint,uptake,hep, irrespective of whether the predictions were made based on the total or PMA of the uptake transporters. Data shown are mean ± S.D. of four lots of hepatocytes, each conducted in triplicate. NS, not significantly different based on Wilcoxon matched-pair signed rank statistical test.

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    Fig. 5.

    Correlation of [3H]RSV CLint,uptake,hep and total transporter protein abundance of OATP1B1 (A), OATP1B3 (B), OATP2B1 (C) and NTCP (D) in hepatocyte models. The [3H]RSV CLint,uptake,hep was highly correlated with the total abundance of OATP1B1. However, the correlation with OATP1B3, OATP2B1, and NTCP transporter abundance was poor. Similar results were obtained if the x-axis was PMA of the respective transporter. Data shown are mean of triplicates in four lots of hepatocytes models.

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    TABLE 1

    OATP1B1/2B1/1B3- and NTCP-mediated CLint,uptake,cells of [3H]RSV based on their total or PMA in the transporter-expressing cells

    Transporter (Cells)Transporter-Mediated CLint,uptake,cells of RSV (µl/min per Milligram Cellular Protein)aTotal Transporter Abundance (pmol/mg Cellular Protein) in CellsbTransporter-Mediated RSV CLint,uptake,cells (µl/min per Picomole Total Transporter Protein)PMA of Transporter (% Total)cTransporter-Mediated RSV CLint,uptake,cells (µl/min per Picomole PM Transporter Protein)
    OATP1B1 (CHO cells)40.17.535.3279.7 ± 4.7d6.68
    OATP1B3 (HEK293 cells)28.66.234.6063.2 ± 1.6d7.27
    OATP2B1 (MDCKII cells)1.20.951.2237.1 ± 15.7d3.29
    NTCP (HEK293 cells)34.83.2910.5877.413.65
    • ↵a Data from a single experiment mean of triplicate determinations (except NTCP, avg. of duplicate determinations). The CLint,uptake,OATP1B1 of RSV obtained in OATP1B1-expressing CHO cells was confirmed with CLint,uptake,OATP1B1 of RSV in OATP1B1-expressing HEK293 cells.

    • ↵b Data are mean of duplicate determinations from a single experiment.

    • ↵c Data shown are mean of triplicates or mean ± S.D. of three independent experiments (except NTCP, which is mean of two independent determinations).

    • ↵d From Kumar et al. (2017).

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      Supplementary Figure 1 - [3H]RSV CLint,passive in transporter-expressing cells and hepatocyte models was not significantly different (Tukey's multiple comparisons test). Data for hepatocyte models are mean±SD (n=4), each conducted in triplicate. 

      Supplementary Figure 2 - IVIVE of RSV hepatic CLuptake, in vivo adjusted for the protein-mediated uptake of RSV in transporter-expressing cells assuming sinusoidal uptake CL is the RDS.

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Drug Metabolism and Disposition: 49 (2)
Drug Metabolism and Disposition
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1 Feb 2021
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Research ArticleArticle

IVIVE of Rosuvastatin Hepatic Clearance in Human

Vineet Kumar, Mengyue Yin, Kazuya Ishida, Laurent Salphati, Cornelis E.C.A. Hop, Christopher Rowbottom, Guangqing Xiao, Yurong Lai, Anita Mathias, Xiaoyan Chu, W. Griffith Humphreys, Mingxiang Liao, Zsuzsanna Nerada, Nóra Szilvásy, Scott Heyward and Jashvant D. Unadkat
Drug Metabolism and Disposition February 1, 2021, 49 (2) 159-168; DOI: https://doi.org/10.1124/dmd.120.000204

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Research ArticleArticle

IVIVE of Rosuvastatin Hepatic Clearance in Human

Vineet Kumar, Mengyue Yin, Kazuya Ishida, Laurent Salphati, Cornelis E.C.A. Hop, Christopher Rowbottom, Guangqing Xiao, Yurong Lai, Anita Mathias, Xiaoyan Chu, W. Griffith Humphreys, Mingxiang Liao, Zsuzsanna Nerada, Nóra Szilvásy, Scott Heyward and Jashvant D. Unadkat
Drug Metabolism and Disposition February 1, 2021, 49 (2) 159-168; DOI: https://doi.org/10.1124/dmd.120.000204
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