Predicting human hepatic clearance from in vitro drug metabolism and transport data: a scientific and pharmaceutical perspective for assessing drug–drug interactions
Abstract
Objectives: Membrane transporters and metabolism are major determinants of the hepatobiliary elimination of drugs. This work investigates several key questions for drug development. Such questions include which drugs demonstrate transporter‐based clearance in the clinic, and which in vitro methods are most suitable for drug classification, i.e. transporter‐ vs metabolism‐dependent compound class categories. Additional questions posed are: what is the expected quantitative change in exposure in the presence of a transporter‐ and/or metabolism‐inhibiting drug, and which criteria should trigger follow‐up clinical drug–drug interaction studies. Methods: A well‐established method for (human) liver clearance prediction that considers all four physiological processes driving hepatic drug elimination (namely sinusoidal uptake and efflux, metabolism and biliary secretion) was applied. Suspended hepatocytes, liver microsomes and sandwich‐cultured hepatocytes were used as in vitro models to determine the individual intrinsic clearance for 13 selected compounds with various physicochemical and pharmacokinetic properties. Results: Using this in vitro–in vivo extrapolation method a good linear correlation was observed between predicted and reported human hepatic clearances. Linear regression analysis revealed much improved correlations compared with other prediction methods. Conclusions: The presented approach serves as a basis for accurate compound categorization within the Biopharmaceutics Drug Disposition Classification System (BDDCS) and was applied to anticipate metabolism‐ and transporter‐based drug–drug interactions using different static prediction methods. A decision tree proposal is provided and helps to guide clinical studies on active processes influencing hepatic elimination. All recommendations in this paper are generally intended to support early pre‐clinical and clinical drug development and the filing of a new drug application. Copyright © 2012 John Wiley & Sons, Ltd.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
An extended clearance model has been developed in which permeability is an important factor affecting CLH.
“recently, an extended clearance model has been developed in which permeability is one of the important factors affecting the CLH [41,42].”
From Interpretation of Non-Clinical Data for Prediction of Human Pharmacokinetic Parameters: In Vitro-In Vivo Extrapolation and Allometric Scaling (2019) · cites this paper as [42]
The proposed physiology-based IVIVE method was used to predict rat hepatic clearance of 13 compounds with various physicochemical and PK characteristics.
“The proposed method was used to predict rat hepatic clearance of 13 compounds with various physicochemical and PK characteristics.”
From Interpretation of Non-Clinical Data for Prediction of Human Pharmacokinetic Parameters: In Vitro-In Vivo Extrapolation and Allometric Scaling (2019) · cites this paper as [42]
In the physiology-based IVIVE studies, the hepatic clearance of valsartan (class 2 compound based on BDDCS) was underestimated with the highest fold-error of 3.95.
“In these studies, the hepatic clearance of valsartan (class 2 compound based on BDDCS) was underestimated with the highest fold-error of 3.95.”
From Interpretation of Non-Clinical Data for Prediction of Human Pharmacokinetic Parameters: In Vitro-In Vivo Extrapolation and Allometric Scaling (2019) · cites this paper as [42]
A novel IVIVE method developed to predict hepatic organ clearance via physiology-based modeling reflects additional physiologically relevant information (hepatic uptake, metabolism, biliary excretion, and sinusoidal efflux) compared with the conventional method.
“This new method reflects additional physiologically relevant information (namely hepatic uptake, metabolism, biliary excretion, and sinusoidal efflux) compared with the conventional method.”
From Interpretation of Non-Clinical Data for Prediction of Human Pharmacokinetic Parameters: In Vitro-In Vivo Extrapolation and Allometric Scaling (2019) · cites this paper as [42]
Cites
Membrane transporters in drug development
The International Transporter Consortium, Giacomini, K. M., Huang, S.-M., Tweedie, D. J., Benet, L. Z., Brouwer, K. L. R., Chu, X., Dahlin, A., Evers, R., Fischer, V., et al. (2010) · Nature Reviews Drug Discovery · doi:10.1038/nrd3028 · Cited by 3,340 · see citing works
Wu, C.-Y., & Benet, L. Z. (2005) · Pharmaceutical Research · doi:10.1007/s11095-004-9004-4 · Cited by 1,401 · see citing works
Oral Azole Drugs as Systemic Antifungal Therapy
Wood, A. J. J., Como, J. A., & Dismukes, W. E. (1994) · New England Journal of Medicine · doi:10.1056/nejm199401273300407 · Cited by 595 · see citing works
Ito, K., Iwatsubo, T., Kanamitsu, S.-I., Ueda, K., Suzuki, H., & Sugiyama, Y. (1998) · Pharmacological Reviews · doi:10.1016/s0031-6997(24)01372-3 · Cited by 511 · see citing works
Custodio, J. M., Wu, C., & Benet, L. Z. (2007) · Advanced Drug Delivery Reviews · doi:10.1016/j.addr.2007.08.043 · Cited by 432 · see citing works
Swift, B., Pfeifer, N. D., & Brouwer, K. L. R. (2010) · Drug Metabolism Reviews · doi:10.3109/03602530903491881 · Cited by 374 · see citing works
Clearance approaches in pharmacology.
Wilkinson, G. R. (1987) · Pharmacological Reviews · doi:10.1016/s0031-6997(25)06653-0 · Cited by 356 · see citing works
EVALUATION OF DRUG-DRUG INTERACTION IN THE HEPATOBILIARY AND RENAL TRANSPORT OF DRUGS
Shitara, Y., Sato, H., & Sugiyama, Y. (2005) · Annual Review of Pharmacology and Toxicology · doi:10.1146/annurev.pharmtox.44.101802.121444 · Cited by 336 · see citing works
Gertz, M., Harrison, A., Houston, J., & Galetin, A. (2010) · Drug Metabolism And Disposition · doi:10.1124/dmd.110.032649 · Cited by 317 · see citing works
Ito, K., & Houston, J. B. (2004) · Pharmaceutical Research · doi:10.1023/b:pham.0000026429.12114.7d · Cited by 224 · see citing works
Clinical Pharmacokinetics of Ciprofloxacin
Vance‐Bryan, K., Guay, D. R. P., & Rotschafer, J. C. (1990) · Clinical Pharmacokinetics · doi:10.2165/00003088-199019060-00003 · Cited by 223 · see citing works
In vitro-in vivo Extrapolation of Transporter-mediated Clearance in the Liver and Kidney
Kusuhara, H., & Sugiyama, Y. (2009) · Drug Metabolism and Pharmacokinetics · doi:10.2133/dmpk.24.37 · Cited by 221 · see citing works
Kinetics of drug-drug interactions
Rowland, M., & Matin, S. B. (1973) · Journal of Pharmacokinetics and Biopharmaceutics · doi:10.1007/bf01059791 · Cited by 210 · see citing works
Ring, B. J., Chien, J. Y., Adkison, K. K., Jones, H. M., Rowland, M., Jones, R. D., Yates, J. W. T., Ku, M. S., Gibson, C. R., He, H., et al. (2011) · Journal of Pharmaceutical Sciences · doi:10.1002/jps.22552 · Cited by 206 · see citing works
The metabolism of DL-[14C]verapamil in man.
Eichelbaum, M. F., Ende, M., Remberg, G., Schomerus, M., & Dengler, H. J. (1979) · Drug Metabolism and Disposition · doi:10.1016/s0022-5347(24)06111-1 · Cited by 178 · see citing works
Drug Metabolism and Drug Interactions: Application and Clinical Value of In Vitro Models
Venkatakrishnan, K., Moltke, L. L. V., Obach, R. S., & Greenblatt, D. J. (2003) · Current Drug Metabolism · doi:10.2174/1389200033489361 · Cited by 162 · see citing works
Recent Advances in Carrier-mediated Hepatic Uptake and Biliary Excretion of Xenobiotics
Yamazaki, M., Suzuki, H., & Sugiyama, Y. (1996) · Pharmaceutical Research · doi:10.1023/a:1016077517241 · Cited by 138 · see citing works
Mazzu, A. (2000) · Clinical Pharmacology & Therapeutics · doi:10.1067/mcp.2000.110537 · Cited by 135 · see citing works
Waldmeier, F., Flesch, G., ̈ller, P. M., WINKLER, T., KRIEMLER, H. ‐., Bühlmayer, P., & Marc De Gasparo, B. (1997) · Xenobiotica · doi:10.1080/004982597240767 · Cited by 133 · see citing works
Rowland, M., Balant, L., & Peck, C. C. (2004) · AAPS PharmSci · doi:10.1208/ps060106 · Cited by 131 · see citing works
Comparison of different approaches to predict metabolic drug-drug interactions
Einolf, H. J. (2007) · Xenobiotica · doi:10.1080/00498250701620700 · Cited by 130 · see citing works
Pharmacokinetics and dose proportionality of ketoconazole in normal volunteers
Huang, Y. C., Colaizzi, J. L., Bierman, R. H., Woestenborghs, R., & Heykants, J. (1986) · Antimicrobial Agents and Chemotherapy · doi:10.1128/aac.30.2.206 · Cited by 123 · see citing works
Clinical Pharmacokinetics of Quinidine
Ochs, H. R., Greenblatt, D. J., & Woo, E. (1980) · Clinical Pharmacokinetics · doi:10.2165/00003088-198005020-00003 · Cited by 122 · see citing works
(1997) · PubMed · Cited by 121 · see citing works
Challenges and opportunities with modelling and simulation in drug discovery and drug development
Lavé, T., Parrott, N., Grimm, H. P., Fleury, A., & Reddy, M. (2007) · Xenobiotica · doi:10.1080/00498250701534885 · Cited by 115 · see citing works
Biotransformation of pravastatin sodium in humans.
Everett, D. W., Chando, T. J., DiDonato, G. C., Singhvi, S. M., Pan, H., & Weinstein, S. H. (1991) · Drug Metabolism and Disposition · doi:10.1016/s0090-9556(25)08889-0 · Cited by 112 · see citing works
Watanabe, T., Kusuhara, H., & Sugiyama, Y. (2010) · Journal of Pharmacokinetics and Pharmacodynamics · doi:10.1007/s10928-010-9176-y · Cited by 109 · see citing works
Vaidyanathan, S., Camenisch, G., Schuetz, H., Reynolds, C., Yeh, C., Bizot, M., Dieterich, H. A., Howard, D., & Dole, W. P. (2008) · The Journal of Clinical Pharmacology · doi:10.1177/0091270008323258 · Cited by 104 · see citing works
Self-citationTHE ROLES OF TRANSPORTERS AND ENZYMES IN HEPATIC DRUG PROCESSING
Liu, L., & Pang, K. S. (2004) · Drug Metabolism and Disposition · doi:10.1124/dmd.104.001149 · Cited by 94 · see citing works
Organ Clearance Concepts: New Perspectives on Old Principles
Sirianni, G. L., & Pang, K. S. (1997) · Journal of Pharmacokinetics and Biopharmaceutics · doi:10.1023/a:1025792925854 · Cited by 89 · see citing works
Rifampicin alters atorvastatin plasma concentration on the basis of SLCO1B1 521T>C polymorphism
He, Y., Zhang, W., Chen, Y., Guo, D., Tu, J., Xu, L., Tan, Z., Chen, B., Li, Z., Zhou, G., et al. (2009) · Clinica Chimica Acta · doi:10.1016/j.cca.2009.04.003 · Cited by 88 · see citing works
On the fate of furosemide in man
Beermann, B. A., Dal�n, E., Lindstr�m, B., & Ros�n, A. (1975) · European Journal of Clinical Pharmacology · doi:10.1007/bf00613429 · Cited by 82 · see citing works
Novel In Vitro-In Vivo Extrapolation (IVIVE) Method to Predict Hepatic Organ Clearance in Rat
Umehara, K.-I., & Camenisch, G. (2012) · Pharmaceutical Research · doi:10.1007/s11095-011-0607-2 · Cited by 65 · see citing works
Self-citationBachmann, K. A. (2005) · Current Drug Metabolism · doi:10.2174/138920006774832541 · Cited by 62 · see citing works
Pharmacokinetics of pravastatin in heart-transplant patients taking cyclosporin A*
Park, J. W., Siekmeier, R., Merz, M., Krell, B., Harder, S., März, W., Seidel, D., Schüler, S., & Groß, W. (2002) · International Journal of Clinical Pharmacology and Therapeutics · doi:10.5414/cpp40439 · Cited by 60 · see citing works
New strategies to address drug-drug interactions involving OATPs.
Poirier, A., Funk, C., Lavé, T., & Noé, J. (2007) · PubMed · Cited by 58 · see citing works
Nishimuta, H., Sato, K., Yabuki, M., & Komuro, S. (2011) · Drug Metabolism and Pharmacokinetics · doi:10.2133/dmpk.dmpk-11-rg-034 · Cited by 57 · see citing works
Kadono, K., Akabane, T., Tabata, K., Gato, K., Terashita, S., & Teramura, T. (2010) · Drug Metabolism and Disposition · doi:10.1124/dmd.109.029322 · Cited by 52 · see citing works
Probenecid inhibits the renal clearance of frusemide and its acyl glucuronide.
Vree, T. B., van den Biggelaar-Martea, M., & Wissen, C. P. W. G. M. V.-V. (1995) · PubMed Central · Cited by 50 · see citing works
Clinical Pharmacology of Digitalis Glycosides
Doherty, J., & Kane, J. J. (1975) · Annual Review of Medicine · doi:10.1146/annurev.me.26.020175.001111 · Cited by 49 · see citing works
The metabolism of [14C]cimetidine in man
Mitchell, S. C., Idle, J. R., & Smith, R. L. (1982) · Xenobiotica · doi:10.3109/00498258209052468 · Cited by 42 · see citing works
Foradori, A., Mezzano, S. A., Videla, C., Pefaur, J., & Elberg, A. J. (1998) · Transplantation Proceedings · doi:10.1016/s0041-1345(98)00393-5 · Cited by 41 · see citing works
Cyclosporin. Pharmacokinetics and metabolism.
Lemaire, M., Maurer, G., & Wood, A. J. (1986) · PubMed · Cited by 27 · see citing works
Bhad, P., Ayalasomayajula, S. P., Karan, R., Leon, S., Riviere, G.-J., Sunkara, G., & Jarugula, V. R. (2010) · The Journal of Clinical Pharmacology · doi:10.1177/0091270010376963 · Cited by 23 · see citing works
Partial metabolic clearances as determinants of the oral bioavailability of propranolol.
Walle, T., Walle, U. K., Olanoff, L. S., & Conradi, E. (1986) · British Journal of Clinical Pharmacology · doi:10.1111/j.1365-2125.1986.tb02893.x · Cited by 23 · see citing works
Kwon, Y., & Morris, M. E. (1997) · Pharmaceutical Research · doi:10.1023/a:1012106623696 · Cited by 15 · see citing works
Physiologically Based Pharmacokinetic Modeling
Clewell, H., Reddy, M., Lavé, T., & Andersen, M. E. (2010) · doi:10.1002/9780470249031.ch35
Flagged first, then by citations
Cited by
Sorted by citations
BDDCS, the Rule of 5 and drugability
Benet, L. Z., Hosey, C. M., Ursu, O., & Oprea, T. I. (2016) · Advanced Drug Delivery Reviews · doi:10.1016/j.addr.2016.05.007 · Cited by 912 · see citing works
Predicting Clearance Mechanism in Drug Discovery: Extended Clearance Classification System (ECCS)
Varma, M. V., Steyn, S. J., Allerton, C., & El-Kattan, A. F. (2015) · Pharmaceutical Research · doi:10.1007/s11095-015-1749-4 · Cited by 334 · see citing works
Taskar, K. S., Reddy, V. P., Burt, H. J., Posada, M. M., Varma, M. V. S., Zheng, M., Ullah, M., Riedmaier, A. E., Umehara, K., Snoeys, J., et al. (2019) · Clinical Pharmacology & Therapeutics · doi:10.1002/cpt.1693 · Cited by 150 · see citing works
Self-citationA critical perspective on 3D liver models for drug metabolism and toxicology studies
Serras, A. S., Rodrigues, J. S., Cipriano, M., Rodrigues, A. V., Oliveira, N. G., & Miranda, J. P. (2021) · Frontiers in Cell and Developmental Biology · doi:10.3389/fcell.2021.626805 · Cited by 138 · see citing works
Prediction of Pharmacokinetics and Drug–Drug Interactions When Hepatic Transporters are Involved
Li, R., Barton, H. A., & Varma, M. V. S. (2014) · Clinical Pharmacokinetics · doi:10.1007/s40262-014-0156-z · Cited by 97 · see citing works
Tomita, Y., Maeda, K., & Sugiyama, Y. (2012) · Clinical Pharmacology & Therapeutics · doi:10.1038/clpt.2012.221 · Cited by 88 · see citing works
Choi, G.-W., Lee, Y.-B., & Cho, H.-Y. (2019) · Pharmaceutics · doi:10.3390/pharmaceutics11040168 · Cited by 76 · see citing works
“However, this modified equation also improves the prediction of CLH for acidic compounds.”
BackgroundMethodInfluentialExperimental models for predicting drug absorption and metabolism
Alqahtani, S., Mohamed, L. A., & Kaddoumi, A. (2013) · Expert Opinion on Drug Metabolism & Toxicology · doi:10.1517/17425255.2013.802772 · Cited by 77 · see citing works
Pang, K., Han, Y.-R., Noh, K., Lee, P., & Rowland, M. (2019) · Biochemical Pharmacology · doi:10.1016/j.bcp.2019.07.025 · Cited by 53 · see citing works
Dealing with the complex drug–drug interactions: Towards mechanistic models
Varma, M. V. S., Pang, K. S., Isoherranen, N., & Zhao, P. (2014) · Biopharmaceutics & Drug Disposition · doi:10.1002/bdd.1934 · Cited by 74 · see citing works
Varma, M. V. S., Lin, J., Bi, Y., Kimoto, E., & Rodrigues, A. D. (2015) · Drug Metabolism and Disposition · doi:10.1124/dmd.115.064303 · Cited by 69 · see citing works
Interaction of the antiviral drug telaprevir with renal and hepatic drug transporters
Kunze, A., Huwyler, J., Camenisch, G., & Gutmann, H. (2012) · Biochemical Pharmacology · doi:10.1016/j.bcp.2012.07.032 · Cited by 67 · see citing works
Self-citationIn Vitro-In Vivo Extrapolation and Hepatic Clearance-Dependent Underprediction
Bowman, C. M., & Benet, L. Z. (2019) · Journal of Pharmaceutical Sciences · doi:10.1016/j.xphs.2019.02.009 · Cited by 64 · see citing works
Varma, M. V. S., Bi, Y., Kimoto, E., & Lin, J. (2014) · Journal of Pharmacology and Experimental Therapeutics · doi:10.1124/jpet.114.215970 · Cited by 63 · see citing works
Varma, M. V. S., Lin, J., Bi, Y., Rotter, C. J., Fahmi, O. A., Lam, J. L., El‐Kattan, A. F., Goosen, T. C., & Lai, Y. (2013) · Drug Metabolism and Disposition · doi:10.1124/dmd.112.050583 · Cited by 60 · see citing works
Varma, M. V. S., Scialis, R. J., Lin, J., Bi, Y., Rotter, C. J., Goosen, T. C., & Yang, X. (2014) · The AAPS Journal · doi:10.1208/s12248-014-9614-7 · Cited by 59 · see citing works
Furihata, T., Matsumoto, S., Fu, Z., Tsubota, A., Sun, Y., Matsumoto, S., Kobayashi, K., & Chiba, K. (2014) · Antimicrobial Agents and Chemotherapy · doi:10.1128/aac.02724-14 · Cited by 59 · see citing works
Expression and Transport Function of Drug Uptake Transporters in Differentiated HepaRG Cells
Kotani, N., Maeda, K., Debori, Y., Camus, S., Li, R., Chesné, C., & Sugiyama, Y. (2012) · Molecular Pharmaceutics · doi:10.1021/mp300171p · Cited by 57 · see citing works
Kimoto, E., Mathialagan, S., Tylaska, L. A., Niosi, M., Lin, J., Carlo, A. A., Tess, D. A., & Varma, M. V. S. (2018) · Journal of Pharmacology and Experimental Therapeutics · doi:10.1124/jpet.118.252049 · Cited by 56 · see citing works
In Vitro–In Vivo Extrapolation Method to Predict Human Renal Clearance of Drugs
Kunze, A., Huwyler, J., Poller, B., Gutmann, H., & Camenisch, G. (2014) · Journal of Pharmaceutical Sciences · doi:10.1002/jps.23851 · Cited by 48 · see citing works
Self-citationManevski, N., Swart, P., Balavenkatraman, K. K., Bertschi, B., Camenisch, G., Kretz, O., Schiller, H., Walles, M., Ling, B. M., Wettstein, R., et al. (2014) · Drug Metabolism and Disposition · doi:10.1124/dmd.114.060350 · Cited by 48 · see citing works
Self-citationReliable Rate Measurements for Active and Passive Hepatic Uptake Using Plated Human Hepatocytes
Bi, Y., Scialis, R. J., Lazzaro, S., Mathialagan, S., Kimoto, E., Keefer, J., Zhang, H., Vildhede, A. M., Costales, C., Rodrigues, A. D., et al. (2017) · The AAPS Journal · doi:10.1208/s12248-017-0051-2 · Cited by 47 · see citing works
Storelli, F., Yin, M., Kumar, A. R., Ladumor, M. K., Evers, R., Chothe, P. P., Enogieru, O. J., Liang, X., Lai, Y., & Unadkat, J. D. (2022) · Pharmacology & Therapeutics · doi:10.1016/j.pharmthera.2022.108271 · Cited by 43 · see citing works
Gertz, M., Tsamandouras, N., Säll, C., Houston, J. B., & Galetin, A. (2014) · Pharmaceutical Research · doi:10.1007/s11095-014-1333-3 · Cited by 41 · see citing works
Camenisch, G. (2016) · Pharmaceutical Research · doi:10.1007/s11095-016-2001-6 · Cited by 41 · see citing works
Self-citationTetsuka, K., Ohbuchi, M., & Tabata, K. (2017) · Journal of Pharmaceutical Sciences · doi:10.1016/j.xphs.2017.05.010 · Cited by 41 · see citing works
Umehara, K., Cantrill, C., Wittwer, M., Lenarda, E. D., Klammers, F., Ekiciler, A., Parrott, N. J., Fowler, S. M., & Ullah, M. (2020) · Drug Metabolism and Disposition · doi:10.1124/dmd.120.000133 · Cited by 40 · see citing works
Self-citationHansmann, S., Miyaji, Y., & Dressman, J. (2017) · European Journal of Pharmaceutics and Biopharmaceutics · doi:10.1016/j.ejpb.2017.10.019 · Cited by 37 · see citing works
Bteich, M., Poulin, P., & Haddad, S. (2019) · Expert Opinion on Drug Metabolism & Toxicology · doi:10.1080/17425255.2019.1640679 · Cited by 37 · see citing works
Li, S., Yu, Y., Jin, Z., Dai, Y., Lin, H., Jiao, Z., Ma, G., Cai, W., Han, B., & Xiang, X. (2019) · Biomedicine & Pharmacotherapy · doi:10.1016/j.biopha.2019.109416 · Cited by 37 · see citing works
Yang, Y., Li, P., Zhang, Z., Wang, Z., Liu, L., & Liu, X. (2020) · International Journal of Molecular Sciences · doi:10.3390/ijms21197023 · Cited by 37 · see citing works
Poulin, P. (2013) · Journal of Pharmaceutical Sciences · doi:10.1002/jps.23562 · Cited by 37 · see citing works
Zhang, T. (2015) · European Journal of Pharmaceutical Sciences · doi:10.1016/j.ejps.2015.06.019 · Cited by 36 · see citing works
Varma, M. V. S., & El‐Kattan, A. F. (2016) · The Journal of Clinical Pharmacology · doi:10.1002/jcph.695 · Cited by 36 · see citing works
Riede, J., Camenisch, G., Huwyler, J., & Poller, B. (2017) · Journal of Pharmaceutical Sciences · doi:10.1016/j.xphs.2017.03.025 · Cited by 33 · see citing works
Self-citationThe Extended Clearance Concept Following Oral and Intravenous Dosing: Theory and Critical Analyses
Benet, L. Z., Bowman, C. M., Liu, S., & Sodhi, J. K. (2018) · Pharmaceutical Research · doi:10.1007/s11095-018-2524-0 · Cited by 33 · see citing works
Primary hepatocyte cultures as prominentin vitrotools to study hepatic drug transporters
Ramboer, E., Vanhaecke, T., Rogiers, V., & Vinken, M. (2013) · Drug Metabolism Reviews · doi:10.3109/03602532.2012.756010 · Cited by 32 · see citing works
Umehara, K., Huth, F., Jin, Y., Schiller, H., Aslanis, V., Heimbach, T., & He, H. (2019) · Drug Metabolism and Personalized Therapy · doi:10.1515/dmpt-2018-0042 · Cited by 32 · see citing works
Self-citationKunze, A., Poller, B., Huwyler, J., & Camenisch, G. (2015) · Drug Metabolism and Personalized Therapy · doi:10.1515/dmdi-2015-0003 · Cited by 31 · see citing works
Self-citationPrediction of Drug Disposition on the Basis of its Chemical Structure
Stepensky, D. (2013) · Clinical Pharmacokinetics · doi:10.1007/s40262-013-0042-0 · Cited by 33 · see citing works
Plasma protein-mediated uptake and contradictions to the free drug hypothesis: a critical review
Schulz, J., Stresser, D. M., & Kalvass, J. C. (2023) · Drug Metabolism Reviews · doi:10.1080/03602532.2023.2195133 · Cited by 31 · see citing works
How Transporters Have Changed Basic Pharmacokinetic Understanding
Benet, L. Z., Bowman, C. M., & Sodhi, J. K. (2019) · The AAPS Journal · doi:10.1208/s12248-019-0373-3 · Cited by 27 · see citing works
Jamani, R., Lee, E. K., Berry, S. R., Saluja, R., DeAngelis, C., Giotis, A., & Emmenegger, U. (2016) · European Journal of Clinical Pharmacology · doi:10.1007/s00228-016-2120-3 · Cited by 25 · see citing works
Pachter, J. A., Dill, K. A., Sodhi, J. K., & Benet, L. Z. (2022) · Pharmacology & Therapeutics · doi:10.1016/j.pharmthera.2022.108278 · Cited by 24 · see citing works
Chunduri, V., & Maddi, S. (2022) · ADMET & DMPK · doi:10.5599/admet.1513 · Cited by 27 · see citing works
Bounakta, S., Bteich, M., Mantha, M., Poulin, P., & Haddad, S. (2017) · Xenobiotica · doi:10.1080/00498254.2017.1294276 · Cited by 22 · see citing works
Dumouchel, J. L., Chemuturi, N. V., Milton, M., Camenisch, G., Chastain, J. E., Walles, M., Sasseville, V. G., Gunduz, M., Iyer, G. R., & Argikar, U. A. (2018) · Drug Metabolism and Disposition · doi:10.1124/dmd.118.082974 · Cited by 22 · see citing works
Self-citationGaletin, A. (2014) · Methods in molecular biology · doi:10.1007/978-1-62703-758-7_13 · Cited by 21 · see citing works
Transporter–enzyme interplay and the hepatic drug clearance: what have we learned so far?
Alluri, R. V., Li, R., & Varma, M. V. S. (2020) · Expert Opinion on Drug Metabolism & Toxicology · doi:10.1080/17425255.2020.1749595 · Cited by 21 · see citing works
Riede, J., Poller, B., Umehara, K.-I., Huwyler, J., & Camenisch, G. (2016) · European Journal of Pharmaceutical Sciences · doi:10.1016/j.ejps.2016.02.022 · Cited by 21 · see citing works
Self-citationBenet, L. Z., & Sodhi, J. K. (2023) · The AAPS Journal · doi:10.1208/s12248-023-00801-w · Cited by 20 · see citing works
Assessing the Risk of Drug-Induced Cholestasis Using Unbound Intrahepatic Concentrations
Riede, J., Poller, B., Huwyler, J., & Camenisch, G. (2017) · Drug Metabolism and Disposition · doi:10.1124/dmd.116.074179 · Cited by 19 · see citing works
Self-citationLuo, Y., Ferguson, K., Rusyn, I., & Chiu, W. A. (2020) · Toxicological Sciences · doi:10.1093/toxsci/kfaa007 · Cited by 14 · see citing works
Patilea-Vrana, G., & Unadkat, J. D. (2018) · Drug Metabolism and Disposition · doi:10.1124/dmd.118.081307 · Cited by 13 · see citing works
Bilitranslocase is Involved in the Uptake of Bromosulfophthalein in Rat and Human Liver
Terdoslavich, M., de Graaf, I., Proost, J. H., Cocolo, A., Passamonti, S., & Groothuis, G. M. M. (2013) · Drug Metabolism Letters · doi:10.2174/1872312811206030003 · Cited by 12 · see citing works
Sodhi, J. K., Liu, S., & Benet, L. Z. (2020) · Pharmaceutical Research · doi:10.1007/s11095-020-02797-w · Cited by 10 · see citing works
Tetsuka, K., Gerst, N., Tamura, K., & Masters, J. N. (2013) · Drug Metabolism and Pharmacokinetics · doi:10.2133/dmpk.dmpk-13-rg-050 · Cited by 10 · see citing works
In Vitro Drug Metabolism Studies Using Human Liver Microsomes
Gajula, S. N. R., Vora, S. A., Dikundwar, A. G., & Sonti, R. (2022) · IntechOpen eBooks · doi:10.5772/intechopen.108246 · Cited by 9 · see citing works
Mitra, P., Kasliwala, R., Iboki, L., Madari, S., Williams, Z., Takahashi, R., & Taub, M. E. (2023) · Pharmaceutical Research · doi:10.1007/s11095-023-03613-x · Cited by 9 · see citing works
Evaluating in vivo data for drug metabolism and transport: lessons from Kirchhoff’s Laws
Benet, L. Z., & Sodhi, J. K. (2024) · Frontiers in Pharmacology · doi:10.3389/fphar.2024.1456677 · Cited by 7 · see citing works
Kimoto, E., Obach, R. S., & Varma, M. V. S. (2019) · Drug Metabolism and Pharmacokinetics · doi:10.1016/j.dmpk.2019.11.007 · Cited by 7 · see citing works
Prediction of Drug Clearance from Enzyme and Transporter Kinetics
Kulkarni, P., Youssef, A. S., & Argikar, A. A. (2021) · Methods in molecular biology · doi:10.1007/978-1-0716-1554-6_14 · Cited by 7 · see citing works
Hepatic Clearance Prediction of Nine Human Immunodeficiency Virus Protease Inhibitors in Rat
Bruyn, T. D., Augustijns, P., & Annaert, P. (2015) · Journal of Pharmaceutical Sciences · doi:10.1002/jps.24559 · Cited by 7 · see citing works
Pauly, J. A. S., Wang, J., Phipps, C. J., & Kalvass, J. (2023) · Drug Metabolism And Disposition · doi:10.1124/dmd.123.001326 · Cited by 4 · see citing works
Schulz, J., Sande, E., Feng, M., Wang, Y.-T., Stresser, D. M., & Kalvass, J. C. (2024) · Drug Metabolism and Disposition · doi:10.1124/dmd.124.001768 · Cited by 4 · see citing works
The science of pharmacokinetics: an overview and applications
Ghazi, I. M., & Cawley, M. J. (2020) · Elsevier eBooks · doi:10.1016/b978-0-12-820007-0.00011-8 · Cited by 3 · see citing works
Patel, M., Riede, J., Bednarczyk, D., Poller, B., & Deshmukh, S. V. (2023) · Pharmaceutical Research · doi:10.1007/s11095-023-03482-4 · Cited by 2 · see citing works
Poller, B., Huth, F., Kastrinou‐Lampou, V., Kullak-Ublick, G. A., Arand, M., & Camenisch, G. (2021) · Wiley eBooks · doi:10.1002/9781119171003.ch15 · Cited by 2 · see citing works
Self-citationDiagnosing Biopharmaceutical Limitations
Jenkins, S. M., & Parker, D. D. (2014) · AAPS advances in the pharmaceutical sciences series · doi:10.1007/978-1-4939-1399-2_4 · Cited by 1 · see citing works
El‐Kattan, A. F. (2017) · Wiley eBooks · doi:10.1002/9781118916926.ch8 · Cited by 1 · see citing works
In vitro-in vivo extrapolation of human hepatic and renal clearance
Alluri, R. V., & Varma, M. V. S. (2020) · Elsevier eBooks · doi:10.1016/b978-0-12-820018-6.00022-3
El‐Kattan, A. F. (2017) · Wiley eBooks · doi:10.1002/9781118916926.ch13
El‐Kattan, A. F. (2017) · Wiley eBooks · doi:10.1002/9781118916926.ch3
Pachter, J. A., Dill, K. A., Sodhi, J. K., & Benet, L. Z. (2022) · SSRN Electronic Journal · doi:10.2139/ssrn.4157284
Mechanistic Basis of Clearance
Chen, E. P. (2025) · doi:10.1002/9781119650263.ch05
Predicting Human Systemic Pharmacokinetics
Chen, E. P. (2025) · Wiley eBooks · doi:10.1002/9781119650263.ch15
- Authors
- Camenisch, G., & Umehara, K.
- Affiliations
- Novartis Institutes for BioMedical Research (CH)
- Drug–Drug Interaction Section, Drug Metabolism and Pharmacokinetics, Novartis Institutes of Biomedical Research CH‐4002 Basel Switzerland
- Corresponding author
- Camenisch, Gian
- ORCID
- Camenisch, Gian
- Venue
- Biopharmaceutics & Drug Disposition
- Publisher
- Wiley
- Published
- 2012-04-19
- Volume
- 33
- Issue
- 4
- Pages
- 179-194
- ISSN
- 0142-2782 (ISSN-L)
- 1099-081X
- OpenAlex
- W2158305760
- Cited by
- 76
- References
- 47
- Citations by year
- 2025: 2 · 2024: 2 · 2023: 5 · 2022: 5 · 2021: 3 · 2020: 7 · 2019: 9 · 2018: 4 · 2017: 9 · 2016: 5 · 2015: 5 · 2014: 10 · 2013: 7 · 2012: 3
- FWCI
- 3.96
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Biopharmaceutics & Drug Disposition (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Health Sciences › Medicine › Oncology › Drug Transport and Resistance Mechanisms
- Life Sciences › Pharmacology, Toxicology and Pharmaceutics › Pharmacology › Pharmacogenetics and Drug Metabolism
- Life Sciences › Pharmacology, Toxicology and Pharmaceutics › Pharmaceutical Science › Drug Solubulity and Delivery Systems
- Keywords
- drug-drug interactions, in vitro-in vivo extrapolation, drug transporters, drug metabolism, intrinsic clearance, hepatocyte models, liver microsomes, bile secretion, decision tree
- MeSH terms
- Biological Transport, Decision Trees, Drug Interactions, Pharmaceutical Preparations, Humans, Microsomes, Liver, Models, Biological, Drug Design, Linear Models, Hepatocytes
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review