The Use of Molecular Descriptors To Model Pharmaceutical Uptake by a Fish Primary Gill Cell Culture Epithelium

Modeling approaches such as quantitative structure-activity relationships (QSARs) use molecular descriptors to predict the bioavailable properties of a compound in biota. However, these models have mainly been derived based on empirical data for lipophilic neutral compounds and may not predict the uptake of ionizable compounds. The majority of pharmaceuticals are ionizable, and freshwaters can have a range of pH values that affect speciation. In this study, we assessed the uptake of 10 pharmaceuticals (acetazolamide, beclomethasone, carbamazepine, diclofenac, gemfibrozil, ibuprofen, ketoprofen, norethindrone, propranolol, and warfarin) with differing modes of action and physicochemical properties (p Ka, log S, log D, log Kow, molecular weight (MW), and polar surface area (PSA)) by an in vitro primary fish gill cell culture system (FIGCS) for 24 h in artificial freshwater. Principal component analysis (PCA) and partial least-squares (PLS) regression was used to determine the molecular descriptors that influence the uptake rates. Ionizable drugs were taken up by FIGCS; a strong positive correlation was observed between log S and the uptake rate, and a negative correlation was observed between p Ka, log D, and MW and the uptake rate. This approach shows that models can be derived on the basis of the physicochemical properties of pharmaceuticals and the use of an in vitro gill system to predict the uptake of other compounds. There is a need for a robust and validated model for gill uptake that could be used in a tiered risk assessment to prioritize compounds for experimental testing.

[1]  Tudor I. Oprea,et al.  The significance of acid/base properties in drug discovery. , 2013, Chemical Society reviews.

[2]  J. Estelrich,et al.  Encapsulation of thioguanine in liposomes , 1995 .

[3]  Scott A Mabury,et al.  Spatial distribution of perfluoroalkyl contaminants in lake trout from the Great Lakes. , 2007, Environmental science & technology.

[4]  J. Tolls,et al.  Surfactant bioconcentration--a critical review. , 1994, Chemosphere.

[5]  C. Wood,et al.  Procedures for the reconstruction, primary culture and experimental use of rainbow trout gill epithelia , 2016, Nature Protocols.

[6]  Li Di,et al.  Passive lipoidal diffusion and carrier-mediated cell uptake are both important mechanisms of membrane permeation in drug disposition. , 2014, Molecular pharmaceutics.

[7]  W. Catterall,et al.  Inhibition of voltage-sensitive sodium channels in neuroblastoma cells and synaptosomes by the anticonvulsant drugs diphenylhydantoin and carbamazepine. , 1984, Molecular pharmacology.

[8]  P. Artursson,et al.  A method for the determination of cellular permeability coefficients and aqueous boundary layer thickness in monolayers of intestinal epithelial caco 2 cells grown in permeable filter chambers , 1991 .

[9]  R. Erickson,et al.  Uptake and elimination of ionizable organic chemicals at fish gills: I. Model formulation, parameterization, and behavior , 2006, Environmental toxicology and chemistry.

[10]  Z. Gong,et al.  Bioaccumulation Behavior of Pharmaceuticals and Personal Care Products in Adult Zebrafish (Danio rerio): Influence of Physical-Chemical Properties and Biotransformation. , 2017, Environmental science & technology.

[11]  Tudor I. Oprea,et al.  The significance of acid/base properties in drug discovery. , 2013, Chemical Society reviews.

[12]  M. Popović,et al.  Organic anion transporting polypeptides (OATP) in zebrafish (Danio rerio): Phylogenetic analysis and tissue distribution. , 2010, Comparative biochemistry and physiology. Part A, Molecular & integrative physiology.

[13]  D. Kell,et al.  Carrier-mediated cellular uptake of pharmaceutical drugs: an exception or the rule? , 2008, Nature Reviews Drug Discovery.

[14]  O. Berglund,et al.  Influence of pH-dependent aquatic toxicity of ionizable pharmaceuticals on risk assessments over environmental pH ranges. , 2015, Water research.

[15]  James I. MacRae,et al.  A review of the pharmaceutical exposome in aquatic fauna , 2018, Environmental pollution.

[16]  Douglas B. Kell,et al.  How drugs get into cells: tested and testable predictions to help discriminate between transporter-mediated uptake and lipoidal bilayer diffusion , 2014, Front. Pharmacol..

[17]  R. Erickson,et al.  A model for exchange of organic chemicals at fish gills: flow and diffusion limitations , 1990 .

[18]  M. Fromm,et al.  Functional Characterization of the Human Organic Cation Transporter 2 Variant p.270Ala>Ser , 2009, Drug Metabolism and Disposition.

[19]  M. Popović,et al.  Interaction of environmental contaminants with zebrafish organic anion transporting polypeptide, Oatp1d1 (Slco1d1). , 2014, Toxicology and applied pharmacology.

[20]  Pilar Ventosa-Andrés,et al.  DRUG SOLUBILITY : IMPORTANCE AND ENHANCEMENT TECHNIQUES , 2016 .

[21]  Karim Gharbi,et al.  High levels of interspecific gene flow in an endemic cichlid fish adaptive radiation from an extreme lake environment , 2015, Molecular ecology.

[22]  Test No. 203: Fish, Acute Toxicity Test , 2019, OECD Guidelines for the Testing of Chemicals, Section 2.

[23]  F. Lombardo,et al.  Experimental and computational approaches to estimate solubility and permeability in drug discovery and development settings. , 2001, Advanced drug delivery reviews.

[24]  P A Carrupt,et al.  Evaluation and Prediction of Drug Permeation , 1999, The Journal of pharmacy and pharmacology.

[25]  Daniel F Gilbert,et al.  Cell Viability Assays , 2016, Methods in Molecular Biology.

[26]  M. Fromm,et al.  Functional Characterization of the Human Organic Cation Transporter 2 Variant p . 270 Ala > Ser , 2009 .

[27]  C. Wood Toxic responses of the gill , 2017 .

[28]  P. Quan,et al.  The effect of ion-pair formation combined with penetration enhancers on the skin permeation of loxoprofen , 2014, Drug delivery.

[29]  G Folkers,et al.  Estimation of permeability by passive diffusion through Caco-2 cell monolayers using the drugs' lipophilicity and molecular weight. , 1998, European journal of pharmaceutical sciences : official journal of the European Federation for Pharmaceutical Sciences.

[30]  Carla A. Ng,et al.  Assessing the bioaccumulation potential of ionizable organic compounds: Current knowledge and research priorities , 2017, Environmental toxicology and chemistry.

[31]  B. Seiwert,et al.  Influence of pH on the uptake and toxicity of β-blockers in embryos of zebrafish, Danio rerio. , 2018, Aquatic toxicology.

[32]  R. Erickson,et al.  Environmental Impacts on the Physiological Mechanisms Controlling Xenobiotic Transfer across Fish Gills , 1991, Physiological Zoology.

[33]  Patrício Soares-da-Silva,et al.  Mechanisms of Action of Carbamazepine and Its Derivatives, Oxcarbazepine, BIA 2-093, and BIA 2-024 , 2002, Neurochemical Research.

[34]  James I. MacRae,et al.  PREDICTION OF BIOCONCENTRATION FACTORS IN FISH AND 1 INVERTEBRATES USING MACHINE LEARNING 2 , 2018 .

[35]  R. Neubert Ion Pair Transport Across Membranes , 1989, Pharmaceutical Research.

[36]  H. Segner,et al.  Reliability of In Vitro Methods Used to Measure Intrinsic Clearance of Hydrophobic Organic Chemicals by Rainbow Trout: Results of an International Ring Trial , 2018, Toxicological sciences : an official journal of the Society of Toxicology.

[37]  Jignasa K. Savjani,et al.  Drug Solubility: Importance and Enhancement Techniques , 2012, ISRN pharmaceutics.

[38]  Mark A Lampi,et al.  Alternative approaches to vertebrate ecotoxicity tests in the 21st century: A review of developments over the last 2 decades and current status , 2016, Environmental toxicology and chemistry.

[39]  Jon A Arnot,et al.  Development and evaluation of a mechanistic bioconcentration model for ionogenic organic chemicals in fish , 2013, Environmental toxicology and chemistry.

[40]  D. S. Smith,et al.  Dissolved organic carbon from the upper Rio Negro protects zebrafish (Danio rerio) against ionoregulatory disturbances caused by low pH exposure , 2016, Scientific Reports.

[41]  D. Manallack The pKa Distribution of Drugs: Application to Drug Discovery , 2007, Perspectives in medicinal chemistry.

[42]  Watze de Wolf,et al.  Animal Use Replacement, Reduction, and Refinement: Development of an Integrated Testing Strategy for Bioconcentration of Chemicals in Fish , 2007, Integrated environmental assessment and management.

[43]  M. Viluksela,et al.  Factors affecting the absorption of phenolics and carboxylic acids in the guppy (Poecilia reticulata). , 1986, Ecotoxicology and environmental safety.

[44]  Helmut Segner,et al.  Use of In Vitro Absorption, Distribution, Metabolism, and Excretion (ADME) Data in Bioaccumulation Assessments for Fish , 2007 .

[45]  Frank A. P. C. Gobas,et al.  A review of bioconcentration factor (BCF) and bioaccumulation factor (BAF) assessments for organic chemicals in aquatic organisms , 2006 .

[46]  Adam Lillicrap,et al.  A tiered assessment strategy for more effective evaluation of bioaccumulation of chemicals in fish. , 2016, Regulatory toxicology and pharmacology : RTP.

[47]  A. Avdeef,et al.  pH-Metric logP 10. Determination of Liposomal Membrane-Water Partition Coefficients of lonizable Drugs , 1998, Pharmaceutical Research.

[48]  H. Sasaki,et al.  Enhancement of ocular drug penetration. , 1999, Critical reviews in therapeutic drug carrier systems.

[49]  Sanjay K. Nigam,et al.  What do drug transporters really do? , 2014, Nature Reviews Drug Discovery.

[50]  T. Secomb,et al.  Unstirred Water Layers and the Kinetics of Organic Cation Transport , 2015, Pharmaceutical Research.

[51]  R. Erickson,et al.  Observed and modeled effects of pH on bioconcentration of diphenhydramine, a weakly basic pharmaceutical, in fathead minnows , 2015, Environmental toxicology and chemistry.

[52]  Alex Avdeef,et al.  Absorption and Drug Development: Solubility, Permeability, and Charge State , 2003 .

[53]  R. Schwarzenbach,et al.  Evaluation of Liposome−Water Partitioning of Organic Acids and Bases. 1. Development of a Sorption Model , 2000 .

[54]  H. Daniel,et al.  High-affinity peptide transporter PEPT2 (SLC15A2) of the zebrafish Danio rerio: functional properties, genomic organization, and expression analysis. , 2006, Physiological genomics.

[55]  Sanjivanjit K. Bhal,et al.  The Rule of Five revisited: applying log D in place of log P in drug-likeness filters. , 2007, Molecular pharmaceutics.

[56]  M. Niemi,et al.  Membrane transporters in drug development , 2010, Nature Reviews Drug Discovery.

[57]  S. Owen,et al.  A primary fish gill cell culture model to assess pharmaceutical uptake and efflux: Evidence for passive and facilitated transport , 2015, Aquatic toxicology.