Literature DB >> 28063966

Linking organic anion transporting polypeptide 1B1 and 1B3 (OATP1B1 and OATP1B3) interaction profiles to hepatotoxicity - The hyperbilirubinemia use case.

Eleni Kotsampasakou1, Sylvia E Escher2, Gerhard F Ecker3.   

Abstract

Hyperbilirubinemia is a pathological condition of excessive accumulation of conjugated or unconjugated bilirubin in blood. It has been associated with neurotoxicity and non-neural organ dysfunctions, while it can also be a warning of liver side effects. Hyperbilirubinemia can either be a result of overproduction of bilirubin due to hemolysis or dyserythropoiesis, or the outcome of impaired bilirubin elimination due to liver transporter malfunction or inhibition. There are several reports in literature that inhibition of organic anion transporting polypeptides 1B1 and 1B3 (OATP1B1 and OATP1B3) might lead to hyperbilirubinemia. In this study we created a set of classification models for hyperbilirubinemia, which, besides physicochemical descriptors, also include the output of classification models of human OATP1B1 and 1B3 inhibition. Models were based on either human data derived from public toxicity reports or animal data extracted from the eTOX database VITIC. The generated models showed satisfactory accuracy (68%) and area under the curve (AUC) for human data and 71% accuracy and 70% AUC for animal data. However, our results did not indicate strong association between OATP inhibition and hyperbilirubinemia, neither for humans nor for animals.
Copyright © 2017. Published by Elsevier B.V.

Entities:  

Keywords:  Amphotericin B (PubChem CID: 122130047); Atazanavir (PubChem CID: 86601659); Ciprofloxacin (PubChem CID: 92135222); Citalopram (PubChem CID: 121225262); Classification; Clopidogrel (PubChem CID: 122164793); Cyclosporin (PubChem CID: 122172945); Decision trees; Hyperbilirubinemia; Itraconazole (PubChem CID: 86611782); Ketoconazole (PubChem CID: 86584994); Liver; Nelfinavir (PubChem CID: 122130496); Organic anion transporting polypeptide 1B1 (OATP1B1); Organic anion transporting polypeptide 1B3 (OATP1B3); Paclitaxel (PubChem CID: 122173019); Support vector machines

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Year:  2017        PMID: 28063966     DOI: 10.1016/j.ejps.2017.01.002

Source DB:  PubMed          Journal:  Eur J Pharm Sci        ISSN: 0928-0987            Impact factor:   4.384


  6 in total

Review 1.  How Open Data Shapes In Silico Transporter Modeling.

Authors:  Floriane Montanari; Barbara Zdrazil
Journal:  Molecules       Date:  2017-03-07       Impact factor: 4.411

Review 2.  Membrane Transporters for Bilirubin and Its Conjugates: A Systematic Review.

Authors:  Jovana Čvorović; Sabina Passamonti
Journal:  Front Pharmacol       Date:  2017-12-05       Impact factor: 5.810

3.  Curated human hyperbilirubinemia data and the respective OATP1B1 and 1B3 inhibition predictions.

Authors:  Eleni Kotsampasakou; Sylvia E Escher; Gerhard F Ecker
Journal:  Data Brief       Date:  2017-02-10

4.  Combining In Vivo Data with In Silico Predictions for Modeling Hepatic Steatosis by Using Stratified Bagging and Conformal Prediction.

Authors:  Sankalp Jain; Ulf Norinder; Sylvia E Escher; Barbara Zdrazil
Journal:  Chem Res Toxicol       Date:  2020-12-21       Impact factor: 3.739

5.  Empowering pharmacoinformatics by linked life science data.

Authors:  Daria Goldmann; Barbara Zdrazil; Daniela Digles; Gerhard F Ecker
Journal:  J Comput Aided Mol Des       Date:  2016-11-09       Impact factor: 4.179

6.  Integrative Data Mining, Scaffold Analysis, and Sequential Binary Classification Models for Exploring Ligand Profiles of Hepatic Organic Anion Transporting Polypeptides.

Authors:  Alžběta Türková; Sankalp Jain; Barbara Zdrazil
Journal:  J Chem Inf Model       Date:  2018-11-08       Impact factor: 4.956

  6 in total

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