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

      1 , 2 , 3
      European journal of pharmaceutical sciences : official journal of the European Federation for Pharmaceutical Sciences
      Elsevier BV
      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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          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.

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          Author and article information

          Journal
          Eur J Pharm Sci
          European journal of pharmaceutical sciences : official journal of the European Federation for Pharmaceutical Sciences
          Elsevier BV
          1879-0720
          0928-0987
          Mar 30 2017
          : 100
          Affiliations
          [1 ] University of Vienna, Department of Pharmaceutical Chemistry, Althanstrasse 14, 1090 Vienna, Austria.
          [2 ] Fraunhofer Institute of Toxicology and Experimental Medicine (ITEM), Nikolai-Fuchs-Strasse 1, 30625 Hannover, Germany.
          [3 ] University of Vienna, Department of Pharmaceutical Chemistry, Althanstrasse 14, 1090 Vienna, Austria. Electronic address: gerhard.f.ecker@univie.ac.at.
          Article
          S0928-0987(17)30002-7
          10.1016/j.ejps.2017.01.002
          28063966
          6f982b96-9ec8-418f-802b-7de5188f5e3b
          History

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

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