4.6 Article

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

Journal

EUROPEAN JOURNAL OF PHARMACEUTICAL SCIENCES
Volume 100, Issue -, Pages 9-16

Publisher

ELSEVIER
DOI: 10.1016/j.ejps.2017.01.002

Keywords

Hyperbilirubinemia; Liver; Organic anion transporting polypeptide 1B1 (OATP1B1); Organic anion transporting polypeptide 1B3 (OATP1B3); Classification; Support vector machines; Decision trees

Funding

  1. Innovative Medicines Initiative Joint Undertaking [115002]
  2. European Union
  3. EFPIA
  4. Austrian Science Fund [F3502]
  5. Austrian Science Fund (FWF) [F 3502] Funding Source: researchfish

Ask authors/readers for more resources

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. (C) 2017 Published by Elsevier B.V.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.6
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

No Data Available
No Data Available