(229ab) Pharmacometabonomics Approach for Early Prediction of Neuropathy
AIChE Annual Meeting
2016
2016 AIChE Annual Meeting
Food, Pharmaceutical & Bioengineering Division
Poster Session: Engineering Fundamentals in Life Science
Monday, November 14, 2016 - 3:15pm to 5:45pm
Few trends in VIPN incidence have been observed. Caucasians experience VIPN more than African-Americans. CYP3A5 high expressers experience lesser VIPN, though, no clear relation between VIPN and CYP3A4/5 expression has been established. Recently, VIPN was found to be associated with a SNP in the promoter region of CEP72 gene, which encodes a centrosomal protein, involved in microtubule formation. We use pharmacometabonomics approach to find metabolites as biomarkers which can predict VIPN. In a retrospective pilot study done on 12 ALL patients, metabolites were found to be differentially expressed in high and low VIPN patients. We plan to conduct a prospective study of 77 pediatric ALL patients administered with VCR as the primary chemotherapeutic drug for treatment. Fasting serum samples are being collected at 3 times points: before induction, one week after induction and at the end of a month. An attempt will be made to find metabolites differentially expressed in pre-dose samples of low and high VIPN patients. Presently, retrospective non-fasting samples of pediatric ALL patients are used for a preliminary study. These samples were collected at three time points: day 8, day 29, +6 months. Feature selection machine learning techniques have been used to identify biomarkers in a high-dimensional data set of metabolite profiles of patients. Samples at time point +6 months are used for identification of biomarkers, primarily.
We have future plans of exploring what relevant pathways the identified metabolites lie in. We further plan to bring mechanistic modeling into the picture to provide biological insight to the problem. For this purpose, we plan to study VCR metabolism, with an assumption that liver cells have a goal while metabolizing VCR.