---
title: Machine Learning using Omics Data
description: "hide gateway
Read our publication on machine learning using omics data. Interested in learning more? Contact Evotec."
image: https://news.cyprotex.com/hubfs/Sciencepool/Sciencepool%20images/Shutterstock%20images/shutterstock_1081976486-DNA-blue-02-science-pool.jpg
---

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# Science Pool

# Machine Learning using Omics Data

Posted by [Evotec](https://news.cyprotex.com/sciencepool/author/evotec) on Nov 26, 2021 1:33:50 PM

This article forms a book chapter in Artificial Intelligence in Drug Design.

In this review article, we discuss the use of machine learning approaches in large omics studies

The chapter includes:

- an overview of the typical analysis of an omics dataset using machine learning
- demonstration of how to build a model predicting drug-induced liver injury (DILI) using transcriptomics data
- best practices and pitfalls to consider during initial data exploration and model training through to validation and analysis of the final model

[LEARN MORE](https://link.springer.com/protocol/10.1007/978-1-0716-1787-8_18)

 Tags: [Articles & Whitepapers](https://news.cyprotex.com/sciencepool/tag/articles-whitepapers), [Proteomics, Metabolomics & Biomarkers](https://news.cyprotex.com/sciencepool/tag/proteomics-metabolomics-biomarkers), [Toxicology & Safety](https://news.cyprotex.com/sciencepool/tag/toxicology-safety)