Pathway Based Analysis of Mutation Data Is Efficient for Scoring Target Cancer Drugs
Pirogov Russian National Research Medical University · Sechenov University · +1 more institution
Abstract
Despite the significant achievements in chemotherapy, cancer remains one of the leading causes of death. Target therapy revolutionized this field, but efficiencies of target drugs show dramatic variation among individual patients. Personalization of target therapies remains, therefore, a challenge in oncology. Here, we proposed molecular pathway-based algorithm for scoring of target drugs using high throughput mutation data to personalize their clinical efficacies. This algorithm was validated on 3,800 exome mutation profiles from The Cancer Genome Atlas (TCGA) project for 128 target drugs. The output values termed Mutational Drug Scores (MDS) showed positive correlation with the published drug efficiencies in…
Citation impact
- FWCI
- 37.40
- Percentile
- 100%
- References
- 77
Authors
8Topics & keywords
- Cancer
- Cancer drugs
- Mutation
- Computational biology
- Mutation testing
- Medicine
- Bioinformatics
- Biology
- Good health and well-being