CPDR
The 'CPDR' (Cancer-Personalized Drug Recommendation) is a user-friendly R package designed for personalized drug recommendation in the context of cancer treatment. It takes advantage of patient transcriptomic profiles and the Connectivity Map (CMAP) to make drug recommendations based on the individual disease signature. The tool offers three key features:
1. Identification of Disease Signature: CPDR identifies the individual disease signature by comparing the patient's transcriptomic profile to those of patient subgroups with similar profiles, which can assist in personalized drug selection.
2. Transcriptomic Profile Purification: In cases where the patient's profile may contain a high infiltration of non-cancerous cells, CPDR supports the purification of the transcriptomic profile for more accurate recommendations.
3. Customized Drug Recommendations: The tool provides personalized drug recommendations based on the patient's transcriptomic profile and the identified disease signature.
CPDR is a resource for improving the treatment response rate of cancer patients by tailoring drug recommendations to their unique transcriptomic profiles. It offers a practical workflow for clinicians and researchers involved in personalized cancer therapy.
Topic
Oncology;Personalised medicine;Pharmacogenomics;Pathology;RNA-Seq
Detail
Operation: Differential gene expression profiling;Small molecule design;Expression profile clustering
Software interface: Library
Language: R
License: The MIT License
Cost: Free
Version name: -
Credit: The National key Research and Development Program of China , State Key Laboratory of Proteomics of China, National Natural Science Foundation of China.
Input: -
Output: -
Contact: Zhongyang Liu liuzy1984@163.com, Dong Li lidong.bprc@foxmail.com
Collection: -
Maturity: -
Publications
- CPDR: An R Package of Recommending Personalized Drugs for Cancer Patients by Reversing the Individual's Disease-Related Signature.
- Chen R, et al. CPDR: An R Package of Recommending Personalized Drugs for Cancer Patients by Reversing the Individual's Disease-Related Signature. CPDR: An R Package of Recommending Personalized Drugs for Cancer Patients by Reversing the Individual's Disease-Related Signature. 2022; 13:904909. doi: 10.3389/fphar.2022.904909
- https://doi.org/10.3389/FPHAR.2022.904909
- PMID: 35795573
- PMC: PMC9252520
Download and documentation
Documentation: https://github.com/AllenSpike/CPDR/blob/master/README.md
Home page: https://github.com/AllenSpike/CPDR
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