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OncoPDSS: an evidence-based clinical decision support system for oncology pharmacotherapy at the individual level
Quan Xu1,2, Jin-Cheng Zhai1,2, Cai-Qin Huo1,2
1National Engineering Research Center for Beijing Biochip Technology, Changping District, Beijing, 102206, P.R. China.
Background:
Precision oncology pharmacotherapy relies on precise patient-specific alterations that impact drug responses. Due to rapid advances in clinical tumor sequencing, an urgent need exists for a clinical support tool that automatically interprets sequencing results based on a structured knowledge base of alteration events associated with clinical implications.
Results:
Here, we introduced the Oncology Pharmacotherapy Decision Support System (OncoPDSS), a web server that systematically annotates the effects of alterations on drug responses. The platform integrates actionable evidence from several well-known resources, distills drug indications from anti-cancer drug labels, and extracts cancer clinical trial data from the ClinicalTrials.gov database. A therapy-centric classification strategy was used to identify potentially effective and non-effective pharmacotherapies from user-uploaded alterations of multi-omics based on integrative evidence. For each potentially effective therapy, clinical trials with faculty information were listed to help patients and their health care providers find the most suitable one.
Conclusions:
OncoPDSS can serve as both an integrative knowledge base on cancer precision medicine, as well as a clinical decision support system for cancer researchers and clinical oncologists. It receives multi-omics alterations as input and interprets them into pharmacotherapy-centered information, thus helping clinicians to make clinical pharmacotherapy decisions. The OncoPDSS web server is freely accessible at https://oncopdss.capitalbiobigdata.com .
Insights
The Oncology Pharmacotherapy Decision Support System (OncoPDSS) interprets patient-specific tumor alterations to guide precision cancer treatment. This tool aids clinicians in selecting effective pharmacotherapies and relevant clinical trials for personalized oncology care.
Area of Science:
- Oncology
- Genomics
- Pharmacology
Background:
- Precision oncology requires accurate interpretation of patient-specific genetic alterations impacting drug efficacy.
- Advances in tumor sequencing necessitate a clinical support tool for interpreting these alterations.
- A structured knowledge base is crucial for linking genetic alterations to clinical implications in cancer treatment.
Purpose of the Study:
- To develop a web server, the Oncology Pharmacotherapy Decision Support System (OncoPDSS), for interpreting tumor sequencing results.
- To provide a systematic annotation of how genetic alterations affect drug responses in cancer patients.
- To aid clinicians in making informed pharmacotherapy decisions for precision oncology.
Main Methods:
- Integrated actionable evidence from multiple resources and anti-cancer drug labels.
- Extracted cancer clinical trial data from ClinicalTrials.gov.
- Employed a therapy-centric classification to identify effective and non-effective pharmacotherapies based on multi-omics alterations and integrative evidence.
Main Results:
- Developed OncoPDSS, a web server that annotates the effects of genetic alterations on drug responses.
- Identified potentially effective and non-effective pharmacotherapies for user-uploaded multi-omics data.
- Listed clinical trials with faculty information for potentially effective therapies to facilitate patient-provider decision-making.
Conclusions:
- OncoPDSS functions as an integrated knowledge base for cancer precision medicine.
- It serves as a clinical decision support system for researchers and oncologists.
- The system interprets multi-omics alterations into pharmacotherapy-centered information to guide clinical decisions.
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