Analysis of Drug Side Effects
Business Goals
- Identify the causes of drug side effects.
- Find out why some patients don't respond to the medicine.
- Prevent cases of drug toxicity.
Challenge
- Years of treatment history according to the unified protocol revealed that some patients experienced toxic effects from an excessive amount of the drug. In contrast, others developed no therapeutic effect regardless of dosage.
Results
- In 30 days of the developed system testing, the number of reported side effects dropped by 45% due to timely withdrawals, dose corrections, and additional measures.
Implementation Details
- Historical records of medicine usage were analyzed using a set of statistical methods.
- Biochemical factors of drug insensitivity and toxicity have been determined, described, and quantified.
- By exposing biochemical drug response patterns, patients were stratified into high, moderate, and no drug susceptibility groups.
- Systems for early detection of drug insensitivity and overdosing have been developed. The drug administration was immediately canceled if the insensitivity had been detected.
Industry
Service
Type
- Case Study
Keywords
- Personalized Medicine
- Pharmaceuticals
Roadmap
Solution Design
AI Solutions Architect
Data Collection
Data Scientist
Exploratory Data Analysis
Data Scientist
Data Preprocessing
Data Scientist
Advanced Analytics
Data Scientist
Findings Delivery
AI Solutions Architect, Data Scientist
Standalone BI Service Design
AI Solutions Architect, MLOps
Standalone BI Service Coding
MLOps
Release
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Michael Gurbych
Director,
Operations and Finance
Operations and Finance
Roadmap
Solution Design
AI Solutions Architect
Data Collection
Data Scientist
Exploratory Data Analysis
Data Scientist
Data Preprocessing
Data Scientist
Advanced Analytics
Data Scientist
Findings Delivery
AI Solutions Architect, Data Scientist
Standalone BI Service Design
AI Solutions Architect, MLOps
Standalone BI Service Coding
MLOps
Release