Drug Discovery AI Solutions For A Pharmaceutical Company
About Client
A leading pharmaceutical company in India excelling at developing breakthrough medicines for chronic disease was struggling to accelerate the drug discovery process. It was costing them more time and money despite having a robust R&D pipeline.
Problem Statement
The company was following the traditional process for drug discovery leading to a lot of hurdles in speeding up the drug discovery. They approached us to overcome the following challenges through AI solutions.
- Manual experimentation was expensive and took long hours.
- Data complexities made it difficult to derive insights.
- Target identification to clinical trials took forever.
Our Solutions
Aegissofttech stepped In to implement an AI-driven platform that enhances the drug discovery process.
The Technology Stack Used
- Apache Spark
- Python
- Tensor Flow
- scikit-learning
- Hugging Face Transformers
- PyTorch
- Tableau
- Flask
The Process We Followed
- We merged internal experiments and published literature with Pubchem and Drug Bank databases.
- The Aegis team developed various predictive models and trained them on ADMET properties.
- We used NLP to analyze and extract insights from published literature to simplify R&D.
- We developed GANs to match the target identification.
- Our engineers developed an interactive, predictive analytics Dashboard to visualize the data insights.
Results
The pharmaceutical company is very much satisfied with our services. AI-driven drug discovery platform implementation has resulted in accelerated drug discovery as expected.
Drug discovery time was reduced by half the time. Operational costs reduced with the Optimized screening process. Target identification accuracy for drug testing has improved.
Future Implications
Successful outcomes of the AI-driven platform led to further research in making tailored and personalized medicines based on patient’s genetic makeup and demographics.
Conclusions
Aegis SoftTech is a top generative AI development company that has revolutionized the drug discovery process for a pharmaceutical company. Our solutions have given them faster and more cost-effective drug discovery all while simplifying their operations.
Currently, they are one of the top and most competitive pharmaceutical companies in the market specializing in novel therapeutics without any hurdles.
