AI for Drug Discovery

Create a foundation for artificial intelligence in CDD Vault and harness our advanced AI capabilities.

Trusted Lab Informatics Software by
100's of Top Organizations

Computer Aided Design

Discover Compounds

Rapidly search ChEMBL and SureChEMBL for similar structures in CDD's secure environment. The hits from the similarity search are sortable by scaffold.
Synthesizable Molecules

With it's focus on public structures, CDD Vault's AI solutions have a bias towards synthesizable molecules.
Bioisosteric Suggestions

CDD Vault's innovative solution to enhance potency and improve pharmacokinetics. Improve your molecule design and streamline the development of new therapies using our advanced bioisosteric suggestion algorithm.
Patent Busting

CDD Vault's instance of SureChEMBL allows you to search a comprehensive database of chemical compounds exemplified in patents to evaluate the novelty of your structure.

Rapidly search ChEMBL and SureChEMBL for similar structures in CDD's secure environment. The hits from the similarity search are sortable by scaffold.

Discovery_short

With it's focus on public structures, CDD Vault's AI solutions have a bias towards synthesizable molecules.

deep learning screenshot 2

CDD Vault's innovative solution to enhance potency and improve pharmacokinetics. Improve your molecule design and streamline the development of new therapies using our advanced bioisosteric suggestion algorithm.

bioisosteres_1541

CDD Vault's instance of SureChEMBL allows you to search a comprehensive database of chemical compounds exemplified in patents to evaluate the novelty of your structure.

Patent_Busting_1981

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For Biologists
For Chemists

AI and Deep Learning

AI drug discovery offers rapid, precise analysis capabilities. This shift towards artificial intelligence streamlines the process of finding new treatments, enhancing both speed and accuracy.

Deep learning plays a critical role by processing complex data quickly, aiding in the early prediction of compound efficacies and potential side effects.

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Enable Drug Discovery With AI

The integration of AI in drug discovery is revolutionizing the field of medicinal chemistry, offering unprecedented benefits and streamlining research and development. For chemists, the advent of AI drug discovery software is not just a technological advancement; it's a transformative shift:

Increased Efficiency: AI algorithms speed up research by quickly processing data, moving from theory to experimentation faster.
Enhanced Precision: Minimizes errors in data analysis, leading to accurate predictions and optimized formulations.
Data-Driven Insights: Identifies patterns and insights in large datasets, uncovering new drug candidates and biological mechanisms.
Cost Reduction: Streamlines early research stages, allocating resources more efficiently and reducing financial risks.
Streamlined Processes: Automated analysis and predictive modeling simplify experimental setups and results interpretation.
Focused Experimental Design: AI predictions concentrate efforts on viable projects, enhancing success likelihood.

Key Capabilities

Fast Searching with AI: Learn more about your compounds and explore the IP patent space with the ChEMBL and SureChEMBL integrations.
Bioisosteric Suggestions: Generate ideas around your lead compounds.
API Access to Deep Learning Technology: Embed our deep learning technology into your analytical workflows; build your own predictive models and optimize the properties of your leads to generate new ideas.
Property Predictions: Use our machine learning models (logP, logD, or pKa) which are readily available for all your structures, or our SuperSAR technology in Visualization.
AI-Ready Data: CDD Vault helps you create standardized data, enriched with metadata, ready to leverage AI.

AI Drug Discovery FAQs: Unveiling the Future

The world of AI-powered drug discovery brings up many questions. Here, we've compiled some of the most frequently asked questions to shed light on how this revolutionary technology is shaping the future of pharmaceutical research.

What is AI Drug Discovery, and How Does it Differ from Traditional Methods?

AI drug discovery involves using artificial intelligence technologies, including machine learning and deep learning, to accelerate and enhance the drug discovery process. Unlike traditional methods that rely heavily on manual experimentation and analysis, AI drug discovery leverages computational power to analyze vast datasets, predict molecular behavior and identify potential drug candidates much more rapidly and accurately.

What Are the Benefits of Integrating AI into Biological Research?

Integrating AI into biological research offers several benefits, including accelerated discovery processes, enhanced accuracy in data analysis and interpretation, cost reductions by streamlining research workflows, and identifying novel therapeutic targets that might not be apparent through conventional research methods.

How Can AI Improve the Efficiency of Drug Discovery?

AI improves the efficiency of drug discovery by processing and analyzing data at an unprecedented speed, significantly reducing the time required for data analysis and hypothesis testing. It also increases the precision of predictions regarding compound behaviors and interactions, thereby minimizing the need for extensive physical experimentation.

What is the importance of clean and curated data for AI applications?

Clean and curated data is essential for AI because it ensures accuracy, reliability, and high model performance. It helps reduce biases, save time and resources, and support scalability. Proper data management ensures compliance with regulations and enhances security. High-quality data improves model interpretability, reduces errors, and builds trust with users. In customer-facing applications, it leads to better user experiences and higher satisfaction. Ultimately, clean data is fundamental to developing effective, trustworthy, and efficient AI systems.

Embrace the Next Wave of Innovation with Deep Learning

As we stand on the brink of a new era in pharmaceutical research, the integration of AI in drug discovery heralds a future where innovation meets efficiency. Collaborative Drug Discovery's (CDD) AI technology is at the forefront of this transformation, accelerating the path from concept to cure.

Embrace the future with CDD's AI drug discovery software—where every discovery is a step closer to saving lives. Experience the difference firsthand and join us in pioneering the next wave of pharmaceutical breakthroughs.

Start your journey with CDD today and revolutionize the way we discover drugs.

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Every couple of times I log into CDD Vault I find new features which are either things we asked for or that address our needs. It shows CDD takes customer feedback seriously.

DANIEL FACTOR, Ph.D.

Associate Director Pharmacology, Convelo Therapeutics