ResourceLab Informatics
Drug hunting with AI: A novel drug discovery paradigm
3 Nov 2023In this case study, Collaborative Drug Discovery highlights Standigm's utilization of the CDD Vault® informatics platform as a central data management infrastructure for its drug discovery efforts. Standigm, an AI-driven drug discovery company based in Seoul, develops advanced machine learning algorithms and AI-based workflows. These innovations, integrated with the CDD Vault, help streamline the drug discovery process, utilizing big data and new analytical capabilities to accelerate outcomes while minimizing guesswork.
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CDD Vault
Collaborative Drug Discovery, Inc.CDD Vault is a hosted informatics software that enables researchers to intuitively organize and analyze both biological and chemical data, and to collaborate with partners anywhere in the world through a secure web interface.
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Data AnalysisData analysis hardware and software is available to make data processing straight-forward yet powerful. Data software can be used for math and stats, technical graphing and image analysis. In addition, software is available for specific data analysis of electrophoresis, densitometry, ELISA and DNA sequencing.LIMSLIMS (Laboratory Information Management System) is an informatics software system used to improve the quality assurance and quality control (QA / QC) of data management. LIMS can be a standard for common lab workflows, such as commercial off the shelf systems (COTS), or customized for more specialized lab use. Systems are available for mainframe computers or PC.Chem / BioinformaticsCheminformatics and bioinformatics are computational techniques used in chemistry and biology, respectively, for data acquisition, processing and storage. Cheminformatics focuses on compound information, whereas bioinformatics is mainly applied to analysis and modeling of genomics, genetic and sequencing information. Hardware and software is available for data acquisition, analysis, management and storage.Integration ServicesIncorporate lab systems, software and equipment with integration services.Data MiningData mining is an important process for extracting information, patterns and trends from data. Data mining software, databases, reference materials and storage packages are available to process lab data.Electronic Laboratory NotebooksElectronic Laboratory Notebooks (ELNs) are becoming increasingly popular for documenting experimental processes and for lab data management. An ELN is informatics software which can be biology specific, chemistry specific, cross-disciplinary or web-based. Advantages of an electronic lab notebook include increased data protection, efficiency and straightforward data searching and sharing.Artificial Intelligence / Machine LearningArtificial intelligence (AI) and machine learning (ML) are transformative technologies used to analyze complex data, identify patterns, and make data-driven predictions across diverse scientific fields. Automate the analysis of large or complex data sets using AI algorithms and leverage machine learning models to improve diagnostics, accelerate drug discovery, and refine experimental design. Discover the best AI/ML software, platforms, and analytical tools in our peer-reviewed product directory: compare features, read customer reviews, and request pricing directly from manufacturers.Software PlatformsSoftware platforms are useful for various stages of laboratory experiments from data collection to data storage and processing. For instance lab software is available for system control, data management, data analysis and qualification / validation.Software SolutionDrug DiscoveryDrug discovery is the process of identifying potential new medications, involving stages such as target identification, compound screening, and preclinical development. It relies on cutting-edge technologies like high-throughput screening, artificial intelligence, and molecular modeling to accelerate the identification of drug candidates. Drug discovery plays a pivotal role in developing new therapies for diseases ranging from cancer to rare genetic disorders. Browse our peer-reviewed product directory to find the latest drug discovery technologies, compare options, check customer feedback, and get pricing directly from manufacturers.