Dotmatics
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    Scientific Intelligence Platform

    AI-powered data management and workflow automation for multimodal scientific discovery

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    Adaptive Workflows

    Customize, automate, and scale your lab workflows

    Artificial Intelligence

    Leverage AI and ML to accurately predict scientific outcomes

    Material & Ontology Management

    Classify materials and manage entities with full traceability

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    BioGlyph Luma

    Next-gen protein design for complex biologics – integrating molecular modeling, registration, and production with seamless data traceability and precision.

    FCS Express Luma

    Streamlined flow cytometry data capture and traceability—connecting FCS Express outputs to the centralized Luma platform.

    Geneious Luma

    Accelerated antibody discovery for sequence analysis, construct design, and lab execution—integrating the power of Geneious Prime and Geneious Biologics with Luma’s adaptive workflows.

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    Flow Cytometry

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    R&D Software for Scientists

    Review our comprehensive portfolio of products driving scientific breakthroughs for R&D innovation and collaboration.

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Dotmatics
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  • Platform

    Scientific Intelligence Platform

    AI-powered data management and workflow automation for multimodal scientific discovery

    Learn More

    Capabilities

    Adaptive Workflows

    Customize, automate, and scale your lab workflows

    Artificial Intelligence

    Leverage AI and ML to accurately predict scientific outcomes

    Material & Ontology Management

    Classify materials and manage entities with full traceability

    Luma Products

    BioGlyph Luma

    Next-gen protein design for complex biologics – integrating molecular modeling, registration, and production with seamless data traceability and precision.

    FCS Express Luma

    Streamlined flow cytometry data capture and traceability—connecting FCS Express outputs to the centralized Luma platform.

    Geneious Luma

    Accelerated antibody discovery for sequence analysis, construct design, and lab execution—integrating the power of Geneious Prime and Geneious Biologics with Luma’s adaptive workflows.

    Lab Connect

    Automated lab data ingestion and modeling—connect instruments, structure scientific data, and streamline lab operations with seamless integration.

  • Solutions

    The State of Chemicals & Materials

    Uncover key trends shaping the chemicals and materials industry

    Read More

    Solutions

    Antibody & Protein Engineering

    Integrated registration, lab workflow and data management

    Flow Cytometry

    Automated flow data processing and auto-gating

    Industry

    Biology Discovery

    Chemistry R&D

    Chemicals and Materials

  • Products

    R&D Software for Scientists

    Review our comprehensive portfolio of products driving scientific breakthroughs for R&D innovation and collaboration.

    Explore All

    BIOINFORMATICS

    SnapGene

    Geneious Prime

    Geneious Biologics

    CHEMINFORMATICS

    Vortex

    DATA ANALYSIS & VISUALIZATION

    Prism

    ELN

    ELN & Data Discovery Platform

    FLOW CYTOMETRY

    OMIQ

    FCS Express

    MULTIMODAL SCIENCE

    Scientific Intelligence Platform

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    Protein Metrics

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Next-Gen Biologics R&D

Christian Olsen, Vice President, Industry Principal, Biologics at Dotmatics May 18, 2023
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Biologics researchers face countless choices in early discovery that can greatly impact their candidate selection and downstream R&D efforts. Unfortunately, for many teams, quickly making well-informed decisions feels next-to-impossible because their data, workflows, and teams aren’t working in unison. At BioIT-World Expo and Conference, Christian Olsen, Dotmatics’ Associate VP and Industry Principal for Biologics, discussed how Dotmatics’ flexible end-to-end R&D platform changes this paradigm, uniting all the data and tools researchers need to quickly uncover promising preclinical biologics candidates and significantly reduce time spent managing data. We review some highlights from his presentation below.


Multi-Dimensional Discovery in Biologics R&D

Biologics R&D teams are pursuing complex treatments, such as antibodies, to address complex disease. Making breakthroughs often hinges on building new knowledge by combining and recombining different types of research data. At Dotmatics, we refer to this as “research composability.” Biologics teams often leverage many different types of tools and analyses to look at things through multiple different lenses, including: 

  • sequencing (e.g., B-cell, T-cell repertoire sequencing)

  • mass spectrometry and high-performance liquid chromatography (primary structures, post translational modifications, glycan structures)

  • flow cytometry (immune cell characterization)

While very specific knowledge can be gleaned by looking through these different lenses, that knowledge is only partially useful when viewed in isolation. Combining the insights attained through each lens is the best way to create a complete candidate profile.

Obstacles to Multidimensional Discovery in Biologics R&D

However, attaining a complete candidate profile can be incredibly difficult. For most teams, this  stems from one key struggle—data. In particular, issues often arise due to data diversity and data silos, as well as from the difficulty of passing data from task-to-task and team-to-team.  

Data Diversity and Data Silos

Biologics research is typically quite diverse. Companies often have different research groups, who are producing different types of results, using different types of speciality technologies, at different times throughout the R&D discovery process. As shown in Figure 1, this can lead to an incredibly complex and interconnected data web. 


biologics data silos
Figure 1: The web of data resulting from diverse biologics discovery efforts is exceptionally challenging to manage, relate and decipher, leading to R&D inefficiencies that waste time and money. 

Not only is this web of data difficult to untangle, but it often causes teams to struggle with: 

  • Huge volumes and variety of complex data 

  • Disconnected data silos (e.g., protein, assay, flow, sequence, image, animal, antibody, patient, etc).

  • Inaccurate, outdated, duplicated, inaccessible, or lost data

  • Incomplete data (e.g., antigen-unlabeled data with no recorded connection between antibody and antigen, limited antigen-specificity data to link factors like age, health, or geographic region to help teams better understand adaptive immunity).

  • Fractured infrastructure and incompatible speciality tools (e.g., tools for high-throughput antibody sequence analysis, single-cell analysis, and glycoprotein analysis don’t feed data into a interoperable master data source)

  • Disjointed (sometime redundant) workflows with no easy dataflow from task-to-task or team-to-team

By some estimates, up to 30% of annual revenue can be lost from inefficiencies resulting from incorrect or siloed data.

Data Transfer Between Tasks and Teams

Data silos also significantly impact how easy it is for researchers to switch from one task to another, or share data with other research groups or CRO collaborators. When data are locked in disconnected silos, workflow and productivity suffer because researchers can’t easily get the data they need when they need it. The onerous process of switching tasks and transferring data not only wastes time, but also interrupts concentration and risks error. But, task switching is an essential need in multi-dimensional discovery, where researchers often shift between different types of experiments or data analyses to identify patterns and make connections that may help them gain new insights or perspectives.  

Make Better Decisions, Faster

With better dataflow and workflow, teams can quickly create complete candidate profiles that let them make better decisions faster. But achieving this is only possible with a flexible end-to-end R&D platform like Dotmatics Platform, which provides:

  • A single source of scientific truth with FAIR data that are easy to find and share between applications and teams

  • A rich collection of speciality applications that biologics researchers need to scrutinize candidates

  • Ability to overlay many types of complex data (e.g., sequence, flow, mass spec) to construct a rich candidate profiles and quickly make data-driven decisions

  • Workflow efficiency and productivity tools to refocus researchers’ time from data handling back to scientific exploration

Example: Improved Dataflow and Workflow in Antibody Sequence Discovery

Only Dotmatics offers the scientific depth and true enterprise architecture needed to let scientists dive into granular detail and tie back their discoveries to the bigger picture. As shown in Figure 2, Dotmatics offers a complete Antibody Discovery Solution that supports every step of the Make-Test-Decide innovation cycle. Speciality functionality available within the solution includes:

  • Make - SnapGene, Geneious Prime

  • Test - Protein Metrics, Prism, OMIQ, FCS Express

  • Decide  - Geneious Biologics

These speciality capabilities can be coupled with Dotmatics’ core data and productivity capabilities, including ELN, entity registration, sample and task management, scientific search, data visualization and analytics, assay screening and management, instrument integration, and third-party openness. The combined solution unites the dataflows and workflows needed to analyze candidates through multiple innovation-cycle iterations. With each trip around the innovation cycle, the pool of targets decreases and the value of the data increases. Having powerful tools to capture, share, aggregate, and analyze that data is essential to making the right decisions, faster. With Dotmatics, the web of biologics discovery data becomes unified, connected, organized, and standardized in an open and flexible repository, as shown in Figure 2. 


research data repository
Figure 2: Dotmatics helps untangle the web of discovery data, optimizing workflows and dataflows and helping researchers make connections that will help drive innovation.

With Dotmatics, R&D teams can achieve up to a:

  • 70% reduction in data integration and analysis, leaving more time for conducting experiments

  • 50% reduction in documentation creation, increasing time for collaboration.

Next Steps

Request a product demonstration with a product expert to see for yourself how The Dotmatics Biology Solution for Biologics Drug Discovery can help your team make the right decisions, faster.

Request A Personalized Demo

Additional resources

View All Resources
Blog

Optimizing Multimodal R&D by Improving Data Flow

antibody complex diseasesBlog

Bispecific Antibodies: A Dual Attack on Complex Disease

pursuit-follow-on-biologicsBlog

Decoding Antibody Discovery — The Future of Next-Gen Biologics

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