Tag: Biologics LIMS

The biologics development process is a data-driven endeavor. A vast amount of data is generated from many teams with the hopes of answering questions and informing decision-making along the way. Centralizing this data and their analyses across experiments amplifies the power and impact that data has on biologics research and development. 

Of course, centralizing biologics assay data means much more than simply storing data in the same place. Data centralization increases the value of biologics data beyond one particular experiment or result by defining data relationships. The ability to aggregate data across multiple samples, assays, and experiments, with metadata describing the relationship of all of these to each other, is where modern data science resides. Whereas the analysis of a single value from a single assay shows a distribution, joining that assay with others reveals a richer data landscape that is ripe for analysis. These data landscapes yield even more insights when they are related to one another across many controlled variables and conditions.

Below are more ways that implementing tools and strategies for data centralization can impact the speed and efficiency of biotherapeutic development. 

Data Integrity 

Having a single source of truth for data makes it easier for organizations to track how (and by whom) data is generated, accessed, and modified. With the assistance of a biologics data management application serving as a central hub-  permissions, auditing, and backups provide control over how, when, where, and by whom data is used. Centralization of data also encourages standardization of data formats across research teams. Standardizing data structures helps validate the data being entered and helps preserve the relationships between data. This leads to downstream efficiency and maximizes the utility of experiments beyond the individual or team from which it was derived. 

Collaboration 

Centralizing biologics research data also helps promote collaboration between research teams. By storing data in one central location in standardized formats, scientists can easily find, compare and reference existing data in their research. A central repository for data also makes it much easier to see what data is missing or needed to inform decisions. Hand-offs of data are also made easier when all data is centrally stored. 

About our Biologics LIMS

LabKey Biologics provides researchers with a set of tools to centralize biological entity registration, workflow management, and data exploration. 

• Bioregistry – Register and track molecular entities, nucleotide sequences, protein sequences, expression systems, constructs, vectors, and cell lines
• Biologics Assay Management – Connect design data to related multi-dimensional assay results for a complete data landscape.
• Biologics Workflow Manager – Centrally manage biologics development workflows to help your team collaborate
• Electronic Lab Notebook – Highlight and connect your research entities and data with our biologics ELN

Click Here to take a tour of LabKey Biologics.

The biologics development process is a data-driven endeavor. A vast amount of data is generated from many teams with the hopes of answering questions and informing decision-making along the way. Centralizing this data and their analyses across experiments amplifies the power and impact that data has on biologics research and development. 

Of course, centralizing biologics assay data means much more than simply storing data in the same place. Data centralization increases the value of biologics data beyond one particular experiment or result by defining data relationships. The ability to aggregate data across multiple samples, assays, and experiments, with metadata describing the relationship of all of these to each other, is where modern data science resides. Whereas the analysis of a single value from a single assay shows a distribution, joining that assay with others reveals a richer data landscape that is ripe for analysis. These data landscapes yield even more insights when they are related to one another across many controlled variables and conditions.

Below are more ways that implementing tools and strategies for data centralization can impact the speed and efficiency of biotherapeutic development. 

Data Integrity 

Having a single source of truth for data makes it easier for organizations to track how (and by whom) data is generated, accessed, and modified. With the assistance of a biologics data management application serving as a central hub-  permissions, auditing, and backups provide control over how, when, where, and by whom data is used. Centralization of data also encourages standardization of data formats across research teams. Standardizing data structures helps validate the data being entered and helps preserve the relationships between data. This leads to downstream efficiency and maximizes the utility of experiments beyond the individual or team from which it was derived. 

Collaboration 

Centralizing biologics research data also helps promote collaboration between research teams. By storing data in one central location in standardized formats, scientists can easily find, compare and reference existing data in their research. A central repository for data also makes it much easier to see what data is missing or needed to inform decisions. Hand-offs of data are also made easier when all data is centrally stored. 

About our Biologics LIMS

LabKey Biologics provides researchers with a set of tools to centralize biological entity registration, workflow management, and data exploration. 

• Bioregistry – Register and track molecular entities, nucleotide sequences, protein sequences, expression systems, constructs, vectors, and cell lines
• Biologics Assay Management – Connect design data to related multi-dimensional assay results for a complete data landscape.
• Biologics Workflow Manager – Centrally manage biologics development workflows to help your team collaborate
• Electronic Lab Notebook – Highlight and connect your research entities and data with our biologics ELN

Click Here to take a tour of LabKey Biologics.

A key function of LabKey Biologics is assisting with antibody development and registration. Registration allows all data from antibody production processes to be associated with the candidate. It also allows for the optimization of processes at each stage of antibody development by facilitating the comparison of antibody experiment data.

Registering Antibodies and Components

To register antibodies, LabKey Biologics provides an easy-to-use Bioregistry. Users can add an antibody description, aliases, and details about the molecule’s lineage. Then, users select the components of this molecule, generally composed of one or more protein sequences, and finalize the stoichiometry. The Bioregistry verifies that this entity, defined by its components and their stoichiometry, has not previously been registered. 

Users can also register molecules in bulk through the user interface, or via API. This includes support for importing GenBank files.

Tracking Component Relationships

Antibody development typically utilizes an expression system to produce samples of a molecule and its variations. LabKey Biologics stores key physical characteristics about registered molecules and presents users with captured information about its components, with linkage to the expression system from which it is derived. The relationship between an expression system and its target molecule can be determined from the construct, media, and gene inserts used in the expression system. Users are able to import biologics assay data for samples derived from that expression system for comparison and deeper analytics. When a user registers a new expression system in LabKey Biologics, the application makes an explicit connection between it and the molecule of interest. This relationship is valuable for visualizing and navigating between the related expression system data and the molecule data.

Antibody Development Workflow 

Proper coordination of the multifaceted activities involved with antibody development is essential to ensure high quality results. Research managers must orchestrate all activities in their lab to facilitate communication, prevent bottlenecks, and prevent data from becoming siloed. LabKey Biologics provides a centralized system for managing ongoing research workflows and storing data generated across team members. This includes features to generate configurable work requests and track laboratory tasks. By maintaining the relationship between tasks and their resulting data LabKey Biologics ensures smooth handoffs and provides researchers with a holistic view of research operations and workflow progress. For example, a user can navigate from assay result data to the original request for it, facilitating operational visibility.

Additional Resources

LabKey biologics has features to assist researchers in nearly every stage of the biotherapeutic development pipeline. To learn more about LabKey Biologics, please explore the links below.

> Bioregistry
> Biologics Workflow Manager
> Biologics Assay Management
> Electronic Lab Notebook

To request a demo of LabKey Biologics, click here.

A key function of LabKey Biologics is assisting with antibody development and registration. Registration allows all data from antibody production processes to be associated with the candidate. It also allows for the optimization of processes at each stage of antibody development by facilitating the comparison of antibody experiment data.

Registering Antibodies and Components

To register antibodies, LabKey Biologics provides an easy-to-use Bioregistry. Users can add an antibody description, aliases, and details about the molecule’s lineage. Then, users select the components of this molecule, generally composed of one or more protein sequences, and finalize the stoichiometry. The Bioregistry verifies that this entity, defined by its components and their stoichiometry, has not previously been registered. 

Users can also register molecules in bulk through the user interface, or via API. This includes support for importing GenBank files.

Tracking Component Relationships

Antibody development typically utilizes an expression system to produce samples of a molecule and its variations. LabKey Biologics stores key physical characteristics about registered molecules and presents users with captured information about its components, with linkage to the expression system from which it is derived. The relationship between an expression system and its target molecule can be determined from the construct, media, and gene inserts used in the expression system. Users are able to import biologics assay data for samples derived from that expression system for comparison and deeper analytics. When a user registers a new expression system in LabKey Biologics, the application makes an explicit connection between it and the molecule of interest. This relationship is valuable for visualizing and navigating between the related expression system data and the molecule data.

Antibody Development Workflow 

Proper coordination of the multifaceted activities involved with antibody development is essential to ensure high quality results. Research managers must orchestrate all activities in their lab to facilitate communication, prevent bottlenecks, and prevent data from becoming siloed. LabKey Biologics provides a centralized system for managing ongoing research workflows and storing data generated across team members. This includes features to generate configurable work requests and track laboratory tasks. By maintaining the relationship between tasks and their resulting data LabKey Biologics ensures smooth handoffs and provides researchers with a holistic view of research operations and workflow progress. For example, a user can navigate from assay result data to the original request for it, facilitating operational visibility.

Additional Resources

LabKey biologics has features to assist researchers in nearly every stage of the biotherapeutic development pipeline. To learn more about LabKey Biologics, please explore the links below.

> Bioregistry
> Biologics Workflow Manager
> Biologics Assay Management
> Electronic Lab Notebook

To request a demo of LabKey Biologics, click here.

Upside foods is a fast-growing start-up working on developing cell-cultured meat for the consumer market. They have a robust R&D pipeline supported by varied teams and processes. Similar to traditional life science organizations, Upside is required to comply with regulatory requests and protocols including those from the FDA and USDA. 

Upside Foods utilize the Biologics LIMS to help answer key questions including:

• How do various growth conditions affect tissue growth?
• What combination of production variables produces the best tasting and healthiest cell-cultured meat?  

Answering these questions begins with gathering data in the lab from assays being continuously run by scientists. Prior to LabKey, Upside was using an assay data capture solution consisting of many connected moving parts including spreadsheets, manual processes, data transformations, databases and network drives. This solution was difficult to support and required lots of replication of data that was shaped differently depending on where it was stored. This system lacked:

• Central management and storage of their data 
• Audit logging and alerts for each component and the system as a whole
• Redundancy and disaster recovery
• Scalability to meet growth needs and increasing R&D complexity 

In selecting the Biologics LIMS, Upside was aiming to keep up with their many changing requirements including new instruments and assays, increasing business logic complexity and the need for a single source of truth for their data. LabKey has a number of ways to capture data including bulk import through the UI. However, Upside wanted to reduce the time and effort it took for uploading data even further, especially from high-throughput assay pipelines. They wanted to make the process as effortless as possible for their scientists. With low latency in getting instrument data loaded in the system, scientists could make faster decisions and trust the data being used for their analyses.

Presented by Jay Kasberger, Senior Manager, Software Engineering at Upside Foods, the video below describes how Upside Foods built a pipeline that leverages AWS to automate the flow of assay data.  By using Lambda and DataSync, Upside Foods reduced the work scientists have to perform to transfer runs and results into the system while keeping thorough logs and automatically alerting to any issues.

Click here to learn more about the Biologics LIMS.

Watch the presentation below:

[vc_video link=”https://www.youtube.com/watch?v=N3sIgSjshx8″]

Biopharma software is an essential tool for managing R&D data of modern biotech organizations. Biologics development is a data-driven endeavor involving many development stages and cross-functional collaboration. The inherent complexity, variety of disciplines producing data, and the sheer volume of data can easily pose a challenge to biopharma research organizations. Many research teams are using general-purpose data management tools (spreadsheets and files) or systems purpose-built for a single data type. This approach can lead to problems in tracking data and duplicating work. This blog post focuses on key considerations when selecting biopharma software for managing R&D data. 

Biopharma data management challenges include:

• Integrating data generated from disparate scientific specialties
• Difficulty in finding and highlighting important data (leading to duplication of work)
• Variabilities in data structure and conventions
• Lack of visibility into data provenance

These challenges make it difficult for biopharma researchers to answer some basic scientific questions about their data:

• Do I have the data I need?
• What is this data? (structured data model, definitions)
• Where did this data come from? (data provenance, audit history)
• How and why was it generated? (reproducibility, workflow processes)

Biopharma software can help centralize research data and enforce data standards. This allows for quick and confident answers to the questions scientists ask about their data. Along with data capture, standardizing and monitoring processes is critical to tracking biopharma R&D activity and reducing data inconsistencies.

Biopharma software should include integrated tools for data management.

The LabKey Biologics LIMS provides a central bioregistry with integrated assay data capture, workflow management, and a “data-connected” electronic lab notebook. We consider these to be the pillars of a comprehensive biopharma software solution for data management.

Bioregistry

A bioregistry helps scientists define, register, and review interconnected biological entities and their samples. By centralizing biopharma R&D data, researchers can easily find, view, and navigate through entities, their lineage, and data relationships. For example, using a bioregistry, scientists can easily find a specific molecule and see all the related sequences, samples containing it, and related assay data.

Assay Data Management

Assay data is the decision-making criteria for discovery, process development, and quality. It is generated by all contributing teams and its relevance endures throughout. Having a central, structured, and workflow-related assay data capture mechanism is essential for streamlining decision making, hand-offs, and post hoc analysis. It ensures that consistent data structures are used throughout the biopharma development process, sets expectations for needed data, and makes clear where critical data can be found.

Electronic Lab Notebook

An ELN is designed to help scientists efficiently organize and document their ongoing research. A data-connected ELN provides even more value by having access to the bioregistry, assay, and sample data captured so that additional work is not required to find and include it. This integration paradigm maintains data integrity while enabling easy data exploration and collaboration.

Workflow Management

Defining collaborative biopharma workflows helps set expectations for contributors and managers. It supports the fulfillment of material and data needs and prepares the way for process optimization, scheduling, and cross-team alignment. These workflow tools facilitate strategic experimentation, simpler data hand-off, and easier planning.

Biologics LIMS- Biopharma R&D software designed for efficient data management.

Biologics LIMS is a powerful suite of integrated tools to help scientists manage biologics research data, improve lab processes, and collaborate efficiently. The software provides biopharma researchers with streamlined registration and tracking of biological entities and samples in a central bioregistry. The bioregistry is seamlessly integrated with tools for workflow management, assay data management, and an electronic lab notebook (ELN). This combination of software tools forms a cohesive application that serves as a central hub for managing biotherapeutic development data, processes, lab notebooks, and collaboration efforts.

LabKey Biologics helps scientists:

• Speed up decision-making with unified ELN, bioregistry, workflow, and assay data management tools
• Centralize and connect data for a holistic view of your data landscape and interrelationships
• Manage and optimize lab processes with a workflow tool designed for biopharma R&D

Click here to learn more about LabKey Biologics and take a product tour.

From cell lines and constructs to their vectors and insert sequences, biotherapeutic development involves many moving parts that need to be defined and connected. Using spreadsheets to manage this data and their inter-relationships is a highly inefficient and error-prone endeavor. Without a central bioregistry to capture and track all of these pieces, researchers could end up with data that is inaccurate, redundant, and insufficient. 

A bioregistry is a structured data repository that helps scientists answer a multitude of questions during the biotherapeutic development process. By efficiently attaining answers to those questions scientists can make data-driven decisions, increase efficiency, and trust the integrity of their data. Time is precious in biotherapeutic development and reducing duplicative efforts and time wasted in finding entity information can be highly advantageous to most organizations. 

Adopting a bioregistry can provide biopharma organizations with the following benefits:

• Centralization of information for critical biological entities and protection of intellectual property
• Eliminating duplication and improving data integrity by verifying the uniqueness of entities upon registration
• Creation of links between samples, entities, electro nic lab notebooks and entity creation processes (protein, expression, purification, characterization)

The LabKey Biologics Bioregistry

LabKey Biologics includes a fully integrated bioregistry as part of a suite of integrated software tools for biotherapeutic development. The bioregistry captures complete entity and sample information for molecular entities, nucleotide sequences, protein sequences, expression systems, constructs, vectors and cell lines. Researchers can easily navigate through entities and their relationships. For example, researchers can find a specific molecule and see the component sequences, the samples of that molecule and the assay data associated with those samples.

Click Here to learn more about LabKey Biologics and take a tour!