CELL Insights Open Web Course
Umetrics ® Studio is a cloud-native data analytics and management ecosystem that enables model building and data interpretation, as well as data storage, visualization, and transformation for advanced insight generation. Through the seamless Umetrics®Studio digital experience, process development and commercial manufacturing teams can put standard analytics processes in place, eliminate silos of data, improve data analytics, and promote information sharing and collaboration across departments.
Cell Insights by Umetrics®Studio is the first available application within the advanced data analytics ecosystem Umetrics® Studio. Umetrics® Studio is continuously evolving and will provide additional functionality and applications according to industry needs and in close collaboration with customers and partners.
Please register via "Request a quote" , and add the course date to it.
- Item No.:
- UT-EI-C-2374
Choose your Cell Insights By Umetrics® Studio
Course Objective
The objective of the training course is to describe the structure and use of the Cell Insights application. More specifically, what will be covered in the training is theory and basic working principles related to the two primary workflows called “Perfusion Cell Line Clone Selection” and “Virtual Bioreactor”.
Who Should Participate?
The course covers advanced data analytics applications that support a variety of cell-culture development use-cases. The training is ideal for anyone working with optimizing upstream perfusion and process intensification configurations. The course is intended for researchers, scientists and engineers working with the collection and interpretation of cell culture process data. No prior knowledge of statistics is assumed.
Selected Course Content
- Getting to know Cell Insights.
- What is Hybrid State Space Modeling?.
- Estimating primary growth kinetics.
- Capturing user-specified growth kinetics.
- Modelling consumption rates.
- How to accomplish Perfusion Cell Line Clone Selection.
- How to accomplish Virtual Bioreactor Simulations.
Language Information
Seminars are given in the language stated. In-depth discussion, course material and printed material are in English hence knowledge of English is required.
Schedule
Introduction
Session 1 : Getting to know Cell Insights
- Sartorius Data Analytics Portfolio.
- Umetrics® Studio – An Advanced Data Analytics Ecosystem.
- Cell Insights, users and use cases.
- Therapeutic Areas Covered by Cell Insights.
Setting the Scene
Status, Challenges, and Opportunities in Cell Culture Development
Approaches to Cell Culture Modelling
Demands on Cell Culture Modeling: The Digital Perspective
Cell Insights: A Hybrid Modelling Approach
What is Hybrid State Space Modelling?
Cell Insights Objective and Scope
Hybrid State Space Modeling Framework
Cell Insights Workflow
Overview of Use Cases
Initial Step: Data import and model configuration
Introduction to Use-Case 1: Perfusion Cell Line Selection
Introduction to Use-Case 2: Virtual Bioreactor
Hands-on session: Import of data and model configuration
Q&A session
Session 2: Perfusion Cell Line Clone Selection
Primary Growth Kinetics
- Current Methods for Measuring Cell Health
- Cell Growth Models
“Cell Balance” Expressions
Tracking Live Cells
Substrate, Quadratic, and Inhibitory Growth Correction Factors
Growth Inhibitory Materials
Hands-on-Exercise 1: Perfusion Cell Line Clone Selection
Identify which cell line clones we can expect to have the best growth and productivity in a perfusion operating setting using fed-batch data as the model input.
Capturing User-Specified Growth Kinetics
Tracking Metabolite Trajectories
Metabolites and Their Role in the Hybrid Model
Generating consumption rates in Cell Insights
Session 3: Virtual Bioreactor
Data Driven Models
Mechanistic vs Data Driven Models
Two Scenarios for Data-Driven Modeling
Modelling Consumption Rates
Generating Consumption Rates in Cell Insights
Model Identification and Fitting
Model Fitting Overview
Metabolite Consumption Rates
Model Fitting: Growth Kinetics, Metabolite, and Titer
Simulation
Hands-on-Exercise 2: Virtual Bioreactor
Identify process conditions for fed-batch operating mode that can be expected to maximize productivity.
Ending Q&A
Course Material and Software
The electronic course material (course slides and exercises) and access to the web-training site will be sent out by email two weeks before the course starts. Cell Insights by Umetrics® Studio will require internet access. We recommend you have two screens or one projector and one PC in order to follow the course and demos easily. However, this is not required.
Cost and Conditions
This open web course fee is 1130€ per person (2025 price).
Cancellations received less than two weeks before the course will not be refunded. For courses cancelled more than two weeks before the course starts, Sartorius Stedim Data Analytics AB will retain 10% of the course fee to cover administrative costs, and the remaining amount will be refunded.
The registering company can substitute course participant(s) as long as Sartorius Stedim Data Analytics AB is notified before the course commences.
Sartorius Stedim Data Analytics AB provides open web courses based on a specific number of registrants per session. Therefore, Sartorius Stedim Data Analytics AB reserves the right to cancel the course 14 days before the course start date if the number of registrants is below the minimum number needed. In the event of a cancellation, a full refund will be provided, along with a 10% discount for affected registrant(s) to enroll in the next available course.