Another important part of the puzzle is the analyzers themselves. Analyzer platforms that run measurements of various parameters in a fully automated, reliable, and reproducible manner are vital for accuracy and cGMP compliance. Each analyzer must be maintenance-free during the fermentation process, cleaning procedures, and calibration routines and must also run fully automated and be traceable. That is why cell culture analyzers that rely upon membrane technology are not compatible with a fully automated manufacturing process, as the membranes require regular maintenance.
The final puzzle piece is data-sharing capabilities. All analyzer measurement results, in-line and on-line, must then be transferred electronically and automatically to a central database where they can be reviewed and/or forwarded to MES, LIMS, and/or historian data-management systems. A historian data system compares the measurement data of the current batch with past batches or golden batches (ideal batches).
Its simulation software predicts future process values based on the historian data, current batch data, and algorithms predicated on the correlation between all critical process parameters. Because critical process parameter correlations are based on past evidence, as well as scientifically sound models, the predicted values can be used to calculate any adjustments that need to be made in order to improve the quality of a cell culture product, or at least lead the given culturing process in the right direction.
In order to even have reliable measurement data, the process and the analyzers must all be synchronized, i.e., unit-to-unit comparability for the analysis equipment involved is necessary. This is one of those situations where it can be important to use equipment from one manufacturer. It is frustrating to run a process simulation or prediction if it is not known whether the measurement results of past processes are comparable to the current batch.
Innovatis, a manufacturer of cell culture analysis equipment, has partnered with Bayer Technology Services to create BaychroMAT, a fully functional online sampling and online analytic system. Cedex and CuBiAn, also from innovatis, are cell counters and media analyzers, respectively, that have been specifically designed with QbD in mind (Figures 2 and 3). They possess rapid data-sharing capabilities and work in tandem with BaychroMAT to provide a fully automated cell culture analysis system that is open and modular enough to adapt to any process.
The BaychroMAT system can be incorporated into any cell culture analyzer, however, completely automated data transfer is not possible without Cedex and CuBiAn. The collected data from Cedex and CuBiAn is used with custom algorithms to calculate the process adjustments. Those calculated adjustments are then sent by the LIMS or MES to the control software of the bioreactor, and the required adjustments are done automatically.
Although these process adjustments are all fully automated, the software will readily display the automated decisions being made for review by personnel. The software later reviews all adjustments to ensure that the expected measurement value and/or product quality has been reached.