5 research outputs found
Towards effective machine learning in medical imaging analysis: A novel approach and expert evaluation of high-grade glioma ‘ground truth’ simulation on MRI
Microchip Zone Electrophoresis for High-Throughput Analysis of Monoclonal Antibody Charge Variants
Microchip Zone Electrophoresis for High-Throughput Analysis of Monoclonal Antibody Charge Variants
A high-throughput screening assay
on a microfluidic chip was developed
for the determination of charge variants of monocolonal antibodies
(mAbs) in pI range of 7–10. This method utilizes microchip
zone electrophoresis for rapid separation (<90 s) of mAb charge
variants that are labeled fluorescently without altering the overall
charge. The microfluidic assay achieves between 8- and 90-fold times
faster separation time over conventional methods while maintaining
comparable resolution and profiles of charge variant distributions.
We further characterized the assay with respect to (i) the effect
of pH on resolution, (ii) the effect of excipients and buffering agents,
(iii) the performance of the assay compared to conventional methods,
and (vi) the reproducibility of charge variant profiles. Finally,
we explored the utility of the assay with four case studies: (i) monitoring
C-terminal lysine modification of a mAb, (ii) quantifying the extent
of deamidation of a mAb, (iii) providing charge variant information
on which to base clone selection, and (iv) making process parameter-related
decisions from a “design of experiment” (DoE) study.
The results of these case studies demonstrate the applicability of
the microfluidic assay for high-throughput monitoring of mAb quality
in process development of biopharmaceuticals
