Implementation of design of experiments (DOE) in the development and validation of a cell-based bioassay for the detection of anti-drug neutralizing antibodies in human serum

The administration of biological therapeutics can potentially elicit the development of neutralizing antibodies (NAbs) to the therapeutic drug in patients, which could have a significant impact on drug efficacy and safety. A rigorous in vitro cell-based assay for the detection of NAbs is critical for the assessment of the immunogenicity profile of the therapeutic drug. Conatumumab is a fully human monoclonal agonist antibody directed against the extracellular domain of human TRAIL receptor 2 (TR-2). It is being investigated as a cancer treatment because it is able to induce apoptosis in sensitive tumor cells. This report demonstrates how statistically designed experiments could be employed effectively in different stages of a NAb bioassay life cycle in order to characterize, optimize and stabilize the assay with added benefit of resource efficiency. By combining the approach of design of experiments (DOE) with subject matter expertise and experience, we were able to understand thoroughly how assay parameters affect the performance of the assay individually and interactively, identify the key assay parameters, define assay operating ranges and finally achieve a robust and sensitive cell-based assay for the detection of NAbs to Conatumumab. With the goal of developing a cell-based bioassay that is highly optimized for sensitivity, specificity, precision, and robustness, we performed 2 DOE experiments for assay optimization and 1 DOE experiment to validate assay robustness. We evaluated key operating parameters of the assay such as cell number, percentage of serum matrix, concentration of the therapeutic drug, concentration of the cross-linker, length of various incubation steps, cell age, interval between cell subculture and bioassay time, and detection equipment.