Image Michael J Surace Scientist II, AstraZeneca Michael Surace is a scientist at AstraZeneca, where he is responsible for the design, optimization, and validation of multiplex IF panels, as well as imaging and image analysis approaches specifically for the discovery of complex predicitive and prognostic biomarkers for immune oncology. Published Pieces by Michael J Design, Optimization, and Validation of Multiplex Immunofluorescence PanelsWebinarIn this webinar, we will cover biological and technical considerations when designing a panel, a linear process for developing, testing, and optimizing a panel, and an approach for technical validation of multiplex panels which detects and addresses known risks. Design, Optimization, and Validation of Multiplex Immunofluorescence PanelsWebinarIn this webinar, we will cover biological and technical considerations when designing a panel, a linear process for developing, testing, and optimizing a panel, and an approach for technical validation of multiplex panels which detects and addresses known risks.