Start with context
Frame the modality, development stage, sample constraints, and intended use of the results before selecting a workstream.
About APDK
APDK is a Shanghai-based biotechnology team supporting analytical questions across biologics research and development.
Our approach
A useful analytical plan begins with product context, development stage, the decision at hand, and the evidence needed to support that decision. Platform and instrument choices follow from that scope.
Frame the modality, development stage, sample constraints, and intended use of the results before selecting a workstream.
Bring complementary analytical observations together around the product question and development decision.
Agree on inputs, review points, reporting expectations, and follow-up questions before work begins.
Engagement framework
Share the modality, stage, sample situation, and the decision the analytical work needs to inform.
Confirm which questions can be addressed, what remains out of scope, and which inputs are still required.
Set expected outputs and technical review points without making unbounded timing or performance commitments.