Methodological approach: Combine surface plasmon resonance (SPR) for kinetic analysis with ELISA-based specificity screening. Include negative controls using antigen-deficient cell lysates to reduce false positives .
Data contradiction resolution: If SPR yields conflicting binding kinetics compared to ELISA, perform competitive inhibition assays with soluble antigens to confirm target specificity .
Key parameters:
Include both conjugate (protein-based) and polysaccharide vaccine comparators to isolate carrier protein effects .
Implement blood transcription module analysis combining:
Critical step: Validate predicted ERBB1/c-myc pathway associations through CRISPR interference in B cell models .
Case example: MPSV4 showed 3x higher ELISA titers vs MCV4 but comparable SBA, suggesting differential antibody quality .
Integrated workflow:
Implement 4-Pt QSPR model assessing: