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Quality Assurance & Validation: Ensuring Data Integrity Workflow Monitoring Measures: Replication Strategy: Incorporate biological/technical replicates to assess variability Positive Controls: Spike known phosphopeptides (e.g., Sigma UPS2 mix) Monitor enrichment efficiency + instrument sensitivity Negative Controls: Analyze non-enriched digests Evaluate enrichment specificity System Suitability: Inject solvent blanks between samples Detect carryover Data QC Metrics: Orthogonal Validation: Immunoblotting: Phospho-specific antibodies Confirm key phosphoprotein/phosphosite alterations Targeted MS (PRM): Quantify critical phosphopeptides across samples High-specificity verification Critical Success Factors for CRO Collaborations: Sample Integrity: Degraded samples or inadequate phosphatase inhibition compromise data reliability Disclose collection/processing details Biological Objectives: Define exploratory/targeted goals Determine experimental design (replicates, labeling, depth) Method Transparency: Clarify enrichment methodology (TiO/IMAC/hybrid) and rationale Anticipate technical limitations Throughput-Resolution Tradeoff: Prioritize: Deep coverage (long gradients/replicates) vs