I run BioGenix Peptides and spend my days on identity confirmation, purity verification, and documentation because "close enough" ruins conclusions. That same reproducibility mindset is why biomarker testing in clinic breaks down when the sample, chain-of-custody, or reporting isn't tight. Big barriers I see (from the lab side) are tissue limitations and pre-analytic handling--tiny cores, low tumor fraction, degradation from heat/moisture/time--so you get "incomplete" panels or ambiguous calls. When the specimen is compromised, you're effectively studying the wrong "sequence," and treatment selection becomes guesswork. Starting therapy before full molecular results often isn't just urgency--it's logistics: insufficient material for comprehensive panels, slow send-outs, and fragmented reporting that doesn't land as a single actionable readout. I've watched research teams lose weeks chasing signal that was really impurity/identity noise; clinically, that same dynamic is delayed or wrong targeting when the initial test set is partial. One operational fix that consistently improves adherence is requiring verification-grade documentation at the testing step: clear sample adequacy criteria up front, reflex rules (tissue - liquid biopsy if tissue is limited), and a single standardized report format that's built for reproducibility. If I could change one thing immediately, it'd be mandatory "specimen quality + identity" gating before ordering--because if the input is wrong, every downstream decision is unstable.