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The Risks at This Scale Stage-gates pushed back Competitors presenting IO insights first at AACR Extra reproducibility cycles from governance CRO data needing days of harmonization Spatial + transcriptomic signals buried across systems What Lena Needed Not a massive overhaul just a unified way to work: Imaging + omics + context accessible together Reproducible workflows across sites Biomarkers ready before governance reviews Less reliance on a single SME maintaining legacy pipelines Cleaner handoffs to translational, clinical, and regulatory The Quiet Shift She evaluated and quickly implemented a more governed, unified workflow on one key IO program

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Pour leur tude, le Dr Silverstein et ses collgues ont utilis une base de donnes de lInstitut pour les sciences valuatives cliniques de Toronto pour tudier les dossiers de 146,850 ans de la province gs de 65 ans et plus qui ont reu une piqre entre janvier 2011 et octobre 2015