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oai:figshare.com:article/33966977 2026-09-22T17:26:02Z category_7 category_12 category_13 category_46 category_734 category_811 category_64 category_106 category_132 portal_5 item_type_3 month_year_09_2026

<p>Spatial discovery, external non-replication and robustness audit.</p> Yuye Wu (22381971) Guangjie Li (7588865) Lixing Jiang (25091171) Chaohong Zhang (3072666) Huilong Fang (4512496) Haiqing Fan (18158982) Medicine Cell Biology Genetics Immunology Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Cancer Science Policy Infectious Diseases external cohort reproduced cohort transcriptomic study bulk biomarkers may although component assignment 92 ), including 20 &# 8211 00 &# 8211 prespecified heuristic barrier endothelial barrier direction requires prospective spatial restrict immune access section discovery cohort retrospective public multi e4 mutual exclusivity caf )/ tgf spatial discovery public multi e2 barrier section identity direct caf immune exclusion vascular programs urothelial carcinoma universal two translation framework statistically conclusive results identify reproduce e2 quartile e2 projected e2 positively correlated niche architecture generating mechanism exploratory fixed exclusion score examine whether enriched program effects summaries checkpoint resistance 928 ). 009 ). <p>Spatial discovery, external non-replication and robustness audit.</p> 2026-09-22T17:25:44Z Dataset Dataset 10.1371/journal.pone.0358043.t003 https://figshare.com/articles/dataset/_p_Spatial_discovery_external_non-replication_and_robustness_audit_p_/33966977 CC BY 4.0