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ZENODO
Dataset . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
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DELPHI: Trustworthy Spatial Molecular Profiling from Histopathology Images - TCGA-BRCA Survival Analysis Data

Authors: DELPHI Authors;

DELPHI: Trustworthy Spatial Molecular Profiling from Histopathology Images - TCGA-BRCA Survival Analysis Data

Abstract

Pre-computed TCGA-BRCA downstream analysis results for: DELPHI: Trustworthy Spatial Molecular Profiling from Histopathology Images Enables reproduction of Figure 5 (survival analysis) without downloading ~2 TB of TCGA whole-slide images. Extract into results/tcga_brca/at the repository root. Contents spatial_features.csv — 17 niche-derived spatial features for ~1000 patients univariate_cox_by_pam50.csv — PAM50-stratified univariate Cox regression multivariate_cox.json— 3-feature Cox model (C-index = 0.7546, P = 2.66e-12) niche_annotations.csv — Per-patient niche tissue-type labels annotations— Per-patient niche annotations (~1000 JSON) niches_expression— Expression-based niche assignments (~1000 NPZ) niches_confidence— Confidence-based niche assignments (~1000 NPZ) inference — Representative DELPHI inference outputs (9 PT files) ablation— Confidence-filter ablation variants Usage tar -xzf delphi_tcga_results.tar.gz -C results/tcga_brca/python scripts/figures/plot_fig5_main.py Output: figures/main/fig5.png Provenance Generated by:scripts/survival/infer_brca_full.pyscripts/survival/run_pipeline.py --oncescripts/figures/plot_fig5_main.py

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average