Research Use Only. KIRhub outputs are computational research artifacts. They are not validated for clinical decision-making, diagnosis, or treatment.

5B4B7A3B-FD69-43EA-9C9C-FBE2845046CB

29f1943c-7687-536b-bf2f-1977117e4723

Score in workbench →

Clinical attributes

From the source cohort, normalized into canonical keys plus the project's native columns.

cancer_type
cancer_type_detailed
subtype
overall_survival_months
13.764783180026281
age_years
65
sex
Male

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

Top 10 most elevated and top 10 most suppressed Hallmark pathways for this sample.

Top 10 elevated

  • E2F_TARGETS+0.636
  • DNA_REPAIR+0.584
  • MYC_TARGETS_V1+0.572
  • MYC_TARGETS_V2+0.565
  • G2M_CHECKPOINT+0.526
  • INTERFERON_ALPHA_RESPONSE+0.434
  • MTORC1_SIGNALING+0.427
  • ANGIOGENESIS+0.407
  • UNFOLDED_PROTEIN_RESPONSE+0.399
  • GLYCOLYSIS+0.391

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.404
  • HEDGEHOG_SIGNALING-0.265
  • ESTROGEN_RESPONSE_EARLY-0.258
  • UV_RESPONSE_DN-0.220
  • APICAL_SURFACE-0.208
  • MYOGENESIS-0.207
  • SPERMATOGENESIS-0.185
  • PANCREAS_BETA_CELLS-0.132
  • BILE_ACID_METABOLISM-0.129
  • ESTROGEN_RESPONSE_LATE-0.093

Patient twins — nearest pathway neighbors

MeasuredDerived

10 samples closest to this one in 50-dim pathway space, drawn from the Pathway Atlas. Cosine similarity = 1 means identical pathway state.

10 twins match this tumor's tissue · 0 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
14EA4A8AE-581A-4170-8062-99645CB41337
brain-umap@2
0.957
2C8E7072F-6FBB-4BF8-8917-0C0CBDAF7605
brain-umap@2
0.951
32E401C42-010F-4AFC-A362-B69426418626
brain-umap@2
0.950
423F34B20-F029-44F5-B3B5-06A74FC0FC9D
brain-umap@2
0.948
5D1729A17-148B-4C58-BEB5-7C4349A0E920
brain-umap@2
0.942
6A4821960-9921-4B07-98CE-C4FDCA15146D
brain-umap@2
0.941
79BB12A25-E833-4055-8CEF-814EA5454F11
brain-umap@2
0.940
8EC1C727A-1F71-4C09-B867-7F163424D463
brain-umap@2
0.936
91A0F3795-92C5-4887-8CD0-B19C763CF6EF
brain-umap@2
0.935
1005C1C0CC-8EAE-4924-B041-D448D280C192
brain-umap@2
0.935

Per-pathway drug coverage

ModeledCalibratedDerived

For each elevated pathway in this tumor, the best-reversing drug across the catalog. Uncovered pathways = unmet need at pathway level for this one patient.

0 of 36 elevated pathways have at least one drug that meaningfully reverses them.

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.636Inavolisib— uncovered
DNA_REPAIR0.584Idelalisib— uncovered
MYC_TARGETS_V10.572Inavolisib— uncovered
MYC_TARGETS_V20.565Idelalisib— uncovered
G2M_CHECKPOINT0.526Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.434Inavolisib— uncovered
MTORC1_SIGNALING0.427Inavolisib— uncovered
ANGIOGENESIS0.407Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.399Idelalisib— uncovered
GLYCOLYSIS0.391Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.378Remibrutinib— uncovered
INTERFERON_GAMMA_RESPONSE0.343Idelalisib— uncovered
NOTCH_SIGNALING0.312Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.295Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.276Inavolisib— uncovered
APOPTOSIS0.271Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.263Remibrutinib— uncovered
IL6_JAK_STAT3_SIGNALING0.207Inavolisib— uncovered
HYPOXIA0.201Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.201Inavolisib— uncovered