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

156a3def-5866-4be4-ad0b-61b957d5b6eb

4b2586ee-ef18-5d8f-9065-aeda1a8be250

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

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.500
  • IL6_JAK_STAT3_SIGNALING+0.500
  • ANGIOGENESIS+0.400
  • TGF_BETA_SIGNALING+0.400
  • ALLOGRAFT_REJECTION+0.300
  • INFLAMMATORY_RESPONSE+0.300
  • KRAS_SIGNALING_UP+0.300
  • MITOTIC_SPINDLE+0.300
  • TNFA_SIGNALING_VIA_NFKB+0.300
  • WNT_BETA_CATENIN_SIGNALING+0.300

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.700
  • FATTY_ACID_METABOLISM-0.500
  • MTORC1_SIGNALING-0.500
  • MYC_TARGETS_V2-0.500
  • ADIPOGENESIS-0.400
  • CHOLESTEROL_HOMEOSTASIS-0.400
  • MYC_TARGETS_V1-0.400
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.400
  • BILE_ACID_METABOLISM-0.300
  • PANCREAS_BETA_CELLS-0.300

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
1BSR_12_0175_A5_S64
breast-umap@18
D0.865
266e5440a-6b08-43cc-b007-82ac3f5221d1
colon-landscapes@1
0.841
3TCGA-A7-A26F-01B-04R-A22O-07
breast-umap@18
D0.830
41ae8df2d-8c7c-474d-9208-ea63784edc90
colon-landscapes@1
0.823
5TCGA-56-8628-01A-11R-2403-07
lung-landscapes@6
cohortSQ10.822
6SRR10900585
melanoma-umap@29
0.822
7SRR25043620
head-neck@1
0.818
8C3N-03233
lung-landscapes@6
cohortA10.817
95943bf89-bad2-4461-8d80-7f9481810257
colon-landscapes@1
0.817
101fd89d3a-5991-4bfb-b27f-66b5f2a289d8
melanoma-umap@29
0.813

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 21 elevated pathways have at least one drug that meaningfully reverses them.

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.500Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.500Inavolisib— uncovered
ANGIOGENESIS0.400Remibrutinib— uncovered
TGF_BETA_SIGNALING0.400Inavolisib— uncovered
ALLOGRAFT_REJECTION0.300Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.300Idelalisib— uncovered
KRAS_SIGNALING_UP0.300Inavolisib— uncovered
MITOTIC_SPINDLE0.300Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.300Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.300Inavolisib— uncovered
APOPTOSIS0.200Idelalisib— uncovered
G2M_CHECKPOINT0.200Inavolisib— uncovered
NOTCH_SIGNALING0.200Inavolisib— uncovered
UV_RESPONSE_DN0.200Inavolisib— uncovered
APICAL_JUNCTION0.100Inavolisib— uncovered
COMPLEMENT0.100Inavolisib— uncovered
HEDGEHOG_SIGNALING0.100Inavolisib— uncovered
HYPOXIA0.100Idelalisib— uncovered
IL2_STAT5_SIGNALING0.100Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.100Idelalisib— uncovered