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

1fd89d3a-5991-4bfb-b27f-66b5f2a289d8

06e6b485-e853-584b-bcd8-1c256bb49bed

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

  • ANGIOGENESIS+0.400
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.400
  • HEDGEHOG_SIGNALING+0.400
  • NOTCH_SIGNALING+0.400
  • TGF_BETA_SIGNALING+0.400
  • E2F_TARGETS+0.300
  • G2M_CHECKPOINT+0.300
  • KRAS_SIGNALING_UP+0.300
  • MITOTIC_SPINDLE+0.300
  • WNT_BETA_CATENIN_SIGNALING+0.300

Top 10 suppressed

  • MYC_TARGETS_V2-0.500
  • OXIDATIVE_PHOSPHORYLATION-0.500
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.400
  • BILE_ACID_METABOLISM-0.300
  • FATTY_ACID_METABOLISM-0.300
  • PROTEIN_SECRETION-0.300
  • ADIPOGENESIS-0.200
  • ANDROGEN_RESPONSE-0.200
  • HEME_METABOLISM-0.200
  • INTERFERON_ALPHA_RESPONSE-0.200

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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1824433bf-151c-46ea-9ea7-f53813f66a97
melanoma-umap@29
0.818
2SRR8943032
bladder-landscape@3
0.814
3156a3def-5866-4be4-ad0b-61b957d5b6eb
melanoma-umap@29
0.813
4SRR27320698
colon-landscapes@1
0.810
5f3781318-56be-4a43-b72d-a6bb65ef9a88
colon-landscapes@1
0.763
6TCGA-CN-6022-01A-21R-1686-07
head-neck@1
0.762
7BS_C41DJZ1F
brain-umap@2
high-grade glioma0.756
8DRR168609
bladder-landscape@3
0.756
94b3022ba-0232-493c-b3fc-2447e8cf7113
colon-landscapes@1
0.753
10TCGA-A2-A4RX-01A-11R-A266-07
breast-umap@18
D0.751

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ANGIOGENESIS0.400Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.400Inavolisib— uncovered
HEDGEHOG_SIGNALING0.400Inavolisib— uncovered
NOTCH_SIGNALING0.400Inavolisib— uncovered
TGF_BETA_SIGNALING0.400Inavolisib— uncovered
E2F_TARGETS0.300Inavolisib— uncovered
G2M_CHECKPOINT0.300Inavolisib— uncovered
KRAS_SIGNALING_UP0.300Inavolisib— uncovered
MITOTIC_SPINDLE0.300Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.300Inavolisib— uncovered
APICAL_JUNCTION0.200Inavolisib— uncovered
UV_RESPONSE_DN0.200Inavolisib— uncovered
APOPTOSIS0.100Idelalisib— uncovered
COMPLEMENT0.100Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.100Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.100Idelalisib— uncovered
MYOGENESIS0.100Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.100Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.100Inavolisib— uncovered