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

6b907244-c173-4e29-a163-24258a430477

33fac5d2-c5b1-533b-ab83-65818f7d1494

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

  • ALLOGRAFT_REJECTION+0.600
  • IL6_JAK_STAT3_SIGNALING+0.500
  • INTERFERON_ALPHA_RESPONSE+0.400
  • INTERFERON_GAMMA_RESPONSE+0.400
  • INFLAMMATORY_RESPONSE+0.300
  • TNFA_SIGNALING_VIA_NFKB+0.300
  • KRAS_SIGNALING_DN+0.200
  • KRAS_SIGNALING_UP+0.200
  • COMPLEMENT+0.100
  • IL2_STAT5_SIGNALING+0.100

Top 10 suppressed

  • MYC_TARGETS_V2-0.600
  • E2F_TARGETS-0.500
  • GLYCOLYSIS-0.500
  • MTORC1_SIGNALING-0.500
  • OXIDATIVE_PHOSPHORYLATION-0.500
  • PROTEIN_SECRETION-0.500
  • ADIPOGENESIS-0.400
  • CHOLESTEROL_HOMEOSTASIS-0.400
  • DNA_REPAIR-0.400
  • FATTY_ACID_METABOLISM-0.400

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
1s0112296
melanoma-umap@29
0.957
2362a2015-1791-4934-be81-df39540b38ff
melanoma-umap@29
0.950
3e07c111b-da6e-4743-9351-77491153bec4
melanoma-umap@29
0.940
4be8d8236-4ebc-46de-a4fd-a901fec1cdce
melanoma-umap@29
0.934
5TCGA-ZF-A9R7-01A-11R-A38B-07
bladder-landscape@3
0.924
6TCGA-AO-A0JC-01A-11R-A056-07
breast-umap@18
D0.924
7MNG450
mng-umap@100
0.923
8TCGA-93-A4JO-01A-21R-A24X-07
lung-landscapes@6
cohortA10.897
9ee0e68bf-7fa0-4edc-a9df-30a63c2db34a
melanoma-umap@29
0.895
10s0122234
melanoma-umap@29
0.893

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ALLOGRAFT_REJECTION0.600Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.500Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.400Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.400Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.300Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.300Inavolisib— uncovered
KRAS_SIGNALING_DN0.200Remibrutinib— uncovered
KRAS_SIGNALING_UP0.200Inavolisib— uncovered
COMPLEMENT0.100Inavolisib— uncovered
IL2_STAT5_SIGNALING0.100Idelalisib— uncovered