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

59c50e1e-fc77-441e-93c2-f69c013f362c

62be9180-2208-55a4-a60b-abaf5b1b0cc4

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

  • G2M_CHECKPOINT+0.400
  • MYC_TARGETS_V1+0.400
  • ANGIOGENESIS+0.300
  • E2F_TARGETS+0.300
  • MITOTIC_SPINDLE+0.200
  • MYC_TARGETS_V2+0.200
  • PANCREAS_BETA_CELLS+0.200
  • PROTEIN_SECRETION+0.200
  • UNFOLDED_PROTEIN_RESPONSE+0.200
  • WNT_BETA_CATENIN_SIGNALING+0.200

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.600
  • ALLOGRAFT_REJECTION-0.500
  • INTERFERON_GAMMA_RESPONSE-0.500
  • APICAL_SURFACE-0.400
  • BILE_ACID_METABOLISM-0.300
  • CHOLESTEROL_HOMEOSTASIS-0.300
  • COMPLEMENT-0.300
  • ESTROGEN_RESPONSE_EARLY-0.300
  • ESTROGEN_RESPONSE_LATE-0.300
  • HEME_METABOLISM-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.

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

#SampleCancer typeSubtypecos similarity
1TCGA-50-6591-01A-11R-1755-07
lung-landscapes@6
cohortMD10.893
225f272b8-11f5-4edc-9c54-f4115fc0a5de
melanoma-umap@29
0.883
30edf46a2-3dfb-4bae-b642-281e05975bd1
melanoma-umap@29
0.882
42bd9ef82-12dc-4dcb-8a2c-c58cdf463116
melanoma-umap@29
0.873
532a88c36-6b9a-483f-ad00-bf899ae279ba
melanoma-umap@29
0.855
6SAMN03290918
melanoma-umap@29
0.852
7SAMN03290896
melanoma-umap@29
0.841
8BS_1AYRM596
brain-umap@2
medulloblastoma0.841
9SRR11296878
colon-landscapes@1
0.837
10f2c3b90a.7e75.4a2a.925e.29eb9a2acac2
lung-landscapes@6
cohortA30.834

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
G2M_CHECKPOINT0.400Inavolisib— uncovered
MYC_TARGETS_V10.400Inavolisib— uncovered
ANGIOGENESIS0.300Remibrutinib— uncovered
E2F_TARGETS0.300Inavolisib— uncovered
MITOTIC_SPINDLE0.200Inavolisib— uncovered
MYC_TARGETS_V20.200Idelalisib— uncovered
PANCREAS_BETA_CELLS0.200Cobimetinib— uncovered
PROTEIN_SECRETION0.200Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.200Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.200Inavolisib— uncovered
DNA_REPAIR0.100Idelalisib— uncovered
GLYCOLYSIS0.100Inavolisib— uncovered
HYPOXIA0.100Idelalisib— uncovered
MTORC1_SIGNALING0.100Inavolisib— uncovered
NOTCH_SIGNALING0.100Inavolisib— uncovered
UV_RESPONSE_DN0.100Inavolisib— uncovered