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

482876d9-a6fb-4642-acbc-c3e45880e576

59c0bd91-214a-5b36-bb8c-a72adcddd27e

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

  • E2F_TARGETS+0.500
  • G2M_CHECKPOINT+0.400
  • MYC_TARGETS_V2+0.400
  • WNT_BETA_CATENIN_SIGNALING+0.400
  • DNA_REPAIR+0.300
  • MYC_TARGETS_V1+0.300
  • HEDGEHOG_SIGNALING+0.200
  • MITOTIC_SPINDLE+0.200
  • PANCREAS_BETA_CELLS+0.200
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.200

Top 10 suppressed

  • ANGIOGENESIS-0.500
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.500
  • IL6_JAK_STAT3_SIGNALING-0.400
  • INFLAMMATORY_RESPONSE-0.400
  • PROTEIN_SECRETION-0.400
  • ALLOGRAFT_REJECTION-0.300
  • ANDROGEN_RESPONSE-0.300
  • COAGULATION-0.300
  • COMPLEMENT-0.300
  • INTERFERON_ALPHA_RESPONSE-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.

5 twins match this tumor's tissue · 5 come from a different tissue of origin ← cross-tissue dominant

#SampleCancer typeSubtypecos similarity
1TCGA-85-8580-01A-31R-2403-07
lung-landscapes@6
cohortSQ20.888
2TCGA-56-7730-01A-11R-2125-07
lung-landscapes@6
cohortSQ20.887
3TCGA-98-A53A-01A-11R-A262-07
lung-landscapes@6
cohortSQ10.884
4TCGA-J1-A4AH-01A-31R-A24H-07
lung-landscapes@6
cohortSQ20.875
5ERR2598250
medullo-epn-umap@date-based
fetalfetal0.871
6BS_8SKZ7BRN
brain-umap@2
low-grade glioma0.869
7ERR2598256
medullo-epn-umap@date-based
fetalfetal0.863
8BS_37GTVG4N
brain-umap@2
Embryonal tumors0.856
9BS_P39SQPTS
brain-umap@2
Embryonal tumors0.853
105d2d4263-d17d-424f-9c82-bf665306d71f
colon-landscapes@1
0.851

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.500Inavolisib— uncovered
G2M_CHECKPOINT0.400Inavolisib— uncovered
MYC_TARGETS_V20.400Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.400Inavolisib— uncovered
DNA_REPAIR0.300Idelalisib— uncovered
MYC_TARGETS_V10.300Inavolisib— uncovered
HEDGEHOG_SIGNALING0.200Inavolisib— uncovered
MITOTIC_SPINDLE0.200Inavolisib— uncovered
PANCREAS_BETA_CELLS0.200Cobimetinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.200Inavolisib— uncovered
UV_RESPONSE_UP0.200Idelalisib— uncovered
NOTCH_SIGNALING0.100Inavolisib— uncovered
P53_PATHWAY0.100Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.100Inavolisib— uncovered