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

996d8c98-529a-4438-9db5-d49ff575af45

efb6d732-a270-5e65-97a6-1e27bff55f45

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
age_years
52

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • PROTEIN_SECRETION+0.530
  • ANDROGEN_RESPONSE+0.400
  • HEME_METABOLISM+0.360
  • UV_RESPONSE_DN+0.260
  • FATTY_ACID_METABOLISM+0.240
  • ADIPOGENESIS+0.210
  • CHOLESTEROL_HOMEOSTASIS+0.210
  • COMPLEMENT+0.190
  • APICAL_SURFACE+0.170
  • ESTROGEN_RESPONSE_EARLY+0.160

Top 10 suppressed

  • E2F_TARGETS-0.520
  • G2M_CHECKPOINT-0.480
  • MYC_TARGETS_V2-0.480
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.410
  • MYC_TARGETS_V1-0.380
  • ANGIOGENESIS-0.230
  • MYOGENESIS-0.230
  • DNA_REPAIR-0.220
  • WNT_BETA_CATENIN_SIGNALING-0.160
  • UV_RESPONSE_UP-0.150

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
1SRR12475121
colon-landscapes@1
0.861
20429cf04-6e5c-41dd-b4a9-4f7ad15d15bc
colon-landscapes@1
0.829
3BS_3Q0GTSYH
brain-umap@2
pilocytic astrocytoma0.819
4BS_CTR5X93B
brain-umap@2
pilocytic astrocytoma0.789
512b633ae-2a36-40b0-a4a3-c1d5f021fa23
colon-landscapes@1
0.785
6BS_66ABA973
brain-umap@2
pilocytic astrocytoma0.781
7SRR12475139
colon-landscapes@1
0.775
8SRR23036898
head-neck@1
0.770
9BS_Y0PCBNJV
brain-umap@2
pilocytic astrocytoma0.770
10BS_GHNJ4CYC
brain-umap@2
low-grade glioma0.769

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
PROTEIN_SECRETION0.530Remibrutinib— uncovered
ANDROGEN_RESPONSE0.400Inavolisib— uncovered
HEME_METABOLISM0.360Temsirolimus— uncovered
UV_RESPONSE_DN0.260Inavolisib— uncovered
FATTY_ACID_METABOLISM0.240Inavolisib— uncovered
ADIPOGENESIS0.210Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.210Remibrutinib— uncovered
COMPLEMENT0.190Inavolisib— uncovered
APICAL_SURFACE0.170Temsirolimus— uncovered
ESTROGEN_RESPONSE_EARLY0.160Inavolisib— uncovered
GLYCOLYSIS0.160Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.150Idelalisib— uncovered
KRAS_SIGNALING_UP0.150Inavolisib— uncovered
ALLOGRAFT_REJECTION0.140Idelalisib— uncovered
BILE_ACID_METABOLISM0.140Inavolisib— uncovered
IL2_STAT5_SIGNALING0.130Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.130Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.120Idelalisib— uncovered
PEROXISOME0.120Idelalisib— uncovered
PANCREAS_BETA_CELLS0.110Cobimetinib— uncovered