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

20d40b1a-fbe0-4710-b0db-5c190e00addd

4b1880a5-cd7b-5300-9298-fc814f1f8e86

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

  • INTERFERON_ALPHA_RESPONSE+0.500
  • G2M_CHECKPOINT+0.400
  • PROTEIN_SECRETION+0.400
  • WNT_BETA_CATENIN_SIGNALING+0.400
  • E2F_TARGETS+0.300
  • MITOTIC_SPINDLE+0.300
  • MYC_TARGETS_V1+0.300
  • MYC_TARGETS_V2+0.300
  • NOTCH_SIGNALING+0.300
  • PI3K_AKT_MTOR_SIGNALING+0.300

Top 10 suppressed

  • ALLOGRAFT_REJECTION-0.400
  • IL6_JAK_STAT3_SIGNALING-0.400
  • INFLAMMATORY_RESPONSE-0.400
  • ANGIOGENESIS-0.300
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.300
  • ESTROGEN_RESPONSE_LATE-0.300
  • TNFA_SIGNALING_VIA_NFKB-0.300
  • XENOBIOTIC_METABOLISM-0.300
  • BILE_ACID_METABOLISM-0.200
  • COAGULATION-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.

10 twins match this tumor's tissue · 0 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
119EBA5E0-D299-4166-834A-256294572121
brain-umap@2
0.835
2TCGA-H4-A2HQ-01A-11R-A180-07
bladder-landscape@3
0.813
3MNG573
mng-umap@100
0.808
4B8B72B5C-536A-40E3-9E7F-95E7629874D3
brain-umap@2
0.798
50730F3DB-384B-43E6-A69F-BF3F7C2CCE78
brain-umap@2
0.793
661F5C72A-4DDB-4EDB-908A-B2856CAFD8BD
brain-umap@2
0.782
7EED16435-CBED-4143-B5BA-C5C7C8510C3A
brain-umap@2
0.779
8TCGA-34-5929-01A-11R-1820-07
lung-landscapes@6
cohortSQ10.772
986379365-5FD2-4655-8B3C-B8E0EE25EE92
brain-umap@2
0.770
102DA298A9-AB20-4F9D-B83F-C7FC0679F889
brain-umap@2
0.769

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.500Inavolisib— uncovered
G2M_CHECKPOINT0.400Inavolisib— uncovered
PROTEIN_SECRETION0.400Remibrutinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.400Inavolisib— uncovered
E2F_TARGETS0.300Inavolisib— uncovered
MITOTIC_SPINDLE0.300Inavolisib— uncovered
MYC_TARGETS_V10.300Inavolisib— uncovered
MYC_TARGETS_V20.300Idelalisib— uncovered
NOTCH_SIGNALING0.300Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.300Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.300Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.200Remibrutinib— uncovered
PANCREAS_BETA_CELLS0.200Cobimetinib— uncovered
ANDROGEN_RESPONSE0.100Inavolisib— uncovered
DNA_REPAIR0.100Idelalisib— uncovered
HEDGEHOG_SIGNALING0.100Inavolisib— uncovered
HEME_METABOLISM0.100Temsirolimus— uncovered
INTERFERON_GAMMA_RESPONSE0.100Idelalisib— uncovered
MTORC1_SIGNALING0.100Inavolisib— uncovered
TGF_BETA_SIGNALING0.100Inavolisib— uncovered