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

93A7AA5D-FA07-470A-9FD3-306EA577D3C4

efd39ece-82f3-57c8-af4b-22da789c2721

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
overall_survival_months
24.21156373193167
age_years
60
sex
Male

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+0.666
  • E2F_TARGETS+0.594
  • MYC_TARGETS_V1+0.593
  • MYC_TARGETS_V2+0.593
  • INTERFERON_GAMMA_RESPONSE+0.540
  • DNA_REPAIR+0.529
  • G2M_CHECKPOINT+0.516
  • UNFOLDED_PROTEIN_RESPONSE+0.495
  • OXIDATIVE_PHOSPHORYLATION+0.424
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.415

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.379
  • SPERMATOGENESIS-0.293
  • MYOGENESIS-0.206
  • BILE_ACID_METABOLISM-0.181
  • PANCREAS_BETA_CELLS-0.133
  • ESTROGEN_RESPONSE_EARLY-0.117
  • HEDGEHOG_SIGNALING-0.058
  • UV_RESPONSE_DN-0.057
  • APICAL_SURFACE-0.052
  • ESTROGEN_RESPONSE_LATE-0.041

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
1C14BEAAE-A766-4ADE-A9B4-674D8717591F
brain-umap@2
0.970
2EB8F7B74-694A-4F9F-9C0B-F04006033CA4
brain-umap@2
0.970
3D9385661-DBBA-4AF7-B7E6-857BF84CF7CD
brain-umap@2
0.966
4BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C
brain-umap@2
0.965
56B8CAF74-45C6-4C20-8126-A99F73346198
brain-umap@2
0.964
66D1D9992-DA2B-419A-A80A-9EBCDA831754
brain-umap@2
0.963
794640BD8-E1D9-482D-A597-4790F6EEA6B7
brain-umap@2
0.961
8EC1C727A-1F71-4C09-B867-7F163424D463
brain-umap@2
0.961
97876A884-F031-42AB-ADC0-89589760FB6B
brain-umap@2
0.960
109BB12A25-E833-4055-8CEF-814EA5454F11
brain-umap@2
0.955

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.666Inavolisib— uncovered
E2F_TARGETS0.594Inavolisib— uncovered
MYC_TARGETS_V10.593Inavolisib— uncovered
MYC_TARGETS_V20.593Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.540Idelalisib— uncovered
DNA_REPAIR0.529Idelalisib— uncovered
G2M_CHECKPOINT0.516Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.495Idelalisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.424Remibrutinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.415Inavolisib— uncovered
MTORC1_SIGNALING0.408Inavolisib— uncovered
ALLOGRAFT_REJECTION0.390Idelalisib— uncovered
APOPTOSIS0.372Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.348Inavolisib— uncovered
ADIPOGENESIS0.341Inavolisib— uncovered
PROTEIN_SECRETION0.341Remibrutinib— uncovered
PI3K_AKT_MTOR_SIGNALING0.334Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.315Inavolisib— uncovered
TGF_BETA_SIGNALING0.294Inavolisib— uncovered
P53_PATHWAY0.288Idelalisib— uncovered