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

2b1fa47d-360a-4b4a-aa11-23bdb025b559

819bd585-091c-5b05-994f-31f625c2d36c

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
72.7583846680356

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.530
  • INTERFERON_ALPHA_RESPONSE+0.530
  • INTERFERON_GAMMA_RESPONSE+0.330
  • PROTEIN_SECRETION+0.330
  • UV_RESPONSE_DN+0.290
  • COAGULATION+0.250
  • ANGIOGENESIS+0.230
  • HEDGEHOG_SIGNALING+0.200
  • APICAL_JUNCTION+0.190
  • KRAS_SIGNALING_UP+0.190

Top 10 suppressed

  • MYC_TARGETS_V2-0.530
  • E2F_TARGETS-0.480
  • G2M_CHECKPOINT-0.420
  • MYC_TARGETS_V1-0.400
  • OXIDATIVE_PHOSPHORYLATION-0.350
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.350
  • MTORC1_SIGNALING-0.310
  • UV_RESPONSE_UP-0.290
  • DNA_REPAIR-0.270
  • P53_PATHWAY-0.260

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
144eb0b78-9761-4131-b831-85e765a24e6b
colon-landscapes@1
0.867
2TCGA-CR-7392-01A-11R-2016-07
head-neck@1
0.867
3TCGA-55-7816-01A-11R-2170-07
lung-landscapes@6
cohortMD20.866
4TCGA-E9-A229-01A-31R-A157-07
breast-umap@18
A0.859
5AUR-AG12-TTP1-A-1-0-R-A741-41
breast-umap@18
A0.848
6GSM5359411
bladder-landscape@3
0.841
7SRR2016976
head-neck@1
0.838
8R132
bladder-landscape@3
0.837
9TCGA-D6-6824-01A-11R-1915-07
head-neck@1
0.837
101b192a49-01cb-4459-a7a7-fdebe428f386
colon-landscapes@1
0.836

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.530Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.530Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.330Idelalisib— uncovered
PROTEIN_SECRETION0.330Remibrutinib— uncovered
UV_RESPONSE_DN0.290Inavolisib— uncovered
COAGULATION0.250Binimetinib— uncovered
ANGIOGENESIS0.230Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.200Inavolisib— uncovered
APICAL_JUNCTION0.190Inavolisib— uncovered
KRAS_SIGNALING_UP0.190Inavolisib— uncovered
ALLOGRAFT_REJECTION0.180Idelalisib— uncovered
COMPLEMENT0.170Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.170Idelalisib— uncovered
NOTCH_SIGNALING0.140Inavolisib— uncovered
ANDROGEN_RESPONSE0.130Inavolisib— uncovered
MYOGENESIS0.130Inavolisib— uncovered
BILE_ACID_METABOLISM0.080Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.080Inavolisib— uncovered
SPERMATOGENESIS0.080Inavolisib— uncovered
KRAS_SIGNALING_DN0.050Remibrutinib— uncovered