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

1b192a49-01cb-4459-a7a7-fdebe428f386

6f4efa66-01df-5491-be9a-1a7adbf31db5

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
78

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+0.490
  • HEDGEHOG_SIGNALING+0.460
  • ANGIOGENESIS+0.450
  • INFLAMMATORY_RESPONSE+0.410
  • INTERFERON_GAMMA_RESPONSE+0.410
  • IL6_JAK_STAT3_SIGNALING+0.400
  • KRAS_SIGNALING_UP+0.390
  • UV_RESPONSE_DN+0.370
  • COAGULATION+0.340

Top 10 suppressed

  • E2F_TARGETS-0.680
  • MYC_TARGETS_V1-0.640
  • OXIDATIVE_PHOSPHORYLATION-0.620
  • G2M_CHECKPOINT-0.580
  • MYC_TARGETS_V2-0.540
  • DNA_REPAIR-0.490
  • MTORC1_SIGNALING-0.450
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.440
  • UNFOLDED_PROTEIN_RESPONSE-0.330
  • GLYCOLYSIS-0.270

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
12cec663c-00c8-48b5-967b-f2a53c0fb409
colon-landscapes@1
0.945
2TCGA-55-7227-01A-11R-2039-07
lung-landscapes@6
cohortA10.929
3SRR12202441
bladder-landscape@3
0.928
4TCGA-CV-6943-01A-11R-1915-07
head-neck@1
0.928
5c277dab0-361f-4aa6-96b1-522a6e556ae1
colon-landscapes@1
0.927
680cb0e05-387d-4bd8-b49c-ff2aae043982
colon-landscapes@1
0.924
7TCGA-50-8459-01A-11R-2326-07
lung-landscapes@6
cohortMD20.923
8cbd54c6f-2634-4ac6-ba5a-73cb4680867a
colon-landscapes@1
0.922
9C3L-02515
lung-landscapes@6
cohortA10.922
104f709f4b-3140-47be-b55a-7713062545e9
colon-landscapes@1
0.920

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.530Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.490Inavolisib— uncovered
HEDGEHOG_SIGNALING0.460Inavolisib— uncovered
ANGIOGENESIS0.450Remibrutinib— uncovered
INFLAMMATORY_RESPONSE0.410Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.410Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.400Inavolisib— uncovered
KRAS_SIGNALING_UP0.390Inavolisib— uncovered
UV_RESPONSE_DN0.370Inavolisib— uncovered
COAGULATION0.340Binimetinib— uncovered
APICAL_JUNCTION0.330Inavolisib— uncovered
KRAS_SIGNALING_DN0.330Remibrutinib— uncovered
ALLOGRAFT_REJECTION0.320Idelalisib— uncovered
COMPLEMENT0.310Inavolisib— uncovered
MYOGENESIS0.310Inavolisib— uncovered
APICAL_SURFACE0.290Temsirolimus— uncovered
NOTCH_SIGNALING0.290Inavolisib— uncovered
IL2_STAT5_SIGNALING0.270Idelalisib— uncovered
ESTROGEN_RESPONSE_EARLY0.190Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.190Inavolisib— uncovered