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

c277dab0-361f-4aa6-96b1-522a6e556ae1

27592a6a-e617-5252-aeae-2fcfa83e145f

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
77

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+0.630
  • INFLAMMATORY_RESPONSE+0.470
  • ALLOGRAFT_REJECTION+0.460
  • ANGIOGENESIS+0.460
  • INTERFERON_ALPHA_RESPONSE+0.460
  • INTERFERON_GAMMA_RESPONSE+0.450
  • IL6_JAK_STAT3_SIGNALING+0.440
  • KRAS_SIGNALING_UP+0.380
  • UV_RESPONSE_DN+0.380
  • COMPLEMENT+0.370

Top 10 suppressed

  • MYC_TARGETS_V2-0.530
  • OXIDATIVE_PHOSPHORYLATION-0.510
  • E2F_TARGETS-0.440
  • MYC_TARGETS_V1-0.440
  • G2M_CHECKPOINT-0.380
  • GLYCOLYSIS-0.360
  • FATTY_ACID_METABOLISM-0.320
  • PEROXISOME-0.300
  • UNFOLDED_PROTEIN_RESPONSE-0.300
  • DNA_REPAIR-0.290

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
0.961
280cb0e05-387d-4bd8-b49c-ff2aae043982
colon-landscapes@1
0.954
3TCGA-AN-A0FN-01A-11R-A034-07
breast-umap@18
A0.951
4f22cfa82-a346-4fed-bc81-21a29bf990ee
colon-landscapes@1
0.947
5ec054d40-e5b8-496a-8c99-5e7f88f2cf37
colon-landscapes@1
0.945
6TCGA-55-7227-01A-11R-2039-07
lung-landscapes@6
cohortA10.945
7TCGA-D8-A141-01A-11R-A115-07
breast-umap@18
A0.945
8C3N-02923
lung-landscapes@6
cohortMD20.944
9TCGA-CR-7376-01A-11R-2132-07
head-neck@1
0.944
10SRR12202441
bladder-landscape@3
0.943

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.630Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.470Idelalisib— uncovered
ALLOGRAFT_REJECTION0.460Idelalisib— uncovered
ANGIOGENESIS0.460Remibrutinib— uncovered
INTERFERON_ALPHA_RESPONSE0.460Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.450Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.440Inavolisib— uncovered
KRAS_SIGNALING_UP0.380Inavolisib— uncovered
UV_RESPONSE_DN0.380Inavolisib— uncovered
COMPLEMENT0.370Inavolisib— uncovered
APICAL_SURFACE0.320Temsirolimus— uncovered
MYOGENESIS0.320Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.320Inavolisib— uncovered
COAGULATION0.310Binimetinib— uncovered
IL2_STAT5_SIGNALING0.290Idelalisib— uncovered
HEDGEHOG_SIGNALING0.280Inavolisib— uncovered
TGF_BETA_SIGNALING0.280Inavolisib— uncovered
APICAL_JUNCTION0.250Inavolisib— uncovered
APOPTOSIS0.220Idelalisib— uncovered
PANCREAS_BETA_CELLS0.210Cobimetinib— uncovered