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

6f043250-acea-4315-8400-a172214c84c7

48afe871-b823-5e0d-9dd7-4baea1230f6a

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
53

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+0.480
  • INTERFERON_GAMMA_RESPONSE+0.470
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.440
  • IL6_JAK_STAT3_SIGNALING+0.410
  • ALLOGRAFT_REJECTION+0.400
  • INFLAMMATORY_RESPONSE+0.400
  • TNFA_SIGNALING_VIA_NFKB+0.400
  • HYPOXIA+0.320
  • OXIDATIVE_PHOSPHORYLATION+0.300
  • COAGULATION+0.290

Top 10 suppressed

  • WNT_BETA_CATENIN_SIGNALING-0.290
  • MITOTIC_SPINDLE-0.200
  • G2M_CHECKPOINT-0.140
  • ANDROGEN_RESPONSE-0.120
  • MYC_TARGETS_V1-0.100
  • PROTEIN_SECRETION-0.100
  • ESTROGEN_RESPONSE_LATE-0.080
  • FATTY_ACID_METABOLISM-0.070
  • UV_RESPONSE_DN-0.030
  • E2F_TARGETS-0.020

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.

8 twins match this tumor's tissue · 2 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1TCGA-D8-A1Y2-01A-11R-A157-07
breast-umap@18
C0.893
2TCGA-DK-AA74-01A-11R-A39I-07
bladder-landscape@3
0.881
3TCGA-ZF-AA53-01A-11R-A39I-07
bladder-landscape@3
0.860
4SRR11296840
colon-landscapes@1
0.859
5TCGA-E9-A1NC-01A-21R-A26B-07
breast-umap@18
E0.856
6TCGA-FD-A5C1-01A-11R-A28M-07
bladder-landscape@3
0.856
7SRR12696756
melanoma-umap@29
0.851
8MDT-AP-0410
medullo-epn-umap@date-based
MedMedulloblastoma0.850
9MDT-AP-2377
medullo-epn-umap@date-based
MedMedulloblastoma0.849
10TCGA-35-4123-01A-01R-1107-07
lung-landscapes@6
cohortA10.840

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.480Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.470Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.440Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.410Inavolisib— uncovered
ALLOGRAFT_REJECTION0.400Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.400Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.400Inavolisib— uncovered
HYPOXIA0.320Idelalisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.300Remibrutinib— uncovered
COAGULATION0.290Binimetinib— uncovered
ANGIOGENESIS0.260Remibrutinib— uncovered
COMPLEMENT0.250Inavolisib— uncovered
IL2_STAT5_SIGNALING0.250Idelalisib— uncovered
NOTCH_SIGNALING0.220Inavolisib— uncovered
PANCREAS_BETA_CELLS0.200Cobimetinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.200Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.180Remibrutinib— uncovered
APICAL_JUNCTION0.170Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.160Inavolisib— uncovered
APOPTOSIS0.140Idelalisib— uncovered