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

b2b53efa-8a7b-4871-b6bb-6ebfb5cc0cea

ff4f523c-254e-52b6-b6d8-04bef802cf64

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
69.5824777549624

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+0.480
  • IL6_JAK_STAT3_SIGNALING+0.350
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.350
  • TNFA_SIGNALING_VIA_NFKB+0.350
  • MYOGENESIS+0.330
  • ANGIOGENESIS+0.320
  • UV_RESPONSE_UP+0.300
  • COAGULATION+0.290
  • INFLAMMATORY_RESPONSE+0.290
  • APICAL_JUNCTION+0.270

Top 10 suppressed

  • PROTEIN_SECRETION-0.440
  • ANDROGEN_RESPONSE-0.360
  • MITOTIC_SPINDLE-0.350
  • G2M_CHECKPOINT-0.340
  • E2F_TARGETS-0.210
  • SPERMATOGENESIS-0.180
  • UV_RESPONSE_DN-0.170
  • PEROXISOME-0.150
  • BILE_ACID_METABOLISM-0.120
  • PANCREAS_BETA_CELLS-0.120

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
1b9189c77-004e-461a-9c15-b504b12a3030
colon-landscapes@1
0.892
2SAMN03290885
melanoma-umap@29
0.870
3BS_HZRM07TW
medullo-epn-umap@date-based
MedMedulloblastoma0.862
46bc70f5c-fdba-4bef-865a-793b7782a107
colon-landscapes@1
0.849
5131e315e-6653-4199-b653-42b81644dad9
colon-landscapes@1
0.832
6BS_J8VX4D17
brain-umap@2
Posterior Fossa Ependymoma0.823
702faba9d-8eda-4967-995d-61a0c13b843c
colon-landscapes@1
0.822
8TCGA-DK-AA74-01A-11R-A39I-07
bladder-landscape@3
0.821
9966a66a2-8aac-41e8-8007-88fd92d2e8e8
melanoma-umap@29
0.820
10SRR3147742
colon-landscapes@1
0.815

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
EPITHELIAL_MESENCHYMAL_TRANSITION0.480Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.350Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.350Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.350Inavolisib— uncovered
MYOGENESIS0.330Inavolisib— uncovered
ANGIOGENESIS0.320Remibrutinib— uncovered
UV_RESPONSE_UP0.300Idelalisib— uncovered
COAGULATION0.290Binimetinib— uncovered
INFLAMMATORY_RESPONSE0.290Idelalisib— uncovered
APICAL_JUNCTION0.270Inavolisib— uncovered
NOTCH_SIGNALING0.260Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.260Remibrutinib— uncovered
MYC_TARGETS_V20.250Idelalisib— uncovered
IL2_STAT5_SIGNALING0.220Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.210Idelalisib— uncovered
P53_PATHWAY0.210Idelalisib— uncovered
ALLOGRAFT_REJECTION0.190Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.190Remibrutinib— uncovered
DNA_REPAIR0.190Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.180Inavolisib— uncovered