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

ca41a924-f82c-4e83-996b-35261387ad3a

1794cf59-bebc-5311-8ef1-67968802e56d

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
82

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • WNT_BETA_CATENIN_SIGNALING+0.400
  • CHOLESTEROL_HOMEOSTASIS+0.270
  • HEDGEHOG_SIGNALING+0.270
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.270
  • NOTCH_SIGNALING+0.240
  • UNFOLDED_PROTEIN_RESPONSE+0.180
  • MYC_TARGETS_V2+0.170
  • MYC_TARGETS_V1+0.150
  • ANDROGEN_RESPONSE+0.140
  • ESTROGEN_RESPONSE_EARLY+0.120

Top 10 suppressed

  • ALLOGRAFT_REJECTION-0.320
  • IL6_JAK_STAT3_SIGNALING-0.320
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.310
  • E2F_TARGETS-0.300
  • ANGIOGENESIS-0.270
  • INTERFERON_GAMMA_RESPONSE-0.270
  • G2M_CHECKPOINT-0.260
  • INFLAMMATORY_RESPONSE-0.220
  • COMPLEMENT-0.210
  • UV_RESPONSE_DN-0.210

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
18a0acec7-896e-4c91-8ce7-dc64de45b53d
colon-landscapes@1
0.702
2MNG124
mng-umap@100
0.698
3DRR168523
bladder-landscape@3
0.688
4TCGA-B6-A0X0-01A-21R-A115-07
breast-umap@18
B0.679
5MNG127
mng-umap@100
0.674
6DRR168554
bladder-landscape@3
0.668
7299f36bd-d9fd-41f5-8a29-3382e147a14f
colon-landscapes@1
0.665
8DRR168551
bladder-landscape@3
0.661
9TCGA-UF-A71E-01A-31R-A34R-07
head-neck@1
0.661
10SRR8392893
lung-landscapes@6
cohortSQ20.659

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
WNT_BETA_CATENIN_SIGNALING0.400Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.270Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.270Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.270Inavolisib— uncovered
NOTCH_SIGNALING0.240Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.180Idelalisib— uncovered
MYC_TARGETS_V20.170Idelalisib— uncovered
MYC_TARGETS_V10.150Inavolisib— uncovered
ANDROGEN_RESPONSE0.140Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.120Inavolisib— uncovered
PEROXISOME0.120Idelalisib— uncovered
UV_RESPONSE_UP0.120Idelalisib— uncovered
HYPOXIA0.110Idelalisib— uncovered
APICAL_SURFACE0.100Temsirolimus— uncovered
P53_PATHWAY0.100Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.080Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.070Idelalisib— uncovered
GLYCOLYSIS0.070Inavolisib— uncovered
KRAS_SIGNALING_DN0.070Remibrutinib— uncovered
TGF_BETA_SIGNALING0.060Inavolisib— uncovered