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

3f4d7ca5-e07b-4872-bc0b-226eafaf7dcd

91884a77-7327-50b0-9450-d374106be6b3

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
76

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • PROTEIN_SECRETION+0.450
  • ALLOGRAFT_REJECTION+0.380
  • INTERFERON_GAMMA_RESPONSE+0.350
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.350
  • INFLAMMATORY_RESPONSE+0.330
  • IL6_JAK_STAT3_SIGNALING+0.310
  • COMPLEMENT+0.290
  • HEDGEHOG_SIGNALING+0.290
  • MTORC1_SIGNALING+0.280
  • GLYCOLYSIS+0.270

Top 10 suppressed

  • MYC_TARGETS_V2-0.450
  • MITOTIC_SPINDLE-0.270
  • P53_PATHWAY-0.160
  • TNFA_SIGNALING_VIA_NFKB-0.140
  • MYOGENESIS-0.100
  • UV_RESPONSE_DN-0.050
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.040
  • HYPOXIA-0.040
  • ESTROGEN_RESPONSE_EARLY-0.030
  • APICAL_JUNCTION-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.

10 twins match this tumor's tissue · 0 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1GSM5359441
bladder-landscape@3
0.773
279cf2255-57c7-4f54-8f0b-1e0f4a8cc8b5
melanoma-umap@29
0.730
3TCGA-39-5022-01A-21R-1820-07
lung-landscapes@6
cohortSQ10.728
4SRR1313165
breast-umap@18
E0.726
5s0094235
melanoma-umap@29
0.720
6DRR168598
bladder-landscape@3
0.717
7TCGA-D8-A1JK-01A-11R-A13Q-07
breast-umap@18
C0.717
8ff02e85e-2f87-4832-aaea-3322db33c57a
colon-landscapes@1
0.710
9SAMN03290924
melanoma-umap@29
0.700
10SAMN03290917
melanoma-umap@29
0.696

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
PROTEIN_SECRETION0.450Remibrutinib— uncovered
ALLOGRAFT_REJECTION0.380Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.350Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.350Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.330Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.310Inavolisib— uncovered
COMPLEMENT0.290Inavolisib— uncovered
HEDGEHOG_SIGNALING0.290Inavolisib— uncovered
MTORC1_SIGNALING0.280Inavolisib— uncovered
GLYCOLYSIS0.270Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.270Inavolisib— uncovered
PANCREAS_BETA_CELLS0.270Cobimetinib— uncovered
ANDROGEN_RESPONSE0.260Inavolisib— uncovered
KRAS_SIGNALING_UP0.210Inavolisib— uncovered
BILE_ACID_METABOLISM0.200Inavolisib— uncovered
MYC_TARGETS_V10.200Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.200Remibrutinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.200Inavolisib— uncovered
FATTY_ACID_METABOLISM0.190Inavolisib— uncovered
PEROXISOME0.190Idelalisib— uncovered