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

c7aea5a2-5772-4475-8ca6-326193eeb69e

0fe0af3d-1aba-5fb6-aec4-c3015dd78ac4

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
79

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • OXIDATIVE_PHOSPHORYLATION+0.580
  • MYC_TARGETS_V1+0.510
  • PROTEIN_SECRETION+0.470
  • FATTY_ACID_METABOLISM+0.440
  • MTORC1_SIGNALING+0.440
  • ADIPOGENESIS+0.370
  • E2F_TARGETS+0.370
  • XENOBIOTIC_METABOLISM+0.330
  • PEROXISOME+0.310
  • MYC_TARGETS_V2+0.300

Top 10 suppressed

  • WNT_BETA_CATENIN_SIGNALING-0.390
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.370
  • HEDGEHOG_SIGNALING-0.360
  • MITOTIC_SPINDLE-0.310
  • PANCREAS_BETA_CELLS-0.310
  • TNFA_SIGNALING_VIA_NFKB-0.310
  • MYOGENESIS-0.270
  • UV_RESPONSE_DN-0.240
  • APICAL_JUNCTION-0.220
  • KRAS_SIGNALING_DN-0.200

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
177984740-019e-482f-822a-25a74ec2cc32
colon-landscapes@1
0.905
2TCGA-37-4133-01A-01R-1100-07
lung-landscapes@6
cohortSQ10.861
3SRR17866853
colon-landscapes@1
0.858
41a68a242-045b-4566-afd7-192df87b02d3
colon-landscapes@1
0.851
58824c0fd-764e-4525-952b-f25efa742772
colon-landscapes@1
0.851
6930630ee-1c36-4567-aeff-042eef1654e6
colon-landscapes@1
0.841
794a92a4a-6c40-40c4-913d-0cdba8cb5892
colon-landscapes@1
0.839
8TCGA-A8-A09W-01A-11R-A00Z-07
breast-umap@18
B0.834
9054d5602-4089-4f34-a667-14c8edbb4167
colon-landscapes@1
0.828
10SRR6013495
lung-landscapes@6
cohortA10.827

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
OXIDATIVE_PHOSPHORYLATION0.580Remibrutinib— uncovered
MYC_TARGETS_V10.510Inavolisib— uncovered
PROTEIN_SECRETION0.470Remibrutinib— uncovered
FATTY_ACID_METABOLISM0.440Inavolisib— uncovered
MTORC1_SIGNALING0.440Inavolisib— uncovered
ADIPOGENESIS0.370Inavolisib— uncovered
E2F_TARGETS0.370Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.330Inavolisib— uncovered
PEROXISOME0.310Idelalisib— uncovered
MYC_TARGETS_V20.300Idelalisib— uncovered
ALLOGRAFT_REJECTION0.260Idelalisib— uncovered
ANDROGEN_RESPONSE0.260Inavolisib— uncovered
DNA_REPAIR0.260Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.240Remibrutinib— uncovered
INTERFERON_GAMMA_RESPONSE0.230Idelalisib— uncovered
GLYCOLYSIS0.220Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.210Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.200Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.200Idelalisib— uncovered
UV_RESPONSE_UP0.200Idelalisib— uncovered