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

632ac2fc-e387-461f-97e2-bc72b1c9ffe4

03ed1e71-3ff0-55d2-bdac-94de8caabfbd

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
73

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • ANGIOGENESIS+0.440
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.380
  • PANCREAS_BETA_CELLS+0.190
  • MYOGENESIS+0.170
  • INFLAMMATORY_RESPONSE+0.160
  • COAGULATION+0.140
  • KRAS_SIGNALING_DN+0.140
  • APICAL_JUNCTION+0.090
  • KRAS_SIGNALING_UP+0.090
  • COMPLEMENT+0.060

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.510
  • MYC_TARGETS_V2-0.460
  • ADIPOGENESIS-0.400
  • FATTY_ACID_METABOLISM-0.400
  • INTERFERON_ALPHA_RESPONSE-0.400
  • E2F_TARGETS-0.390
  • MTORC1_SIGNALING-0.390
  • MYC_TARGETS_V1-0.390
  • PEROXISOME-0.330
  • PI3K_AKT_MTOR_SIGNALING-0.330

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
1TCGA-MN-A4N4-01A-12R-A24X-07
lung-landscapes@6
cohortA10.863
2C3N-00175
lung-landscapes@6
cohortA10.841
3MNG974
mng-umap@100
0.830
47900174d-af00-444f-a5b2-226a45f7e76a
colon-landscapes@1
0.802
5SRR9879291
lung-landscapes@6
cohortMD20.801
6TCGA-55-8096-01A-11R-2241-07
lung-landscapes@6
cohortA10.798
7SRR9879289
lung-landscapes@6
cohortSQ10.796
8MNG145
mng-umap@100
0.795
9TCGA-FJ-A3Z7-01A-12R-A23N-07
bladder-landscape@3
0.791
10SRR15069598
head-neck@1
0.791

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ANGIOGENESIS0.440Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.380Inavolisib— uncovered
PANCREAS_BETA_CELLS0.190Cobimetinib— uncovered
MYOGENESIS0.170Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.160Idelalisib— uncovered
COAGULATION0.140Binimetinib— uncovered
KRAS_SIGNALING_DN0.140Remibrutinib— uncovered
APICAL_JUNCTION0.090Inavolisib— uncovered
KRAS_SIGNALING_UP0.090Inavolisib— uncovered
COMPLEMENT0.060Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.060Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.040Inavolisib— uncovered
HYPOXIA0.030Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.030Inavolisib— uncovered
UV_RESPONSE_DN0.030Inavolisib— uncovered
NOTCH_SIGNALING0.020Inavolisib— uncovered