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

544dbca2-f436-4cb7-9e11-572ead91d28d

978124ef-f184-58be-a731-3f1bef7fe7cd

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
71

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • HEDGEHOG_SIGNALING+0.470
  • MYOGENESIS+0.390
  • UV_RESPONSE_DN+0.390
  • ANGIOGENESIS+0.350
  • CHOLESTEROL_HOMEOSTASIS+0.270
  • TGF_BETA_SIGNALING+0.270
  • WNT_BETA_CATENIN_SIGNALING+0.270
  • ESTROGEN_RESPONSE_EARLY+0.240
  • APICAL_JUNCTION+0.230
  • KRAS_SIGNALING_DN+0.220

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.580
  • MYC_TARGETS_V2-0.560
  • MYC_TARGETS_V1-0.540
  • INTERFERON_ALPHA_RESPONSE-0.520
  • INTERFERON_GAMMA_RESPONSE-0.490
  • ALLOGRAFT_REJECTION-0.460
  • UNFOLDED_PROTEIN_RESPONSE-0.420
  • DNA_REPAIR-0.410
  • E2F_TARGETS-0.410
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.400

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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1SRR8613703
breast-umap@18
D0.899
2s0122297
melanoma-umap@29
0.859
3TCGA-P6-A5OF-01
acc-tcga-pancan-2018@2018
Adrenocortical CarcinomaAdrenocortical Carcinoma, Usual Type0.855
4TCGA-BH-A0W4-01A-11R-A109-07
breast-umap@18
A0.849
5TCGA-56-8626-01A-11R-2403-07
lung-landscapes@6
cohortSQ10.844
6SRR8518453
breast-umap@18
F0.837
7TCGA-HN-A2OB-01A-21R-A27Q-07
breast-umap@18
A0.835
8X8de42096.ef3e.4864.8ee1.2ee7672c1c82
lung-landscapes@6
cohortSQ10.834
987fad31a-da7d-4904-93bd-29a7290a316b
colon-landscapes@1
0.831
10SRR8613781
breast-umap@18
A0.829

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
HEDGEHOG_SIGNALING0.470Inavolisib— uncovered
MYOGENESIS0.390Inavolisib— uncovered
UV_RESPONSE_DN0.390Inavolisib— uncovered
ANGIOGENESIS0.350Remibrutinib— uncovered
CHOLESTEROL_HOMEOSTASIS0.270Remibrutinib— uncovered
TGF_BETA_SIGNALING0.270Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.270Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.240Inavolisib— uncovered
APICAL_JUNCTION0.230Inavolisib— uncovered
KRAS_SIGNALING_DN0.220Remibrutinib— uncovered
NOTCH_SIGNALING0.210Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.180Inavolisib— uncovered
APICAL_SURFACE0.160Temsirolimus— uncovered
MITOTIC_SPINDLE0.160Inavolisib— uncovered
HYPOXIA0.140Idelalisib— uncovered
ANDROGEN_RESPONSE0.090Inavolisib— uncovered
PEROXISOME0.060Idelalisib— uncovered
SPERMATOGENESIS0.060Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.050Idelalisib— uncovered
BILE_ACID_METABOLISM0.040Inavolisib— uncovered