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

67be8235-7f6f-4c36-9ad7-c72f8308fb52

87441f34-c6a3-5e31-bbfa-036ac6b237d5

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
73.6262833675565

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.560
  • ANGIOGENESIS+0.470
  • TGF_BETA_SIGNALING+0.460
  • HEDGEHOG_SIGNALING+0.390
  • UV_RESPONSE_DN+0.370
  • TNFA_SIGNALING_VIA_NFKB+0.330
  • KRAS_SIGNALING_UP+0.300
  • APICAL_JUNCTION+0.290
  • COAGULATION+0.290
  • WNT_BETA_CATENIN_SIGNALING+0.290

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.600
  • FATTY_ACID_METABOLISM-0.420
  • ADIPOGENESIS-0.370
  • E2F_TARGETS-0.360
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.330
  • DNA_REPAIR-0.320
  • GLYCOLYSIS-0.280
  • XENOBIOTIC_METABOLISM-0.240
  • PROTEIN_SECRETION-0.220
  • PEROXISOME-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
121196229-e39e-4846-be58-a1055b3ae50e
colon-landscapes@1
0.882
23fcb923c-5dd2-4d6f-a6bb-8074ffb762be
colon-landscapes@1
0.882
3TCGA-C8-A132-01A-31R-A115-07
breast-umap@18
C0.877
4ec054d40-e5b8-496a-8c99-5e7f88f2cf37
colon-landscapes@1
0.864
5SRR15069613
head-neck@1
0.861
6f22cfa82-a346-4fed-bc81-21a29bf990ee
colon-landscapes@1
0.858
7SRR25043621
head-neck@1
0.855
81b5aacb8-0e2e-4888-bc61-48c4aa4d4684
colon-landscapes@1
0.850
9a307b24f-4caa-403a-8313-2a4604f2079a
colon-landscapes@1
0.849
10SRR25043620
head-neck@1
0.848

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.560Inavolisib— uncovered
ANGIOGENESIS0.470Remibrutinib— uncovered
TGF_BETA_SIGNALING0.460Inavolisib— uncovered
HEDGEHOG_SIGNALING0.390Inavolisib— uncovered
UV_RESPONSE_DN0.370Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.330Inavolisib— uncovered
KRAS_SIGNALING_UP0.300Inavolisib— uncovered
APICAL_JUNCTION0.290Inavolisib— uncovered
COAGULATION0.290Binimetinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.290Inavolisib— uncovered
ANDROGEN_RESPONSE0.250Inavolisib— uncovered
APOPTOSIS0.230Idelalisib— uncovered
MYOGENESIS0.230Inavolisib— uncovered
APICAL_SURFACE0.210Temsirolimus— uncovered
INFLAMMATORY_RESPONSE0.210Idelalisib— uncovered
ALLOGRAFT_REJECTION0.150Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.140Inavolisib— uncovered
IL2_STAT5_SIGNALING0.130Idelalisib— uncovered
SPERMATOGENESIS0.130Inavolisib— uncovered
PANCREAS_BETA_CELLS0.110Cobimetinib— uncovered