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

6815eba1-06e5-46d6-ad4b-e4132b5d1638

d0534045-9a4b-503f-a674-ead3301074d5

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
54.280629705681

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+0.620
  • TNFA_SIGNALING_VIA_NFKB+0.580
  • IL6_JAK_STAT3_SIGNALING+0.570
  • INFLAMMATORY_RESPONSE+0.560
  • ANGIOGENESIS+0.500
  • ALLOGRAFT_REJECTION+0.480
  • INTERFERON_GAMMA_RESPONSE+0.460
  • COMPLEMENT+0.420
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.400
  • IL2_STAT5_SIGNALING+0.390

Top 10 suppressed

  • MITOTIC_SPINDLE-0.390
  • G2M_CHECKPOINT-0.380
  • WNT_BETA_CATENIN_SIGNALING-0.380
  • MYC_TARGETS_V2-0.320
  • E2F_TARGETS-0.280
  • HEDGEHOG_SIGNALING-0.250
  • NOTCH_SIGNALING-0.180
  • PANCREAS_BETA_CELLS-0.170
  • ESTROGEN_RESPONSE_EARLY-0.160
  • BILE_ACID_METABOLISM-0.110

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
1TCGA-50-5049-01A-01R-1628-07
lung-landscapes@6
cohortA10.890
2a552cdf6.4113.4da4.8e5d.2f3d5555c74e
lung-landscapes@6
cohortMD20.889
352472301-36c6-4c99-97bd-b016d8a282d6
colon-landscapes@1
0.885
4TCGA-D8-A1Y2-01A-11R-A157-07
breast-umap@18
C0.872
5185b401a-bdc4-46b9-b2a5-7a66938f28f2
colon-landscapes@1
0.863
6SRR5088906
melanoma-umap@29
0.854
7MDT-AP-2021
medullo-epn-umap@date-based
MedMedulloblastoma0.853
817-026K4_Bladder
bladder-landscape@3
0.849
927871087-0449-4f04-bc72-a975681a198a
colon-landscapes@1
0.849
10MNG439
mng-umap@100
0.846

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
EPITHELIAL_MESENCHYMAL_TRANSITION0.620Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.580Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.570Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.560Idelalisib— uncovered
ANGIOGENESIS0.500Remibrutinib— uncovered
ALLOGRAFT_REJECTION0.480Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.460Idelalisib— uncovered
COMPLEMENT0.420Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.400Inavolisib— uncovered
IL2_STAT5_SIGNALING0.390Idelalisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.390Remibrutinib— uncovered
HYPOXIA0.380Idelalisib— uncovered
KRAS_SIGNALING_UP0.360Inavolisib— uncovered
COAGULATION0.320Binimetinib— uncovered
APOPTOSIS0.310Idelalisib— uncovered
PROTEIN_SECRETION0.270Remibrutinib— uncovered
MYOGENESIS0.250Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.230Inavolisib— uncovered
UV_RESPONSE_UP0.220Idelalisib— uncovered
ADIPOGENESIS0.190Inavolisib— uncovered