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

9b308588-5e79-46ab-b186-6edd686695c6

024fb932-2a59-5ed2-b580-895c8ec2f582

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
64.413415468857

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+0.460
  • NOTCH_SIGNALING+0.460
  • APICAL_SURFACE+0.410
  • APICAL_JUNCTION+0.390
  • WNT_BETA_CATENIN_SIGNALING+0.380
  • IL6_JAK_STAT3_SIGNALING+0.370
  • MYOGENESIS+0.370
  • HEDGEHOG_SIGNALING+0.350
  • ANGIOGENESIS+0.320
  • COAGULATION+0.320

Top 10 suppressed

  • E2F_TARGETS-0.510
  • PROTEIN_SECRETION-0.500
  • G2M_CHECKPOINT-0.460
  • MYC_TARGETS_V1-0.460
  • UNFOLDED_PROTEIN_RESPONSE-0.380
  • MTORC1_SIGNALING-0.360
  • ANDROGEN_RESPONSE-0.290
  • SPERMATOGENESIS-0.200
  • DNA_REPAIR-0.150
  • MITOTIC_SPINDLE-0.140

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.

6 twins match this tumor's tissue · 4 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
17f51ff28-397d-466f-82b0-25e9c9182ea7
melanoma-umap@29
0.936
2SAMN03290902
melanoma-umap@29
0.916
31652b0a3-dc1d-4490-9632-07673713deb1
colon-landscapes@1
0.906
4SRR2689710
melanoma-umap@29
0.905
5BS_5P3CZQV8
brain-umap@2
Neurofibroma0.897
6BS_T3H5AY8A
brain-umap@2
low-grade glioma0.894
7MDT-AP-1125
medullo-epn-umap@date-based
MedMedulloblastoma0.890
8BS_TA9WP4TH
medullo-epn-umap@date-based
MedMedulloblastoma0.888
9SAMN03290921
melanoma-umap@29
0.887
10R89
bladder-landscape@3
0.887

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.460Inavolisib— uncovered
NOTCH_SIGNALING0.460Inavolisib— uncovered
APICAL_SURFACE0.410Temsirolimus— uncovered
APICAL_JUNCTION0.390Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.380Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.370Inavolisib— uncovered
MYOGENESIS0.370Inavolisib— uncovered
HEDGEHOG_SIGNALING0.350Inavolisib— uncovered
ANGIOGENESIS0.320Remibrutinib— uncovered
COAGULATION0.320Binimetinib— uncovered
ESTROGEN_RESPONSE_EARLY0.290Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.260Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.260Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.260Inavolisib— uncovered
KRAS_SIGNALING_DN0.240Remibrutinib— uncovered
P53_PATHWAY0.230Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.230Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.220Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.220Inavolisib— uncovered
ALLOGRAFT_REJECTION0.210Idelalisib— uncovered