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

701e70ac-31d2-4e78-95e1-3fa2bb466e83

434e98a6-87ab-515f-9a38-8f90bc9f1b1d

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
63.2498288843258

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • MYC_TARGETS_V2+0.380
  • WNT_BETA_CATENIN_SIGNALING+0.330
  • NOTCH_SIGNALING+0.270
  • APICAL_JUNCTION+0.190
  • MYOGENESIS+0.190
  • MYC_TARGETS_V1+0.180
  • UV_RESPONSE_UP+0.180
  • DNA_REPAIR+0.170
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.150
  • ANGIOGENESIS+0.120

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.570
  • INTERFERON_GAMMA_RESPONSE-0.520
  • ALLOGRAFT_REJECTION-0.360
  • ANDROGEN_RESPONSE-0.300
  • IL6_JAK_STAT3_SIGNALING-0.300
  • INFLAMMATORY_RESPONSE-0.290
  • COMPLEMENT-0.240
  • PROTEIN_SECRETION-0.230
  • MTORC1_SIGNALING-0.210
  • BILE_ACID_METABOLISM-0.200

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
1MNG154
mng-umap@100
0.832
2TCGA-EW-A424-01A-11R-A24H-07
breast-umap@18
B0.818
3SRR17866843
colon-landscapes@1
0.810
4R108
bladder-landscape@3
0.808
520ed86b0-2e3d-44ec-88cd-eac5486fe15c
colon-landscapes@1
0.804
6620f38f7-7f22-41f3-a478-445f949006fe
colon-landscapes@1
0.787
7c3b46d4b-4d9f-4d2d-bbca-c0dbd6901e56
melanoma-umap@29
0.787
8SRR2016936
head-neck@1
0.775
98683d8f5-bba5-40a1-a460-ad6183d2302b
melanoma-umap@29
0.773
10SRR11296875
colon-landscapes@1
0.771

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
MYC_TARGETS_V20.380Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.330Inavolisib— uncovered
NOTCH_SIGNALING0.270Inavolisib— uncovered
APICAL_JUNCTION0.190Inavolisib— uncovered
MYOGENESIS0.190Inavolisib— uncovered
MYC_TARGETS_V10.180Inavolisib— uncovered
UV_RESPONSE_UP0.180Idelalisib— uncovered
DNA_REPAIR0.170Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.150Inavolisib— uncovered
ANGIOGENESIS0.120Remibrutinib— uncovered
ESTROGEN_RESPONSE_LATE0.110Idelalisib— uncovered
HEDGEHOG_SIGNALING0.110Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.110Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.090Inavolisib— uncovered
P53_PATHWAY0.080Idelalisib— uncovered
PANCREAS_BETA_CELLS0.080Cobimetinib— uncovered
KRAS_SIGNALING_DN0.060Remibrutinib— uncovered
CHOLESTEROL_HOMEOSTASIS0.050Remibrutinib— uncovered
ADIPOGENESIS0.030Inavolisib— uncovered
TGF_BETA_SIGNALING0.020Inavolisib— uncovered