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

080d03cb-01ea-4dc7-af41-12e3f3877283

1958e237-b662-5b3b-8c10-6f9e0b7b5aec

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
80

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • OXIDATIVE_PHOSPHORYLATION+0.290
  • E2F_TARGETS+0.280
  • MYC_TARGETS_V2+0.250
  • G2M_CHECKPOINT+0.240
  • FATTY_ACID_METABOLISM+0.220
  • MTORC1_SIGNALING+0.210
  • MYC_TARGETS_V1+0.200
  • UNFOLDED_PROTEIN_RESPONSE+0.200
  • PEROXISOME+0.150
  • PI3K_AKT_MTOR_SIGNALING+0.110

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.640
  • TGF_BETA_SIGNALING-0.470
  • ANGIOGENESIS-0.460
  • COAGULATION-0.410
  • UV_RESPONSE_DN-0.410
  • APICAL_SURFACE-0.400
  • INFLAMMATORY_RESPONSE-0.390
  • IL6_JAK_STAT3_SIGNALING-0.360
  • MYOGENESIS-0.340
  • INTERFERON_GAMMA_RESPONSE-0.320

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
164935b9c-623d-40d4-bd89-f2af006b1f92
colon-landscapes@1
0.916
2SRR1797243
lung-landscapes@6
cohortSC0.908
3a8ce7460-8ccd-4638-a854-55c4068af6ec
colon-landscapes@1
0.898
4SRR12475110
colon-landscapes@1
0.897
5TCGA-51-4080-01A-01R-1100-07
lung-landscapes@6
cohortSQ20.892
6TCGA-A8-A06Q-01A-11R-A034-07
breast-umap@18
C0.891
7TCGA-85-8070-01A-11R-2247-07
lung-landscapes@6
cohortSQ20.888
8cabd9320-506a-4695-a18a-7c8602633f90
colon-landscapes@1
0.888
9TCGA-73-A9RS-01A-11R-A41B-07
lung-landscapes@6
cohortA40.886
10AUR-AFR3-TTM1-A-1-1-R-A743-41
breast-umap@18
C0.885

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
OXIDATIVE_PHOSPHORYLATION0.290Remibrutinib— uncovered
E2F_TARGETS0.280Inavolisib— uncovered
MYC_TARGETS_V20.250Idelalisib— uncovered
G2M_CHECKPOINT0.240Inavolisib— uncovered
FATTY_ACID_METABOLISM0.220Inavolisib— uncovered
MTORC1_SIGNALING0.210Inavolisib— uncovered
MYC_TARGETS_V10.200Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.200Idelalisib— uncovered
PEROXISOME0.150Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.110Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.100Remibrutinib— uncovered
DNA_REPAIR0.080Idelalisib— uncovered
PROTEIN_SECRETION0.080Remibrutinib— uncovered
SPERMATOGENESIS0.060Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.050Inavolisib— uncovered
GLYCOLYSIS0.040Inavolisib— uncovered
P53_PATHWAY0.030Idelalisib— uncovered
UV_RESPONSE_UP0.020Idelalisib— uncovered
MITOTIC_SPINDLE0.010Inavolisib— uncovered