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

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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
78

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • HEDGEHOG_SIGNALING+0.390
  • TGF_BETA_SIGNALING+0.370
  • WNT_BETA_CATENIN_SIGNALING+0.370
  • E2F_TARGETS+0.310
  • G2M_CHECKPOINT+0.310
  • MYC_TARGETS_V1+0.310
  • BILE_ACID_METABOLISM+0.110
  • APICAL_SURFACE+0.100
  • COAGULATION+0.100
  • ANDROGEN_RESPONSE+0.080

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.540
  • INTERFERON_GAMMA_RESPONSE-0.460
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.460
  • TNFA_SIGNALING_VIA_NFKB-0.390
  • CHOLESTEROL_HOMEOSTASIS-0.380
  • OXIDATIVE_PHOSPHORYLATION-0.280
  • IL6_JAK_STAT3_SIGNALING-0.260
  • UNFOLDED_PROTEIN_RESPONSE-0.250
  • ALLOGRAFT_REJECTION-0.220
  • GLYCOLYSIS-0.220

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
1955985ca-7d97-4911-927a-3803e669a805
colon-landscapes@1
0.789
2SRR10899974
melanoma-umap@29
0.760
3SRR8392888
lung-landscapes@6
cohortMD10.753
4b0be4742-ccb7-48e2-b756-0c384321114e
melanoma-umap@29
0.753
50918cbd5-edd0-41c8-8b67-677f35ad4611
melanoma-umap@29
0.749
620100144.Her2HRpos
breast-umap@18
D0.748
7TCGA-CR-7370-01A-11R-2132-07
head-neck@1
0.744
8TCGA-56-8083-01A-11R-2247-07
lung-landscapes@6
cohortMD10.743
9ERR2208889
melanoma-umap@29
0.734
10s0122214
melanoma-umap@29
0.733

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
HEDGEHOG_SIGNALING0.390Inavolisib— uncovered
TGF_BETA_SIGNALING0.370Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.370Inavolisib— uncovered
E2F_TARGETS0.310Inavolisib— uncovered
G2M_CHECKPOINT0.310Inavolisib— uncovered
MYC_TARGETS_V10.310Inavolisib— uncovered
BILE_ACID_METABOLISM0.110Inavolisib— uncovered
APICAL_SURFACE0.100Temsirolimus— uncovered
COAGULATION0.100Binimetinib— uncovered
ANDROGEN_RESPONSE0.080Inavolisib— uncovered
UV_RESPONSE_DN0.080Inavolisib— uncovered
KRAS_SIGNALING_DN0.060Remibrutinib— uncovered
SPERMATOGENESIS0.060Inavolisib— uncovered
ANGIOGENESIS0.040Remibrutinib— uncovered
MITOTIC_SPINDLE0.040Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.030Inavolisib— uncovered
KRAS_SIGNALING_UP0.020Inavolisib— uncovered