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

13649cf2-1dc4-408f-9063-31a2b9bb7157

30269835-fd29-573f-b124-bbfe9357c074

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
69

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • G2M_CHECKPOINT+0.490
  • E2F_TARGETS+0.480
  • MITOTIC_SPINDLE+0.380
  • PI3K_AKT_MTOR_SIGNALING+0.350
  • MTORC1_SIGNALING+0.290
  • PROTEIN_SECRETION+0.280
  • ANDROGEN_RESPONSE+0.240
  • CHOLESTEROL_HOMEOSTASIS+0.230
  • UNFOLDED_PROTEIN_RESPONSE+0.230
  • SPERMATOGENESIS+0.220

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.550
  • INTERFERON_GAMMA_RESPONSE-0.480
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.450
  • ALLOGRAFT_REJECTION-0.440
  • ANGIOGENESIS-0.420
  • INFLAMMATORY_RESPONSE-0.330
  • IL6_JAK_STAT3_SIGNALING-0.320
  • COAGULATION-0.310
  • COMPLEMENT-0.270
  • KRAS_SIGNALING_UP-0.260

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
1SAMN03290953
melanoma-umap@29
0.910
2TCGA-22-4591-01A-01R-1201-07
lung-landscapes@6
cohortSQ10.889
3SAMN03290941
melanoma-umap@29
0.882
4TCGA-B6-A0WV-01A-11R-A109-07
breast-umap@18
B0.879
5SAMN03290933
melanoma-umap@29
0.874
6TCGA-HQ-A2OF-01A-11R-A26T-07
bladder-landscape@3
0.874
7R360
bladder-landscape@3
0.873
8TCGA-33-A4WN-01A-11R-A262-07
lung-landscapes@6
cohortSQ20.872
95d396a37-9b3d-4255-a3bd-f4a7c9480aee
colon-landscapes@1
0.870
10TCGA-HQ-A2OE-01A-11R-A206-07
bladder-landscape@3
0.867

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
G2M_CHECKPOINT0.490Inavolisib— uncovered
E2F_TARGETS0.480Inavolisib— uncovered
MITOTIC_SPINDLE0.380Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.350Inavolisib— uncovered
MTORC1_SIGNALING0.290Inavolisib— uncovered
PROTEIN_SECRETION0.280Remibrutinib— uncovered
ANDROGEN_RESPONSE0.240Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.230Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.230Idelalisib— uncovered
SPERMATOGENESIS0.220Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.200Remibrutinib— uncovered
BILE_ACID_METABOLISM0.180Inavolisib— uncovered
FATTY_ACID_METABOLISM0.110Inavolisib— uncovered
MYC_TARGETS_V10.110Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.100Idelalisib— uncovered
GLYCOLYSIS0.100Inavolisib— uncovered
ADIPOGENESIS0.090Inavolisib— uncovered
HEME_METABOLISM0.080Temsirolimus— uncovered
ESTROGEN_RESPONSE_EARLY0.050Inavolisib— uncovered
MYC_TARGETS_V20.050Idelalisib— uncovered