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
48

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • E2F_TARGETS+0.680
  • G2M_CHECKPOINT+0.630
  • MYC_TARGETS_V1+0.560
  • MYC_TARGETS_V2+0.500
  • PANCREAS_BETA_CELLS+0.430
  • MITOTIC_SPINDLE+0.390
  • UNFOLDED_PROTEIN_RESPONSE+0.390
  • MTORC1_SIGNALING+0.350
  • DNA_REPAIR+0.280
  • SPERMATOGENESIS+0.220

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.360
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.350
  • INTERFERON_GAMMA_RESPONSE-0.330
  • MYOGENESIS-0.310
  • COAGULATION-0.290
  • ALLOGRAFT_REJECTION-0.250
  • BILE_ACID_METABOLISM-0.240
  • CHOLESTEROL_HOMEOSTASIS-0.230
  • ANGIOGENESIS-0.210
  • XENOBIOTIC_METABOLISM-0.210

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
1TCGA-DK-A3IM-01A-11R-A20F-07
bladder-landscape@3
0.855
2BS_A0DYVX9J
brain-umap@2
high-grade glioma0.821
3de5a4588-05ec-461f-9235-90611b01f4b6
melanoma-umap@29
0.821
4SRR8518152
breast-umap@18
E0.807
5BS_8QB4S4VA
brain-umap@2
Embryonal tumors0.804
6SRR33532819
breast-umap@18
E0.799
7SRR25043634
head-neck@1
0.798
8SJEPD030795_D3.RNA-Seq
medullo-epn-umap@date-based
EPNPosterior Fossa EPN0.791
9TCGA-D6-6823-01A-11R-1915-07
head-neck@1
0.791
10MDT-AP-0540
medullo-epn-umap@date-based
MedMedulloblastoma0.790

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.680Inavolisib— uncovered
G2M_CHECKPOINT0.630Inavolisib— uncovered
MYC_TARGETS_V10.560Inavolisib— uncovered
MYC_TARGETS_V20.500Idelalisib— uncovered
PANCREAS_BETA_CELLS0.430Cobimetinib— uncovered
MITOTIC_SPINDLE0.390Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.390Idelalisib— uncovered
MTORC1_SIGNALING0.350Inavolisib— uncovered
DNA_REPAIR0.280Idelalisib— uncovered
SPERMATOGENESIS0.220Inavolisib— uncovered
GLYCOLYSIS0.170Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.160Idelalisib— uncovered
PROTEIN_SECRETION0.150Remibrutinib— uncovered
ANDROGEN_RESPONSE0.130Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.050Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.040Inavolisib— uncovered
HYPOXIA0.020Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.010Inavolisib— uncovered