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

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+0.700
  • MYC_TARGETS_V1+0.600
  • E2F_TARGETS+0.400
  • G2M_CHECKPOINT+0.400
  • MTORC1_SIGNALING+0.300
  • CHOLESTEROL_HOMEOSTASIS+0.200
  • HEDGEHOG_SIGNALING+0.200
  • NOTCH_SIGNALING+0.200
  • OXIDATIVE_PHOSPHORYLATION+0.200
  • SPERMATOGENESIS+0.200

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.600
  • INTERFERON_GAMMA_RESPONSE-0.600
  • ALLOGRAFT_REJECTION-0.400
  • APICAL_SURFACE-0.400
  • COMPLEMENT-0.400
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.400
  • IL6_JAK_STAT3_SIGNALING-0.400
  • INFLAMMATORY_RESPONSE-0.400
  • APOPTOSIS-0.300
  • BILE_ACID_METABOLISM-0.300

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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1SRR8518345
breast-umap@18
E0.894
2C3L-03965
lung-landscapes@6
cohortSQ20.890
320120209.TNBC
breast-umap@18
E0.886
4TCGA-CQ-A4CI-01A-11R-A266-07
head-neck@1
0.884
5TCGA-L3-A524-01A-11R-A262-07
lung-landscapes@6
cohortSQ20.877
6SRR12696755
melanoma-umap@29
0.876
7176e93be-1ae5-43f2-a0b5-17f31695e679
melanoma-umap@29
0.876
8MDT-AP-1377
medullo-epn-umap@date-based
MedMedulloblastoma0.876
9C3N-04155
lung-landscapes@6
cohortSQ20.875
10SRR5088864
melanoma-umap@29
0.875

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
MYC_TARGETS_V20.700Idelalisib— uncovered
MYC_TARGETS_V10.600Inavolisib— uncovered
E2F_TARGETS0.400Inavolisib— uncovered
G2M_CHECKPOINT0.400Inavolisib— uncovered
MTORC1_SIGNALING0.300Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.200Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.200Inavolisib— uncovered
NOTCH_SIGNALING0.200Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.200Remibrutinib— uncovered
SPERMATOGENESIS0.200Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.200Idelalisib— uncovered
ANGIOGENESIS0.100Remibrutinib— uncovered
PANCREAS_BETA_CELLS0.100Cobimetinib— uncovered
UV_RESPONSE_UP0.100Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.100Inavolisib— uncovered