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
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

  • E2F_TARGETS+0.530
  • MTORC1_SIGNALING+0.470
  • G2M_CHECKPOINT+0.460
  • MYC_TARGETS_V1+0.450
  • TNFA_SIGNALING_VIA_NFKB+0.410
  • ANDROGEN_RESPONSE+0.400
  • CHOLESTEROL_HOMEOSTASIS+0.380
  • FATTY_ACID_METABOLISM+0.370
  • OXIDATIVE_PHOSPHORYLATION+0.360
  • PANCREAS_BETA_CELLS+0.350

Top 10 suppressed

  • WNT_BETA_CATENIN_SIGNALING-0.410
  • MYOGENESIS-0.310
  • HEDGEHOG_SIGNALING-0.220
  • KRAS_SIGNALING_DN-0.160
  • COAGULATION-0.090
  • APICAL_JUNCTION-0.080
  • APICAL_SURFACE-0.080
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.060
  • NOTCH_SIGNALING+0.030
  • BILE_ACID_METABOLISM+0.050

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
1BS_2EN3X6HB
brain-umap@2
high-grade glioma0.891
2SRR6013490
lung-landscapes@6
cohortA40.883
3DRR168585
bladder-landscape@3
0.880
4BS_1A6MQ9ZA
brain-umap@2
high-grade glioma0.865
5SRR5903550
lung-landscapes@6
cohortA40.852
6SJEPD030391_D1.RNA-Seq
medullo-epn-umap@date-based
EPNSupratentorial EPN0.846
7BS_SHJA4MR0
brain-umap@2
high-grade glioma0.840
8E97A62A3-E4D3-435C-9165-C0075358578E
brain-umap@2
0.836
927dfc12e-4ed1-4d98-b6af-d4e9cbb96779
melanoma-umap@29
0.835
10R328
bladder-landscape@3
0.834

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.530Inavolisib— uncovered
MTORC1_SIGNALING0.470Inavolisib— uncovered
G2M_CHECKPOINT0.460Inavolisib— uncovered
MYC_TARGETS_V10.450Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.410Inavolisib— uncovered
ANDROGEN_RESPONSE0.400Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.380Remibrutinib— uncovered
FATTY_ACID_METABOLISM0.370Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.360Remibrutinib— uncovered
PANCREAS_BETA_CELLS0.350Cobimetinib— uncovered
PROTEIN_SECRETION0.330Remibrutinib— uncovered
MITOTIC_SPINDLE0.320Inavolisib— uncovered
GLYCOLYSIS0.310Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.310Idelalisib— uncovered
APOPTOSIS0.300Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.300Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.290Idelalisib— uncovered
TGF_BETA_SIGNALING0.250Inavolisib— uncovered
ALLOGRAFT_REJECTION0.230Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.220Idelalisib— uncovered