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

  • INTERFERON_ALPHA_RESPONSE+0.520
  • INTERFERON_GAMMA_RESPONSE+0.420
  • ALLOGRAFT_REJECTION+0.400
  • IL6_JAK_STAT3_SIGNALING+0.330
  • INFLAMMATORY_RESPONSE+0.330
  • TNFA_SIGNALING_VIA_NFKB+0.230
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.210
  • KRAS_SIGNALING_UP+0.210
  • COMPLEMENT+0.180
  • IL2_STAT5_SIGNALING+0.180

Top 10 suppressed

  • G2M_CHECKPOINT-0.490
  • E2F_TARGETS-0.420
  • PANCREAS_BETA_CELLS-0.350
  • FATTY_ACID_METABOLISM-0.340
  • MITOTIC_SPINDLE-0.320
  • CHOLESTEROL_HOMEOSTASIS-0.270
  • ADIPOGENESIS-0.260
  • MYC_TARGETS_V1-0.260
  • ESTROGEN_RESPONSE_LATE-0.240
  • OXIDATIVE_PHOSPHORYLATION-0.240

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
1C3L-03976
lung-landscapes@6
cohortMD20.855
246a6f49d-2ab8-41fb-ba8c-951a160e5d08
colon-landscapes@1
0.840
3TCGA-97-A4LX-01A-11R-A24X-07
lung-landscapes@6
cohortA10.836
4SRR12202486
bladder-landscape@3
0.831
5SRR8942969
bladder-landscape@3
0.822
6TCGA-MP-A4T4-01A-11R-A262-07
lung-landscapes@6
cohortA10.815
794b2af92-0cfc-40b2-977d-6bd0fa4440d9
melanoma-umap@29
0.812
8TCGA-55-8208-01A-11R-2241-07
lung-landscapes@6
cohortMD20.809
9MBCProject_0375_T1_A_RNA
breast-umap@18
D0.803
10C3N-02920
lung-landscapes@6
cohortA10.802

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.520Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.420Idelalisib— uncovered
ALLOGRAFT_REJECTION0.400Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.330Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.330Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.230Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.210Inavolisib— uncovered
KRAS_SIGNALING_UP0.210Inavolisib— uncovered
COMPLEMENT0.180Inavolisib— uncovered
IL2_STAT5_SIGNALING0.180Idelalisib— uncovered
COAGULATION0.150Binimetinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.150Inavolisib— uncovered
ANGIOGENESIS0.130Remibrutinib— uncovered
PROTEIN_SECRETION0.130Remibrutinib— uncovered
APICAL_SURFACE0.110Temsirolimus— uncovered
HEDGEHOG_SIGNALING0.070Inavolisib— uncovered
APICAL_JUNCTION0.030Inavolisib— uncovered
MYOGENESIS0.030Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.020Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.020Idelalisib— uncovered