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

a8877d9c-7dfb-4544-bbb9-7ef4176f3429

7a69ca7a-9d4f-5f20-872d-6d817bdd1b6d

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

  • ANGIOGENESIS+0.400
  • COAGULATION+0.400
  • COMPLEMENT+0.400
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.400
  • IL6_JAK_STAT3_SIGNALING+0.400
  • INFLAMMATORY_RESPONSE+0.400
  • KRAS_SIGNALING_UP+0.400
  • TNFA_SIGNALING_VIA_NFKB+0.400
  • ALLOGRAFT_REJECTION+0.300
  • APICAL_SURFACE+0.300

Top 10 suppressed

  • MYC_TARGETS_V2-0.600
  • E2F_TARGETS-0.500
  • MYC_TARGETS_V1-0.500
  • G2M_CHECKPOINT-0.400
  • OXIDATIVE_PHOSPHORYLATION-0.400
  • DNA_REPAIR-0.300
  • INTERFERON_ALPHA_RESPONSE-0.300
  • MITOTIC_SPINDLE-0.300
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.300
  • ADIPOGENESIS-0.200

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.

8 twins match this tumor's tissue · 2 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1TCGA-56-A4ZJ-01A-11R-A262-07
lung-landscapes@6
cohortSQ10.900
2TCGA-4Z-AA7N-01A-11R-A39I-07
bladder-landscape@3
0.898
3C3L-00412
lung-landscapes@6
cohortA10.896
4TCGA-A2-A0CZ-01A-11R-A034-07
breast-umap@18
A0.895
5MNG173
mng-umap@100
0.889
6SRR1316392
brain-umap@2
GTEX0.887
7SRR1346670
brain-umap@2
GTEX0.887
8TCGA-98-A53D-01A-32R-A262-07
lung-landscapes@6
cohortMD20.886
9TCGA-AC-A23G-01A-11R-A213-07
breast-umap@18
A0.885
10TCGA-BH-A0DI-01A-21R-A12P-07
breast-umap@18
A0.882

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ANGIOGENESIS0.400Remibrutinib— uncovered
COAGULATION0.400Binimetinib— uncovered
COMPLEMENT0.400Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.400Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.400Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.400Idelalisib— uncovered
KRAS_SIGNALING_UP0.400Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.400Inavolisib— uncovered
ALLOGRAFT_REJECTION0.300Idelalisib— uncovered
APICAL_SURFACE0.300Temsirolimus— uncovered
IL2_STAT5_SIGNALING0.300Idelalisib— uncovered
PANCREAS_BETA_CELLS0.300Cobimetinib— uncovered
APICAL_JUNCTION0.200Inavolisib— uncovered
APOPTOSIS0.200Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.200Remibrutinib— uncovered
HYPOXIA0.200Idelalisib— uncovered
KRAS_SIGNALING_DN0.200Remibrutinib— uncovered
MYOGENESIS0.200Inavolisib— uncovered
TGF_BETA_SIGNALING0.200Inavolisib— uncovered
ANDROGEN_RESPONSE0.100Inavolisib— uncovered