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

2835bce2-bf08-41a7-98b4-f488159b2685

d0294e09-4aba-53d3-a5f3-77252e1c4fde

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

  • E2F_TARGETS+0.500
  • OXIDATIVE_PHOSPHORYLATION+0.500
  • G2M_CHECKPOINT+0.400
  • CHOLESTEROL_HOMEOSTASIS+0.300
  • DNA_REPAIR+0.300
  • FATTY_ACID_METABOLISM+0.300
  • GLYCOLYSIS+0.300
  • MITOTIC_SPINDLE+0.200
  • MTORC1_SIGNALING+0.200
  • MYC_TARGETS_V1+0.200

Top 10 suppressed

  • ALLOGRAFT_REJECTION-0.500
  • INTERFERON_ALPHA_RESPONSE-0.500
  • INTERFERON_GAMMA_RESPONSE-0.500
  • IL6_JAK_STAT3_SIGNALING-0.400
  • ANGIOGENESIS-0.300
  • INFLAMMATORY_RESPONSE-0.300
  • KRAS_SIGNALING_DN-0.300
  • KRAS_SIGNALING_UP-0.300
  • COMPLEMENT-0.200
  • IL2_STAT5_SIGNALING-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.

10 twins match this tumor's tissue · 0 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
149319954-0844-4fbc-a931-df0e4cdbcb14
melanoma-umap@29
0.911
2s0112308
melanoma-umap@29
0.892
3s0094236
melanoma-umap@29
0.878
4TCGA-21-1075-01A-01R-0692-07
lung-landscapes@6
cohortSQ20.877
5SRR4296106
lung-landscapes@6
cohortSQ10.875
6s0112311
melanoma-umap@29
0.871
7TCGA-EW-A2FW-01A-11R-A17B-07
breast-umap@18
B0.867
8SRR6013533
lung-landscapes@6
cohortSQ20.866
9TCGA-B6-A0X5-01A-21R-A109-07
breast-umap@18
B0.865
10SRR5088895
melanoma-umap@29
0.864

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
E2F_TARGETS0.500Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.500Remibrutinib— uncovered
G2M_CHECKPOINT0.400Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.300Remibrutinib— uncovered
DNA_REPAIR0.300Idelalisib— uncovered
FATTY_ACID_METABOLISM0.300Inavolisib— uncovered
GLYCOLYSIS0.300Inavolisib— uncovered
MITOTIC_SPINDLE0.200Inavolisib— uncovered
MTORC1_SIGNALING0.200Inavolisib— uncovered
MYC_TARGETS_V10.200Inavolisib— uncovered
MYC_TARGETS_V20.200Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.200Idelalisib— uncovered
ADIPOGENESIS0.100Inavolisib— uncovered
PEROXISOME0.100Idelalisib— uncovered
SPERMATOGENESIS0.100Inavolisib— uncovered