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

f7ddd671-b2ba-4952-918b-07ae0ea84263

ef4751e5-90a3-5bb4-8af3-78b744a83d40

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

  • PROTEIN_SECRETION+0.300
  • CHOLESTEROL_HOMEOSTASIS+0.200
  • E2F_TARGETS+0.200
  • G2M_CHECKPOINT+0.200
  • HEME_METABOLISM+0.200
  • MYC_TARGETS_V1+0.200
  • OXIDATIVE_PHOSPHORYLATION+0.200
  • PEROXISOME+0.200
  • ADIPOGENESIS+0.100
  • BILE_ACID_METABOLISM+0.100

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.600
  • ALLOGRAFT_REJECTION-0.500
  • IL6_JAK_STAT3_SIGNALING-0.500
  • INTERFERON_GAMMA_RESPONSE-0.500
  • INFLAMMATORY_RESPONSE-0.400
  • TNFA_SIGNALING_VIA_NFKB-0.400
  • ANGIOGENESIS-0.300
  • COMPLEMENT-0.300
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.300
  • KRAS_SIGNALING_UP-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.

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

#SampleCancer typeSubtypecos similarity
1sclc2008_S40.txt
lung-landscapes@6
cohortSC0.869
2444cc5d2-e345-43ca-8289-193072077eca
melanoma-umap@29
0.853
3SAMN03290953
melanoma-umap@29
0.852
4s0112311
melanoma-umap@29
0.851
5TCGA-B6-A0IB-01A-11R-A034-07
breast-umap@18
B0.849
6SRR12202419
bladder-landscape@3
0.847
7TCGA-E2-A14T-01A-11R-A115-07
breast-umap@18
B0.846
8SAMN03290941
melanoma-umap@29
0.844
9f8d9864e-e148-4e60-9d9d-3df2897050cd
colon-landscapes@1
0.842
10TCGA-E2-A1IE-01A-11R-A13Q-07
breast-umap@18
B0.840

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
PROTEIN_SECRETION0.300Remibrutinib— uncovered
CHOLESTEROL_HOMEOSTASIS0.200Remibrutinib— uncovered
E2F_TARGETS0.200Inavolisib— uncovered
G2M_CHECKPOINT0.200Inavolisib— uncovered
HEME_METABOLISM0.200Temsirolimus— uncovered
MYC_TARGETS_V10.200Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.200Remibrutinib— uncovered
PEROXISOME0.200Idelalisib— uncovered
ADIPOGENESIS0.100Inavolisib— uncovered
BILE_ACID_METABOLISM0.100Inavolisib— uncovered
DNA_REPAIR0.100Idelalisib— uncovered
GLYCOLYSIS0.100Inavolisib— uncovered
MTORC1_SIGNALING0.100Inavolisib— uncovered
P53_PATHWAY0.100Idelalisib— uncovered
PANCREAS_BETA_CELLS0.100Cobimetinib— uncovered
PI3K_AKT_MTOR_SIGNALING0.100Inavolisib— uncovered
SPERMATOGENESIS0.100Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.100Inavolisib— uncovered