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

ac271c9e-4219-4880-ad89-0df6d5df0bb4

c08a61ff-00e6-5341-aa78-526a2186d94e

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
83

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

Top 10 most elevated and top 10 most suppressed Hallmark pathways for this sample.

Top 10 elevated

  • WNT_BETA_CATENIN_SIGNALING+0.330
  • HEDGEHOG_SIGNALING+0.300
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.270
  • ANGIOGENESIS+0.240
  • APICAL_SURFACE+0.210
  • FATTY_ACID_METABOLISM+0.210
  • BILE_ACID_METABOLISM+0.200
  • P53_PATHWAY+0.200
  • NOTCH_SIGNALING+0.180
  • PEROXISOME+0.180

Top 10 suppressed

  • E2F_TARGETS-0.460
  • IL6_JAK_STAT3_SIGNALING-0.440
  • G2M_CHECKPOINT-0.400
  • INTERFERON_ALPHA_RESPONSE-0.400
  • INTERFERON_GAMMA_RESPONSE-0.390
  • INFLAMMATORY_RESPONSE-0.350
  • ALLOGRAFT_REJECTION-0.330
  • PROTEIN_SECRETION-0.320
  • UNFOLDED_PROTEIN_RESPONSE-0.320
  • COMPLEMENT-0.290

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
1SRR8518125
breast-umap@18
F0.853
2GSM5359429
bladder-landscape@3
0.810
3TCGA-IQ-7631-01A-11R-2081-07
head-neck@1
0.808
4TCGA-A2-A04N-01A-11R-A115-07
breast-umap@18
A0.780
5TCGA-D8-A3Z6-01A-11R-A239-07
breast-umap@18
A0.771
6SRR8613754
breast-umap@18
F0.769
7ULC0515T_S15
lung-landscapes@6
cohortA10.755
8aMVAC.P_003_TURBT_S220
bladder-landscape@3
0.755
9TCGA-AN-A0FS-01A-11R-A034-07
breast-umap@18
A0.755
10TCGA-B6-A1KI-01A-11R-A14M-07
breast-umap@18
B0.751

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
WNT_BETA_CATENIN_SIGNALING0.330Inavolisib— uncovered
HEDGEHOG_SIGNALING0.300Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.270Inavolisib— uncovered
ANGIOGENESIS0.240Remibrutinib— uncovered
APICAL_SURFACE0.210Temsirolimus— uncovered
FATTY_ACID_METABOLISM0.210Inavolisib— uncovered
BILE_ACID_METABOLISM0.200Inavolisib— uncovered
P53_PATHWAY0.200Idelalisib— uncovered
NOTCH_SIGNALING0.180Inavolisib— uncovered
PEROXISOME0.180Idelalisib— uncovered
TGF_BETA_SIGNALING0.180Inavolisib— uncovered
UV_RESPONSE_DN0.170Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.140Inavolisib— uncovered
ADIPOGENESIS0.110Inavolisib— uncovered
APOPTOSIS0.090Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.090Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.090Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.080Remibrutinib— uncovered
ANDROGEN_RESPONSE0.070Inavolisib— uncovered
MYC_TARGETS_V20.070Idelalisib— uncovered