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

9f6a2480-748d-414b-be0b-36be34c24037

6c585129-9fc7-5618-ae2f-19ea50afe790

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
60.1697467488022

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+0.550
  • OXIDATIVE_PHOSPHORYLATION+0.510
  • MYC_TARGETS_V1+0.490
  • G2M_CHECKPOINT+0.480
  • MYC_TARGETS_V2+0.460
  • PEROXISOME+0.380
  • FATTY_ACID_METABOLISM+0.350
  • CHOLESTEROL_HOMEOSTASIS+0.330
  • MTORC1_SIGNALING+0.330
  • PROTEIN_SECRETION+0.290

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.520
  • ALLOGRAFT_REJECTION-0.460
  • IL6_JAK_STAT3_SIGNALING-0.440
  • INFLAMMATORY_RESPONSE-0.440
  • COAGULATION-0.380
  • TNFA_SIGNALING_VIA_NFKB-0.380
  • ANGIOGENESIS-0.350
  • COMPLEMENT-0.330
  • IL2_STAT5_SIGNALING-0.310
  • KRAS_SIGNALING_UP-0.310

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
1SRR10900021
melanoma-umap@29
0.903
2f354d13d-89ec-4ed6-821d-df3ab230fc91
melanoma-umap@29
0.899
3TCGA-46-3768-01A-01R-0980-07
lung-landscapes@6
cohortSQ20.897
4C3N-03882
lung-landscapes@6
cohortSQ20.895
5SRR35579804
breast-umap@18
C0.890
6TCGA-22-5491-01A-01R-1635-07
lung-landscapes@6
cohortSQ20.889
7TCGA-DK-AA71-01A-31R-A39I-07
bladder-landscape@3
0.889
8SRR2932839
head-neck@1
0.889
9TCGA-A8-A06Z-01A-11R-A00Z-07
breast-umap@18
B0.887
10TCGA-A8-A06O-01A-11R-A00Z-07
breast-umap@18
B0.884

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.550Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.510Remibrutinib— uncovered
MYC_TARGETS_V10.490Inavolisib— uncovered
G2M_CHECKPOINT0.480Inavolisib— uncovered
MYC_TARGETS_V20.460Idelalisib— uncovered
PEROXISOME0.380Idelalisib— uncovered
FATTY_ACID_METABOLISM0.350Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.330Remibrutinib— uncovered
MTORC1_SIGNALING0.330Inavolisib— uncovered
PROTEIN_SECRETION0.290Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.290Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.280Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.230Idelalisib— uncovered
MITOTIC_SPINDLE0.220Inavolisib— uncovered
UV_RESPONSE_UP0.220Idelalisib— uncovered
GLYCOLYSIS0.210Inavolisib— uncovered
ANDROGEN_RESPONSE0.200Inavolisib— uncovered
DNA_REPAIR0.180Idelalisib— uncovered
SPERMATOGENESIS0.160Inavolisib— uncovered
PANCREAS_BETA_CELLS0.150Cobimetinib— uncovered