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

2bcd2fcf-9050-4713-aa6b-6cb1419d7ba6

509846f2-7f22-56c9-b3fb-f1193058476b

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
81

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • G2M_CHECKPOINT+0.430
  • INTERFERON_ALPHA_RESPONSE+0.420
  • E2F_TARGETS+0.360
  • MITOTIC_SPINDLE+0.350
  • OXIDATIVE_PHOSPHORYLATION+0.350
  • MYC_TARGETS_V1+0.290
  • MYC_TARGETS_V2+0.240
  • PROTEIN_SECRETION+0.200
  • ESTROGEN_RESPONSE_LATE+0.190
  • ESTROGEN_RESPONSE_EARLY+0.180

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.560
  • ANGIOGENESIS-0.410
  • INFLAMMATORY_RESPONSE-0.320
  • COAGULATION-0.310
  • HYPOXIA-0.270
  • ALLOGRAFT_REJECTION-0.260
  • APICAL_SURFACE-0.250
  • IL2_STAT5_SIGNALING-0.170
  • MYOGENESIS-0.160
  • APICAL_JUNCTION-0.140

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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1TCGA-BH-A18L-01A-32R-A12D-07
breast-umap@18
B0.857
2SRR6013515
lung-landscapes@6
cohortA40.844
3SRR975555
colon-landscapes@1
0.843
404e3aeba-c9bd-483d-9484-5ecc0e64a054
melanoma-umap@29
0.834
5SRR15030853
colon-landscapes@1
0.811
6TCGA-DK-A3IS-01A-21R-A21D-07
bladder-landscape@3
0.808
7TCGA-44-5643-01A-01R-1628-07
lung-landscapes@6
cohortSQ20.805
8MDT-AP-0447
medullo-epn-umap@date-based
MedMedulloblastoma0.795
9TCGA-A2-A0CW-01A-21R-A115-07
breast-umap@18
B0.787
10TCGA-AO-A03O-01A-11R-A00Z-07
breast-umap@18
C0.787

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
G2M_CHECKPOINT0.430Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.420Inavolisib— uncovered
E2F_TARGETS0.360Inavolisib— uncovered
MITOTIC_SPINDLE0.350Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.350Remibrutinib— uncovered
MYC_TARGETS_V10.290Inavolisib— uncovered
MYC_TARGETS_V20.240Idelalisib— uncovered
PROTEIN_SECRETION0.200Remibrutinib— uncovered
ESTROGEN_RESPONSE_LATE0.190Idelalisib— uncovered
ESTROGEN_RESPONSE_EARLY0.180Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.170Inavolisib— uncovered
FATTY_ACID_METABOLISM0.150Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.130Idelalisib— uncovered
MTORC1_SIGNALING0.120Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.120Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.110Idelalisib— uncovered
SPERMATOGENESIS0.070Inavolisib— uncovered
ADIPOGENESIS0.060Inavolisib— uncovered
PEROXISOME0.060Idelalisib— uncovered
PANCREAS_BETA_CELLS0.030Cobimetinib— uncovered