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

1ac3f1b2-5b83-470c-b1d3-d35d813f3e65

d71b97c3-64c7-5298-be55-2aabae5119f1

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
74

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+0.430
  • MYC_TARGETS_V1+0.370
  • G2M_CHECKPOINT+0.310
  • OXIDATIVE_PHOSPHORYLATION+0.300
  • SPERMATOGENESIS+0.250
  • PROTEIN_SECRETION+0.230
  • FATTY_ACID_METABOLISM+0.220
  • PEROXISOME+0.190
  • DNA_REPAIR+0.170
  • MYC_TARGETS_V2+0.170

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.550
  • ALLOGRAFT_REJECTION-0.490
  • INTERFERON_GAMMA_RESPONSE-0.490
  • ANGIOGENESIS-0.470
  • INTERFERON_ALPHA_RESPONSE-0.470
  • IL6_JAK_STAT3_SIGNALING-0.440
  • MYOGENESIS-0.430
  • HEDGEHOG_SIGNALING-0.400
  • NOTCH_SIGNALING-0.390
  • INFLAMMATORY_RESPONSE-0.380

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-BA-A4IG-01A-11R-A266-07
head-neck@1
0.891
2TCGA-BB-8601-01A-11R-2403-07
head-neck@1
0.874
3R321
bladder-landscape@3
0.870
420040104.LumB
breast-umap@18
B0.870
5R6
bladder-landscape@3
0.867
6MDT-AP-3402
medullo-epn-umap@date-based
MedMedulloblastoma0.865
7MNG489
mng-umap@100
0.862
8a8ce7460-8ccd-4638-a854-55c4068af6ec
colon-landscapes@1
0.857
9TCGA-C8-A1HN-01A-11R-A137-07
breast-umap@18
B0.855
10TCGA-QK-A8ZA-01A-11R-A39I-07
head-neck@1
0.855

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
E2F_TARGETS0.430Inavolisib— uncovered
MYC_TARGETS_V10.370Inavolisib— uncovered
G2M_CHECKPOINT0.310Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.300Remibrutinib— uncovered
SPERMATOGENESIS0.250Inavolisib— uncovered
PROTEIN_SECRETION0.230Remibrutinib— uncovered
FATTY_ACID_METABOLISM0.220Inavolisib— uncovered
PEROXISOME0.190Idelalisib— uncovered
DNA_REPAIR0.170Idelalisib— uncovered
MYC_TARGETS_V20.170Idelalisib— uncovered
BILE_ACID_METABOLISM0.160Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.140Remibrutinib— uncovered
MTORC1_SIGNALING0.140Inavolisib— uncovered
TGF_BETA_SIGNALING0.130Inavolisib— uncovered
ANDROGEN_RESPONSE0.100Inavolisib— uncovered
PANCREAS_BETA_CELLS0.090Cobimetinib— uncovered
TNFA_SIGNALING_VIA_NFKB0.090Inavolisib— uncovered
UV_RESPONSE_UP0.010Idelalisib— uncovered