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

X9cad7a78.ea9b.47b0.9d06.e5e696031cc3

· cohortA1

ee31ab7d-534d-58a8-ac45-dbaf5bc31760

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
cohortA1
subtype
cohortA1
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

  • MYOGENESIS+0.490
  • KRAS_SIGNALING_DN+0.420
  • NOTCH_SIGNALING+0.390
  • HEDGEHOG_SIGNALING+0.340
  • COAGULATION+0.330
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.320
  • APICAL_JUNCTION+0.290
  • APICAL_SURFACE+0.260
  • ESTROGEN_RESPONSE_EARLY+0.240
  • ANGIOGENESIS+0.220

Top 10 suppressed

  • E2F_TARGETS-0.670
  • G2M_CHECKPOINT-0.640
  • MYC_TARGETS_V1-0.640
  • MYC_TARGETS_V2-0.580
  • UNFOLDED_PROTEIN_RESPONSE-0.550
  • MTORC1_SIGNALING-0.540
  • OXIDATIVE_PHOSPHORYLATION-0.520
  • PROTEIN_SECRETION-0.520
  • INTERFERON_ALPHA_RESPONSE-0.510
  • DNA_REPAIR-0.490

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
1s0095205
melanoma-umap@29
0.939
2s0122297
melanoma-umap@29
0.911
3SRR9879289
lung-landscapes@6
cohortSQ10.909
4R116
bladder-landscape@3
0.909
5TCGA-AC-A3W7-01A-11R-A22K-07
breast-umap@18
A0.907
6TCGA-BH-A28O-01A-11R-A22K-07
breast-umap@18
A0.905
7SRR4296064
lung-landscapes@6
cohortA10.904
8MNG768
mng-umap@100
0.903
9TCGA-ZF-A9R9-01A-11R-A38B-07
bladder-landscape@3
0.902
10TCGA-HN-A2OB-01A-21R-A27Q-07
breast-umap@18
A0.900

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
MYOGENESIS0.490Inavolisib— uncovered
KRAS_SIGNALING_DN0.420Remibrutinib— uncovered
NOTCH_SIGNALING0.390Inavolisib— uncovered
HEDGEHOG_SIGNALING0.340Inavolisib— uncovered
COAGULATION0.330Binimetinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.320Inavolisib— uncovered
APICAL_JUNCTION0.290Inavolisib— uncovered
APICAL_SURFACE0.260Temsirolimus— uncovered
ESTROGEN_RESPONSE_EARLY0.240Inavolisib— uncovered
ANGIOGENESIS0.220Remibrutinib— uncovered
PANCREAS_BETA_CELLS0.200Cobimetinib— uncovered
TNFA_SIGNALING_VIA_NFKB0.190Inavolisib— uncovered
BILE_ACID_METABOLISM0.130Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.130Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.110Idelalisib— uncovered
UV_RESPONSE_DN0.110Inavolisib— uncovered
KRAS_SIGNALING_UP0.100Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.080Inavolisib— uncovered
P53_PATHWAY0.060Idelalisib— uncovered
TGF_BETA_SIGNALING0.040Inavolisib— uncovered