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

3515c93d-73e5-4aec-9186-2e8bd47deae2

ea8aedc5-790e-5a72-a070-b76dc2fc8374

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
85.0869267624914

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.290
  • WNT_BETA_CATENIN_SIGNALING+0.290
  • UNFOLDED_PROTEIN_RESPONSE+0.230
  • G2M_CHECKPOINT+0.190
  • PROTEIN_SECRETION+0.190
  • ANGIOGENESIS+0.180
  • HEDGEHOG_SIGNALING+0.150
  • MITOTIC_SPINDLE+0.120
  • UV_RESPONSE_DN+0.120
  • MYC_TARGETS_V1+0.110

Top 10 suppressed

  • CHOLESTEROL_HOMEOSTASIS-0.390
  • ALLOGRAFT_REJECTION-0.360
  • INTERFERON_GAMMA_RESPONSE-0.350
  • OXIDATIVE_PHOSPHORYLATION-0.350
  • PANCREAS_BETA_CELLS-0.330
  • INTERFERON_ALPHA_RESPONSE-0.290
  • TNFA_SIGNALING_VIA_NFKB-0.290
  • IL6_JAK_STAT3_SIGNALING-0.280
  • INFLAMMATORY_RESPONSE-0.270
  • COMPLEMENT-0.260

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
1SRR2932838
head-neck@1
0.811
2TCGA-D8-A1XD-01A-11R-A14D-07
breast-umap@18
B0.799
320100144.Her2HRpos
breast-umap@18
D0.799
4C3N-02435
lung-landscapes@6
cohortSQ10.794
5TCGA-NC-A5HP-01A-11R-A26W-07
lung-landscapes@6
cohortSQ10.783
6TCGA-CN-5356-01A-01R-1436-07
head-neck@1
0.769
7SRR5903551
lung-landscapes@6
cohortA10.769
8TCGA-AC-A2QH-01B-04R-A22O-07
breast-umap@18
D0.767
9MNG335
mng-umap@100
0.766
10a9e8922f-fd6c-412d-85f5-40f5ea9b5455
colon-landscapes@1
0.762

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.290Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.290Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.230Idelalisib— uncovered
G2M_CHECKPOINT0.190Inavolisib— uncovered
PROTEIN_SECRETION0.190Remibrutinib— uncovered
ANGIOGENESIS0.180Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.150Inavolisib— uncovered
MITOTIC_SPINDLE0.120Inavolisib— uncovered
UV_RESPONSE_DN0.120Inavolisib— uncovered
MYC_TARGETS_V10.110Inavolisib— uncovered
SPERMATOGENESIS0.110Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.080Inavolisib— uncovered
E2F_TARGETS0.060Inavolisib— uncovered
MTORC1_SIGNALING0.060Inavolisib— uncovered
MYC_TARGETS_V20.040Idelalisib— uncovered