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

52a10f37-ee39-4805-908e-b9e35fa983e9

7e37c7ca-1440-53d4-9692-1c7fe19afa86

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
51.1129363449692

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+0.550
  • MYOGENESIS+0.470
  • ANGIOGENESIS+0.400
  • HEDGEHOG_SIGNALING+0.380
  • INTERFERON_ALPHA_RESPONSE+0.350
  • COAGULATION+0.330
  • TGF_BETA_SIGNALING+0.310
  • APICAL_JUNCTION+0.280
  • APICAL_SURFACE+0.240
  • KRAS_SIGNALING_UP+0.190

Top 10 suppressed

  • MYC_TARGETS_V2-0.600
  • E2F_TARGETS-0.530
  • MYC_TARGETS_V1-0.510
  • UNFOLDED_PROTEIN_RESPONSE-0.420
  • G2M_CHECKPOINT-0.410
  • MTORC1_SIGNALING-0.350
  • OXIDATIVE_PHOSPHORYLATION-0.330
  • DNA_REPAIR-0.300
  • FATTY_ACID_METABOLISM-0.270
  • PI3K_AKT_MTOR_SIGNALING-0.270

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
140b98f15-43cb-426b-880c-951a4b28c3e2
colon-landscapes@1
0.895
24f709f4b-3140-47be-b55a-7713062545e9
colon-landscapes@1
0.889
3TCGA-50-8459-01A-11R-2326-07
lung-landscapes@6
cohortMD20.880
4TCGA-CN-6016-01A-11R-1686-07
head-neck@1
0.877
5TCGA-97-8547-01A-11R-2403-07
lung-landscapes@6
cohortA10.865
659f108c6-677f-4cf2-89fd-6bd15133dd6f
colon-landscapes@1
0.864
7SRR975557
colon-landscapes@1
0.864
8TCGA-CV-5444-01A-02R-1514-07
head-neck@1
0.863
91ab4a652-7fde-4128-ade4-0a1c56eede64
colon-landscapes@1
0.862
10TCGA-69-7763-01A-11R-2170-07
lung-landscapes@6
cohortA20.862

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.550Inavolisib— uncovered
MYOGENESIS0.470Inavolisib— uncovered
ANGIOGENESIS0.400Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.380Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.350Inavolisib— uncovered
COAGULATION0.330Binimetinib— uncovered
TGF_BETA_SIGNALING0.310Inavolisib— uncovered
APICAL_JUNCTION0.280Inavolisib— uncovered
APICAL_SURFACE0.240Temsirolimus— uncovered
KRAS_SIGNALING_UP0.190Inavolisib— uncovered
NOTCH_SIGNALING0.190Inavolisib— uncovered
HYPOXIA0.180Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.180Idelalisib— uncovered
UV_RESPONSE_DN0.180Inavolisib— uncovered
APOPTOSIS0.140Idelalisib— uncovered
KRAS_SIGNALING_DN0.140Remibrutinib— uncovered
COMPLEMENT0.120Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.060Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.010Inavolisib— uncovered