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

3531a950-9532-4b22-93bc-f7f9551bc08c

7b25b921-e066-55ea-bc40-04e369f8efd9

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

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+0.500
  • DNA_REPAIR+0.400
  • MYC_TARGETS_V2+0.400
  • OXIDATIVE_PHOSPHORYLATION+0.400
  • G2M_CHECKPOINT+0.300
  • FATTY_ACID_METABOLISM+0.100
  • MYC_TARGETS_V1+0.100
  • PANCREAS_BETA_CELLS+0.100
  • SPERMATOGENESIS+0.100
  • ADIPOGENESIS+0.000

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.600
  • ALLOGRAFT_REJECTION-0.500
  • IL6_JAK_STAT3_SIGNALING-0.500
  • INFLAMMATORY_RESPONSE-0.500
  • INTERFERON_GAMMA_RESPONSE-0.500
  • TGF_BETA_SIGNALING-0.500
  • TNFA_SIGNALING_VIA_NFKB-0.500
  • APOPTOSIS-0.400
  • CHOLESTEROL_HOMEOSTASIS-0.400
  • COMPLEMENT-0.400

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
11b572d35-f98e-4389-b234-a2591a74d7a8
melanoma-umap@29
0.905
2MNG563
mng-umap@100
0.883
3TCGA-UY-A78N-01A-12R-A33J-07
bladder-landscape@3
0.883
4SRR8526719
lung-landscapes@6
cohortMD10.876
5TCGA-P3-A6T6-01A-11R-A34R-07
head-neck@1
0.870
6SAMN03290891
melanoma-umap@29
0.870
7X0c9d8dde.aec7.4a95.b86c.da554465897b
lung-landscapes@6
cohortSQ10.869
8SRR2780123
melanoma-umap@29
0.866
9TCGA-DK-AA75-01A-11R-A39I-07
bladder-landscape@3
0.864
106dfa8fc5-ebbc-4e1d-865f-d9026eebd62d
melanoma-umap@29
0.864

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.500Inavolisib— uncovered
DNA_REPAIR0.400Idelalisib— uncovered
MYC_TARGETS_V20.400Idelalisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.400Remibrutinib— uncovered
G2M_CHECKPOINT0.300Inavolisib— uncovered
FATTY_ACID_METABOLISM0.100Inavolisib— uncovered
MYC_TARGETS_V10.100Inavolisib— uncovered
PANCREAS_BETA_CELLS0.100Cobimetinib— uncovered
SPERMATOGENESIS0.100Inavolisib— uncovered