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

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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
  • G2M_CHECKPOINT+0.500
  • MITOTIC_SPINDLE+0.300
  • PROTEIN_SECRETION+0.300
  • SPERMATOGENESIS+0.300
  • ANDROGEN_RESPONSE+0.100
  • ANGIOGENESIS+0.100
  • MYC_TARGETS_V1+0.100
  • MYC_TARGETS_V2+0.100
  • BILE_ACID_METABOLISM+0.000

Top 10 suppressed

  • ALLOGRAFT_REJECTION-0.500
  • INTERFERON_ALPHA_RESPONSE-0.500
  • INTERFERON_GAMMA_RESPONSE-0.500
  • TNFA_SIGNALING_VIA_NFKB-0.500
  • IL6_JAK_STAT3_SIGNALING-0.400
  • INFLAMMATORY_RESPONSE-0.400
  • OXIDATIVE_PHOSPHORYLATION-0.400
  • COMPLEMENT-0.300
  • HYPOXIA-0.300
  • IL2_STAT5_SIGNALING-0.300

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.

6 twins match this tumor's tissue · 4 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1SJEPD031372_D1.RNA-Seq
medullo-epn-umap@date-based
EPNSupratentorial EPN0.868
2SRR12475132
colon-landscapes@1
0.867
3SRR975565
colon-landscapes@1
0.858
4TCGA-E9-A228-01A-31R-A157-07
breast-umap@18
B0.857
5SAMN03290918
melanoma-umap@29
0.854
674d58c33-0c42-47bc-a55b-f56835480fbe
colon-landscapes@1
0.854
7MDT-AP-3021
medullo-epn-umap@date-based
MedMedulloblastoma0.851
8BS_6NRTJSYK
brain-umap@2
Embryonal tumors0.847
9TCGA-4Z-AA7R-01A-11R-A39I-07
bladder-landscape@3
0.847
10BS_NKRYMHEP
brain-umap@2
medulloblastoma0.846

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
G2M_CHECKPOINT0.500Inavolisib— uncovered
MITOTIC_SPINDLE0.300Inavolisib— uncovered
PROTEIN_SECRETION0.300Remibrutinib— uncovered
SPERMATOGENESIS0.300Inavolisib— uncovered
ANDROGEN_RESPONSE0.100Inavolisib— uncovered
ANGIOGENESIS0.100Remibrutinib— uncovered
MYC_TARGETS_V10.100Inavolisib— uncovered
MYC_TARGETS_V20.100Idelalisib— uncovered