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

957a7228-3558-48fd-81d9-13f951e0b597

1fd0da1c-975a-5a2c-8c21-8340e6072ecd

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

  • INTERFERON_ALPHA_RESPONSE+0.700
  • INTERFERON_GAMMA_RESPONSE+0.700
  • ALLOGRAFT_REJECTION+0.600
  • IL6_JAK_STAT3_SIGNALING+0.600
  • INFLAMMATORY_RESPONSE+0.600
  • COMPLEMENT+0.500
  • E2F_TARGETS+0.500
  • G2M_CHECKPOINT+0.500
  • TNFA_SIGNALING_VIA_NFKB+0.500
  • IL2_STAT5_SIGNALING+0.400

Top 10 suppressed

  • MYC_TARGETS_V2-0.500
  • DNA_REPAIR-0.300
  • MYC_TARGETS_V1-0.100
  • BILE_ACID_METABOLISM+0.000
  • GLYCOLYSIS+0.000
  • KRAS_SIGNALING_DN+0.000
  • MYOGENESIS+0.000
  • NOTCH_SIGNALING+0.000
  • OXIDATIVE_PHOSPHORYLATION+0.000
  • P53_PATHWAY+0.000

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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1SAMN03290947
melanoma-umap@29
0.904
2BS_0SCXXM6N
brain-umap@2
low-grade glioma0.886
3TCGA-44-6779-01A-11R-1858-07
lung-landscapes@6
cohortA10.885
4DRR168605
bladder-landscape@3
0.870
5TCGA-DK-A2I4-01A-11R-A21D-07
bladder-landscape@3
0.863
6SRR934980
brain-umap@2
0.861
7SRR10899973
melanoma-umap@29
0.861
8SRR35579823
breast-umap@18
D0.857
9TCGA-AR-A24U-01A-11R-A169-07
breast-umap@18
C0.853
10SRR5088852
melanoma-umap@29
0.853

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.700Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.700Idelalisib— uncovered
ALLOGRAFT_REJECTION0.600Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.600Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.600Idelalisib— uncovered
COMPLEMENT0.500Inavolisib— uncovered
E2F_TARGETS0.500Inavolisib— uncovered
G2M_CHECKPOINT0.500Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.500Inavolisib— uncovered
IL2_STAT5_SIGNALING0.400Idelalisib— uncovered
KRAS_SIGNALING_UP0.400Inavolisib— uncovered
MITOTIC_SPINDLE0.400Inavolisib— uncovered
TGF_BETA_SIGNALING0.400Inavolisib— uncovered
ANDROGEN_RESPONSE0.300Inavolisib— uncovered
APOPTOSIS0.300Idelalisib— uncovered
HYPOXIA0.300Idelalisib— uncovered
MTORC1_SIGNALING0.300Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.300Inavolisib— uncovered
UV_RESPONSE_DN0.300Inavolisib— uncovered
UV_RESPONSE_UP0.300Idelalisib— uncovered