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+0.600
  • G2M_CHECKPOINT+0.600
  • MYC_TARGETS_V1+0.600
  • MTORC1_SIGNALING+0.500
  • MYC_TARGETS_V2+0.500
  • MITOTIC_SPINDLE+0.400
  • OXIDATIVE_PHOSPHORYLATION+0.400
  • DNA_REPAIR+0.300
  • PI3K_AKT_MTOR_SIGNALING+0.300
  • PROTEIN_SECRETION+0.300

Top 10 suppressed

  • ANGIOGENESIS-0.500
  • COAGULATION-0.400
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.400
  • INFLAMMATORY_RESPONSE-0.400
  • INTERFERON_ALPHA_RESPONSE-0.400
  • NOTCH_SIGNALING-0.400
  • IL6_JAK_STAT3_SIGNALING-0.300
  • INTERFERON_GAMMA_RESPONSE-0.300
  • KRAS_SIGNALING_DN-0.300
  • KRAS_SIGNALING_UP-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.

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

#SampleCancer typeSubtypecos similarity
1TCGA-AN-A0AK-01A-21R-A00Z-07
breast-umap@18
C0.936
2TCGA-66-2787-01A-01R-0980-07
lung-landscapes@6
cohortSQ20.919
3SRR35579804
breast-umap@18
C0.909
4SRR33532759
breast-umap@18
E0.907
5TCGA-46-3768-01A-01R-0980-07
lung-landscapes@6
cohortSQ20.900
6MDT-AP-2956
medullo-epn-umap@date-based
MedMedulloblastoma0.896
71764b9ab-4f37-47c5-8225-40c574433f40
colon-landscapes@1
0.894
8TCGA-21-1075-01A-01R-0692-07
lung-landscapes@6
cohortSQ20.889
9TCGA-DK-A3X2-01A-11R-A22U-07
bladder-landscape@3
0.888
10MNG1063
mng-umap@100
0.888

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.600Inavolisib— uncovered
G2M_CHECKPOINT0.600Inavolisib— uncovered
MYC_TARGETS_V10.600Inavolisib— uncovered
MTORC1_SIGNALING0.500Inavolisib— uncovered
MYC_TARGETS_V20.500Idelalisib— uncovered
MITOTIC_SPINDLE0.400Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.400Remibrutinib— uncovered
DNA_REPAIR0.300Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.300Inavolisib— uncovered
PROTEIN_SECRETION0.300Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.300Idelalisib— uncovered
ANDROGEN_RESPONSE0.200Inavolisib— uncovered
GLYCOLYSIS0.200Inavolisib— uncovered
SPERMATOGENESIS0.200Inavolisib— uncovered
ADIPOGENESIS0.100Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.100Remibrutinib— uncovered
FATTY_ACID_METABOLISM0.100Inavolisib— uncovered
HEME_METABOLISM0.100Temsirolimus— uncovered
PEROXISOME0.100Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.100Inavolisib— uncovered