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+0.700
  • MYC_TARGETS_V1+0.700
  • MYC_TARGETS_V2+0.700
  • G2M_CHECKPOINT+0.600
  • DNA_REPAIR+0.400
  • MITOTIC_SPINDLE+0.400
  • MTORC1_SIGNALING+0.400
  • OXIDATIVE_PHOSPHORYLATION+0.300
  • PI3K_AKT_MTOR_SIGNALING+0.300
  • UNFOLDED_PROTEIN_RESPONSE+0.300

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.600
  • INTERFERON_GAMMA_RESPONSE-0.400
  • ANGIOGENESIS-0.300
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.300
  • ESTROGEN_RESPONSE_EARLY-0.300
  • KRAS_SIGNALING_DN-0.300
  • MYOGENESIS-0.300
  • BILE_ACID_METABOLISM-0.200
  • COAGULATION-0.200
  • ESTROGEN_RESPONSE_LATE-0.200

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
10D600773-1B42-4F04-BCEA-39F658DF63F1
brain-umap@2
0.850
2BS_1EBQ3T20
brain-umap@2
high-grade glioma0.831
3TCGA-A8-A07O-01A-11R-A00Z-07
breast-umap@18
E0.828
4TCGA-BH-A18T-01A-11R-A12D-07
breast-umap@18
E0.827
5SRR934937
brain-umap@2
0.827
6TCGA-AN-A0AT-01A-11R-A034-07
breast-umap@18
E0.822
7c58c72c3-3152-461a-b55a-9bcccc0b71f4
colon-landscapes@1
0.821
8SRR8518152
breast-umap@18
E0.819
9d9eacc36-0ae3-41bd-aef6-503f91cb25aa
melanoma-umap@29
0.815
10MNG922
mng-umap@100
0.815

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.700Inavolisib— uncovered
MYC_TARGETS_V10.700Inavolisib— uncovered
MYC_TARGETS_V20.700Idelalisib— uncovered
G2M_CHECKPOINT0.600Inavolisib— uncovered
DNA_REPAIR0.400Idelalisib— uncovered
MITOTIC_SPINDLE0.400Inavolisib— uncovered
MTORC1_SIGNALING0.400Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.300Remibrutinib— uncovered
PI3K_AKT_MTOR_SIGNALING0.300Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.300Idelalisib— uncovered
ANDROGEN_RESPONSE0.200Inavolisib— uncovered
PANCREAS_BETA_CELLS0.200Cobimetinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.200Inavolisib— uncovered
ALLOGRAFT_REJECTION0.100Idelalisib— uncovered
GLYCOLYSIS0.100Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.100Inavolisib— uncovered
KRAS_SIGNALING_UP0.100Inavolisib— uncovered
NOTCH_SIGNALING0.100Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.100Inavolisib— uncovered
SPERMATOGENESIS0.100Inavolisib— uncovered