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

7c4477a6-c744-412a-8571-bfb62f0dc714

fe80853f-a926-58aa-a530-12031deccc77

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
age_years
33.1635865845311

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

Top 10 most elevated and top 10 most suppressed Hallmark pathways for this sample.

Top 10 elevated

  • ALLOGRAFT_REJECTION+0.450
  • E2F_TARGETS+0.450
  • G2M_CHECKPOINT+0.450
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.400
  • INTERFERON_GAMMA_RESPONSE+0.400
  • MYC_TARGETS_V2+0.370
  • MYC_TARGETS_V1+0.320
  • INTERFERON_ALPHA_RESPONSE+0.300
  • IL6_JAK_STAT3_SIGNALING+0.290
  • INFLAMMATORY_RESPONSE+0.280

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.370
  • PEROXISOME-0.320
  • BILE_ACID_METABOLISM-0.310
  • PROTEIN_SECRETION-0.290
  • ESTROGEN_RESPONSE_LATE-0.280
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.280
  • XENOBIOTIC_METABOLISM-0.280
  • PI3K_AKT_MTOR_SIGNALING-0.240
  • ESTROGEN_RESPONSE_EARLY-0.220
  • FATTY_ACID_METABOLISM-0.220

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
1TCGA-98-8023-01A-11R-2247-07
lung-landscapes@6
cohortSQ10.860
2TCGA-BH-A18V-01A-11R-A12D-07
breast-umap@18
E0.834
3TCGA-A2-A0SX-01A-12R-A084-07
breast-umap@18
D0.822
4TCGA-85-A511-01A-21R-A262-07
lung-landscapes@6
cohortSQ10.822
5TCGA-AQ-A04J-01A-02R-A034-07
breast-umap@18
D0.818
6C3L-04071
lung-landscapes@6
cohortSQ10.816
7TCGA-AO-A0J4-01A-11R-A034-07
breast-umap@18
E0.810
8SRR975554
colon-landscapes@1
0.797
9SRR650184
bladder-landscape@3
0.795
1002fde1b1-c95c-4d8f-b57b-355b55072108
colon-landscapes@1
0.793

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ALLOGRAFT_REJECTION0.450Idelalisib— uncovered
E2F_TARGETS0.450Inavolisib— uncovered
G2M_CHECKPOINT0.450Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.400Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.400Idelalisib— uncovered
MYC_TARGETS_V20.370Idelalisib— uncovered
MYC_TARGETS_V10.320Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.300Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.290Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.280Idelalisib— uncovered
ANGIOGENESIS0.270Remibrutinib— uncovered
MITOTIC_SPINDLE0.260Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.220Idelalisib— uncovered
UV_RESPONSE_DN0.210Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.210Inavolisib— uncovered
MTORC1_SIGNALING0.200Inavolisib— uncovered
COMPLEMENT0.190Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.190Inavolisib— uncovered
HEDGEHOG_SIGNALING0.180Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.160Remibrutinib— uncovered