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

c6c161fd-9f0a-4ad5-96ba-b9ce811348fc

4e46f88c-f3ae-5390-8b72-26bd35b129fc

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

  • MYC_TARGETS_V2+0.520
  • MYC_TARGETS_V1+0.500
  • E2F_TARGETS+0.470
  • PANCREAS_BETA_CELLS+0.450
  • G2M_CHECKPOINT+0.440
  • UNFOLDED_PROTEIN_RESPONSE+0.380
  • OXIDATIVE_PHOSPHORYLATION+0.370
  • MTORC1_SIGNALING+0.350
  • CHOLESTEROL_HOMEOSTASIS+0.250
  • TNFA_SIGNALING_VIA_NFKB+0.220

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.500
  • INTERFERON_GAMMA_RESPONSE-0.490
  • ALLOGRAFT_REJECTION-0.460
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.460
  • ANGIOGENESIS-0.440
  • COMPLEMENT-0.380
  • COAGULATION-0.350
  • IL6_JAK_STAT3_SIGNALING-0.340
  • MYOGENESIS-0.340
  • UV_RESPONSE_DN-0.340

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
16bc5d616-670c-4778-a769-d5b64fc51d8e
colon-landscapes@1
0.906
2TCGA-39-5037-01A-01R-1443-07
lung-landscapes@6
cohortSQ20.867
3TCGA-94-8035-01A-11R-2247-07
lung-landscapes@6
cohortSQ10.867
4TCGA-85-8354-01A-31R-2326-07
lung-landscapes@6
cohortSQ20.860
5a8ce7460-8ccd-4638-a854-55c4068af6ec
colon-landscapes@1
0.857
6MDT-AP-0843
medullo-epn-umap@date-based
MedMedulloblastoma0.855
7SRR8518170
breast-umap@18
E0.852
8SRR975602
colon-landscapes@1
0.852
920020032.TNBC
breast-umap@18
E0.850
10fea46737-a2b3-49d4-8358-d0737546b6da
colon-landscapes@1
0.850

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
MYC_TARGETS_V20.520Idelalisib— uncovered
MYC_TARGETS_V10.500Inavolisib— uncovered
E2F_TARGETS0.470Inavolisib— uncovered
PANCREAS_BETA_CELLS0.450Cobimetinib— uncovered
G2M_CHECKPOINT0.440Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.380Idelalisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.370Remibrutinib— uncovered
MTORC1_SIGNALING0.350Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.250Remibrutinib— uncovered
TNFA_SIGNALING_VIA_NFKB0.220Inavolisib— uncovered
DNA_REPAIR0.200Idelalisib— uncovered
P53_PATHWAY0.170Idelalisib— uncovered
MITOTIC_SPINDLE0.120Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.090Inavolisib— uncovered
SPERMATOGENESIS0.050Inavolisib— uncovered
UV_RESPONSE_UP0.050Idelalisib— uncovered
PEROXISOME0.020Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.010Inavolisib— uncovered