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

cdef9a7f-9daa-4a33-b196-08a12a2ed203

d93ac082-63f3-5b9c-890e-28381c4ff217

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
69.3333333333333

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+0.620
  • MYC_TARGETS_V1+0.600
  • OXIDATIVE_PHOSPHORYLATION+0.560
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.510
  • DNA_REPAIR+0.410
  • E2F_TARGETS+0.390
  • MTORC1_SIGNALING+0.370
  • INTERFERON_ALPHA_RESPONSE+0.360
  • CHOLESTEROL_HOMEOSTASIS+0.320
  • UNFOLDED_PROTEIN_RESPONSE+0.320

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.450
  • APICAL_SURFACE-0.320
  • HEDGEHOG_SIGNALING-0.310
  • UV_RESPONSE_DN-0.310
  • PANCREAS_BETA_CELLS-0.300
  • MYOGENESIS-0.290
  • ANGIOGENESIS-0.280
  • MITOTIC_SPINDLE-0.280
  • KRAS_SIGNALING_DN-0.240
  • TGF_BETA_SIGNALING-0.230

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
1ddd65fce-1a39-415c-9114-7a9c8e9b266c
colon-landscapes@1
0.891
2MNG602
mng-umap@100
0.882
3SRR17866821
colon-landscapes@1
0.875
4MNG510
mng-umap@100
0.873
5ERR2278852
head-neck@1
0.863
681b828aa-cb06-4790-ba3e-efaa39f4eeef
colon-landscapes@1
0.862
7SRR11296765
colon-landscapes@1
0.859
8MNG277
mng-umap@100
0.851
9SRR6013558
lung-landscapes@6
cohortA40.842
10TCGA-66-2758-01A-02R-0851-07
lung-landscapes@6
cohortSQ20.841

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
MYC_TARGETS_V20.620Idelalisib— uncovered
MYC_TARGETS_V10.600Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.560Remibrutinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.510Inavolisib— uncovered
DNA_REPAIR0.410Idelalisib— uncovered
E2F_TARGETS0.390Inavolisib— uncovered
MTORC1_SIGNALING0.370Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.360Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.320Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.320Idelalisib— uncovered
ADIPOGENESIS0.290Inavolisib— uncovered
ALLOGRAFT_REJECTION0.270Idelalisib— uncovered
FATTY_ACID_METABOLISM0.260Inavolisib— uncovered
GLYCOLYSIS0.260Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.260Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.180Inavolisib— uncovered
NOTCH_SIGNALING0.150Inavolisib— uncovered
UV_RESPONSE_UP0.140Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.130Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.120Idelalisib— uncovered