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

4b4a3828-d808-4d25-a06c-b738fd8daacb

b17dd473-04de-5b3f-87d3-9aaa9e7a79ef

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
78.0862422997947

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • KRAS_SIGNALING_DN+0.280
  • UV_RESPONSE_DN+0.240
  • PANCREAS_BETA_CELLS+0.220
  • APICAL_SURFACE+0.200
  • ALLOGRAFT_REJECTION+0.190
  • NOTCH_SIGNALING+0.150
  • ESTROGEN_RESPONSE_EARLY+0.110
  • ANDROGEN_RESPONSE+0.100
  • HEDGEHOG_SIGNALING+0.100
  • IL6_JAK_STAT3_SIGNALING+0.100

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.640
  • MYC_TARGETS_V2-0.600
  • MYC_TARGETS_V1-0.550
  • MTORC1_SIGNALING-0.520
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.440
  • UNFOLDED_PROTEIN_RESPONSE-0.440
  • DNA_REPAIR-0.420
  • GLYCOLYSIS-0.420
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.420
  • E2F_TARGETS-0.380

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.

8 twins match this tumor's tissue · 2 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1TCGA-NJ-A55A-01A-11R-A262-07
lung-landscapes@6
cohortA10.859
2MDT-AP-3062
medullo-epn-umap@date-based
MedMedulloblastoma0.849
3AUR-AER7-TTP1-A-1-0-R-A741-41
breast-umap@18
D0.836
4TCGA-AC-A3OD-01B-06R-A22O-07
breast-umap@18
D0.830
5SRR6013520
lung-landscapes@6
cohortA10.828
6TCGA-AC-A3QQ-01B-06R-A22O-07
breast-umap@18
D0.826
7BS_QEYPFYHD
medullo-epn-umap@date-based
MedMedulloblastoma0.820
8s0122234
melanoma-umap@29
0.819
9bae6fdb5-9df3-433c-9a4c-e5c159a62bc6
colon-landscapes@1
0.818
10TCGA-CR-7388-01A-11R-2016-07
head-neck@1
0.818

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
KRAS_SIGNALING_DN0.280Remibrutinib— uncovered
UV_RESPONSE_DN0.240Inavolisib— uncovered
PANCREAS_BETA_CELLS0.220Cobimetinib— uncovered
APICAL_SURFACE0.200Temsirolimus— uncovered
ALLOGRAFT_REJECTION0.190Idelalisib— uncovered
NOTCH_SIGNALING0.150Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.110Inavolisib— uncovered
ANDROGEN_RESPONSE0.100Inavolisib— uncovered
HEDGEHOG_SIGNALING0.100Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.100Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.070Idelalisib— uncovered
SPERMATOGENESIS0.070Inavolisib— uncovered
IL2_STAT5_SIGNALING0.050Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.040Inavolisib— uncovered
MITOTIC_SPINDLE0.020Inavolisib— uncovered
HEME_METABOLISM0.010Temsirolimus— uncovered
TGF_BETA_SIGNALING0.010Inavolisib— uncovered