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

52162542-af1d-42ea-8f06-c6e042d9ac6c

63803d23-7d00-5e49-9684-b18aa3fc985b

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
74.7488021902806

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.490
  • HEDGEHOG_SIGNALING+0.420
  • MYOGENESIS+0.350
  • ANGIOGENESIS+0.320
  • APICAL_JUNCTION+0.290
  • APICAL_SURFACE+0.290
  • WNT_BETA_CATENIN_SIGNALING+0.280
  • COAGULATION+0.260
  • UV_RESPONSE_DN+0.210
  • IL6_JAK_STAT3_SIGNALING+0.160

Top 10 suppressed

  • E2F_TARGETS-0.490
  • MYC_TARGETS_V1-0.450
  • G2M_CHECKPOINT-0.440
  • OXIDATIVE_PHOSPHORYLATION-0.410
  • PROTEIN_SECRETION-0.320
  • ANDROGEN_RESPONSE-0.280
  • FATTY_ACID_METABOLISM-0.240
  • MITOTIC_SPINDLE-0.210
  • MTORC1_SIGNALING-0.210
  • CHOLESTEROL_HOMEOSTASIS-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.

10 twins match this tumor's tissue · 0 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1C3L-00083
lung-landscapes@6
cohortMD20.899
220050037.TNBC
breast-umap@18
C0.892
3R116
bladder-landscape@3
0.886
4TCGA-XF-AAMJ-01A-11R-A42T-07
bladder-landscape@3
0.870
5TCGA-SY-A9G0-01A-12R-A38B-07
bladder-landscape@3
0.853
6SRR9879291
lung-landscapes@6
cohortMD20.849
712305e97-f72f-4de7-9735-4cdbecb60296
melanoma-umap@29
0.846
840b98f15-43cb-426b-880c-951a4b28c3e2
colon-landscapes@1
0.846
9TCGA-BH-A8G0-01A-11R-A352-07
breast-umap@18
A0.846
10SRR17866847
colon-landscapes@1
0.844

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.490Inavolisib— uncovered
HEDGEHOG_SIGNALING0.420Inavolisib— uncovered
MYOGENESIS0.350Inavolisib— uncovered
ANGIOGENESIS0.320Remibrutinib— uncovered
APICAL_JUNCTION0.290Inavolisib— uncovered
APICAL_SURFACE0.290Temsirolimus— uncovered
WNT_BETA_CATENIN_SIGNALING0.280Inavolisib— uncovered
COAGULATION0.260Binimetinib— uncovered
UV_RESPONSE_DN0.210Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.160Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.120Inavolisib— uncovered
HYPOXIA0.120Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.120Idelalisib— uncovered
KRAS_SIGNALING_UP0.070Inavolisib— uncovered
KRAS_SIGNALING_DN0.060Remibrutinib— uncovered
NOTCH_SIGNALING0.060Inavolisib— uncovered
BILE_ACID_METABOLISM0.050Inavolisib— uncovered
IL2_STAT5_SIGNALING0.050Idelalisib— uncovered
APOPTOSIS0.040Idelalisib— uncovered