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

ae30907a-a08a-44f3-b656-b0ba9729c8e7

50ded7d3-440b-559d-94c2-fb3343f8caa1

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

  • HEDGEHOG_SIGNALING+0.500
  • CHOLESTEROL_HOMEOSTASIS+0.400
  • APICAL_JUNCTION+0.300
  • APICAL_SURFACE+0.300
  • ESTROGEN_RESPONSE_EARLY+0.300
  • MYOGENESIS+0.300
  • COAGULATION+0.200
  • DNA_REPAIR+0.200
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.200
  • ESTROGEN_RESPONSE_LATE+0.200

Top 10 suppressed

  • ALLOGRAFT_REJECTION-0.600
  • INFLAMMATORY_RESPONSE-0.500
  • INTERFERON_ALPHA_RESPONSE-0.500
  • INTERFERON_GAMMA_RESPONSE-0.500
  • IL6_JAK_STAT3_SIGNALING-0.400
  • IL2_STAT5_SIGNALING-0.300
  • KRAS_SIGNALING_UP-0.300
  • TNFA_SIGNALING_VIA_NFKB-0.300
  • COMPLEMENT-0.200
  • UNFOLDED_PROTEIN_RESPONSE-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
1TCGA-AC-A3EH-01A-22R-A22K-07
breast-umap@18
B0.785
2SRR12475125
colon-landscapes@1
0.757
3MNG965
mng-umap@100
0.754
4SRR8518172
breast-umap@18
E0.753
5TCGA-A1-A0SE-01A-11R-A084-07
breast-umap@18
A0.751
60177d00d-7d3f-43c8-8d0f-e6333e73efa4
colon-landscapes@1
0.746
7TCGA-S3-AA14-01A-11R-A41B-07
breast-umap@18
A0.740
8SRR8613741
breast-umap@18
F0.738
9c3b46d4b-4d9f-4d2d-bbca-c0dbd6901e56
melanoma-umap@29
0.736
10SRR11296875
colon-landscapes@1
0.736

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
HEDGEHOG_SIGNALING0.500Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.400Remibrutinib— uncovered
APICAL_JUNCTION0.300Inavolisib— uncovered
APICAL_SURFACE0.300Temsirolimus— uncovered
ESTROGEN_RESPONSE_EARLY0.300Inavolisib— uncovered
MYOGENESIS0.300Inavolisib— uncovered
COAGULATION0.200Binimetinib— uncovered
DNA_REPAIR0.200Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.200Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.200Idelalisib— uncovered
FATTY_ACID_METABOLISM0.200Inavolisib— uncovered
PANCREAS_BETA_CELLS0.200Cobimetinib— uncovered
PEROXISOME0.200Idelalisib— uncovered
ANGIOGENESIS0.100Remibrutinib— uncovered
BILE_ACID_METABOLISM0.100Inavolisib— uncovered
MITOTIC_SPINDLE0.100Inavolisib— uncovered
MYC_TARGETS_V20.100Idelalisib— uncovered
NOTCH_SIGNALING0.100Inavolisib— uncovered
UV_RESPONSE_DN0.100Inavolisib— uncovered
UV_RESPONSE_UP0.100Idelalisib— uncovered