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

ca7ac1e1-4c44-40a5-8094-eeebc0c2c5a2

d0ac6bde-8288-5d89-aeda-9a9c689b82f0

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
56

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • SPERMATOGENESIS+0.160
  • WNT_BETA_CATENIN_SIGNALING+0.130
  • PROTEIN_SECRETION+0.120
  • UV_RESPONSE_DN+0.100
  • KRAS_SIGNALING_DN+0.080
  • MYOGENESIS+0.080
  • PANCREAS_BETA_CELLS+0.070
  • TGF_BETA_SIGNALING+0.060
  • APICAL_JUNCTION+0.050
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.040

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.550
  • INTERFERON_GAMMA_RESPONSE-0.540
  • ALLOGRAFT_REJECTION-0.480
  • INFLAMMATORY_RESPONSE-0.450
  • TNFA_SIGNALING_VIA_NFKB-0.420
  • IL6_JAK_STAT3_SIGNALING-0.390
  • CHOLESTEROL_HOMEOSTASIS-0.360
  • E2F_TARGETS-0.350
  • MTORC1_SIGNALING-0.340
  • FATTY_ACID_METABOLISM-0.320

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
1SRR8518450
breast-umap@18
A0.883
2SRR8613752
breast-umap@18
A0.880
3ea89121f-2c74-433d-8047-898dc963bf35
colon-landscapes@1
0.876
4TCGA-WA-A7H4-01A-21R-A34R-07
head-neck@1
0.870
5TCGA-A8-A0A4-01A-11R-A00Z-07
breast-umap@18
A0.862
6d69e622a-6dee-48f3-bf06-7f6148d7472a
colon-landscapes@1
0.861
7TCGA-OR-A5L8-01
acc-tcga-pancan-2018@2018
Adrenocortical CarcinomaAdrenocortical Carcinoma, Usual Type0.860
8SRR8613756
breast-umap@18
E0.860
9718c4754-af81-496f-878d-83222a2581b8
melanoma-umap@29
0.860
10TCGA-CN-A49A-01A-11R-A24H-07
head-neck@1
0.860

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
SPERMATOGENESIS0.160Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.130Inavolisib— uncovered
PROTEIN_SECRETION0.120Remibrutinib— uncovered
UV_RESPONSE_DN0.100Inavolisib— uncovered
KRAS_SIGNALING_DN0.080Remibrutinib— uncovered
MYOGENESIS0.080Inavolisib— uncovered
PANCREAS_BETA_CELLS0.070Cobimetinib— uncovered
TGF_BETA_SIGNALING0.060Inavolisib— uncovered
APICAL_JUNCTION0.050Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.040Inavolisib— uncovered
HEDGEHOG_SIGNALING0.040Inavolisib— uncovered