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

c2bfde36-4ebd-48d7-8662-cf82253a3eab

2a9f1374-2e05-5aa6-b14d-555fff0ec150

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
50.0287474332649

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • WNT_BETA_CATENIN_SIGNALING+0.380
  • ANGIOGENESIS+0.310
  • HEDGEHOG_SIGNALING+0.300
  • TGF_BETA_SIGNALING+0.220
  • NOTCH_SIGNALING+0.180
  • PROTEIN_SECRETION+0.180
  • MITOTIC_SPINDLE+0.170
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.120
  • MYC_TARGETS_V1+0.110
  • APICAL_JUNCTION+0.090

Top 10 suppressed

  • ALLOGRAFT_REJECTION-0.370
  • ADIPOGENESIS-0.360
  • INTERFERON_GAMMA_RESPONSE-0.350
  • INTERFERON_ALPHA_RESPONSE-0.330
  • OXIDATIVE_PHOSPHORYLATION-0.330
  • IL6_JAK_STAT3_SIGNALING-0.270
  • INFLAMMATORY_RESPONSE-0.270
  • MYC_TARGETS_V2-0.270
  • PANCREAS_BETA_CELLS-0.260
  • TNFA_SIGNALING_VIA_NFKB-0.260

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
1SRR8613798
breast-umap@18
D0.833
2ERR2208936
melanoma-umap@29
0.817
3ca7940e6-af7e-44fd-a6fc-5d86dc1d86c4
colon-landscapes@1
0.787
4TCGA-D8-A1XB-01A-11R-A14D-07
breast-umap@18
A0.779
5TCGA-A1-A0SB-01A-11R-A144-07
breast-umap@18
A0.778
620100144.Her2HRpos
breast-umap@18
D0.777
7TCGA-CQ-7072-01A-21R-A30B-07
head-neck@1
0.776
8a7bda5b9-9c95-4f90-bab6-10ab15ee2b48
melanoma-umap@29
0.775
98a25dfb0-edd0-4a44-9a6b-8f3f761b940c
colon-landscapes@1
0.774
10TCGA-98-8021-01A-11R-2247-07
lung-landscapes@6
cohortSQ10.774

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
WNT_BETA_CATENIN_SIGNALING0.380Inavolisib— uncovered
ANGIOGENESIS0.310Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.300Inavolisib— uncovered
TGF_BETA_SIGNALING0.220Inavolisib— uncovered
NOTCH_SIGNALING0.180Inavolisib— uncovered
PROTEIN_SECRETION0.180Remibrutinib— uncovered
MITOTIC_SPINDLE0.170Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.120Inavolisib— uncovered
MYC_TARGETS_V10.110Inavolisib— uncovered
APICAL_JUNCTION0.090Inavolisib— uncovered
KRAS_SIGNALING_UP0.060Inavolisib— uncovered
SPERMATOGENESIS0.060Inavolisib— uncovered
UV_RESPONSE_DN0.060Inavolisib— uncovered
ANDROGEN_RESPONSE0.010Inavolisib— uncovered