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

e2ac493b-9157-4756-8949-edf4b7f334cd

6a08efd5-416a-5270-8d92-3fa0eef85f98

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

  • ANGIOGENESIS+0.300
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.300
  • ANDROGEN_RESPONSE+0.200
  • CHOLESTEROL_HOMEOSTASIS+0.200
  • COAGULATION+0.200
  • FATTY_ACID_METABOLISM+0.200
  • GLYCOLYSIS+0.200
  • HEDGEHOG_SIGNALING+0.200
  • PEROXISOME+0.200
  • UV_RESPONSE_DN+0.200

Top 10 suppressed

  • ALLOGRAFT_REJECTION-0.400
  • E2F_TARGETS-0.300
  • G2M_CHECKPOINT-0.300
  • IL6_JAK_STAT3_SIGNALING-0.300
  • APOPTOSIS-0.200
  • INFLAMMATORY_RESPONSE-0.200
  • INTERFERON_ALPHA_RESPONSE-0.200
  • INTERFERON_GAMMA_RESPONSE-0.200
  • MYC_TARGETS_V1-0.200
  • MYC_TARGETS_V2-0.200

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-CV-7421-01A-11R-2081-07
head-neck@1
0.816
2TCGA-CV-7177-01A-11R-2016-07
head-neck@1
0.802
3SRR8613754
breast-umap@18
F0.791
4TCGA-B6-A1KI-01A-11R-A14M-07
breast-umap@18
B0.770
5SRR8518146
breast-umap@18
F0.770
6TCGA-44-7671-01A-11R-2066-07
lung-landscapes@6
cohortA20.756
7C3N-01021
lung-landscapes@6
cohortA10.751
8TCGA-A2-A0EM-01A-11R-A034-07
breast-umap@18
B0.750
9SRR8518184
breast-umap@18
F0.750
10TCGA-AN-A0FS-01A-11R-A034-07
breast-umap@18
A0.745

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ANGIOGENESIS0.300Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.300Inavolisib— uncovered
ANDROGEN_RESPONSE0.200Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.200Remibrutinib— uncovered
COAGULATION0.200Binimetinib— uncovered
FATTY_ACID_METABOLISM0.200Inavolisib— uncovered
GLYCOLYSIS0.200Inavolisib— uncovered
HEDGEHOG_SIGNALING0.200Inavolisib— uncovered
PEROXISOME0.200Idelalisib— uncovered
UV_RESPONSE_DN0.200Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.200Inavolisib— uncovered
ADIPOGENESIS0.100Inavolisib— uncovered
APICAL_JUNCTION0.100Inavolisib— uncovered
APICAL_SURFACE0.100Temsirolimus— uncovered
BILE_ACID_METABOLISM0.100Inavolisib— uncovered
DNA_REPAIR0.100Idelalisib— uncovered
MTORC1_SIGNALING0.100Inavolisib— uncovered
MYOGENESIS0.100Inavolisib— uncovered
NOTCH_SIGNALING0.100Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.100Remibrutinib— uncovered