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

17abac39-baa9-4ea1-83bd-543ba319e246

26b36920-ec93-50d4-9f93-e01feb687e89

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

  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.300
  • NOTCH_SIGNALING+0.300
  • UV_RESPONSE_DN+0.300
  • ANDROGEN_RESPONSE+0.200
  • PEROXISOME+0.200
  • TGF_BETA_SIGNALING+0.200
  • BILE_ACID_METABOLISM+0.100
  • COAGULATION+0.100
  • FATTY_ACID_METABOLISM+0.100
  • KRAS_SIGNALING_UP+0.100

Top 10 suppressed

  • CHOLESTEROL_HOMEOSTASIS-0.400
  • MTORC1_SIGNALING-0.400
  • MYC_TARGETS_V2-0.400
  • ESTROGEN_RESPONSE_LATE-0.300
  • P53_PATHWAY-0.300
  • PI3K_AKT_MTOR_SIGNALING-0.300
  • SPERMATOGENESIS-0.300
  • UNFOLDED_PROTEIN_RESPONSE-0.300
  • COMPLEMENT-0.200
  • GLYCOLYSIS-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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1SAMN03290900
melanoma-umap@29
0.680
2ULC0424T_S49
lung-landscapes@6
cohortA10.675
3s0094268
melanoma-umap@29
0.662
4TCGA-A7-A26E-01A-11R-A169-07
breast-umap@18
B0.647
5TCGA-A7-A0DB-01A-11R-A277-07
breast-umap@18
D0.635
6SJEPD030399_D1.RNA-Seq
medullo-epn-umap@date-based
EPNPosterior Fossa EPN0.630
7SRR6013544
lung-landscapes@6
cohortA10.629
8TCGA-D8-A1XO-01A-11R-A14M-07
breast-umap@18
B0.626
9TCGA-44-2665-01A-01R-A278-07
lung-landscapes@6
cohortMD20.625
10MBCProject_0719_T3_RNA
breast-umap@18
A0.621

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.300Inavolisib— uncovered
NOTCH_SIGNALING0.300Inavolisib— uncovered
UV_RESPONSE_DN0.300Inavolisib— uncovered
ANDROGEN_RESPONSE0.200Inavolisib— uncovered
PEROXISOME0.200Idelalisib— uncovered
TGF_BETA_SIGNALING0.200Inavolisib— uncovered
BILE_ACID_METABOLISM0.100Inavolisib— uncovered
COAGULATION0.100Binimetinib— uncovered
FATTY_ACID_METABOLISM0.100Inavolisib— uncovered
KRAS_SIGNALING_UP0.100Inavolisib— uncovered
MYC_TARGETS_V10.100Inavolisib— uncovered
PROTEIN_SECRETION0.100Remibrutinib— uncovered