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

4df6c488-ef2f-4019-a1b0-3a3624039be8

0023e102-2753-5696-9736-7d5f409bbe5d

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
74

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+0.480
  • APICAL_SURFACE+0.440
  • CHOLESTEROL_HOMEOSTASIS+0.400
  • MYOGENESIS+0.400
  • ANGIOGENESIS+0.390
  • APICAL_JUNCTION+0.330
  • UV_RESPONSE_DN+0.320
  • ESTROGEN_RESPONSE_EARLY+0.310
  • TGF_BETA_SIGNALING+0.310
  • COAGULATION+0.290

Top 10 suppressed

  • E2F_TARGETS-0.490
  • INTERFERON_ALPHA_RESPONSE-0.480
  • MYC_TARGETS_V1-0.390
  • G2M_CHECKPOINT-0.370
  • INTERFERON_GAMMA_RESPONSE-0.370
  • MYC_TARGETS_V2-0.360
  • TNFA_SIGNALING_VIA_NFKB-0.280
  • MITOTIC_SPINDLE-0.240
  • DNA_REPAIR-0.210
  • ALLOGRAFT_REJECTION-0.190

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
120040084.LumA
breast-umap@18
A0.900
2TCGA-A8-A06P-01A-11R-A00Z-07
breast-umap@18
A0.898
3TCGA-CV-7177-01A-11R-2016-07
head-neck@1
0.870
4SRR8613707
breast-umap@18
C0.850
520050118.TNBC
breast-umap@18
F0.840
6SRR8518453
breast-umap@18
F0.826
7SRR8613710
breast-umap@18
F0.824
8TCGA-A1-A0SH-01A-11R-A084-07
breast-umap@18
A0.821
920020054.LumA
breast-umap@18
A0.818
1020060030.TNBC
breast-umap@18
F0.816

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.480Inavolisib— uncovered
APICAL_SURFACE0.440Temsirolimus— uncovered
CHOLESTEROL_HOMEOSTASIS0.400Remibrutinib— uncovered
MYOGENESIS0.400Inavolisib— uncovered
ANGIOGENESIS0.390Remibrutinib— uncovered
APICAL_JUNCTION0.330Inavolisib— uncovered
UV_RESPONSE_DN0.320Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.310Inavolisib— uncovered
TGF_BETA_SIGNALING0.310Inavolisib— uncovered
COAGULATION0.290Binimetinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.280Inavolisib— uncovered
ADIPOGENESIS0.270Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.250Idelalisib— uncovered
PANCREAS_BETA_CELLS0.210Cobimetinib— uncovered
HEDGEHOG_SIGNALING0.190Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.190Inavolisib— uncovered
HEME_METABOLISM0.170Temsirolimus— uncovered
ANDROGEN_RESPONSE0.150Inavolisib— uncovered
HYPOXIA0.150Idelalisib— uncovered
FATTY_ACID_METABOLISM0.140Inavolisib— uncovered