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

a97448d4-418a-4e9c-bd75-c4d217c20c89

918ba335-5e3b-5921-b671-7ba3d4ba8d73

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
86.9979466119097

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • IL6_JAK_STAT3_SIGNALING+0.380
  • CHOLESTEROL_HOMEOSTASIS+0.350
  • TNFA_SIGNALING_VIA_NFKB+0.350
  • XENOBIOTIC_METABOLISM+0.330
  • P53_PATHWAY+0.320
  • COAGULATION+0.310
  • APICAL_JUNCTION+0.300
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.290
  • ANGIOGENESIS+0.270
  • ADIPOGENESIS+0.260

Top 10 suppressed

  • G2M_CHECKPOINT-0.490
  • E2F_TARGETS-0.450
  • MITOTIC_SPINDLE-0.350
  • UV_RESPONSE_DN-0.200
  • MYC_TARGETS_V1-0.190
  • PROTEIN_SECRETION-0.170
  • SPERMATOGENESIS-0.170
  • ANDROGEN_RESPONSE-0.140
  • PANCREAS_BETA_CELLS-0.090
  • HEME_METABOLISM-0.030

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.

3 twins match this tumor's tissue · 7 come from a different tissue of origin ← cross-tissue dominant

#SampleCancer typeSubtypecos similarity
1SAMN03290885
melanoma-umap@29
0.908
2SRR3147740
colon-landscapes@1
0.896
3BS_W7FP2G3F
brain-umap@2
DNET0.890
4BS_EFEZB0ZH
brain-umap@2
low-grade glioma0.872
5BS_T3H5AY8A
brain-umap@2
low-grade glioma0.869
6BS_C51RB0YR
brain-umap@2
low-grade glioma0.869
7BS_9BJARSX3
brain-umap@2
pleomorphic xanthoastrocytoma(PXA)0.866
8MNG1110
mng-umap@100
0.865
9BS_YCREDZTJ
brain-umap@2
low-grade glioma0.860
10BS_77CDMEY4
brain-umap@2
Ganglioglioma0.857

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
IL6_JAK_STAT3_SIGNALING0.380Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.350Remibrutinib— uncovered
TNFA_SIGNALING_VIA_NFKB0.350Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.330Inavolisib— uncovered
P53_PATHWAY0.320Idelalisib— uncovered
COAGULATION0.310Binimetinib— uncovered
APICAL_JUNCTION0.300Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.290Inavolisib— uncovered
ANGIOGENESIS0.270Remibrutinib— uncovered
ADIPOGENESIS0.260Inavolisib— uncovered
ALLOGRAFT_REJECTION0.260Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.260Inavolisib— uncovered
NOTCH_SIGNALING0.230Inavolisib— uncovered
APICAL_SURFACE0.220Temsirolimus— uncovered
INFLAMMATORY_RESPONSE0.220Idelalisib— uncovered
HEDGEHOG_SIGNALING0.210Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.210Idelalisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.200Remibrutinib— uncovered
IL2_STAT5_SIGNALING0.190Idelalisib— uncovered
BILE_ACID_METABOLISM0.180Inavolisib— uncovered