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

1692105e-13d3-45ca-ab70-e6aed396c8c0

5bcdb7a5-af38-5e74-8aab-6baedf8452dd

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
77.4182067077344

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • INTERFERON_ALPHA_RESPONSE+0.590
  • INTERFERON_GAMMA_RESPONSE+0.580
  • ALLOGRAFT_REJECTION+0.470
  • IL6_JAK_STAT3_SIGNALING+0.420
  • INFLAMMATORY_RESPONSE+0.330
  • COMPLEMENT+0.280
  • APICAL_SURFACE+0.220
  • IL2_STAT5_SIGNALING+0.190
  • SPERMATOGENESIS+0.190
  • E2F_TARGETS+0.170

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.420
  • ANGIOGENESIS-0.410
  • WNT_BETA_CATENIN_SIGNALING-0.310
  • TGF_BETA_SIGNALING-0.300
  • MYOGENESIS-0.260
  • NOTCH_SIGNALING-0.260
  • UV_RESPONSE_DN-0.240
  • HYPOXIA-0.210
  • BILE_ACID_METABOLISM-0.190
  • OXIDATIVE_PHOSPHORYLATION-0.180

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
1BSR_11_0107_E3_S77
breast-umap@18
D0.835
2TCGA-A8-A08I-01A-11R-A00Z-07
breast-umap@18
C0.825
31f57edd1-3bc9-4eaf-8045-8984d5c7f148
melanoma-umap@29
0.816
4b03d2223-38c1-4bb3-be8b-27db05f87b66
melanoma-umap@29
0.815
5SRR33532827
breast-umap@18
D0.811
6TCGA-AO-A128-01A-11R-A10J-07
breast-umap@18
D0.811
7SRR8518190
breast-umap@18
D0.808
8ERR2208913
melanoma-umap@29
0.807
9SRR8518291
breast-umap@18
D0.798
10SRR8613787
breast-umap@18
D0.793

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.590Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.580Idelalisib— uncovered
ALLOGRAFT_REJECTION0.470Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.420Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.330Idelalisib— uncovered
COMPLEMENT0.280Inavolisib— uncovered
APICAL_SURFACE0.220Temsirolimus— uncovered
IL2_STAT5_SIGNALING0.190Idelalisib— uncovered
SPERMATOGENESIS0.190Inavolisib— uncovered
E2F_TARGETS0.170Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.160Idelalisib— uncovered
GLYCOLYSIS0.140Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.140Inavolisib— uncovered
PROTEIN_SECRETION0.130Remibrutinib— uncovered
PI3K_AKT_MTOR_SIGNALING0.090Inavolisib— uncovered
G2M_CHECKPOINT0.080Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.080Inavolisib— uncovered
DNA_REPAIR0.060Idelalisib— uncovered
APOPTOSIS0.030Idelalisib— uncovered