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

0a4a9b5b-90d9-4789-af04-f931433808c1

5db3f03d-d23e-5646-aaa7-11ebd454c3c3

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
63.7043121149897

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+0.290
  • WNT_BETA_CATENIN_SIGNALING+0.150
  • INTERFERON_GAMMA_RESPONSE+0.130
  • BILE_ACID_METABOLISM+0.090
  • ESTROGEN_RESPONSE_EARLY+0.080
  • OXIDATIVE_PHOSPHORYLATION+0.070
  • UNFOLDED_PROTEIN_RESPONSE+0.070
  • UV_RESPONSE_UP+0.070
  • MYC_TARGETS_V2+0.060
  • DNA_REPAIR+0.050

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.390
  • UV_RESPONSE_DN-0.330
  • TGF_BETA_SIGNALING-0.320
  • TNFA_SIGNALING_VIA_NFKB-0.320
  • E2F_TARGETS-0.290
  • G2M_CHECKPOINT-0.280
  • IL2_STAT5_SIGNALING-0.250
  • KRAS_SIGNALING_UP-0.240
  • MITOTIC_SPINDLE-0.240
  • HYPOXIA-0.230

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
1SRR5088854
melanoma-umap@29
0.835
26ca5eb09-d104-4305-b3ec-4d6e8a0c2850
melanoma-umap@29
0.807
3SRR10899977
melanoma-umap@29
0.794
420040020.LumA
breast-umap@18
B0.790
5SRR2755094
melanoma-umap@29
0.787
6SJEPD019_D.RNA-Seq
medullo-epn-umap@date-based
EPNPosterior Fossa EPN0.781
7TCGA-PL-A8LX-01A-11R-A41B-07
breast-umap@18
B0.779
8TCGA-ZF-A9R5-01A-12R-A42T-07
bladder-landscape@3
0.767
9SRR35579841
breast-umap@18
B0.752
10TCGA-E9-A1R2-01A-11R-A14D-07
breast-umap@18
B0.747

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_RESPONSE0.290Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.150Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.130Idelalisib— uncovered
BILE_ACID_METABOLISM0.090Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.080Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.070Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.070Idelalisib— uncovered
UV_RESPONSE_UP0.070Idelalisib— uncovered
MYC_TARGETS_V20.060Idelalisib— uncovered
DNA_REPAIR0.050Idelalisib— uncovered
KRAS_SIGNALING_DN0.050Remibrutinib— uncovered
ADIPOGENESIS0.030Inavolisib— uncovered
PEROXISOME0.030Idelalisib— uncovered
PROTEIN_SECRETION0.030Remibrutinib— uncovered
XENOBIOTIC_METABOLISM0.030Inavolisib— uncovered
APICAL_SURFACE0.020Temsirolimus— uncovered
ALLOGRAFT_REJECTION0.010Idelalisib— uncovered
MYOGENESIS0.010Inavolisib— uncovered
P53_PATHWAY0.010Idelalisib— uncovered