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

8cace84b-8d01-46cf-8b59-9f1e53249863

78a75da0-994e-5186-8782-c4c2e2ccf73f

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
81

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • WNT_BETA_CATENIN_SIGNALING+0.330
  • UV_RESPONSE_DN+0.320
  • PROTEIN_SECRETION+0.270
  • G2M_CHECKPOINT+0.230
  • ANDROGEN_RESPONSE+0.210
  • PEROXISOME+0.190
  • MITOTIC_SPINDLE+0.180
  • E2F_TARGETS+0.150
  • SPERMATOGENESIS+0.150
  • BILE_ACID_METABOLISM+0.080

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.430
  • INTERFERON_GAMMA_RESPONSE-0.390
  • IL6_JAK_STAT3_SIGNALING-0.370
  • INFLAMMATORY_RESPONSE-0.350
  • ALLOGRAFT_REJECTION-0.340
  • TNFA_SIGNALING_VIA_NFKB-0.340
  • CHOLESTEROL_HOMEOSTASIS-0.310
  • P53_PATHWAY-0.310
  • HYPOXIA-0.300
  • IL2_STAT5_SIGNALING-0.300

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.

8 twins match this tumor's tissue · 2 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1TCGA-E9-A1R7-01A-11R-A14M-07
breast-umap@18
B0.838
2MNG673
mng-umap@100
0.835
3MNG522
mng-umap@100
0.827
4959c268c-637f-4f39-a254-a505c57e8448
melanoma-umap@29
0.824
5de92b16c-4549-4025-9885-76c260c30cf7
melanoma-umap@29
0.823
6MDT-AP-3325
medullo-epn-umap@date-based
MedMedulloblastoma0.815
7MDT-AP-3311
medullo-epn-umap@date-based
MedMedulloblastoma0.815
8TCGA-D8-A1XR-01A-11R-A14M-07
breast-umap@18
B0.812
9MNG420
mng-umap@100
0.806
102e15a781-21c1-421b-9e92-6d2d414e0d14
colon-landscapes@1
0.805

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
WNT_BETA_CATENIN_SIGNALING0.330Inavolisib— uncovered
UV_RESPONSE_DN0.320Inavolisib— uncovered
PROTEIN_SECRETION0.270Remibrutinib— uncovered
G2M_CHECKPOINT0.230Inavolisib— uncovered
ANDROGEN_RESPONSE0.210Inavolisib— uncovered
PEROXISOME0.190Idelalisib— uncovered
MITOTIC_SPINDLE0.180Inavolisib— uncovered
E2F_TARGETS0.150Inavolisib— uncovered
SPERMATOGENESIS0.150Inavolisib— uncovered
BILE_ACID_METABOLISM0.080Inavolisib— uncovered
NOTCH_SIGNALING0.080Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.080Idelalisib— uncovered
FATTY_ACID_METABOLISM0.050Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.050Inavolisib— uncovered