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

5EC64886-2295-497A-BEE8-8AA17D8DADF1

a8529156-1960-5af8-b958-9504d4402ea4

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
overall_survival_months
38.86333771353482
age_years
32
sex
Male

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • TNFA_SIGNALING_VIA_NFKB+0.680
  • INTERFERON_ALPHA_RESPONSE+0.659
  • INTERFERON_GAMMA_RESPONSE+0.570
  • TGF_BETA_SIGNALING+0.529
  • NOTCH_SIGNALING+0.500
  • INFLAMMATORY_RESPONSE+0.396
  • WNT_BETA_CATENIN_SIGNALING+0.383
  • MITOTIC_SPINDLE+0.369
  • IL6_JAK_STAT3_SIGNALING+0.354
  • MYC_TARGETS_V1+0.354

Top 10 suppressed

  • PANCREAS_BETA_CELLS-0.295
  • SPERMATOGENESIS-0.230
  • MYOGENESIS-0.222
  • KRAS_SIGNALING_DN-0.215
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.142
  • ANGIOGENESIS-0.137
  • COAGULATION-0.121
  • APICAL_JUNCTION-0.090
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.059
  • BILE_ACID_METABOLISM-0.018

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
1AD62B8A4-6AB8-4C99-80F5-98A1C085027D
brain-umap@2
0.909
290188F36-DEF6-4233-B724-4A25F2D52DAA
brain-umap@2
0.909
3SRR934946
brain-umap@2
0.901
40108A1FA-9CBF-4CF6-8981-7FB39C39B335
brain-umap@2
0.894
5C81B24AB-2DBA-4624-A1D4-D4DCAC714506
brain-umap@2
0.889
6928D2F99-A86B-47CA-A961-A8CAE7B44E78
brain-umap@2
0.883
76292335B-7CBB-45BE-AA2A-B39FFDA8768D
brain-umap@2
0.883
88BC067E8-7BD6-41DA-8682-317236F42328
brain-umap@2
0.882
90F8BE394-BA6A-401C-87D0-9B3CF50FB0C8
brain-umap@2
0.878
10E6AA40DA-9AB7-478B-B46B-827F9AFE52D1
brain-umap@2
0.876

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
TNFA_SIGNALING_VIA_NFKB0.680Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.659Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.570Idelalisib— uncovered
TGF_BETA_SIGNALING0.529Inavolisib— uncovered
NOTCH_SIGNALING0.500Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.396Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.383Inavolisib— uncovered
MITOTIC_SPINDLE0.369Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.354Inavolisib— uncovered
MYC_TARGETS_V10.354Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.347Idelalisib— uncovered
UV_RESPONSE_UP0.347Idelalisib— uncovered
G2M_CHECKPOINT0.343Inavolisib— uncovered
P53_PATHWAY0.323Idelalisib— uncovered
IL2_STAT5_SIGNALING0.322Idelalisib— uncovered
MYC_TARGETS_V20.318Idelalisib— uncovered
E2F_TARGETS0.317Inavolisib— uncovered
APOPTOSIS0.315Idelalisib— uncovered
MTORC1_SIGNALING0.308Inavolisib— uncovered
PROTEIN_SECRETION0.293Remibrutinib— uncovered