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

8976C50F-B340-488D-B9C1-12CCAC780397

f1158421-f162-542e-b535-89024f67629f

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
10.775295663600525
age_years
53
sex
Female

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • E2F_TARGETS+0.489
  • G2M_CHECKPOINT+0.480
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.471
  • INTERFERON_GAMMA_RESPONSE+0.464
  • ANGIOGENESIS+0.463
  • TGF_BETA_SIGNALING+0.460
  • INTERFERON_ALPHA_RESPONSE+0.447
  • IL6_JAK_STAT3_SIGNALING+0.444
  • MTORC1_SIGNALING+0.439
  • OXIDATIVE_PHOSPHORYLATION+0.435

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.267
  • SPERMATOGENESIS-0.119
  • HEME_METABOLISM+0.016
  • PANCREAS_BETA_CELLS+0.068
  • MYOGENESIS+0.087
  • BILE_ACID_METABOLISM+0.106
  • WNT_BETA_CATENIN_SIGNALING+0.127
  • APICAL_SURFACE+0.140
  • APICAL_JUNCTION+0.154
  • XENOBIOTIC_METABOLISM+0.175

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
1AA762299-102B-4E35-B4A5-A94A122EF9DB
brain-umap@2
0.962
266FF1C46-83F0-4EEC-9871-448C8C7EA3AE
brain-umap@2
0.961
3DD203D19-D635-4112-AF75-9724E0A64A0B
brain-umap@2
0.961
4CE7A3262-C48A-43BF-941C-9D2482B9CACD
brain-umap@2
0.959
5DB34442C-1882-495A-A2F0-2427116A1FAF
brain-umap@2
0.959
659B8FDC4-299D-45B9-9AC1-526B7ED652CE
brain-umap@2
0.957
7C13F6AB6-41C0-4F51-A240-BA4F4410B68E
brain-umap@2
0.955
8228C2042-804C-47FA-B565-1993E1015D40
brain-umap@2
0.953
95063882F-6377-4976-BB48-7275D46C44E6
brain-umap@2
0.952
101B326CC6-3916-4D1D-A238-7B3C42F3E6C6
brain-umap@2
0.952

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.489Inavolisib— uncovered
G2M_CHECKPOINT0.480Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.471Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.464Idelalisib— uncovered
ANGIOGENESIS0.463Remibrutinib— uncovered
TGF_BETA_SIGNALING0.460Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.447Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.444Inavolisib— uncovered
MTORC1_SIGNALING0.439Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.435Remibrutinib— uncovered
ADIPOGENESIS0.424Inavolisib— uncovered
MYC_TARGETS_V20.417Idelalisib— uncovered
APOPTOSIS0.405Idelalisib— uncovered
NOTCH_SIGNALING0.405Inavolisib— uncovered
ALLOGRAFT_REJECTION0.402Idelalisib— uncovered
KRAS_SIGNALING_UP0.394Inavolisib— uncovered
MYC_TARGETS_V10.394Inavolisib— uncovered
DNA_REPAIR0.390Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.389Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.364Idelalisib— uncovered