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

66FF1C46-83F0-4EEC-9871-448C8C7EA3AE

8ed41cfa-85fe-57bc-94a4-fc062bcc1a87

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
11.005256241787121
age_years
62
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

  • MYC_TARGETS_V1+0.610
  • E2F_TARGETS+0.605
  • G2M_CHECKPOINT+0.578
  • MYC_TARGETS_V2+0.566
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.532
  • UNFOLDED_PROTEIN_RESPONSE+0.505
  • MTORC1_SIGNALING+0.504
  • IL6_JAK_STAT3_SIGNALING+0.495
  • TGF_BETA_SIGNALING+0.489
  • TNFA_SIGNALING_VIA_NFKB+0.485

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.415
  • PANCREAS_BETA_CELLS-0.212
  • SPERMATOGENESIS-0.144
  • MYOGENESIS-0.101
  • BILE_ACID_METABOLISM-0.017
  • HEDGEHOG_SIGNALING+0.027
  • APICAL_SURFACE+0.036
  • XENOBIOTIC_METABOLISM+0.077
  • HEME_METABOLISM+0.114
  • ESTROGEN_RESPONSE_EARLY+0.115

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
0.983
230D8578D-0B48-4D03-9E39-6425494ECD5C
brain-umap@2
0.980
365F93AB7-AA99-49B5-8D59-7D0DE9CA9E34
brain-umap@2
0.979
4CE7A3262-C48A-43BF-941C-9D2482B9CACD
brain-umap@2
0.978
5228C2042-804C-47FA-B565-1993E1015D40
brain-umap@2
0.978
6DE370889-1057-4355-AFD8-CCFCDC6CD00F
brain-umap@2
0.977
70E66EFB0-712B-4A52-8F75-A37F030CABEF
brain-umap@2
0.975
8DD203D19-D635-4112-AF75-9724E0A64A0B
brain-umap@2
0.975
9SRR934730
brain-umap@2
0.972
10DC01D165-E257-49D6-8B9B-37CA7DE398F6
brain-umap@2
0.971

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
MYC_TARGETS_V10.610Inavolisib— uncovered
E2F_TARGETS0.605Inavolisib— uncovered
G2M_CHECKPOINT0.578Inavolisib— uncovered
MYC_TARGETS_V20.566Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.532Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.505Idelalisib— uncovered
MTORC1_SIGNALING0.504Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.495Inavolisib— uncovered
TGF_BETA_SIGNALING0.489Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.485Inavolisib— uncovered
PROTEIN_SECRETION0.484Remibrutinib— uncovered
ANGIOGENESIS0.476Remibrutinib— uncovered
DNA_REPAIR0.474Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.465Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.449Idelalisib— uncovered
ALLOGRAFT_REJECTION0.443Idelalisib— uncovered
APOPTOSIS0.429Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.429Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.405Idelalisib— uncovered
GLYCOLYSIS0.398Inavolisib— uncovered