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

4880B586-BA92-48B2-A233-5C245D2E31C0

1cc5f594-3c09-5abe-9451-bc5df41a1065

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
63.83048620236531
age_years
29
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

  • NOTCH_SIGNALING+0.533
  • INTERFERON_GAMMA_RESPONSE+0.490
  • ALLOGRAFT_REJECTION+0.479
  • MYC_TARGETS_V1+0.472
  • TGF_BETA_SIGNALING+0.470
  • INTERFERON_ALPHA_RESPONSE+0.468
  • G2M_CHECKPOINT+0.461
  • DNA_REPAIR+0.447
  • E2F_TARGETS+0.424
  • IL6_JAK_STAT3_SIGNALING+0.401

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.404
  • PANCREAS_BETA_CELLS-0.388
  • SPERMATOGENESIS-0.329
  • MYOGENESIS-0.312
  • ESTROGEN_RESPONSE_EARLY-0.179
  • ESTROGEN_RESPONSE_LATE-0.145
  • ANDROGEN_RESPONSE-0.092
  • APICAL_SURFACE-0.088
  • ANGIOGENESIS-0.060
  • BILE_ACID_METABOLISM-0.059

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
115838786-D895-4F63-88A9-BDE627AE7958
brain-umap@2
0.945
263E967C4-863F-4253-ADFE-3CDC13B6187A
brain-umap@2
0.944
3C8955D29-D8EE-4F68-AEAC-CE1B838B22BF
brain-umap@2
0.939
40108A1FA-9CBF-4CF6-8981-7FB39C39B335
brain-umap@2
0.934
527C775C6-ABAD-44BE-B995-21DC4C68C399
brain-umap@2
0.927
6B4E10042-052D-4DC4-BC94-FF1D5D4632C0
brain-umap@2
0.927
7AB522ACF-5D84-41B0-9671-CE2511EBD94F
brain-umap@2
0.924
8A541B123-A51C-4EF0-839E-8A9513311C98
brain-umap@2
0.919
967B2F9CD-759E-4300-8F4B-1B5C4F9E0B1C
brain-umap@2
0.918
10E6AA40DA-9AB7-478B-B46B-827F9AFE52D1
brain-umap@2
0.917

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
NOTCH_SIGNALING0.533Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.490Idelalisib— uncovered
ALLOGRAFT_REJECTION0.479Idelalisib— uncovered
MYC_TARGETS_V10.472Inavolisib— uncovered
TGF_BETA_SIGNALING0.470Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.468Inavolisib— uncovered
G2M_CHECKPOINT0.461Inavolisib— uncovered
DNA_REPAIR0.447Idelalisib— uncovered
E2F_TARGETS0.424Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.401Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.398Idelalisib— uncovered
MYC_TARGETS_V20.396Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.369Inavolisib— uncovered
APOPTOSIS0.341Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.319Inavolisib— uncovered
MITOTIC_SPINDLE0.277Inavolisib— uncovered
PROTEIN_SECRETION0.265Remibrutinib— uncovered
MTORC1_SIGNALING0.264Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.258Remibrutinib— uncovered
TNFA_SIGNALING_VIA_NFKB0.252Inavolisib— uncovered