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

C642D475-8BD8-44CA-B07E-A6822B2224C4

2e8d0898-ed6f-562a-9f3e-d503bebf7708

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
31.307490144546648
age_years
43
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

  • MYC_TARGETS_V1+0.466
  • INTERFERON_ALPHA_RESPONSE+0.443
  • NOTCH_SIGNALING+0.435
  • PROTEIN_SECRETION+0.410
  • UNFOLDED_PROTEIN_RESPONSE+0.408
  • INTERFERON_GAMMA_RESPONSE+0.356
  • MTORC1_SIGNALING+0.349
  • MYC_TARGETS_V2+0.343
  • OXIDATIVE_PHOSPHORYLATION+0.342
  • TGF_BETA_SIGNALING+0.319

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.363
  • SPERMATOGENESIS-0.322
  • PANCREAS_BETA_CELLS-0.162
  • APICAL_SURFACE-0.156
  • BILE_ACID_METABOLISM-0.083
  • ESTROGEN_RESPONSE_LATE-0.079
  • MYOGENESIS-0.059
  • UV_RESPONSE_DN-0.052
  • APICAL_JUNCTION-0.027
  • ESTROGEN_RESPONSE_EARLY+0.001

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
195286AA4-B357-41FE-8051-3BD3EBE93885
brain-umap@2
0.933
29041BE5E-3BC7-4495-9461-8FFA2CAEB524
brain-umap@2
0.922
3C969CDC5-D2DC-4F7B-B84B-C53CEF26B2CF
brain-umap@2
0.916
47876A884-F031-42AB-ADC0-89589760FB6B
brain-umap@2
0.911
593A7AA5D-FA07-470A-9FD3-306EA577D3C4
brain-umap@2
0.908
67AA08B08-B1DD-47AB-A0F2-850F6DE95093
brain-umap@2
0.899
7B66ECF23-8CB2-4C95-8E3D-AA63A494F4A0
brain-umap@2
0.899
894640BD8-E1D9-482D-A597-4790F6EEA6B7
brain-umap@2
0.897
9DC01D165-E257-49D6-8B9B-37CA7DE398F6
brain-umap@2
0.897
10D9385661-DBBA-4AF7-B7E6-857BF84CF7CD
brain-umap@2
0.897

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
MYC_TARGETS_V10.466Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.443Inavolisib— uncovered
NOTCH_SIGNALING0.435Inavolisib— uncovered
PROTEIN_SECRETION0.410Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.408Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.356Idelalisib— uncovered
MTORC1_SIGNALING0.349Inavolisib— uncovered
MYC_TARGETS_V20.343Idelalisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.342Remibrutinib— uncovered
TGF_BETA_SIGNALING0.319Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.311Inavolisib— uncovered
DNA_REPAIR0.306Idelalisib— uncovered
APOPTOSIS0.295Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.274Inavolisib— uncovered
ALLOGRAFT_REJECTION0.260Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.258Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.252Inavolisib— uncovered
ANDROGEN_RESPONSE0.250Inavolisib— uncovered
ADIPOGENESIS0.238Inavolisib— uncovered
ANGIOGENESIS0.236Remibrutinib— uncovered