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

07D10802-F79E-495E-B842-895C444CA439

00675c70-1fe7-512d-bfde-34548dfa652f

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
40.04599211563732
age_years
49
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+0.539
  • G2M_CHECKPOINT+0.494
  • E2F_TARGETS+0.466
  • ANDROGEN_RESPONSE+0.461
  • PROTEIN_SECRETION+0.419
  • MYC_TARGETS_V2+0.394
  • MITOTIC_SPINDLE+0.386
  • TGF_BETA_SIGNALING+0.372
  • UNFOLDED_PROTEIN_RESPONSE+0.343
  • DNA_REPAIR+0.337

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.357
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.223
  • COAGULATION-0.214
  • MYOGENESIS-0.188
  • APICAL_SURFACE-0.183
  • INFLAMMATORY_RESPONSE-0.166
  • ALLOGRAFT_REJECTION-0.137
  • INTERFERON_ALPHA_RESPONSE-0.131
  • SPERMATOGENESIS-0.129
  • INTERFERON_GAMMA_RESPONSE-0.118

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
16990AABF-A5F4-4784-91FF-286A0EE6A618
brain-umap@2
0.916
228B7B2FC-8270-42E3-95ED-4CC4F0979EE9
brain-umap@2
0.908
3B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1
brain-umap@2
0.898
45EDF36F3-D370-4907-BDA1-8D5FD2B80513
brain-umap@2
0.895
5DD5AA3F8-E3EE-4EDD-8152-B1CC07B70A08
brain-umap@2
0.884
6431CF176-101C-482F-B2A4-617ADF6475A8
brain-umap@2
0.883
7SRR934777
brain-umap@2
0.882
88E898165-F557-4D73-9D67-ED735BE256B2
brain-umap@2
0.881
9CBB97C4E-43C7-4257-A85E-1F72BA71EF91
brain-umap@2
0.879
10D5E8379B-621C-4551-9B13-E63B1B068488
brain-umap@2
0.875

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
MYC_TARGETS_V10.539Inavolisib— uncovered
G2M_CHECKPOINT0.494Inavolisib— uncovered
E2F_TARGETS0.466Inavolisib— uncovered
ANDROGEN_RESPONSE0.461Inavolisib— uncovered
PROTEIN_SECRETION0.419Remibrutinib— uncovered
MYC_TARGETS_V20.394Idelalisib— uncovered
MITOTIC_SPINDLE0.386Inavolisib— uncovered
TGF_BETA_SIGNALING0.372Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.343Idelalisib— uncovered
DNA_REPAIR0.337Idelalisib— uncovered
MTORC1_SIGNALING0.301Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.231Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.207Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.197Remibrutinib— uncovered
NOTCH_SIGNALING0.195Inavolisib— uncovered
UV_RESPONSE_DN0.184Inavolisib— uncovered
APOPTOSIS0.170Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.150Inavolisib— uncovered
ADIPOGENESIS0.129Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.121Inavolisib— uncovered