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

74d58c33-0c42-47bc-a55b-f56835480fbe

b4e4c9e9-edbe-50e1-880d-460e0b6c4eb2

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
age_years
48.807665982204

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+0.510
  • G2M_CHECKPOINT+0.500
  • MITOTIC_SPINDLE+0.330
  • SPERMATOGENESIS+0.240
  • HEDGEHOG_SIGNALING+0.190
  • PANCREAS_BETA_CELLS+0.180
  • UV_RESPONSE_DN+0.160
  • WNT_BETA_CATENIN_SIGNALING+0.160
  • ANDROGEN_RESPONSE+0.140
  • KRAS_SIGNALING_DN+0.120

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.660
  • INTERFERON_GAMMA_RESPONSE-0.550
  • OXIDATIVE_PHOSPHORYLATION-0.460
  • IL6_JAK_STAT3_SIGNALING-0.420
  • TNFA_SIGNALING_VIA_NFKB-0.420
  • ALLOGRAFT_REJECTION-0.410
  • P53_PATHWAY-0.390
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.350
  • INFLAMMATORY_RESPONSE-0.340
  • ANGIOGENESIS-0.300

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.

6 twins match this tumor's tissue · 4 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1766e896b-b5a2-49ee-be4c-e95670a16fdc
colon-landscapes@1
0.873
2TCGA-56-8083-01A-11R-2247-07
lung-landscapes@6
cohortMD10.863
3de92b16c-4549-4025-9885-76c260c30cf7
melanoma-umap@29
0.854
4TCGA-34-5927-01A-11R-1820-07
lung-landscapes@6
cohortSQ10.847
5ERR2598213
medullo-epn-umap@date-based
fetalfetal0.844
6SJEPD031372_D1.RNA-Seq
medullo-epn-umap@date-based
EPNSupratentorial EPN0.843
7BS_AWH9757B
brain-umap@2
high-grade glioma0.842
8ad30e5e1-182b-4758-8e70-53e0bcf78072
colon-landscapes@1
0.837
9SRR8613800
breast-umap@18
D0.833
10BS_KABQQA0T
brain-umap@2
Diffuse intrinsic pontine glioma0.833

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.510Inavolisib— uncovered
G2M_CHECKPOINT0.500Inavolisib— uncovered
MITOTIC_SPINDLE0.330Inavolisib— uncovered
SPERMATOGENESIS0.240Inavolisib— uncovered
HEDGEHOG_SIGNALING0.190Inavolisib— uncovered
PANCREAS_BETA_CELLS0.180Cobimetinib— uncovered
UV_RESPONSE_DN0.160Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.160Inavolisib— uncovered
ANDROGEN_RESPONSE0.140Inavolisib— uncovered
KRAS_SIGNALING_DN0.120Remibrutinib— uncovered
CHOLESTEROL_HOMEOSTASIS0.110Remibrutinib— uncovered
APICAL_JUNCTION0.090Inavolisib— uncovered
NOTCH_SIGNALING0.070Inavolisib— uncovered
MYC_TARGETS_V10.050Inavolisib— uncovered
MYC_TARGETS_V20.050Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.040Inavolisib— uncovered