Research Use Only. KIRhub outputs are computational research artifacts. They are not validated for clinical decision-making, diagnosis, or treatment.
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302722c6-102e-4b1b-845e-78920380e337

418836be-a851-50b6-94ff-1d0990b9c3f4

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
59

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

Top 10 most elevated and top 10 most suppressed Hallmark pathways for this sample.

Top 10 elevated

  • WNT_BETA_CATENIN_SIGNALING+0.280
  • MITOTIC_SPINDLE+0.220
  • TGF_BETA_SIGNALING+0.120
  • HEDGEHOG_SIGNALING+0.110
  • NOTCH_SIGNALING+0.090
  • KRAS_SIGNALING_DN+0.080
  • ESTROGEN_RESPONSE_EARLY+0.070
  • MYC_TARGETS_V2+0.000
  • APICAL_JUNCTION-0.030
  • PEROXISOME-0.040

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.470
  • ALLOGRAFT_REJECTION-0.460
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.420
  • CHOLESTEROL_HOMEOSTASIS-0.410
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.410
  • COMPLEMENT-0.390
  • INFLAMMATORY_RESPONSE-0.390
  • FATTY_ACID_METABOLISM-0.380
  • INTERFERON_GAMMA_RESPONSE-0.380
  • MTORC1_SIGNALING-0.370

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
1d333233b-e431-462b-ae35-c3b4c6ab3a40
colon-landscapes@1
0.918
2MBCProject_0719_T1_RNA
breast-umap@18
A0.917
3s0102877
melanoma-umap@29
0.917
4BS_Q13FQ8FV
brain-umap@2
Diffuse intrinsic pontine glioma0.896
5TCGA-A7-A0DC-01B-04R-A22O-07
breast-umap@18
D0.889
6TCGA-90-A4ED-01A-31R-A24Z-07
lung-landscapes@6
cohortMD10.888
7SRR8613811
breast-umap@18
D0.885
8MDT-AP-0222
medullo-epn-umap@date-based
MedMedulloblastoma0.884
9MDT-AP-0130
medullo-epn-umap@date-based
MedMedulloblastoma0.883
10TCGA-OR-A5L8-01
acc-tcga-pancan-2018@2018
Adrenocortical CarcinomaAdrenocortical Carcinoma, Usual Type0.879

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
WNT_BETA_CATENIN_SIGNALING0.280Inavolisib— uncovered
MITOTIC_SPINDLE0.220Inavolisib— uncovered
TGF_BETA_SIGNALING0.120Inavolisib— uncovered
HEDGEHOG_SIGNALING0.110Inavolisib— uncovered
NOTCH_SIGNALING0.090Inavolisib— uncovered
KRAS_SIGNALING_DN0.080Remibrutinib— uncovered
ESTROGEN_RESPONSE_EARLY0.070Inavolisib— uncovered