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

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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
49

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • ANGIOGENESIS+0.510
  • INTERFERON_ALPHA_RESPONSE+0.510
  • INTERFERON_GAMMA_RESPONSE+0.460
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.440
  • ALLOGRAFT_REJECTION+0.410
  • OXIDATIVE_PHOSPHORYLATION+0.380
  • IL6_JAK_STAT3_SIGNALING+0.370
  • COMPLEMENT+0.310
  • INFLAMMATORY_RESPONSE+0.240
  • UV_RESPONSE_DN+0.230

Top 10 suppressed

  • E2F_TARGETS-0.560
  • G2M_CHECKPOINT-0.500
  • MYC_TARGETS_V2-0.290
  • MITOTIC_SPINDLE-0.240
  • PI3K_AKT_MTOR_SIGNALING-0.230
  • DNA_REPAIR-0.220
  • CHOLESTEROL_HOMEOSTASIS-0.210
  • P53_PATHWAY-0.190
  • MYC_TARGETS_V1-0.180
  • GLYCOLYSIS-0.150

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.

8 twins match this tumor's tissue · 2 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1TCGA-BH-A0EB-01A-11R-A034-07
breast-umap@18
B0.829
2MDT-AP-2181
medullo-epn-umap@date-based
MedMedulloblastoma0.804
3TCGA-05-4430-01A-02R-1206-07
lung-landscapes@6
cohortA10.801
4TCGA-50-5049-01A-01R-1628-07
lung-landscapes@6
cohortA10.781
5TCGA-A8-A07J-01A-11R-A00Z-07
breast-umap@18
A0.780
6C3N-02090
lung-landscapes@6
cohortSQ10.780
7TCGA-46-3766-01A-01R-0980-07
lung-landscapes@6
cohortSQ10.779
8TCGA-CN-6017-01A-11R-1686-07
head-neck@1
0.779
9TCGA-E2-A1L9-01A-11R-A13Q-07
breast-umap@18
A0.772
10TCGA-OR-A5L5-01
acc-tcga-pancan-2018@2018
Adrenocortical CarcinomaAdrenocortical Carcinoma, Usual Type0.771

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ANGIOGENESIS0.510Remibrutinib— uncovered
INTERFERON_ALPHA_RESPONSE0.510Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.460Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.440Inavolisib— uncovered
ALLOGRAFT_REJECTION0.410Idelalisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.380Remibrutinib— uncovered
IL6_JAK_STAT3_SIGNALING0.370Inavolisib— uncovered
COMPLEMENT0.310Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.240Idelalisib— uncovered
UV_RESPONSE_DN0.230Inavolisib— uncovered
ADIPOGENESIS0.220Inavolisib— uncovered
PROTEIN_SECRETION0.220Remibrutinib— uncovered
NOTCH_SIGNALING0.180Inavolisib— uncovered
KRAS_SIGNALING_UP0.150Inavolisib— uncovered
MYOGENESIS0.150Inavolisib— uncovered
TGF_BETA_SIGNALING0.150Inavolisib— uncovered
ANDROGEN_RESPONSE0.140Inavolisib— uncovered
COAGULATION0.140Binimetinib— uncovered
APOPTOSIS0.100Idelalisib— uncovered
IL2_STAT5_SIGNALING0.100Idelalisib— uncovered