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

47c0b7df-a564-4e71-8d90-ba07bac40f59

8bfe4878-ce6e-5f15-82f1-792dc8379191

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

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+0.500
  • PROTEIN_SECRETION+0.500
  • ANDROGEN_RESPONSE+0.400
  • G2M_CHECKPOINT+0.400
  • MYC_TARGETS_V1+0.400
  • UNFOLDED_PROTEIN_RESPONSE+0.400
  • HEDGEHOG_SIGNALING+0.300
  • MITOTIC_SPINDLE+0.300
  • MTORC1_SIGNALING+0.300
  • MYC_TARGETS_V2+0.300

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.300
  • KRAS_SIGNALING_DN-0.300
  • IL6_JAK_STAT3_SIGNALING-0.200
  • INTERFERON_GAMMA_RESPONSE-0.200
  • P53_PATHWAY-0.200
  • ALLOGRAFT_REJECTION-0.100
  • BILE_ACID_METABOLISM-0.100
  • KRAS_SIGNALING_UP-0.100
  • OXIDATIVE_PHOSPHORYLATION-0.100
  • PANCREAS_BETA_CELLS-0.100

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
1MNG308
mng-umap@100
0.842
22723b191-7c84-4edd-b0d0-da8ba4a1a894
melanoma-umap@29
0.821
3TCGA-BT-A20U-01A-11R-A14Y-07
bladder-landscape@3
0.811
4BDEB76B7-B7E0-4058-82A2-77E93748C936
brain-umap@2
0.803
58E898165-F557-4D73-9D67-ED735BE256B2
brain-umap@2
0.802
6TCGA-85-7844-01A-11R-2125-07
lung-landscapes@6
cohortSQ20.801
7B7B9B5C1-C11D-47B8-B2F8-A5660AB961C1
brain-umap@2
0.799
8MDT-AP-3249
medullo-epn-umap@date-based
MedMedulloblastoma0.788
9SJEPD031429_D1.RNA-Seq
medullo-epn-umap@date-based
EPNEPN Tumor0.784
10SRR9879279
lung-landscapes@6
cohortA10.779

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
E2F_TARGETS0.500Inavolisib— uncovered
PROTEIN_SECRETION0.500Remibrutinib— uncovered
ANDROGEN_RESPONSE0.400Inavolisib— uncovered
G2M_CHECKPOINT0.400Inavolisib— uncovered
MYC_TARGETS_V10.400Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.400Idelalisib— uncovered
HEDGEHOG_SIGNALING0.300Inavolisib— uncovered
MITOTIC_SPINDLE0.300Inavolisib— uncovered
MTORC1_SIGNALING0.300Inavolisib— uncovered
MYC_TARGETS_V20.300Idelalisib— uncovered
NOTCH_SIGNALING0.300Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.300Inavolisib— uncovered
TGF_BETA_SIGNALING0.300Inavolisib— uncovered
UV_RESPONSE_DN0.300Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.200Inavolisib— uncovered
HEME_METABOLISM0.200Temsirolimus— uncovered
UV_RESPONSE_UP0.200Idelalisib— uncovered
ADIPOGENESIS0.100Inavolisib— uncovered
ANGIOGENESIS0.100Remibrutinib— uncovered
APICAL_JUNCTION0.100Inavolisib— uncovered