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

6AF1465C-7A6C-4AAF-AFF2-3065EA5B7D0B

5caa92ce-0fc9-5f79-9308-a76fd479dee3

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
211.00525624178712
age_years
35
sex
Female

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+0.565
  • G2M_CHECKPOINT+0.551
  • MYC_TARGETS_V1+0.485
  • MYC_TARGETS_V2+0.453
  • DNA_REPAIR+0.437
  • NOTCH_SIGNALING+0.391
  • UNFOLDED_PROTEIN_RESPONSE+0.389
  • HEDGEHOG_SIGNALING+0.378
  • ANGIOGENESIS+0.358
  • APOPTOSIS+0.344

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.319
  • BILE_ACID_METABOLISM-0.161
  • MYOGENESIS-0.146
  • PANCREAS_BETA_CELLS-0.116
  • XENOBIOTIC_METABOLISM-0.078
  • FATTY_ACID_METABOLISM-0.039
  • ESTROGEN_RESPONSE_LATE-0.027
  • ESTROGEN_RESPONSE_EARLY+0.019
  • ADIPOGENESIS+0.058
  • HEME_METABOLISM+0.073

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
1B27956E8-3374-4720-9F80-7CE6FE7C7690
brain-umap@2
0.940
2SRR934981
brain-umap@2
0.937
368B73B22-487B-43D8-9B68-06AD1022F46D
brain-umap@2
0.932
41B940F72-3C90-43C4-9267-185F21D10AC9
brain-umap@2
0.930
5795FBB8C-0E74-477F-AA27-1CE97A4E90B9
brain-umap@2
0.930
655E3F1FB-D55D-42F8-A9E1-7828F7BFF595
brain-umap@2
0.929
7AF0A7BAA-D031-4C9F-91B7-7034F2C49D72
brain-umap@2
0.925
881B10E10-884A-46EB-9F28-758D805FB9B1
brain-umap@2
0.924
965F93AB7-AA99-49B5-8D59-7D0DE9CA9E34
brain-umap@2
0.923
107AA08B08-B1DD-47AB-A0F2-850F6DE95093
brain-umap@2
0.921

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.565Inavolisib— uncovered
G2M_CHECKPOINT0.551Inavolisib— uncovered
MYC_TARGETS_V10.485Inavolisib— uncovered
MYC_TARGETS_V20.453Idelalisib— uncovered
DNA_REPAIR0.437Idelalisib— uncovered
NOTCH_SIGNALING0.391Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.389Idelalisib— uncovered
HEDGEHOG_SIGNALING0.378Inavolisib— uncovered
ANGIOGENESIS0.358Remibrutinib— uncovered
APOPTOSIS0.344Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.343Inavolisib— uncovered
MITOTIC_SPINDLE0.334Inavolisib— uncovered
TGF_BETA_SIGNALING0.325Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.311Inavolisib— uncovered
ALLOGRAFT_REJECTION0.309Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.275Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.271Inavolisib— uncovered
MTORC1_SIGNALING0.270Inavolisib— uncovered
COMPLEMENT0.256Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.252Idelalisib— uncovered