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

111625A4-390B-4D8C-BF80-020062CE9D89

b26c3ae1-9426-5bae-bc4e-629ef7d273ec

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
4.402102496714849
age_years
34
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

  • WNT_BETA_CATENIN_SIGNALING+0.370
  • NOTCH_SIGNALING+0.367
  • INTERFERON_ALPHA_RESPONSE+0.352
  • MYC_TARGETS_V1+0.329
  • CHOLESTEROL_HOMEOSTASIS+0.294
  • UNFOLDED_PROTEIN_RESPONSE+0.268
  • HEDGEHOG_SIGNALING+0.265
  • DNA_REPAIR+0.264
  • MYC_TARGETS_V2+0.255
  • E2F_TARGETS+0.252

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.312
  • TNFA_SIGNALING_VIA_NFKB-0.290
  • COAGULATION-0.250
  • HYPOXIA-0.223
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.206
  • IL6_JAK_STAT3_SIGNALING-0.202
  • MYOGENESIS-0.182
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.181
  • INFLAMMATORY_RESPONSE-0.160
  • ESTROGEN_RESPONSE_LATE-0.156

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
10093DCB6-A7C8-4841-8383-0671A71DDA71
brain-umap@2
0.908
27E7AAFFD-6EEB-4357-88AD-9EB12BB78602
brain-umap@2
0.891
38E62CCB7-9D96-417B-BBCF-01DE08704EDD
brain-umap@2
0.887
483BB732E-132F-4677-B70D-5ADE69831226
brain-umap@2
0.886
5D0F8B6CA-5F3B-4B66-BCC5-72C17325DABF
brain-umap@2
0.876
6194676E1-632C-4B99-A9C8-80E36DD6C85E
brain-umap@2
0.875
74992152D-1D3D-4156-9D80-1B6810AAE78F
brain-umap@2
0.872
87465EA24-534F-45A3-8CD3-AD985E574BFF
brain-umap@2
0.870
953426017-24F2-4348-BEE1-05E80B6A0E6B
brain-umap@2
0.866
10604B16D3-7546-4E8C-8443-F1447CC5DFD5
brain-umap@2
0.865

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
WNT_BETA_CATENIN_SIGNALING0.370Inavolisib— uncovered
NOTCH_SIGNALING0.367Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.352Inavolisib— uncovered
MYC_TARGETS_V10.329Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.294Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.268Idelalisib— uncovered
HEDGEHOG_SIGNALING0.265Inavolisib— uncovered
DNA_REPAIR0.264Idelalisib— uncovered
MYC_TARGETS_V20.255Idelalisib— uncovered
E2F_TARGETS0.252Inavolisib— uncovered
PANCREAS_BETA_CELLS0.237Cobimetinib— uncovered
G2M_CHECKPOINT0.236Inavolisib— uncovered
MTORC1_SIGNALING0.231Inavolisib— uncovered
PROTEIN_SECRETION0.215Remibrutinib— uncovered
FATTY_ACID_METABOLISM0.206Inavolisib— uncovered
MITOTIC_SPINDLE0.182Inavolisib— uncovered
ADIPOGENESIS0.156Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.128Remibrutinib— uncovered
BILE_ACID_METABOLISM0.117Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.097Idelalisib— uncovered