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

8441B707-EC45-4A38-8B83-99B8D83CCF8B

6c6d1b76-9073-5256-93a2-7dde9d7dfc0e

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
29.829172141918527
age_years
48
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

  • CHOLESTEROL_HOMEOSTASIS+0.502
  • NOTCH_SIGNALING+0.440
  • WNT_BETA_CATENIN_SIGNALING+0.387
  • PROTEIN_SECRETION+0.341
  • TGF_BETA_SIGNALING+0.320
  • MITOTIC_SPINDLE+0.317
  • ANDROGEN_RESPONSE+0.309
  • UNFOLDED_PROTEIN_RESPONSE+0.309
  • MTORC1_SIGNALING+0.270
  • MYC_TARGETS_V1+0.250

Top 10 suppressed

  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.333
  • KRAS_SIGNALING_DN-0.329
  • SPERMATOGENESIS-0.272
  • COAGULATION-0.242
  • PANCREAS_BETA_CELLS-0.210
  • ANGIOGENESIS-0.195
  • ALLOGRAFT_REJECTION-0.175
  • APICAL_SURFACE-0.132
  • MYOGENESIS-0.105
  • COMPLEMENT-0.074

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
17CE18C10-61E6-45FA-B9AF-408CD673C0C9
brain-umap@2
0.916
26114E89B-B007-4F1B-B086-21ADE26F4573
brain-umap@2
0.907
337A8E941-F86F-449A-86E4-833AC349111F
brain-umap@2
0.892
4SRR934756
brain-umap@2
0.886
5SRR934799
brain-umap@2
0.884
653426017-24F2-4348-BEE1-05E80B6A0E6B
brain-umap@2
0.883
767B5E93E-6F06-4247-86DD-A914279EFFC5
brain-umap@2
0.882
8SRR934725
brain-umap@2
0.874
9C6ACBA34-164B-419D-9C2B-ED2DC3C68FDD
brain-umap@2
0.873
10D5E8379B-621C-4551-9B13-E63B1B068488
brain-umap@2
0.862

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
CHOLESTEROL_HOMEOSTASIS0.502Remibrutinib— uncovered
NOTCH_SIGNALING0.440Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.387Inavolisib— uncovered
PROTEIN_SECRETION0.341Remibrutinib— uncovered
TGF_BETA_SIGNALING0.320Inavolisib— uncovered
MITOTIC_SPINDLE0.317Inavolisib— uncovered
ANDROGEN_RESPONSE0.309Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.309Idelalisib— uncovered
MTORC1_SIGNALING0.270Inavolisib— uncovered
MYC_TARGETS_V10.250Inavolisib— uncovered
HEDGEHOG_SIGNALING0.249Inavolisib— uncovered
UV_RESPONSE_DN0.249Inavolisib— uncovered
MYC_TARGETS_V20.234Idelalisib— uncovered
P53_PATHWAY0.210Idelalisib— uncovered
ADIPOGENESIS0.206Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.205Inavolisib— uncovered
DNA_REPAIR0.198Idelalisib— uncovered
G2M_CHECKPOINT0.198Inavolisib— uncovered
FATTY_ACID_METABOLISM0.188Inavolisib— uncovered
PEROXISOME0.181Idelalisib— uncovered