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

2CB84056-3B7C-4E12-9403-596B76CCF96B

7d1254cc-a5e9-5845-98b5-f26bfaf3abf4

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
3.679369250985545
age_years
31
sex
Male

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+0.481
  • NOTCH_SIGNALING+0.479
  • MITOTIC_SPINDLE+0.372
  • TGF_BETA_SIGNALING+0.363
  • MYC_TARGETS_V2+0.361
  • DNA_REPAIR+0.308
  • HEDGEHOG_SIGNALING+0.229
  • G2M_CHECKPOINT+0.200
  • MYC_TARGETS_V1+0.193
  • ADIPOGENESIS+0.165

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.394
  • PANCREAS_BETA_CELLS-0.385
  • SPERMATOGENESIS-0.362
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.284
  • INFLAMMATORY_RESPONSE-0.237
  • UV_RESPONSE_UP-0.205
  • ESTROGEN_RESPONSE_LATE-0.182
  • ALLOGRAFT_REJECTION-0.179
  • COMPLEMENT-0.169
  • MYOGENESIS-0.159

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
1087D4EB4-61AB-4EF4-9C76-7721E7FC5E0F
brain-umap@2
0.892
29B4C5215-C5D9-4B2A-A8F0-74243CA8C00F
brain-umap@2
0.884
3F99D2B23-A7C3-4115-AA68-17AE6914AC2A
brain-umap@2
0.881
4DD028798-C4CB-43A8-81D7-711E015E23B5
brain-umap@2
0.879
5DEB3BE77-120D-4EC5-AA7A-4B2952F2C832
brain-umap@2
0.868
6694B3BE3-104F-4D90-8733-4E99230EFAC6
brain-umap@2
0.866
74A4E96B0-5AC6-4B7D-AB1C-F814C338589C
brain-umap@2
0.857
8221384A6-059C-4731-9BD0-68EC9CA5651D
brain-umap@2
0.854
9A1E55AC6-A41F-454A-A3B6-8F49D2AAFEF2
brain-umap@2
0.848
1024F914FE-3DF0-4286-9231-9D525A777306
brain-umap@2
0.847

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
WNT_BETA_CATENIN_SIGNALING0.481Inavolisib— uncovered
NOTCH_SIGNALING0.479Inavolisib— uncovered
MITOTIC_SPINDLE0.372Inavolisib— uncovered
TGF_BETA_SIGNALING0.363Inavolisib— uncovered
MYC_TARGETS_V20.361Idelalisib— uncovered
DNA_REPAIR0.308Idelalisib— uncovered
HEDGEHOG_SIGNALING0.229Inavolisib— uncovered
G2M_CHECKPOINT0.200Inavolisib— uncovered
MYC_TARGETS_V10.193Inavolisib— uncovered
ADIPOGENESIS0.165Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.147Remibrutinib— uncovered
E2F_TARGETS0.140Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.136Idelalisib— uncovered
UV_RESPONSE_DN0.104Inavolisib— uncovered
BILE_ACID_METABOLISM0.086Inavolisib— uncovered
PROTEIN_SECRETION0.076Remibrutinib— uncovered
PEROXISOME0.067Idelalisib— uncovered
HEME_METABOLISM0.051Temsirolimus— uncovered
ANDROGEN_RESPONSE0.027Inavolisib— uncovered