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

C6888F62-AE14-4F73-A1B8-2CB81E2809FD

65d9cde0-335b-5470-b7ff-59e9d994318d

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
105.12483574244415
age_years
25
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

  • TGF_BETA_SIGNALING+0.519
  • ALLOGRAFT_REJECTION+0.497
  • NOTCH_SIGNALING+0.486
  • INFLAMMATORY_RESPONSE+0.467
  • INTERFERON_GAMMA_RESPONSE+0.463
  • INTERFERON_ALPHA_RESPONSE+0.457
  • IL6_JAK_STAT3_SIGNALING+0.448
  • KRAS_SIGNALING_UP+0.439
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.437
  • ANGIOGENESIS+0.421

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.259
  • MYC_TARGETS_V2-0.052
  • MYOGENESIS-0.039
  • DNA_REPAIR-0.033
  • SPERMATOGENESIS-0.029
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.020
  • OXIDATIVE_PHOSPHORYLATION-0.019
  • UV_RESPONSE_UP+0.024
  • HEME_METABOLISM+0.042
  • APICAL_SURFACE+0.062

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
12D0A1BA3-EC1D-4B4F-A383-9353C0F4BE85
brain-umap@2
0.902
212B24051-5657-45E8-9C64-5B6A06693471
brain-umap@2
0.901
3TCGA-E7-A97P-01A-11R-A38B-07
bladder-landscape@3
0.899
4TCGA-49-6745-01A-11R-1858-07
lung-landscapes@6
cohortA10.895
5738B9C39-A73F-4BD5-A8D4-3F75B9E14569
brain-umap@2
0.895
6TCGA-CN-4734-01A-01R-1436-07
head-neck@1
0.894
7SRR934816
brain-umap@2
0.893
8TCGA-98-7454-01A-11R-2045-07
lung-landscapes@6
cohortMD20.893
9MDT-AP-0731
medullo-epn-umap@date-based
MedMedulloblastoma0.890
10BS_VP5Y45Z7
brain-umap@2
pilocytic astrocytoma0.889

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
TGF_BETA_SIGNALING0.519Inavolisib— uncovered
ALLOGRAFT_REJECTION0.497Idelalisib— uncovered
NOTCH_SIGNALING0.486Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.467Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.463Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.457Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.448Inavolisib— uncovered
KRAS_SIGNALING_UP0.439Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.437Inavolisib— uncovered
ANGIOGENESIS0.421Remibrutinib— uncovered
COMPLEMENT0.410Inavolisib— uncovered
UV_RESPONSE_DN0.404Inavolisib— uncovered
PROTEIN_SECRETION0.399Remibrutinib— uncovered
APOPTOSIS0.385Idelalisib— uncovered
IL2_STAT5_SIGNALING0.366Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.364Inavolisib— uncovered
ANDROGEN_RESPONSE0.320Inavolisib— uncovered
MTORC1_SIGNALING0.314Inavolisib— uncovered
MYC_TARGETS_V10.298Inavolisib— uncovered
G2M_CHECKPOINT0.264Inavolisib— uncovered