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

48e3eab5-b82e-4dbb-88d2-e5cfe295fa88

5eb0f53f-b645-5eb5-b452-727777e58b39

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
age_years
57.0239561943874

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+0.540
  • G2M_CHECKPOINT+0.520
  • MYC_TARGETS_V1+0.440
  • MYC_TARGETS_V2+0.430
  • SPERMATOGENESIS+0.310
  • UNFOLDED_PROTEIN_RESPONSE+0.310
  • MTORC1_SIGNALING+0.300
  • MITOTIC_SPINDLE+0.250
  • OXIDATIVE_PHOSPHORYLATION+0.250
  • INTERFERON_ALPHA_RESPONSE+0.210

Top 10 suppressed

  • TNFA_SIGNALING_VIA_NFKB-0.390
  • TGF_BETA_SIGNALING-0.380
  • COAGULATION-0.320
  • ESTROGEN_RESPONSE_EARLY-0.310
  • KRAS_SIGNALING_UP-0.290
  • UV_RESPONSE_DN-0.280
  • ESTROGEN_RESPONSE_LATE-0.270
  • P53_PATHWAY-0.270
  • INFLAMMATORY_RESPONSE-0.260
  • NOTCH_SIGNALING-0.260

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
1TCGA-58-A46M-01A-11R-A24H-07
lung-landscapes@6
cohortSQ20.867
2SRR8518168
breast-umap@18
E0.841
3TCGA-21-1083-01A-01R-0692-07
lung-landscapes@6
cohortMD10.839
4SRR8518219
breast-umap@18
E0.834
5GSM6454749
breast-umap@18
F0.830
6504282dd-4fef-4f70-a709-6a545d00a263
colon-landscapes@1
0.830
7TCGA-E2-A109-01A-11R-A10J-07
breast-umap@18
B0.826
8SRR23303750
bladder-landscape@3
0.825
9TCGA-22-5481-01A-31R-1949-07
lung-landscapes@6
cohortMD10.825
1020020093.Her2HRneg
breast-umap@18
E0.817

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.540Inavolisib— uncovered
G2M_CHECKPOINT0.520Inavolisib— uncovered
MYC_TARGETS_V10.440Inavolisib— uncovered
MYC_TARGETS_V20.430Idelalisib— uncovered
SPERMATOGENESIS0.310Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.310Idelalisib— uncovered
MTORC1_SIGNALING0.300Inavolisib— uncovered
MITOTIC_SPINDLE0.250Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.250Remibrutinib— uncovered
INTERFERON_ALPHA_RESPONSE0.210Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.210Idelalisib— uncovered
ALLOGRAFT_REJECTION0.090Idelalisib— uncovered
DNA_REPAIR0.090Idelalisib— uncovered
FATTY_ACID_METABOLISM0.090Inavolisib— uncovered
ANGIOGENESIS0.070Remibrutinib— uncovered
GLYCOLYSIS0.070Inavolisib— uncovered
HEDGEHOG_SIGNALING0.060Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.060Inavolisib— uncovered
PROTEIN_SECRETION0.050Remibrutinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.030Inavolisib— uncovered