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

930630ee-1c36-4567-aeff-042eef1654e6

68bc36e4-aa3e-599b-a59d-66f30518e5fe

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
65

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+0.570
  • MYC_TARGETS_V1+0.530
  • OXIDATIVE_PHOSPHORYLATION+0.510
  • MYC_TARGETS_V2+0.490
  • G2M_CHECKPOINT+0.480
  • MTORC1_SIGNALING+0.460
  • PROTEIN_SECRETION+0.380
  • CHOLESTEROL_HOMEOSTASIS+0.370
  • UNFOLDED_PROTEIN_RESPONSE+0.350
  • GLYCOLYSIS+0.340

Top 10 suppressed

  • MYOGENESIS-0.340
  • HEDGEHOG_SIGNALING-0.330
  • WNT_BETA_CATENIN_SIGNALING-0.290
  • APICAL_JUNCTION-0.170
  • PANCREAS_BETA_CELLS-0.150
  • ESTROGEN_RESPONSE_EARLY-0.130
  • P53_PATHWAY-0.120
  • COAGULATION-0.080
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.060
  • MITOTIC_SPINDLE-0.060

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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1BS_5CTVXVRX
brain-umap@2
high-grade glioma0.874
2feccc57b-a987-4dd7-babf-1a8982bd64cc
colon-landscapes@1
0.871
377984740-019e-482f-822a-25a74ec2cc32
colon-landscapes@1
0.869
4SRR6013495
lung-landscapes@6
cohortA10.865
5MNG767
mng-umap@100
0.860
68824c0fd-764e-4525-952b-f25efa742772
colon-landscapes@1
0.854
7SRR11296852
colon-landscapes@1
0.846
8SRR35579824
breast-umap@18
E0.846
9c7aea5a2-5772-4475-8ca6-326193eeb69e
colon-landscapes@1
0.841
10SRR12696741
melanoma-umap@29
0.839

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.570Inavolisib— uncovered
MYC_TARGETS_V10.530Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.510Remibrutinib— uncovered
MYC_TARGETS_V20.490Idelalisib— uncovered
G2M_CHECKPOINT0.480Inavolisib— uncovered
MTORC1_SIGNALING0.460Inavolisib— uncovered
PROTEIN_SECRETION0.380Remibrutinib— uncovered
CHOLESTEROL_HOMEOSTASIS0.370Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.350Idelalisib— uncovered
GLYCOLYSIS0.340Inavolisib— uncovered
ALLOGRAFT_REJECTION0.300Idelalisib— uncovered
FATTY_ACID_METABOLISM0.300Inavolisib— uncovered
ANDROGEN_RESPONSE0.290Inavolisib— uncovered
ADIPOGENESIS0.250Inavolisib— uncovered
PEROXISOME0.250Idelalisib— uncovered
DNA_REPAIR0.240Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.240Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.230Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.220Idelalisib— uncovered
SPERMATOGENESIS0.220Inavolisib— uncovered