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

10489620-bd98-43ab-9d5f-8ae0c0b1ff7a

aa42eb4c-3d3a-5dae-a865-1b123f43241e

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
68.3367556468173

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

Top 10 most elevated and top 10 most suppressed Hallmark pathways for this sample.

Top 10 elevated

  • INTERFERON_ALPHA_RESPONSE+0.610
  • MYC_TARGETS_V2+0.530
  • INTERFERON_GAMMA_RESPONSE+0.370
  • WNT_BETA_CATENIN_SIGNALING+0.360
  • G2M_CHECKPOINT+0.330
  • E2F_TARGETS+0.310
  • NOTCH_SIGNALING+0.240
  • DNA_REPAIR+0.170
  • MYC_TARGETS_V1+0.140
  • KRAS_SIGNALING_DN+0.100

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.580
  • ANGIOGENESIS-0.480
  • PROTEIN_SECRETION-0.430
  • UV_RESPONSE_DN-0.410
  • ANDROGEN_RESPONSE-0.370
  • HYPOXIA-0.340
  • APOPTOSIS-0.310
  • TGF_BETA_SIGNALING-0.310
  • APICAL_SURFACE-0.300
  • KRAS_SIGNALING_UP-0.300

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
1SRR33532781
breast-umap@18
D0.795
2TCGA-OL-A5D7-01A-11R-A27Q-07
breast-umap@18
E0.792
3ULC0564T_S96
lung-landscapes@6
cohortA10.780
4TCGA-CV-6936-01A-11R-1915-07
head-neck@1
0.777
5SRR1313149
breast-umap@18
D0.775
6SRR2932834
head-neck@1
0.772
7SRR650177
bladder-landscape@3
0.766
8SRR10900589
melanoma-umap@29
0.760
9SRR8613767
breast-umap@18
E0.760
1090dab784-fa67-4b32-9489-6cd1cb6365ac
colon-landscapes@1
0.759

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.610Inavolisib— uncovered
MYC_TARGETS_V20.530Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.370Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.360Inavolisib— uncovered
G2M_CHECKPOINT0.330Inavolisib— uncovered
E2F_TARGETS0.310Inavolisib— uncovered
NOTCH_SIGNALING0.240Inavolisib— uncovered
DNA_REPAIR0.170Idelalisib— uncovered
MYC_TARGETS_V10.140Inavolisib— uncovered
KRAS_SIGNALING_DN0.100Remibrutinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.100Inavolisib— uncovered
HEDGEHOG_SIGNALING0.090Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.090Inavolisib— uncovered
SPERMATOGENESIS0.090Inavolisib— uncovered
MITOTIC_SPINDLE0.080Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.020Idelalisib— uncovered
UV_RESPONSE_UP0.020Idelalisib— uncovered
P53_PATHWAY0.010Idelalisib— uncovered