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

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· cohortSQ1

2e09d2b4-60d0-54ee-8523-cb3984d1e32d

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
cohortSQ1
subtype
cohortSQ1
age_years
71

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.450
  • MYOGENESIS+0.380
  • WNT_BETA_CATENIN_SIGNALING+0.250
  • ANGIOGENESIS+0.230
  • HEDGEHOG_SIGNALING+0.210
  • APICAL_JUNCTION+0.180
  • NOTCH_SIGNALING+0.180
  • MITOTIC_SPINDLE+0.160
  • KRAS_SIGNALING_DN+0.130
  • SPERMATOGENESIS+0.130

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.590
  • MYC_TARGETS_V2-0.510
  • INTERFERON_GAMMA_RESPONSE-0.490
  • MYC_TARGETS_V1-0.480
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.480
  • UNFOLDED_PROTEIN_RESPONSE-0.460
  • PROTEIN_SECRETION-0.420
  • OXIDATIVE_PHOSPHORYLATION-0.410
  • UV_RESPONSE_UP-0.390
  • E2F_TARGETS-0.360

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
1TCGA-ZF-A9RC-01A-11R-A38B-07
bladder-landscape@3
0.885
2SRR1313107
breast-umap@18
F0.885
3c848ccf8-14d9-4fbd-8366-d4e4ab4dc2e5
colon-landscapes@1
0.873
4TCGA-XF-AAMY-01A-11R-A42T-07
bladder-landscape@3
0.870
5a545f8c1-39e3-48cc-8c22-897c5d3a21ea
colon-landscapes@1
0.869
6TCGA-CQ-7072-01A-21R-A30B-07
head-neck@1
0.869
7a83e78c0-8b1b-4576-aace-4bee1dee5046
colon-landscapes@1
0.859
8TCGA-MN-A4N4-01A-12R-A24X-07
lung-landscapes@6
cohortA10.856
9BS_YK6VQ9SJ
brain-umap@2
DNET0.855
10MBCProject_0044_T1_RNA
breast-umap@18
A0.848

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.450Inavolisib— uncovered
MYOGENESIS0.380Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.250Inavolisib— uncovered
ANGIOGENESIS0.230Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.210Inavolisib— uncovered
APICAL_JUNCTION0.180Inavolisib— uncovered
NOTCH_SIGNALING0.180Inavolisib— uncovered
MITOTIC_SPINDLE0.160Inavolisib— uncovered
KRAS_SIGNALING_DN0.130Remibrutinib— uncovered
SPERMATOGENESIS0.130Inavolisib— uncovered
TGF_BETA_SIGNALING0.130Inavolisib— uncovered
COAGULATION0.120Binimetinib— uncovered
APICAL_SURFACE0.110Temsirolimus— uncovered
UV_RESPONSE_DN0.110Inavolisib— uncovered
HYPOXIA0.090Idelalisib— uncovered