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

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8ad87c60-24d5-5eb7-9b08-950bb0a45779

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
82

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • WNT_BETA_CATENIN_SIGNALING+0.350
  • KRAS_SIGNALING_DN+0.270
  • HEDGEHOG_SIGNALING+0.260
  • MYC_TARGETS_V2+0.260
  • NOTCH_SIGNALING+0.260
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.240
  • ESTROGEN_RESPONSE_EARLY+0.210
  • MYOGENESIS+0.190
  • APICAL_SURFACE+0.170
  • ESTROGEN_RESPONSE_LATE+0.170

Top 10 suppressed

  • PROTEIN_SECRETION-0.520
  • ANDROGEN_RESPONSE-0.430
  • TGF_BETA_SIGNALING-0.350
  • TNFA_SIGNALING_VIA_NFKB-0.320
  • UV_RESPONSE_DN-0.310
  • ALLOGRAFT_REJECTION-0.260
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.260
  • KRAS_SIGNALING_UP-0.260
  • APOPTOSIS-0.250
  • INFLAMMATORY_RESPONSE-0.250

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
1299f36bd-d9fd-41f5-8a29-3382e147a14f
colon-landscapes@1
0.892
20ffd0bed-35a4-4fec-9d56-1d4ae5dcb507
colon-landscapes@1
0.879
34f521ce8-4aac-4ea5-abbe-732ff9ac5409
melanoma-umap@29
0.863
4f17e12f0-54ed-4dc2-ab7e-22a1f90e1405
colon-landscapes@1
0.831
5c2e34dda-0852-492e-9cde-3ff606259c12
melanoma-umap@29
0.828
6MNG545
mng-umap@100
0.816
7SRR25043618
head-neck@1
0.809
83e1c728a-cf38-4ca8-9d87-0bbf098567a6
melanoma-umap@29
0.804
98683d8f5-bba5-40a1-a460-ad6183d2302b
melanoma-umap@29
0.801
10MNG559
mng-umap@100
0.795

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
WNT_BETA_CATENIN_SIGNALING0.350Inavolisib— uncovered
KRAS_SIGNALING_DN0.270Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.260Inavolisib— uncovered
MYC_TARGETS_V20.260Idelalisib— uncovered
NOTCH_SIGNALING0.260Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.240Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.210Inavolisib— uncovered
MYOGENESIS0.190Inavolisib— uncovered
APICAL_SURFACE0.170Temsirolimus— uncovered
ESTROGEN_RESPONSE_LATE0.170Idelalisib— uncovered
PANCREAS_BETA_CELLS0.150Cobimetinib— uncovered
CHOLESTEROL_HOMEOSTASIS0.140Remibrutinib— uncovered
XENOBIOTIC_METABOLISM0.120Inavolisib— uncovered
APICAL_JUNCTION0.070Inavolisib— uncovered
DNA_REPAIR0.060Idelalisib— uncovered
UV_RESPONSE_UP0.050Idelalisib— uncovered
GLYCOLYSIS0.040Inavolisib— uncovered
COAGULATION0.030Binimetinib— uncovered
P53_PATHWAY0.020Idelalisib— uncovered
ADIPOGENESIS0.010Inavolisib— uncovered