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

8f518c0d-42e0-4418-bb48-f69b32446b46

7e7e03b2-06d2-5c31-a1ec-969888ed4454

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
71.5811088295688

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • NOTCH_SIGNALING+0.390
  • WNT_BETA_CATENIN_SIGNALING+0.390
  • HEDGEHOG_SIGNALING+0.310
  • APICAL_JUNCTION+0.300
  • XENOBIOTIC_METABOLISM+0.250
  • IL6_JAK_STAT3_SIGNALING+0.240
  • MYOGENESIS+0.230
  • ESTROGEN_RESPONSE_EARLY+0.200
  • ESTROGEN_RESPONSE_LATE+0.200
  • KRAS_SIGNALING_DN+0.200

Top 10 suppressed

  • PROTEIN_SECRETION-0.430
  • ANDROGEN_RESPONSE-0.400
  • G2M_CHECKPOINT-0.300
  • E2F_TARGETS-0.280
  • UV_RESPONSE_DN-0.270
  • MYC_TARGETS_V1-0.230
  • APOPTOSIS-0.220
  • TNFA_SIGNALING_VIA_NFKB-0.220
  • ANGIOGENESIS-0.210
  • SPERMATOGENESIS-0.170

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
1MDT-AP-1336
medullo-epn-umap@date-based
MedMedulloblastoma0.857
21c3d6580-0dc8-4346-a4f7-0bb404d4a245
colon-landscapes@1
0.804
3a8235ad1-0c5f-4a0b-b595-85ef3a1e49ff
colon-landscapes@1
0.793
462a2cbf8-51be-469b-978c-bdf386e0d651
colon-landscapes@1
0.789
518f03a3f-c2d2-4c3b-a246-e8a78e6aa479
colon-landscapes@1
0.787
6MNG545
mng-umap@100
0.781
7fee5651d-3ac9-474a-84da-4fd0ce06f341
colon-landscapes@1
0.774
805167d53-0b47-4131-bfa4-450b236b9fd5
colon-landscapes@1
0.772
9ea9f5a96-93d4-4724-bc4b-2813fa8a35ae
colon-landscapes@1
0.767
1080bea63b-bc3a-4999-8c11-a35c92183cd7
colon-landscapes@1
0.764

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
NOTCH_SIGNALING0.390Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.390Inavolisib— uncovered
HEDGEHOG_SIGNALING0.310Inavolisib— uncovered
APICAL_JUNCTION0.300Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.250Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.240Inavolisib— uncovered
MYOGENESIS0.230Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.200Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.200Idelalisib— uncovered
KRAS_SIGNALING_DN0.200Remibrutinib— uncovered
GLYCOLYSIS0.180Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.170Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.150Remibrutinib— uncovered
PANCREAS_BETA_CELLS0.150Cobimetinib— uncovered
COAGULATION0.140Binimetinib— uncovered
P53_PATHWAY0.130Idelalisib— uncovered
UV_RESPONSE_UP0.120Idelalisib— uncovered
APICAL_SURFACE0.110Temsirolimus— uncovered
DNA_REPAIR0.090Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.050Inavolisib— uncovered