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

c0054cf0-8f4b-47b6-a8fc-63a1fd36bcc7

34a70943-1fdb-5a77-a482-c0f9fa449821

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

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • APICAL_JUNCTION+0.400
  • MYOGENESIS+0.400
  • APICAL_SURFACE+0.300
  • CHOLESTEROL_HOMEOSTASIS+0.300
  • COAGULATION+0.300
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.300
  • ESTROGEN_RESPONSE_EARLY+0.300
  • ESTROGEN_RESPONSE_LATE+0.300
  • HEDGEHOG_SIGNALING+0.300
  • KRAS_SIGNALING_DN+0.300

Top 10 suppressed

  • MYC_TARGETS_V1-0.500
  • PROTEIN_SECRETION-0.500
  • ANDROGEN_RESPONSE-0.400
  • G2M_CHECKPOINT-0.400
  • E2F_TARGETS-0.300
  • INTERFERON_ALPHA_RESPONSE-0.300
  • INTERFERON_GAMMA_RESPONSE-0.300
  • UV_RESPONSE_DN-0.300
  • MITOTIC_SPINDLE-0.200
  • MTORC1_SIGNALING-0.200

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
144f9e45d-d779-4865-8f10-d085d5d25447
melanoma-umap@29
0.922
2a4322796-9189-48c2-9e7c-7b1493b5799a
colon-landscapes@1
0.893
3290b89f5-2a44-424b-b77d-a190dcb93e07
colon-landscapes@1
0.890
480bea63b-bc3a-4999-8c11-a35c92183cd7
colon-landscapes@1
0.881
5399cd50c-1439-48a4-ba3b-a0782b2b7b62
melanoma-umap@29
0.878
6SAMN03290888
melanoma-umap@29
0.877
7a8235ad1-0c5f-4a0b-b595-85ef3a1e49ff
colon-landscapes@1
0.872
8SAMN03290910
melanoma-umap@29
0.861
940b92a76-f324-4cdd-8209-517d021acd47
melanoma-umap@29
0.858
101e82995c-f318-4225-96d4-f1e98bcbf60b
colon-landscapes@1
0.854

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
APICAL_JUNCTION0.400Inavolisib— uncovered
MYOGENESIS0.400Inavolisib— uncovered
APICAL_SURFACE0.300Temsirolimus— uncovered
CHOLESTEROL_HOMEOSTASIS0.300Remibrutinib— uncovered
COAGULATION0.300Binimetinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.300Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.300Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.300Idelalisib— uncovered
HEDGEHOG_SIGNALING0.300Inavolisib— uncovered
KRAS_SIGNALING_DN0.300Remibrutinib— uncovered
UV_RESPONSE_UP0.300Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.300Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.300Inavolisib— uncovered
ANGIOGENESIS0.200Remibrutinib— uncovered
MYC_TARGETS_V20.200Idelalisib— uncovered
NOTCH_SIGNALING0.200Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.200Inavolisib— uncovered
ADIPOGENESIS0.100Inavolisib— uncovered
BILE_ACID_METABOLISM0.100Inavolisib— uncovered
FATTY_ACID_METABOLISM0.100Inavolisib— uncovered