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

32a200c7-6f8a-4393-ae39-48c73b7935cf

16ea105a-40e7-55ae-a5ae-3583c84cc1a2

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

  • E2F_TARGETS+0.300
  • HEDGEHOG_SIGNALING+0.300
  • MYC_TARGETS_V1+0.300
  • OXIDATIVE_PHOSPHORYLATION+0.300
  • G2M_CHECKPOINT+0.200
  • WNT_BETA_CATENIN_SIGNALING+0.200
  • ANDROGEN_RESPONSE+0.100
  • DNA_REPAIR+0.100
  • MYC_TARGETS_V2+0.100
  • NOTCH_SIGNALING+0.100

Top 10 suppressed

  • IL6_JAK_STAT3_SIGNALING-0.500
  • INTERFERON_ALPHA_RESPONSE-0.500
  • INTERFERON_GAMMA_RESPONSE-0.500
  • ALLOGRAFT_REJECTION-0.400
  • APICAL_SURFACE-0.400
  • COMPLEMENT-0.400
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.400
  • INFLAMMATORY_RESPONSE-0.400
  • APOPTOSIS-0.300
  • COAGULATION-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.

8 twins match this tumor's tissue · 2 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1s0112225
melanoma-umap@29
0.879
2TCGA-56-7223-01A-11R-2045-07
lung-landscapes@6
cohortMD10.878
3C3N-02283
lung-landscapes@6
cohortMD10.874
4EPT0810
medullo-epn-umap@date-based
EPNPosterior Fossa EPN0.873
5MNG239
mng-umap@100
0.866
6e97f9781-5033-40bd-bc5c-7a703ef965b1
melanoma-umap@29
0.865
7BS_QWNBZ9RJ
brain-umap@2
Embryonal tumors0.860
8TCGA-E2-A15R-01A-11R-A115-07
breast-umap@18
B0.858
9SRR2780123
melanoma-umap@29
0.857
10SRR8526717
lung-landscapes@6
cohortMD10.854

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.300Inavolisib— uncovered
HEDGEHOG_SIGNALING0.300Inavolisib— uncovered
MYC_TARGETS_V10.300Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.300Remibrutinib— uncovered
G2M_CHECKPOINT0.200Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.200Inavolisib— uncovered
ANDROGEN_RESPONSE0.100Inavolisib— uncovered
DNA_REPAIR0.100Idelalisib— uncovered
MYC_TARGETS_V20.100Idelalisib— uncovered
NOTCH_SIGNALING0.100Inavolisib— uncovered
PANCREAS_BETA_CELLS0.100Cobimetinib— uncovered
SPERMATOGENESIS0.100Inavolisib— uncovered