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

X9d79253b.8c45.4bde.a42d.c399fb107400

· cohortMD2

72f2f37c-1dbd-5815-8514-0e4ac86677ca

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
cohortMD2
subtype
cohortMD2
age_years
64

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+0.560
  • MYOGENESIS+0.430
  • TGF_BETA_SIGNALING+0.430
  • HEDGEHOG_SIGNALING+0.390
  • HYPOXIA+0.380
  • UV_RESPONSE_DN+0.340
  • WNT_BETA_CATENIN_SIGNALING+0.320
  • ANGIOGENESIS+0.310
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.310
  • COAGULATION+0.290

Top 10 suppressed

  • E2F_TARGETS-0.590
  • G2M_CHECKPOINT-0.590
  • INTERFERON_ALPHA_RESPONSE-0.580
  • INTERFERON_GAMMA_RESPONSE-0.480
  • MYC_TARGETS_V2-0.480
  • ALLOGRAFT_REJECTION-0.420
  • MYC_TARGETS_V1-0.400
  • IL6_JAK_STAT3_SIGNALING-0.340
  • INFLAMMATORY_RESPONSE-0.310
  • OXIDATIVE_PHOSPHORYLATION-0.290

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
120030071.Her2HRpos
breast-umap@18
A0.856
2SRR26320067
bladder-landscape@3
0.831
3TCGA-56-8622-01A-11R-2403-07
lung-landscapes@6
cohortSQ10.817
4TCGA-HD-7831-01A-11R-2132-07
head-neck@1
0.810
5SRR8613703
breast-umap@18
D0.809
6TCGA-E9-A1NH-01A-11R-A14D-07
breast-umap@18
A0.807
720020009.LumA
breast-umap@18
A0.807
8SRR6013580
lung-landscapes@6
cohortA20.807
9SRR8613790
breast-umap@18
A0.805
10SRR1313111
breast-umap@18
A0.803

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
EPITHELIAL_MESENCHYMAL_TRANSITION0.560Inavolisib— uncovered
MYOGENESIS0.430Inavolisib— uncovered
TGF_BETA_SIGNALING0.430Inavolisib— uncovered
HEDGEHOG_SIGNALING0.390Inavolisib— uncovered
HYPOXIA0.380Idelalisib— uncovered
UV_RESPONSE_DN0.340Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.320Inavolisib— uncovered
ANGIOGENESIS0.310Remibrutinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.310Inavolisib— uncovered
COAGULATION0.290Binimetinib— uncovered
APICAL_JUNCTION0.280Inavolisib— uncovered
HEME_METABOLISM0.230Temsirolimus— uncovered
P53_PATHWAY0.180Idelalisib— uncovered
ADIPOGENESIS0.170Inavolisib— uncovered
NOTCH_SIGNALING0.160Inavolisib— uncovered
PROTEIN_SECRETION0.150Remibrutinib— uncovered
XENOBIOTIC_METABOLISM0.130Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.080Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.080Idelalisib— uncovered
APOPTOSIS0.050Idelalisib— uncovered