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

28f73ee0-f218-4884-81c6-e6b4ba2fdccd

9b54542d-5715-5c91-a550-1897806f9852

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
58

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • BILE_ACID_METABOLISM+0.330
  • INTERFERON_ALPHA_RESPONSE+0.310
  • INTERFERON_GAMMA_RESPONSE+0.300
  • ALLOGRAFT_REJECTION+0.290
  • IL6_JAK_STAT3_SIGNALING+0.240
  • PEROXISOME+0.200
  • PANCREAS_BETA_CELLS+0.190
  • INFLAMMATORY_RESPONSE+0.160
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.160
  • IL2_STAT5_SIGNALING+0.150

Top 10 suppressed

  • E2F_TARGETS-0.470
  • G2M_CHECKPOINT-0.460
  • HEDGEHOG_SIGNALING-0.440
  • MITOTIC_SPINDLE-0.420
  • ANGIOGENESIS-0.400
  • MYC_TARGETS_V2-0.390
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.380
  • TGF_BETA_SIGNALING-0.330
  • UNFOLDED_PROTEIN_RESPONSE-0.320
  • MYC_TARGETS_V1-0.310

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
1MNG445
mng-umap@100
0.858
2TCGA-50-6597-01A-11R-1858-07
lung-landscapes@6
cohortA10.839
3SRR33532817
breast-umap@18
D0.834
4TCGA-91-A4BD-01A-11R-A24H-07
lung-landscapes@6
cohortA10.833
5SRR2778078
melanoma-umap@29
0.830
6TCGA-GD-A76B-01A-11R-A32O-07
bladder-landscape@3
0.827
7SRR8518151
breast-umap@18
D0.826
86d2b5716-f1e0-41af-bdc2-0efce35a3f26
melanoma-umap@29
0.825
9ERR2598330
medullo-epn-umap@date-based
fetalfetal0.825
10ERR2598274
medullo-epn-umap@date-based
fetalfetal0.822

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
BILE_ACID_METABOLISM0.330Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.310Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.300Idelalisib— uncovered
ALLOGRAFT_REJECTION0.290Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.240Inavolisib— uncovered
PEROXISOME0.200Idelalisib— uncovered
PANCREAS_BETA_CELLS0.190Cobimetinib— uncovered
INFLAMMATORY_RESPONSE0.160Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.160Inavolisib— uncovered
IL2_STAT5_SIGNALING0.150Idelalisib— uncovered
ADIPOGENESIS0.130Inavolisib— uncovered
FATTY_ACID_METABOLISM0.120Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.100Inavolisib— uncovered
KRAS_SIGNALING_UP0.080Inavolisib— uncovered
SPERMATOGENESIS0.080Inavolisib— uncovered
COMPLEMENT0.070Inavolisib— uncovered
GLYCOLYSIS0.070Inavolisib— uncovered
KRAS_SIGNALING_DN0.060Remibrutinib— uncovered
ANDROGEN_RESPONSE0.030Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.020Remibrutinib— uncovered