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

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5d0cd5c1-66c3-554f-8950-ab122cb3e227

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
65

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • INTERFERON_ALPHA_RESPONSE+0.440
  • INTERFERON_GAMMA_RESPONSE+0.280
  • ALLOGRAFT_REJECTION+0.210
  • PROTEIN_SECRETION+0.170
  • BILE_ACID_METABOLISM+0.120
  • IL6_JAK_STAT3_SIGNALING+0.120
  • HEME_METABOLISM+0.110
  • INFLAMMATORY_RESPONSE+0.110
  • PEROXISOME+0.100
  • DNA_REPAIR+0.090

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.500
  • ANGIOGENESIS-0.390
  • APICAL_JUNCTION-0.390
  • MITOTIC_SPINDLE-0.380
  • MYOGENESIS-0.370
  • APICAL_SURFACE-0.310
  • HEDGEHOG_SIGNALING-0.300
  • NOTCH_SIGNALING-0.260
  • UV_RESPONSE_DN-0.260
  • WNT_BETA_CATENIN_SIGNALING-0.240

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
1TCGA-EW-A1J6-01A-11R-A13Q-07
breast-umap@18
B0.912
2MNG85
mng-umap@100
0.819
3SRR25617901
breast-umap@18
B0.811
4SRR25617825
breast-umap@18
C0.806
5SRR33532827
breast-umap@18
D0.791
6KASUMI6_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE
ccle-aml@v2024.1
AML0.778
7TCGA-62-A472-01A-11R-A24H-07
lung-landscapes@6
cohortA10.765
8SRR8518222
breast-umap@18
D0.764
9SRR8518291
breast-umap@18
D0.763
10s0122212
melanoma-umap@29
0.759

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.440Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.280Idelalisib— uncovered
ALLOGRAFT_REJECTION0.210Idelalisib— uncovered
PROTEIN_SECRETION0.170Remibrutinib— uncovered
BILE_ACID_METABOLISM0.120Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.120Inavolisib— uncovered
HEME_METABOLISM0.110Temsirolimus— uncovered
INFLAMMATORY_RESPONSE0.110Idelalisib— uncovered
PEROXISOME0.100Idelalisib— uncovered
DNA_REPAIR0.090Idelalisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.080Remibrutinib— uncovered
MYC_TARGETS_V10.070Inavolisib— uncovered
E2F_TARGETS0.050Inavolisib— uncovered
SPERMATOGENESIS0.040Inavolisib— uncovered
UV_RESPONSE_UP0.030Idelalisib— uncovered
COMPLEMENT0.010Inavolisib— uncovered