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

acf70af7-cea9-4620-82c1-d488e7dab8d0

5408eb47-303e-5d8f-b406-a3c5dae0ce78

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
78

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
  • E2F_TARGETS+0.390
  • INTERFERON_GAMMA_RESPONSE+0.360
  • OXIDATIVE_PHOSPHORYLATION+0.340
  • MYC_TARGETS_V1+0.250
  • MYC_TARGETS_V2+0.250
  • G2M_CHECKPOINT+0.230
  • ALLOGRAFT_REJECTION+0.210
  • INFLAMMATORY_RESPONSE+0.190
  • PEROXISOME+0.190

Top 10 suppressed

  • ANGIOGENESIS-0.470
  • HEDGEHOG_SIGNALING-0.450
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.380
  • MYOGENESIS-0.380
  • APICAL_JUNCTION-0.370
  • WNT_BETA_CATENIN_SIGNALING-0.300
  • MITOTIC_SPINDLE-0.280
  • PROTEIN_SECRETION-0.250
  • ESTROGEN_RESPONSE_EARLY-0.210
  • HYPOXIA-0.210

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
1TCGA-KU-A6H7-01A-11R-A31N-07
head-neck@1
0.863
2bd9c63e1-a1cb-4b2f-a909-839ce2fd8618
melanoma-umap@29
0.848
3TCGA-CV-6433-01A-11R-1686-07
head-neck@1
0.806
4SRR8518222
breast-umap@18
D0.789
5TCGA-CN-A6UY-01A-12R-A34R-07
head-neck@1
0.788
620080227.Her2HRpos
breast-umap@18
C0.785
7TCGA-TN-A7HL-01A-11R-A34R-07
head-neck@1
0.784
8TCGA-D8-A1XL-01A-11R-A14M-07
breast-umap@18
B0.783
9C3N-00579
lung-landscapes@6
cohortA10.783
10MNG171
mng-umap@100
0.783

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
INTERFERON_ALPHA_RESPONSE0.440Inavolisib— uncovered
E2F_TARGETS0.390Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.360Idelalisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.340Remibrutinib— uncovered
MYC_TARGETS_V10.250Inavolisib— uncovered
MYC_TARGETS_V20.250Idelalisib— uncovered
G2M_CHECKPOINT0.230Inavolisib— uncovered
ALLOGRAFT_REJECTION0.210Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.190Idelalisib— uncovered
PEROXISOME0.190Idelalisib— uncovered
DNA_REPAIR0.170Idelalisib— uncovered
ADIPOGENESIS0.130Inavolisib— uncovered
FATTY_ACID_METABOLISM0.130Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.130Inavolisib— uncovered
BILE_ACID_METABOLISM0.120Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.120Inavolisib— uncovered
SPERMATOGENESIS0.110Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.110Inavolisib— uncovered
KRAS_SIGNALING_DN0.080Remibrutinib— uncovered
APOPTOSIS0.020Idelalisib— uncovered