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

8f1213be-da41-4cd6-97b2-f9fce1ea00ff

d3c66d98-a082-5281-a063-8b6831df1051

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
74

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+0.670
  • INTERFERON_GAMMA_RESPONSE+0.600
  • MYC_TARGETS_V1+0.500
  • OXIDATIVE_PHOSPHORYLATION+0.480
  • MTORC1_SIGNALING+0.460
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.450
  • INFLAMMATORY_RESPONSE+0.430
  • DNA_REPAIR+0.410
  • MYC_TARGETS_V2+0.410
  • ALLOGRAFT_REJECTION+0.400

Top 10 suppressed

  • HEDGEHOG_SIGNALING-0.460
  • MYOGENESIS-0.240
  • WNT_BETA_CATENIN_SIGNALING-0.200
  • BILE_ACID_METABOLISM-0.160
  • KRAS_SIGNALING_DN-0.140
  • APICAL_SURFACE-0.130
  • UV_RESPONSE_DN-0.110
  • SPERMATOGENESIS-0.060
  • APICAL_JUNCTION-0.040
  • MITOTIC_SPINDLE-0.010

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
1SRR1313147
breast-umap@18
E0.914
2TCGA-GC-A6I1-01A-12R-A31N-07
bladder-landscape@3
0.911
3E7BE221B-273D-4C04-BE79-366E6455EFBC
brain-umap@2
0.911
4F2EB65DD-59F7-4C1F-8D92-0DCF439FF41A
brain-umap@2
0.911
593708EED-CBE1-4B2E-A571-34316ACFE748
brain-umap@2
0.909
6BS_GJNCYABP
brain-umap@2
ATRT0.907
7SRR6013500
lung-landscapes@6
cohortA10.906
8DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8
brain-umap@2
0.905
93E499D12-B08A-491C-98C6-19EA420BDC99
brain-umap@2
0.905
10f66a9fee-f63a-4398-b242-9c065bbe213d
colon-landscapes@1
0.903

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.670Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.600Idelalisib— uncovered
MYC_TARGETS_V10.500Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.480Remibrutinib— uncovered
MTORC1_SIGNALING0.460Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.450Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.430Idelalisib— uncovered
DNA_REPAIR0.410Idelalisib— uncovered
MYC_TARGETS_V20.410Idelalisib— uncovered
ALLOGRAFT_REJECTION0.400Idelalisib— uncovered
P53_PATHWAY0.400Idelalisib— uncovered
E2F_TARGETS0.390Inavolisib— uncovered
GLYCOLYSIS0.380Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.380Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.360Inavolisib— uncovered
COMPLEMENT0.350Inavolisib— uncovered
PROTEIN_SECRETION0.350Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.330Idelalisib— uncovered
UV_RESPONSE_UP0.330Idelalisib— uncovered
G2M_CHECKPOINT0.290Inavolisib— uncovered