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

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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

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • OXIDATIVE_PHOSPHORYLATION+0.600
  • E2F_TARGETS+0.500
  • G2M_CHECKPOINT+0.500
  • MYC_TARGETS_V2+0.500
  • PROTEIN_SECRETION+0.500
  • MYC_TARGETS_V1+0.400
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.400
  • UNFOLDED_PROTEIN_RESPONSE+0.400
  • ADIPOGENESIS+0.300
  • FATTY_ACID_METABOLISM+0.300

Top 10 suppressed

  • ALLOGRAFT_REJECTION-0.500
  • INFLAMMATORY_RESPONSE-0.400
  • INTERFERON_ALPHA_RESPONSE-0.400
  • INTERFERON_GAMMA_RESPONSE-0.400
  • KRAS_SIGNALING_UP-0.400
  • IL6_JAK_STAT3_SIGNALING-0.300
  • KRAS_SIGNALING_DN-0.300
  • ANGIOGENESIS-0.200
  • APICAL_JUNCTION-0.200
  • COMPLEMENT-0.200

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-46-3768-01A-01R-0980-07
lung-landscapes@6
cohortSQ20.900
2c6e243ee-b2d9-408e-ac05-ccbcffa805ab
melanoma-umap@29
0.894
3TCGA-78-7220-01A-11R-2039-07
lung-landscapes@6
cohortA40.890
4TCGA-21-1075-01A-01R-0692-07
lung-landscapes@6
cohortSQ20.886
5SRR10900021
melanoma-umap@29
0.886
6ULC0410T_S45
lung-landscapes@6
cohortA40.883
7MNG1063
mng-umap@100
0.881
8SRR5088859
melanoma-umap@29
0.881
9s0094236
melanoma-umap@29
0.879
10TCGA-DQ-7588-01A-11R-2081-07
head-neck@1
0.875

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
OXIDATIVE_PHOSPHORYLATION0.600Remibrutinib— uncovered
E2F_TARGETS0.500Inavolisib— uncovered
G2M_CHECKPOINT0.500Inavolisib— uncovered
MYC_TARGETS_V20.500Idelalisib— uncovered
PROTEIN_SECRETION0.500Remibrutinib— uncovered
MYC_TARGETS_V10.400Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.400Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.400Idelalisib— uncovered
ADIPOGENESIS0.300Inavolisib— uncovered
FATTY_ACID_METABOLISM0.300Inavolisib— uncovered
GLYCOLYSIS0.300Inavolisib— uncovered
MITOTIC_SPINDLE0.300Inavolisib— uncovered
MTORC1_SIGNALING0.300Inavolisib— uncovered
PEROXISOME0.300Idelalisib— uncovered
SPERMATOGENESIS0.300Inavolisib— uncovered
ANDROGEN_RESPONSE0.200Inavolisib— uncovered
DNA_REPAIR0.200Idelalisib— uncovered
BILE_ACID_METABOLISM0.100Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.100Idelalisib— uncovered
HEME_METABOLISM0.100Temsirolimus— uncovered