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

620f38f7-7f22-41f3-a478-445f949006fe

cfd5cb94-d2c0-557b-919a-8a43da2e37df

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
64.0848733744011

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • MYC_TARGETS_V2+0.390
  • ANGIOGENESIS+0.310
  • CHOLESTEROL_HOMEOSTASIS+0.310
  • NOTCH_SIGNALING+0.300
  • APICAL_JUNCTION+0.290
  • WNT_BETA_CATENIN_SIGNALING+0.290
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.220
  • MYC_TARGETS_V1+0.220
  • MYOGENESIS+0.200
  • ESTROGEN_RESPONSE_EARLY+0.190

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.400
  • INTERFERON_GAMMA_RESPONSE-0.380
  • PROTEIN_SECRETION-0.340
  • APICAL_SURFACE-0.280
  • ALLOGRAFT_REJECTION-0.230
  • ANDROGEN_RESPONSE-0.230
  • SPERMATOGENESIS-0.220
  • COMPLEMENT-0.210
  • APOPTOSIS-0.190
  • IL2_STAT5_SIGNALING-0.140

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
1701e70ac-31d2-4e78-95e1-3fa2bb466e83
colon-landscapes@1
0.787
2R108
bladder-landscape@3
0.741
306114a88-396c-4815-8949-910e46345e47
colon-landscapes@1
0.733
482990
medullo-epn-umap@date-based
EPNSupratentorial EPN0.715
5DRR168602
bladder-landscape@3
0.708
6MNG154
mng-umap@100
0.694
7BS_C05FKR8X
brain-umap@2
Supratentorial Ependymoma0.691
8SRR2016936
head-neck@1
0.679
9SRR11296875
colon-landscapes@1
0.676
10TCGA-85-6798-01A-11R-1949-07
lung-landscapes@6
cohortSQ20.675

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
MYC_TARGETS_V20.390Idelalisib— uncovered
ANGIOGENESIS0.310Remibrutinib— uncovered
CHOLESTEROL_HOMEOSTASIS0.310Remibrutinib— uncovered
NOTCH_SIGNALING0.300Inavolisib— uncovered
APICAL_JUNCTION0.290Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.290Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.220Inavolisib— uncovered
MYC_TARGETS_V10.220Inavolisib— uncovered
MYOGENESIS0.200Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.190Inavolisib— uncovered
HEDGEHOG_SIGNALING0.180Inavolisib— uncovered
DNA_REPAIR0.140Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.140Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.130Inavolisib— uncovered
KRAS_SIGNALING_DN0.100Remibrutinib— uncovered
OXIDATIVE_PHOSPHORYLATION0.090Remibrutinib— uncovered
UV_RESPONSE_UP0.090Idelalisib— uncovered
ESTROGEN_RESPONSE_LATE0.080Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.070Inavolisib— uncovered
MTORC1_SIGNALING0.060Inavolisib— uncovered