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

5cfccf66-7f7d-4385-96c8-8628a3cdbecb

b3db0bb1-5980-54c9-ab8f-b60fb03906f2

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
58.5051334702259

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • WNT_BETA_CATENIN_SIGNALING+0.370
  • MITOTIC_SPINDLE+0.200
  • MYC_TARGETS_V2+0.200
  • APICAL_JUNCTION+0.140
  • OXIDATIVE_PHOSPHORYLATION+0.130
  • P53_PATHWAY+0.110
  • ESTROGEN_RESPONSE_EARLY+0.100
  • ESTROGEN_RESPONSE_LATE+0.100
  • KRAS_SIGNALING_DN+0.100
  • XENOBIOTIC_METABOLISM+0.100

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.450
  • ANGIOGENESIS-0.420
  • ALLOGRAFT_REJECTION-0.410
  • INTERFERON_GAMMA_RESPONSE-0.410
  • INFLAMMATORY_RESPONSE-0.400
  • PROTEIN_SECRETION-0.390
  • IL6_JAK_STAT3_SIGNALING-0.350
  • INTERFERON_ALPHA_RESPONSE-0.350
  • TNFA_SIGNALING_VIA_NFKB-0.340
  • KRAS_SIGNALING_UP-0.290

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
172c16603-1f6c-479c-8cf0-95d499f328be
colon-landscapes@1
0.858
2MDT-AP-1134
medullo-epn-umap@date-based
MedMedulloblastoma0.827
3124c158a-8435-4f81-b84e-89ccc4bb53f1
colon-landscapes@1
0.825
4DRR168523
bladder-landscape@3
0.815
5MDT-AP-0578
medullo-epn-umap@date-based
MedMedulloblastoma0.809
6TCGA-56-A4BX-01A-11R-A24H-07
lung-landscapes@6
cohortSQ20.808
7TCGA-B6-A0X0-01A-21R-A115-07
breast-umap@18
B0.796
8TCGA-22-4601-01A-01R-1443-07
lung-landscapes@6
cohortSQ20.793
968fda9a5-c6eb-4445-91f7-bd0078080b9d
colon-landscapes@1
0.791
10MNG857
mng-umap@100
0.791

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
WNT_BETA_CATENIN_SIGNALING0.370Inavolisib— uncovered
MITOTIC_SPINDLE0.200Inavolisib— uncovered
MYC_TARGETS_V20.200Idelalisib— uncovered
APICAL_JUNCTION0.140Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.130Remibrutinib— uncovered
P53_PATHWAY0.110Idelalisib— uncovered
ESTROGEN_RESPONSE_EARLY0.100Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.100Idelalisib— uncovered
KRAS_SIGNALING_DN0.100Remibrutinib— uncovered
XENOBIOTIC_METABOLISM0.100Inavolisib— uncovered
GLYCOLYSIS0.090Inavolisib— uncovered
FATTY_ACID_METABOLISM0.070Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.070Inavolisib— uncovered
HEME_METABOLISM0.050Temsirolimus— uncovered
NOTCH_SIGNALING0.050Inavolisib— uncovered
PEROXISOME0.040Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.030Remibrutinib— uncovered
G2M_CHECKPOINT0.030Inavolisib— uncovered
UV_RESPONSE_UP0.030Idelalisib— uncovered
MYOGENESIS0.020Inavolisib— uncovered