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

2B4FA61A-C1A7-49BD-9438-2865D386EAF2

f0dd33e1-025a-57b2-92b2-ab85d6da4b95

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
overall_survival_months
20.006570302233904
age_years
30
sex
Female

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • E2F_TARGETS+0.728
  • G2M_CHECKPOINT+0.693
  • MYC_TARGETS_V2+0.630
  • MYC_TARGETS_V1+0.586
  • DNA_REPAIR+0.505
  • MITOTIC_SPINDLE+0.478
  • UNFOLDED_PROTEIN_RESPONSE+0.320
  • WNT_BETA_CATENIN_SIGNALING+0.244
  • MTORC1_SIGNALING+0.241
  • OXIDATIVE_PHOSPHORYLATION+0.188

Top 10 suppressed

  • MYOGENESIS-0.442
  • INFLAMMATORY_RESPONSE-0.404
  • KRAS_SIGNALING_DN-0.391
  • TNFA_SIGNALING_VIA_NFKB-0.375
  • INTERFERON_ALPHA_RESPONSE-0.346
  • COAGULATION-0.339
  • ESTROGEN_RESPONSE_EARLY-0.317
  • ALLOGRAFT_REJECTION-0.309
  • INTERFERON_GAMMA_RESPONSE-0.309
  • HYPOXIA-0.298

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.

7 twins match this tumor's tissue · 3 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1C6A16A8F-0AB7-42E9-A068-15EECF2912D3
brain-umap@2
0.952
24938761D-0762-4984-A399-BC036D6D2140
brain-umap@2
0.952
3SRR934937
brain-umap@2
0.930
4SRR934879
brain-umap@2
0.924
5ERR2598206
medullo-epn-umap@date-based
fetalfetal0.920
6CA366342-0949-4941-8AE6-984BAF032886
brain-umap@2
0.920
7SAMN03290940
melanoma-umap@29
0.919
8ERR2598226
medullo-epn-umap@date-based
fetalfetal0.918
9BS_A0DYVX9J
brain-umap@2
high-grade glioma0.914
10TCGA-O2-A52S-01A-11R-A262-07
lung-landscapes@6
cohortSQ20.912

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.728Inavolisib— uncovered
G2M_CHECKPOINT0.693Inavolisib— uncovered
MYC_TARGETS_V20.630Idelalisib— uncovered
MYC_TARGETS_V10.586Inavolisib— uncovered
DNA_REPAIR0.505Idelalisib— uncovered
MITOTIC_SPINDLE0.478Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.320Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.244Inavolisib— uncovered
MTORC1_SIGNALING0.241Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.188Remibrutinib— uncovered
PROTEIN_SECRETION0.138Remibrutinib— uncovered
PEROXISOME0.084Idelalisib— uncovered
TGF_BETA_SIGNALING0.048Inavolisib— uncovered
GLYCOLYSIS0.043Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.037Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.032Inavolisib— uncovered