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

6e0c14ea-3eb3-424a-bc12-fb127ac1a777

80240acd-31cb-569b-890e-18a6e8563516

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
85

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+0.420
  • NOTCH_SIGNALING+0.400
  • IL6_JAK_STAT3_SIGNALING+0.370
  • INTERFERON_GAMMA_RESPONSE+0.370
  • BILE_ACID_METABOLISM+0.330
  • OXIDATIVE_PHOSPHORYLATION+0.270
  • APICAL_SURFACE+0.260
  • ALLOGRAFT_REJECTION+0.250
  • WNT_BETA_CATENIN_SIGNALING+0.240
  • KRAS_SIGNALING_DN+0.220

Top 10 suppressed

  • E2F_TARGETS-0.510
  • G2M_CHECKPOINT-0.490
  • MYC_TARGETS_V1-0.460
  • MYC_TARGETS_V2-0.430
  • UNFOLDED_PROTEIN_RESPONSE-0.360
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.330
  • MITOTIC_SPINDLE-0.290
  • MTORC1_SIGNALING-0.270
  • PROTEIN_SECRETION-0.270
  • UV_RESPONSE_DN-0.250

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.

5 twins match this tumor's tissue · 5 come from a different tissue of origin ← cross-tissue dominant

#SampleCancer typeSubtypecos similarity
1SRR1419148
brain-umap@2
GTEX0.831
2BS_M8M56Z4Y
brain-umap@2
pilocytic astrocytoma0.801
3SRR657973
brain-umap@2
GTEX0.788
4MDT-AP-1164
medullo-epn-umap@date-based
MedMedulloblastoma0.787
5f693948b-2640-4fb5-b874-ec756465b5b3
colon-landscapes@1
0.781
6SRR5088930
melanoma-umap@29
0.772
7TCGA-A7-A4SA-01A-11R-A266-07
breast-umap@18
A0.768
8C3L-02560
lung-landscapes@6
cohortA10.767
982988
medullo-epn-umap@date-based
EPNSupratentorial EPN0.764
10MNG580
mng-umap@100
0.760

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.420Inavolisib— uncovered
NOTCH_SIGNALING0.400Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.370Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.370Idelalisib— uncovered
BILE_ACID_METABOLISM0.330Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.270Remibrutinib— uncovered
APICAL_SURFACE0.260Temsirolimus— uncovered
ALLOGRAFT_REJECTION0.250Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.240Inavolisib— uncovered
KRAS_SIGNALING_DN0.220Remibrutinib— uncovered
FATTY_ACID_METABOLISM0.210Inavolisib— uncovered
ADIPOGENESIS0.190Inavolisib— uncovered
MYOGENESIS0.180Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.170Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.150Idelalisib— uncovered
PEROXISOME0.150Idelalisib— uncovered
IL2_STAT5_SIGNALING0.140Idelalisib— uncovered
P53_PATHWAY0.140Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.110Inavolisib— uncovered
UV_RESPONSE_UP0.110Idelalisib— uncovered