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

0d373d8e-2507-4d88-8e19-d3f7b66955b4

2b4443ee-fa6c-50d5-a5a6-15a18483621f

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
74

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • TGF_BETA_SIGNALING+0.220
  • HEDGEHOG_SIGNALING+0.210
  • MYC_TARGETS_V2+0.200
  • WNT_BETA_CATENIN_SIGNALING+0.170
  • UNFOLDED_PROTEIN_RESPONSE+0.130
  • NOTCH_SIGNALING+0.120
  • UV_RESPONSE_DN+0.110
  • MYOGENESIS+0.090
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.080
  • ANGIOGENESIS+0.070

Top 10 suppressed

  • INTERFERON_GAMMA_RESPONSE-0.410
  • E2F_TARGETS-0.380
  • INTERFERON_ALPHA_RESPONSE-0.380
  • ALLOGRAFT_REJECTION-0.340
  • MTORC1_SIGNALING-0.330
  • IL6_JAK_STAT3_SIGNALING-0.320
  • G2M_CHECKPOINT-0.280
  • INFLAMMATORY_RESPONSE-0.270
  • CHOLESTEROL_HOMEOSTASIS-0.260
  • FATTY_ACID_METABOLISM-0.260

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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1ERR2208931
melanoma-umap@29
0.831
2TCGA-A1-A0SB-01A-11R-A144-07
breast-umap@18
A0.797
3TCGA-OR-A5J9-01
acc-tcga-pancan-2018@2018
Adrenocortical CarcinomaAdrenocortical Carcinoma, Usual Type0.796
4MBCProject_0832_T1_RNA
breast-umap@18
A0.790
5GSM5359429
bladder-landscape@3
0.789
6AUR-AD9E-TTM2-A-1-1-R-A542-39
breast-umap@18
B0.785
7SRR8518202
breast-umap@18
A0.783
8TCGA-D8-A1XB-01A-11R-A14D-07
breast-umap@18
A0.780
938aa467f-bd67-475e-9280-7e710bdc0cb3
colon-landscapes@1
0.780
1020ed86b0-2e3d-44ec-88cd-eac5486fe15c
colon-landscapes@1
0.779

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
TGF_BETA_SIGNALING0.220Inavolisib— uncovered
HEDGEHOG_SIGNALING0.210Inavolisib— uncovered
MYC_TARGETS_V20.200Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.170Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.130Idelalisib— uncovered
NOTCH_SIGNALING0.120Inavolisib— uncovered
UV_RESPONSE_DN0.110Inavolisib— uncovered
MYOGENESIS0.090Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.080Inavolisib— uncovered
ANGIOGENESIS0.070Remibrutinib— uncovered
APICAL_JUNCTION0.070Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.070Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.040Inavolisib— uncovered
COAGULATION0.030Binimetinib— uncovered
HYPOXIA0.030Idelalisib— uncovered
P53_PATHWAY0.030Idelalisib— uncovered
KRAS_SIGNALING_DN0.010Remibrutinib— uncovered