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

2dbf638a-46c1-4ec8-b81d-d859c7dcf989

7697cdac-c186-5151-b55d-f5546decedcf

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
79

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • ALLOGRAFT_REJECTION+0.470
  • TNFA_SIGNALING_VIA_NFKB+0.460
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.450
  • INTERFERON_GAMMA_RESPONSE+0.450
  • E2F_TARGETS+0.440
  • INFLAMMATORY_RESPONSE+0.440
  • IL6_JAK_STAT3_SIGNALING+0.430
  • G2M_CHECKPOINT+0.410
  • INTERFERON_ALPHA_RESPONSE+0.410
  • IL2_STAT5_SIGNALING+0.350

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.330
  • FATTY_ACID_METABOLISM-0.320
  • ADIPOGENESIS-0.290
  • APICAL_SURFACE-0.270
  • HEME_METABOLISM-0.180
  • PEROXISOME-0.170
  • ESTROGEN_RESPONSE_EARLY-0.160
  • MYOGENESIS-0.150
  • GLYCOLYSIS-0.140
  • BILE_ACID_METABOLISM-0.130

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
1SRR8943028
bladder-landscape@3
0.857
2SRR29022833
breast-umap@18
D0.854
3TCGA-OR-A5JB-01
acc-tcga-pancan-2018@2018
Adrenocortical CarcinomaAdrenocortical Carcinoma, Usual Type0.852
4TCGA-FD-A3B3-01A-12R-A206-07
bladder-landscape@3
0.851
5BS_WAXJY4XQ
brain-umap@2
high-grade glioma0.850
6s0112234
melanoma-umap@29
0.847
7346fe4c0-2ea0-45b4-8863-b0f9e7756ad6
melanoma-umap@29
0.846
8X55db60cd.e752.41b4.aa3e.f68d676031f7
lung-landscapes@6
cohortA10.845
96fdba671-fb71-438f-ad62-e3d515e0222d
melanoma-umap@29
0.842
10SRR29022839
breast-umap@18
A0.840

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ALLOGRAFT_REJECTION0.470Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.460Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.450Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.450Idelalisib— uncovered
E2F_TARGETS0.440Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.440Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.430Inavolisib— uncovered
G2M_CHECKPOINT0.410Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.410Inavolisib— uncovered
IL2_STAT5_SIGNALING0.350Idelalisib— uncovered
ANGIOGENESIS0.300Remibrutinib— uncovered
KRAS_SIGNALING_UP0.270Inavolisib— uncovered
MYC_TARGETS_V20.260Idelalisib— uncovered
TGF_BETA_SIGNALING0.240Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.230Idelalisib— uncovered
MTORC1_SIGNALING0.220Inavolisib— uncovered
PANCREAS_BETA_CELLS0.220Cobimetinib— uncovered
PI3K_AKT_MTOR_SIGNALING0.220Inavolisib— uncovered
MYC_TARGETS_V10.210Inavolisib— uncovered
COMPLEMENT0.200Inavolisib— uncovered