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

8b88f1a0-d67d-4400-95c1-dc00ceb8b15f

9c26a56c-c9f9-5acd-96c3-c956af93b717

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

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+0.600
  • E2F_TARGETS+0.500
  • G2M_CHECKPOINT+0.500
  • MITOTIC_SPINDLE+0.500
  • INTERFERON_GAMMA_RESPONSE+0.400
  • MTORC1_SIGNALING+0.400
  • PI3K_AKT_MTOR_SIGNALING+0.300
  • PROTEIN_SECRETION+0.300
  • UNFOLDED_PROTEIN_RESPONSE+0.300
  • ALLOGRAFT_REJECTION+0.200

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.300
  • MYOGENESIS-0.300
  • APICAL_JUNCTION-0.200
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.200
  • NOTCH_SIGNALING-0.200
  • ANGIOGENESIS-0.100
  • APICAL_SURFACE-0.100
  • COAGULATION-0.100
  • KRAS_SIGNALING_UP-0.100
  • PANCREAS_BETA_CELLS-0.100

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
14c67fdfb-4b74-46c4-9021-0b5317207db5
melanoma-umap@29
0.835
2TCGA-XF-AAN2-01A-11R-A42T-07
bladder-landscape@3
0.833
3R427
bladder-landscape@3
0.822
4BS_D7XRFE0R
brain-umap@2
Diffuse intrinsic pontine glioma0.812
5d5610bbc-93c5-4ca5-b687-f955d1b84c92
melanoma-umap@29
0.803
6TCGA-AR-A0TQ-01A-11R-A084-07
breast-umap@18
B0.789
7R371
bladder-landscape@3
0.787
8MNG533
mng-umap@100
0.785
9sclc239861_S78.txt
lung-landscapes@6
cohortSC0.779
10E0173AAB-678A-46E0-B701-C79A6BE9B9D8
brain-umap@2
0.778

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_RESPONSE0.600Inavolisib— uncovered
E2F_TARGETS0.500Inavolisib— uncovered
G2M_CHECKPOINT0.500Inavolisib— uncovered
MITOTIC_SPINDLE0.500Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.400Idelalisib— uncovered
MTORC1_SIGNALING0.400Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.300Inavolisib— uncovered
PROTEIN_SECRETION0.300Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.300Idelalisib— uncovered
ALLOGRAFT_REJECTION0.200Idelalisib— uncovered
APOPTOSIS0.200Idelalisib— uncovered
HEDGEHOG_SIGNALING0.200Inavolisib— uncovered
HEME_METABOLISM0.200Temsirolimus— uncovered
IL6_JAK_STAT3_SIGNALING0.200Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.200Inavolisib— uncovered
ADIPOGENESIS0.100Inavolisib— uncovered
ANDROGEN_RESPONSE0.100Inavolisib— uncovered
BILE_ACID_METABOLISM0.100Inavolisib— uncovered
DNA_REPAIR0.100Idelalisib— uncovered
FATTY_ACID_METABOLISM0.100Inavolisib— uncovered