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

5C40F9B6-4A54-4861-9DE5-8852BF4B13E7

782ff1e5-ba05-5e2f-b9aa-826b0c19c6d4

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
13.764783180026281
age_years
57
sex
Male

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+0.601
  • INTERFERON_GAMMA_RESPONSE+0.582
  • IL6_JAK_STAT3_SIGNALING+0.535
  • ALLOGRAFT_REJECTION+0.479
  • E2F_TARGETS+0.479
  • INFLAMMATORY_RESPONSE+0.418
  • COMPLEMENT+0.416
  • MTORC1_SIGNALING+0.406
  • TNFA_SIGNALING_VIA_NFKB+0.341
  • G2M_CHECKPOINT+0.331

Top 10 suppressed

  • HEDGEHOG_SIGNALING-0.367
  • PANCREAS_BETA_CELLS-0.365
  • KRAS_SIGNALING_DN-0.352
  • SPERMATOGENESIS-0.215
  • WNT_BETA_CATENIN_SIGNALING-0.203
  • MYOGENESIS-0.145
  • APICAL_JUNCTION-0.110
  • UV_RESPONSE_DN-0.088
  • APICAL_SURFACE-0.077
  • ESTROGEN_RESPONSE_EARLY+0.023

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
1722B7A0F-BF34-4368-8CFF-944FCBC7DAC4
brain-umap@2
0.925
229D4AB03-5604-4AD6-AEFA-EB9C7EED7FCA
brain-umap@2
0.924
3821FCEC2-41D4-48D9-8B75-D87405D075F7
brain-umap@2
0.917
4BA28EC2F-5186-4DED-8814-5F0464AB8B87
brain-umap@2
0.915
54942E435-61E6-4A43-B031-4E08F0B41186
brain-umap@2
0.914
68730AABF-0720-4754-82B0-722150A485B8
brain-umap@2
0.911
76D1D9992-DA2B-419A-A80A-9EBCDA831754
brain-umap@2
0.909
8BS_X59HSFGG
brain-umap@2
low-grade glioma0.907
9F42071CA-8794-4C79-8B02-8D48C70E8BA1
brain-umap@2
0.903
10FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459
brain-umap@2
0.902

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.601Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.582Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.535Inavolisib— uncovered
ALLOGRAFT_REJECTION0.479Idelalisib— uncovered
E2F_TARGETS0.479Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.418Idelalisib— uncovered
COMPLEMENT0.416Inavolisib— uncovered
MTORC1_SIGNALING0.406Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.341Inavolisib— uncovered
G2M_CHECKPOINT0.331Inavolisib— uncovered
NOTCH_SIGNALING0.330Inavolisib— uncovered
IL2_STAT5_SIGNALING0.309Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.303Remibrutinib— uncovered
DNA_REPAIR0.301Idelalisib— uncovered
APOPTOSIS0.297Idelalisib— uncovered
ANDROGEN_RESPONSE0.295Inavolisib— uncovered
ADIPOGENESIS0.290Inavolisib— uncovered
TGF_BETA_SIGNALING0.289Inavolisib— uncovered
PROTEIN_SECRETION0.284Remibrutinib— uncovered
BILE_ACID_METABOLISM0.275Inavolisib— uncovered