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

7EDF85E0-24E3-43B6-8C00-BBA39235266E

c4e01a34-33d4-5f04-b333-03934c8d9fb9

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
2.759526938239159
age_years
41
sex
Female

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • HEDGEHOG_SIGNALING+0.485
  • UV_RESPONSE_DN+0.428
  • NOTCH_SIGNALING+0.385
  • TGF_BETA_SIGNALING+0.361
  • MITOTIC_SPINDLE+0.312
  • ESTROGEN_RESPONSE_EARLY+0.310
  • PROTEIN_SECRETION+0.276
  • ANDROGEN_RESPONSE+0.270
  • TNFA_SIGNALING_VIA_NFKB+0.255
  • MTORC1_SIGNALING+0.246

Top 10 suppressed

  • INTERFERON_GAMMA_RESPONSE-0.163
  • INTERFERON_ALPHA_RESPONSE-0.156
  • DNA_REPAIR-0.151
  • MYOGENESIS-0.106
  • IL6_JAK_STAT3_SIGNALING-0.078
  • XENOBIOTIC_METABOLISM-0.015
  • KRAS_SIGNALING_DN-0.013
  • P53_PATHWAY-0.005
  • ANGIOGENESIS+0.002
  • SPERMATOGENESIS+0.005

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.

10 twins match this tumor's tissue · 0 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
145B7816C-0A67-441C-8E80-656EAF2AD940
brain-umap@2
0.863
2TCGA-77-7338-01A-11R-2045-07
lung-landscapes@6
cohortSQ20.810
3CF764E50-B0F9-44DE-8B48-F8F5A8920240
brain-umap@2
0.796
4106E2A94-0366-4D5E-894F-41117C78E18C
brain-umap@2
0.789
5SRR934850
brain-umap@2
0.782
6SRR1313150
breast-umap@18
E0.776
761C38CFD-F57F-48D2-9FC7-81776647CF0E
brain-umap@2
0.776
85282B52E-8573-4FC0-9BED-420AE3D2B096
brain-umap@2
0.772
98D30F824-25B9-43DB-BD39-2C9C790509DD
brain-umap@2
0.761
10C138638F-C6CB-439B-BFF0-CF097E0B421E
brain-umap@2
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 42 elevated pathways have at least one drug that meaningfully reverses them.

Pathway (elevated)tumor scoreBest drugreversal magnitude
HEDGEHOG_SIGNALING0.485Inavolisib— uncovered
UV_RESPONSE_DN0.428Inavolisib— uncovered
NOTCH_SIGNALING0.385Inavolisib— uncovered
TGF_BETA_SIGNALING0.361Inavolisib— uncovered
MITOTIC_SPINDLE0.312Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.310Inavolisib— uncovered
PROTEIN_SECRETION0.276Remibrutinib— uncovered
ANDROGEN_RESPONSE0.270Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.255Inavolisib— uncovered
MTORC1_SIGNALING0.246Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.240Inavolisib— uncovered
APICAL_SURFACE0.238Temsirolimus— uncovered
KRAS_SIGNALING_UP0.236Inavolisib— uncovered
APOPTOSIS0.224Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.219Idelalisib— uncovered
HEME_METABOLISM0.207Temsirolimus— uncovered
COMPLEMENT0.196Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.190Remibrutinib— uncovered
PANCREAS_BETA_CELLS0.189Cobimetinib— uncovered
G2M_CHECKPOINT0.180Inavolisib— uncovered