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

66290e22-72a1-4af2-93a6-e4859f91a7ef

73102693-5328-5939-93bc-5a17d1f47f6a

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

  • PROTEIN_SECRETION+0.300
  • ANDROGEN_RESPONSE+0.200
  • BILE_ACID_METABOLISM+0.200
  • HEME_METABOLISM+0.200
  • PEROXISOME+0.200
  • TGF_BETA_SIGNALING+0.200
  • ESTROGEN_RESPONSE_EARLY+0.100
  • FATTY_ACID_METABOLISM+0.100
  • NOTCH_SIGNALING+0.100
  • OXIDATIVE_PHOSPHORYLATION+0.100

Top 10 suppressed

  • G2M_CHECKPOINT-0.300
  • HYPOXIA-0.300
  • TNFA_SIGNALING_VIA_NFKB-0.300
  • ALLOGRAFT_REJECTION-0.200
  • APOPTOSIS-0.200
  • DNA_REPAIR-0.200
  • E2F_TARGETS-0.200
  • IL6_JAK_STAT3_SIGNALING-0.200
  • INFLAMMATORY_RESPONSE-0.200
  • INTERFERON_ALPHA_RESPONSE-0.200

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
1C3N-02973
lung-landscapes@6
cohortA10.802
2TCGA-44-6776-01A-11R-1858-07
lung-landscapes@6
cohortA20.799
3SRR8613744
breast-umap@18
F0.780
4C3L-01889
lung-landscapes@6
cohortA20.779
5MNG32
mng-umap@100
0.765
6TCGA-78-7633-01A-11R-2066-07
lung-landscapes@6
cohortA20.765
7TCGA-86-8281-01A-11R-2287-07
lung-landscapes@6
cohortA20.765
8TCGA-05-4396-01A-21R-1858-07
lung-landscapes@6
cohortA30.756
9ULC0569T_S27
lung-landscapes@6
cohortA10.744
10C3L-00893
lung-landscapes@6
cohortA10.744

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
PROTEIN_SECRETION0.300Remibrutinib— uncovered
ANDROGEN_RESPONSE0.200Inavolisib— uncovered
BILE_ACID_METABOLISM0.200Inavolisib— uncovered
HEME_METABOLISM0.200Temsirolimus— uncovered
PEROXISOME0.200Idelalisib— uncovered
TGF_BETA_SIGNALING0.200Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.100Inavolisib— uncovered
FATTY_ACID_METABOLISM0.100Inavolisib— uncovered
NOTCH_SIGNALING0.100Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.100Remibrutinib— uncovered
PANCREAS_BETA_CELLS0.100Cobimetinib— uncovered
UV_RESPONSE_DN0.100Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.100Inavolisib— uncovered