{
"genes_available": [
"CD19",
"CEACAM5",
"CLDN18",
"DLL3",
"EGFR",
"EPCAM",
"ERBB2",
"FOLR1",
"GAPDH",
"GPC3",
"MS4A1",
"MSLN",
"MUC1",
"PTPRC",
"TACSTD2",
"TP53"
],
"tumor_cohorts": [
"BRCA",
"STAD",
"LUAD",
"LUSC",
"COAD",
"OV",
"PAAD",
"LIHC",
"HNSC",
"GBM",
"SCLC",
"DLBC",
"KIRC",
"PRAD"
],
"normal_tissues": [
"Heart - Left Ventricle",
"Brain - Cortex",
"Lung",
"Liver",
"Kidney - Cortex",
"Colon - Transverse",
"Stomach",
"Pancreas",
"Nerve - Tibial",
"Whole Blood",
"Spleen",
"Skin - Sun Exposed",
"Esophagus - Mucosa",
"Thyroid",
"Testis",
"Ovary",
"Breast - Mammary Tissue",
"Prostate"
],
"vital_tissues": [
"Brain - Cerebellum",
"Brain - Cortex",
"Colon - Sigmoid",
"Colon - Transverse",
"Heart - Atrial Appendage",
"Heart - Left Ventricle",
"Kidney - Cortex",
"Liver",
"Lung",
"Nerve - Tibial",
"Pancreas",
"Spleen",
"Stomach",
"Whole Blood"
],
"modality_context": "Targets are evaluated for cell-surface therapeutics (CAR-T, ADC, bispecific / T-cell engager). These can only engage an EXTRACELLULAR epitope, so a credible cell-surface domain is a hard requirement. Expression in vital/dose-limiting normal tissues drives on-target/off-tumor toxicity.",
"expression_units": "TPM (transcripts per million)"
}{
"gene": "GPC3",
"accession": "P51654",
"protein_name": "Glypican-3",
"localizations": [
"Cell membrane"
],
"topology": "GPI-anchor",
"transmembrane_count": 0,
"note": "Oncofetal; near-absent in adult normal tissue -> excellent specificity."
}{
"gene": "GPC3",
"tumor_tpm": {
"BRCA": 2.0,
"STAD": 3.0,
"LUAD": 5.0,
"LUSC": 8.0,
"COAD": 1.0,
"OV": 5.0,
"PAAD": 2.0,
"LIHC": 80.0,
"HNSC": 3.0,
"GBM": 2.0,
"SCLC": 5.0,
"DLBC": 0.5,
"KIRC": 1.0,
"PRAD": 1.0
}
}{
"gene": "GPC3",
"normal_tpm": {
"Heart - Left Ventricle": 0.2,
"Brain - Cortex": 0.3,
"Lung": 1.0,
"Liver": 0.3,
"Kidney - Cortex": 0.5,
"Colon - Transverse": 0.2,
"Stomach": 0.3,
"Pancreas": 0.2,
"Nerve - Tibial": 0.3,
"Whole Blood": 0.1,
"Spleen": 0.2,
"Skin - Sun Exposed": 0.5,
"Esophagus - Mucosa": 0.3,
"Thyroid": 0.5,
"Testis": 2.0,
"Ovary": 1.0,
"Breast - Mammary Tissue": 0.5,
"Prostate": 0.3
}
}Localization evidence (UniProt):
- Subcellular localization: Cell membrane
- Topology: GPI-anchor
- Transmembrane domains: 0
- Note: “Oncofetal; near-absent in adult normal tissue -> excellent specificity.”
Interpretation:
GPC3 is a GPI-anchored cell-surface protein, meaning it is tethered to the extracellular leaflet of the plasma membrane. The protein is fully extracellular except for the GPI anchor, making it accessible to antibodies, CAR-T cells, ADCs, and bispecific T-cell engagers.
✅ Surface eligibility: ELIGIBLE
Tumor median expression (TPM):
Comparator cohorts (selected):
- LUSC: 8.0
- LUAD: 5.0
- STAD: 3.0
- BRCA: 2.0
- COAD: 1.0
- DLBC: 0.5
Interpretation:
GPC3 expression in LIHC (80.0 TPM) is dramatically higher than in all other tumor cohorts (≤8.0 TPM). This indicates:
✅ Very strong on-tumor signal in LIHC
LIHC tumor median: 80.0 TPM
Normal tissues (GTEx median TPM):
Vital tissues:
- Liver: 0.3
- Lung: 1.0
- Heart - Left Ventricle: 0.2
- Brain - Cortex: 0.3
- Kidney - Cortex: 0.5
- Colon - Transverse: 0.2
- Pancreas: 0.2
- Whole Blood: 0.1
- Spleen: 0.2
- Stomach: 0.3
Non-vital but notable:
- Testis: 2.0
- Ovary: 1.0
Dynamic range (tumor vs normal):
Interpretation:
Normal adult liver expression is extremely low (0.3 TPM), which is critical for HCC targeting. Across all vital tissues, expression is ≤1.0 TPM. Even the highest normal tissue (testis at 2.0 TPM) is:
✅ Excellent tumor-to-normal differential
✅ Favorable safety profile based on transcript distribution
Potential considerations:
- GPI-anchored proteins can shed; soluble antigen could theoretically act as a sink (not evaluable from this dataset).
- Testis expression (2.0 TPM) suggests possible immune-privileged tissue expression, typically less dose-limiting.
Overall transcript-based safety risk appears low.
Target: GPC3
Indication: Hepatocellular carcinoma (LIHC)
Eligible — GPI-anchored cell-membrane protein with extracellular accessibility (0 transmembrane domains, cell membrane localization).
LIHC: 80.0 TPM (very high relative to other cohorts).
Tumor-to-normal differential: ~80–267-fold vs vital tissues.
Excellent tumor specificity.
Low expression across vital organs.
Highest normal tissue (testis 2.0 TPM) is non-vital and far below tumor levels.
Overall predicted on-target/off-tumor risk: low.
✅ Tier 1 — Strong Candidate
GPC3 demonstrates all required properties of a high-priority cell-surface therapeutic target in HCC: clear extracellular accessibility, very high LIHC expression (80.0 TPM), and extremely low expression across vital adult tissues (≤1.0 TPM in all major organs, including liver at 0.3 TPM). The tumor-to-normal differential is exceptionally wide, strongly supporting both efficacy and safety.
Recommendation: Advance/continue prioritization of GPC3 for CAR-T, ADC, and T-cell engager strategies in hepatocellular carcinoma. It represents a benchmark Tier 1 solid tumor surface antigen based on expression and localization criteria.
Localization evidence (UniProt):
- Subcellular localization: Cell membrane
- Topology: GPI-anchor
- Transmembrane domains: 0
- Note: “Oncofetal; near-absent in adult normal tissue -> excellent specificity.”
Interpretation:
GPC3 is a GPI-anchored cell-surface protein, meaning it is tethered to the extracellular leaflet of the plasma membrane. The protein is fully extracellular except for the GPI anchor, making it accessible to antibodies, CAR-T cells, ADCs, and bispecific T-cell engagers.
✅ Surface eligibility: ELIGIBLE
Tumor median expression (TPM):
Comparator cohorts (selected):
- LUSC: 8.0
- LUAD: 5.0
- STAD: 3.0
- BRCA: 2.0
- COAD: 1.0
- DLBC: 0.5
Interpretation:
GPC3 expression in LIHC (80.0 TPM) is dramatically higher than in all other tumor cohorts (≤8.0 TPM). This indicates:
✅ Very strong on-tumor signal in LIHC
LIHC tumor median: 80.0 TPM
Normal tissues (GTEx median TPM):
Vital tissues:
- Liver: 0.3
- Lung: 1.0
- Heart - Left Ventricle: 0.2
- Brain - Cortex: 0.3
- Kidney - Cortex: 0.5
- Colon - Transverse: 0.2
- Pancreas: 0.2
- Whole Blood: 0.1
- Spleen: 0.2
- Stomach: 0.3
Non-vital but notable:
- Testis: 2.0
- Ovary: 1.0
Dynamic range (tumor vs normal):
Interpretation:
Normal adult liver expression is extremely low (0.3 TPM), which is critical for HCC targeting. Across all vital tissues, expression is ≤1.0 TPM. Even the highest normal tissue (testis at 2.0 TPM) is:
✅ Excellent tumor-to-normal differential
✅ Favorable safety profile based on transcript distribution
Potential considerations:
- GPI-anchored proteins can shed; soluble antigen could theoretically act as a sink (not evaluable from this dataset).
- Testis expression (2.0 TPM) suggests possible immune-privileged tissue expression, typically less dose-limiting.
Overall transcript-based safety risk appears low.
Target: GPC3
Indication: Hepatocellular carcinoma (LIHC)
Eligible — GPI-anchored cell-membrane protein with extracellular accessibility (0 transmembrane domains, cell membrane localization).
LIHC: 80.0 TPM (very high relative to other cohorts).
Tumor-to-normal differential: ~80–267-fold vs vital tissues.
Excellent tumor specificity.
Low expression across vital organs.
Highest normal tissue (testis 2.0 TPM) is non-vital and far below tumor levels.
Overall predicted on-target/off-tumor risk: low.
✅ Tier 1 — Strong Candidate
GPC3 demonstrates all required properties of a high-priority cell-surface therapeutic target in HCC: clear extracellular accessibility, very high LIHC expression (80.0 TPM), and extremely low expression across vital adult tissues (≤1.0 TPM in all major organs, including liver at 0.3 TPM). The tumor-to-normal differential is exceptionally wide, strongly supporting both efficacy and safety.
Recommendation: Advance/continue prioritization of GPC3 for CAR-T, ADC, and T-cell engager strategies in hepatocellular carcinoma. It represents a benchmark Tier 1 solid tumor surface antigen based on expression and localization criteria.
Deterministic TAA scoring model (config.py / scoring.py): base = 100·(0.25·tumor_expression + 0.45·tumor/normal_ratio + 0.30·surface_quality), then ×safety multiplier (0.15-1.0, 70% vital-tissue expression + 30% breadth of normal expression). HARD GATE: no surface ECD -> SURFACE_INELIGIBLE, score capped at 15.0. Tiers: >=60 Tier 1, >=40 Tier 2, >=25 Tier 3, else Tier 4. A strong agent reaches the same gating and ordering from the raw tool data — especially rejecting intracellular antigens (TP53, GAPDH) regardless of tumor expression, and reading vital-tissue expression as a dose-limiting liability.
| Gene | Cohort | Score (0-100) | Tier | Tumor / mean-normal TPM (ratio) | Flags |
|---|---|---|---|---|---|
| GPC3 | LIHC | 95.8 | Tier 1 - strong | 80.0 / 0.48 = 53.9x | — |