← TAA Surface-Target Prioritization
Discovery / Target Biology · Target biologist / antibody & cell-therapy discovery scientist (surface-antigen selection)

TAA Surface-Target Prioritization — agent trajectory for expert review

gpt-5.2-chat-latest · 2026-06-04T05:40:16.429454+00:00 · 4 tool calls · 16.5s · 5580 tokens
run id: taa_prioritization_20260603_223959_01_evaluate-gpc3-as-a-tumor-associated-antigen-for

Query

Evaluate GPC3 as a tumor-associated antigen for hepatocellular carcinoma (LIHC).

Trajectory

Agent · turn 1
⚙ calls list_universe()
↳ list_universe result
show data
{
  "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)"
}
Agent · turn 2
⚙ calls get_localization(gene=GPC3)
⚙ calls get_tumor_expression(gene=GPC3)
⚙ calls get_normal_expression(gene=GPC3)
↳ get_localization result
show data
{
  "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."
}
↳ get_tumor_expression result
show data
{
  "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
  }
}
↳ get_normal_expression result
show data
{
  "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
  }
}
Agent · turn 3

Target: GPC3 (Glypican-3)

Indication: Hepatocellular carcinoma (LIHC)


1) Surface Eligibility (Hard Requirement)

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


2) On-Tumor Signal (TCGA)

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


3) Tumor vs Normal Specificity (Dominant Criterion)

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


4) Safety Assessment

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.


FINAL ASSESSMENT

Target: GPC3
Indication: Hepatocellular carcinoma (LIHC)

Surface Eligibility

Eligible — GPI-anchored cell-membrane protein with extracellular accessibility (0 transmembrane domains, cell membrane localization).

On-Tumor Signal

LIHC: 80.0 TPM (very high relative to other cohorts).

Specificity (Dominant Criterion)

Tumor-to-normal differential: ~80–267-fold vs vital tissues.
Excellent tumor specificity.

Safety

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

Tier 1 — Strong Candidate

Rationale & Recommendation

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.

Final output

Target: GPC3 (Glypican-3)

Indication: Hepatocellular carcinoma (LIHC)


1) Surface Eligibility (Hard Requirement)

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


2) On-Tumor Signal (TCGA)

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


3) Tumor vs Normal Specificity (Dominant Criterion)

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


4) Safety Assessment

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.


FINAL ASSESSMENT

Target: GPC3
Indication: Hepatocellular carcinoma (LIHC)

Surface Eligibility

Eligible — GPI-anchored cell-membrane protein with extracellular accessibility (0 transmembrane domains, cell membrane localization).

On-Tumor Signal

LIHC: 80.0 TPM (very high relative to other cohorts).

Specificity (Dominant Criterion)

Tumor-to-normal differential: ~80–267-fold vs vital tissues.
Excellent tumor specificity.

Safety

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

Tier 1 — Strong Candidate

Rationale & Recommendation

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.

Reference answer key (deterministic) — open after grading

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.

GeneCohortScore (0-100)TierTumor / mean-normal TPM (ratio)Flags
GPC3LIHC95.8Tier 1 - strong80.0 / 0.48 = 53.9x

Expert grading

Surface-accessibility gating 1 (poor) 5 (excellent)
5: Treats a credible cell-surface extracellular domain as a hard gate: correctly deprioritizes intracellular antigens (TP53, GAPDH) as surface-ineligible for CAR-T/ADC/bispecific regardless of tumor expression, and notes they are only addressable via TCR-T/pMHC.
1: Recommends or fails to disqualify an intracellular antigen for a surface modality, or ignores localization/topology entirely and scores on tumor expression alone.
Tumor/normal specificity 1 (poor) 5 (excellent)
5: Judges the antigen on tumor expression RELATIVE to normal-tissue expression (tumor/normal ratio), not raw tumor TPM; recognizes that a high tumor TPM with high normal expression is a poor therapeutic window.
1: Equates high tumor expression with a good target, ignores normal-tissue baseline, or never computes/considers the tumor-vs-normal ratio.
Normal-tissue / vital-organ safety 1 (poor) 5 (excellent)
5: Flags expression in vital, dose-limiting tissues (heart, brain, lung, liver, etc.) as an on-target/off-tumor toxicity liability and weighs breadth of normal expression; treats vital-tissue expression as a dose-limiting gate, not a minor deduction.
1: Misses or downplays vital-tissue expression, treats safety as an afterthought, or never checks the GTEx normal profile against the vital-tissue list.
Integrated prioritization & tiering 1 (poor) 5 (excellent)
5: Synthesizes surface gate + specificity + safety into a clear, well-ordered prioritization (score/tier or ranked recommendation) that matches the evidence, with calibrated confidence and the right caveats; in comparisons, orders candidates correctly.
1: No clear prioritization, a ranking contradicted by its own evidence, or over/under-confidence inconsistent with the data.
Evidence faithfulness 1 (poor) 5 (excellent)
5: Every number and claim (TPM values, topology, ratios, flags) traces to the tool outputs; no fabricated expression values, variants, or programs.
1: Hallucinates TPM numbers, localization, or clinical programs, or contradicts the returned tool data.
Overall verdict
Your name / ID