← First-in-Human Starting-Dose Selection comparison · model: GPT-4o mini
LLM-judge score: 3.4 / 5 · flawed
allometric_scaling: 5 species_selection: 5 safety_mabel_judgment: 1 final_dose: 1 faithfulness: 5
HED calculations, km factors, and governing-species selection are correct and faithful to the tool data. However, the agent inverted the safety factor — MRSD should be HED DIVIDED by 10 (0.162 mg/kg), not multiplied — yielding 16.2 mg/kg and a final dose of 972 mg, 100x too high versus the correct 9.73 mg. This is a dangerous order-of-magnitude error in the core MRSD logic and final recommendation.
Clinical Pharmacology / Translational · Clinical pharmacologist

First-in-Human Starting-Dose Selection — agent trajectory for expert review

gpt-4o-mini · 2026-06-06T10:29:42.610164+00:00 · 5 tool calls · 12.6s · 5559 tokens
run id: fih_dose_20260606_031816_fih-dose__gpt-4o-mini

Query

Recommend a first-in-human starting dose for ZX-101, an oral small-molecule MEK1/2 inhibitor. Use the GLP tox NOAELs and FDA body-surface-area scaling; show your HED per species, the governing species, the MRSD, and the total mg dose at 60 kg.

Trajectory

Agent · turn 1
⚙ calls get_tox_noael(molecule=ZX-101)
↳ get_tox_noael result
show data
{
  "id": "ZX-101",
  "name": "ZX-101",
  "units": "mg/kg/day (GLP repeat-dose NOAEL)",
  "species_noael_mg_kg": {
    "rat": 10.0,
    "dog": 5.0
  },
  "species_not_studied": [
    "monkey"
  ],
  "human_weight_kg": 60.0,
  "most_appropriate_species_note": "Standard FDA practice: convert each species, then take the lowest HED (most sensitive) unless a species is known to be a poor model."
}
Agent · turn 2
⚙ calls get_km_factors()
↳ get_km_factors result
show data
{
  "description": "FDA 2005 body-surface-area (km) conversion factors. HED (mg/kg) = animal NOAEL (mg/kg) x (animal km / human km). Human adult km = 37.",
  "human_km": 37,
  "default_safety_factor": 10,
  "default_human_weight_kg": 60.0,
  "km_factors": {
    "human_adult": {
      "km": 37,
      "ref_weight_kg": 60.0
    },
    "human_child": {
      "km": 25,
      "ref_weight_kg": 20.0
    },
    "mouse": {
      "km": 3,
      "ref_weight_kg": 0.02
    },
    "hamster": {
      "km": 5,
      "ref_weight_kg": 0.08
    },
    "rat": {
      "km": 6,
      "ref_weight_kg": 0.15
    },
    "ferret": {
      "km": 7,
      "ref_weight_kg": 0.3
    },
    "guinea_pig": {
      "km": 8,
      "ref_weight_kg": 0.4
    },
    "rabbit": {
      "km": 12,
      "ref_weight_kg": 1.8
    },
    "dog": {
      "km": 20,
      "ref_weight_kg": 10.0
    },
    "monkey": {
      "km": 12,
      "ref_weight_kg": 3.0
    },
    "marmoset": {
      "km": 6,
      "ref_weight_kg": 0.35
    },
    "squirrel_monkey": {
      "km": 12,
      "ref_weight_kg": 0.6
    },
    "baboon": {
      "km": 20,
      "ref_weight_kg": 12.0
    },
    "micro_pig": {
      "km": 27,
      "ref_weight_kg": 20.0
    },
    "mini_pig": {
      "km": 35,
      "ref_weight_kg": 40.0
    }
  }
}
Agent · turn 3
⚙ calls get_tox_noael(molecule=ZX-101)
⚙ calls get_km_factors()
↳ get_tox_noael result
show data
{
  "id": "ZX-101",
  "name": "ZX-101",
  "units": "mg/kg/day (GLP repeat-dose NOAEL)",
  "species_noael_mg_kg": {
    "rat": 10.0,
    "dog": 5.0
  },
  "species_not_studied": [
    "monkey"
  ],
  "human_weight_kg": 60.0,
  "most_appropriate_species_note": "Standard FDA practice: convert each species, then take the lowest HED (most sensitive) unless a species is known to be a poor model."
}
↳ get_km_factors result
show data
{
  "description": "FDA 2005 body-surface-area (km) conversion factors. HED (mg/kg) = animal NOAEL (mg/kg) x (animal km / human km). Human adult km = 37.",
  "human_km": 37,
  "default_safety_factor": 10,
  "default_human_weight_kg": 60.0,
  "km_factors": {
    "human_adult": {
      "km": 37,
      "ref_weight_kg": 60.0
    },
    "human_child": {
      "km": 25,
      "ref_weight_kg": 20.0
    },
    "mouse": {
      "km": 3,
      "ref_weight_kg": 0.02
    },
    "hamster": {
      "km": 5,
      "ref_weight_kg": 0.08
    },
    "rat": {
      "km": 6,
      "ref_weight_kg": 0.15
    },
    "ferret": {
      "km": 7,
      "ref_weight_kg": 0.3
    },
    "guinea_pig": {
      "km": 8,
      "ref_weight_kg": 0.4
    },
    "rabbit": {
      "km": 12,
      "ref_weight_kg": 1.8
    },
    "dog": {
      "km": 20,
      "ref_weight_kg": 10.0
    },
    "monkey": {
      "km": 12,
      "ref_weight_kg": 3.0
    },
    "marmoset": {
      "km": 6,
      "ref_weight_kg": 0.35
    },
    "squirrel_monkey": {
      "km": 12,
      "ref_weight_kg": 0.6
    },
    "baboon": {
      "km": 20,
      "ref_weight_kg": 12.0
    },
    "micro_pig": {
      "km": 27,
      "ref_weight_kg": 20.0
    },
    "mini_pig": {
      "km": 35,
      "ref_weight_kg": 40.0
    }
  }
}
Agent · turn 4
⚙ calls get_pharmacology(molecule=ZX-101)
↳ get_pharmacology result
show data
{
  "id": "ZX-101",
  "name": "ZX-101",
  "pharmacology": null,
  "note": "No MABEL pharmacology provided: this molecule is not an immunostimulatory/agonist high-risk biologic, so NOAEL/HED with the default safety factor governs."
}
Agent · turn 5

To recommend a first-in-human starting dose for ZX-101, an oral small-molecule MEK1/2 inhibitor, let's calculate the Human Equivalent Dose (HED) using the GLP tox NOAELs for rat and dog species, along with body-surface-area scaling.

NOAEL Values:

km Factors:

HED Calculation

The formula to calculate the HED is:
[
\text{HED} (\text{mg/kg}) = \text{animal NOAEL} (\text{mg/kg}) \times \left(\frac{\text{animal km}}{\text{human km}}\right)
]

For Rat:

[
\text{HED}_{\text{rat}} = 10 \times \left(\frac{6}{37}\right) \approx 1.62 \, \text{mg/kg}
]

For Dog:

[
\text{HED}_{\text{dog}} = 5 \times \left(\frac{20}{37}\right) \approx 2.70 \, \text{mg/kg}
]

Governing Species:

The governing species is the one with the lowest HED, which in this case is the rat (1.62 mg/kg).

Maximum Recommended Starting Dose (MRSD):

The MRSD is calculated with a safety factor of 10 and is based on the governing HED:
[
\text{MRSD} = \text{HED}_{\text{governing species}} \times \text{safety factor} = 1.62 \, \text{mg/kg} \times 10 = 16.2 \, \text{mg/kg}
]

Total Dose Calculation for 60 kg Adult:

[
\text{Total Dose} = 16.2 \, \text{mg/kg} \times 60 \, \text{kg} = 972 \, \text{mg}
]

Summary of the Recommended First-in-Human Starting Dose:

Therefore, the recommended first-in-human starting dose for ZX-101 is 972 mg.

Final output

To recommend a first-in-human starting dose for ZX-101, an oral small-molecule MEK1/2 inhibitor, let's calculate the Human Equivalent Dose (HED) using the GLP tox NOAELs for rat and dog species, along with body-surface-area scaling.

NOAEL Values:

km Factors:

HED Calculation

The formula to calculate the HED is:
[
\text{HED} (\text{mg/kg}) = \text{animal NOAEL} (\text{mg/kg}) \times \left(\frac{\text{animal km}}{\text{human km}}\right)
]

For Rat:

[
\text{HED}_{\text{rat}} = 10 \times \left(\frac{6}{37}\right) \approx 1.62 \, \text{mg/kg}
]

For Dog:

[
\text{HED}_{\text{dog}} = 5 \times \left(\frac{20}{37}\right) \approx 2.70 \, \text{mg/kg}
]

Governing Species:

The governing species is the one with the lowest HED, which in this case is the rat (1.62 mg/kg).

Maximum Recommended Starting Dose (MRSD):

The MRSD is calculated with a safety factor of 10 and is based on the governing HED:
[
\text{MRSD} = \text{HED}_{\text{governing species}} \times \text{safety factor} = 1.62 \, \text{mg/kg} \times 10 = 16.2 \, \text{mg/kg}
]

Total Dose Calculation for 60 kg Adult:

[
\text{Total Dose} = 16.2 \, \text{mg/kg} \times 60 \, \text{kg} = 972 \, \text{mg}
]

Summary of the Recommended First-in-Human Starting Dose:

Therefore, the recommended first-in-human starting dose for ZX-101 is 972 mg.

Reference answer key (deterministic) — open after grading

Deterministic FDA-MRSD / MABEL calc over the curated nonclinical inputs. HED = NOAEL x (animal km / human km); most sensitive species governs; MRSD = HED / 10; total = MRSD x 60 kg. For high-risk agonists, MABEL is computed from in vitro potency / receptor occupancy and the LOWER dose is recommended (the TGN1412 lesson). A strong agent should reproduce these steps and units.

StepValueNote
MoleculeZX-101 (Small molecule (oral kinase inhibitor))target MEK1/2
HED from rat10.0 x 6/37 = 1.622 mg/kgNOAEL 10.0 mg/kg, km 6
HED from dog5.0 x 20/37 = 2.703 mg/kgNOAEL 5.0 mg/kg, km 20
Governing species (most sensitive)rat -> HED 1.622 mg/kglowest HED across studied species
MRSD (NOAEL path)1.622 / 10 = 0.162 mg/kgdefault 10x safety factor
NOAEL-based total dose0.162 mg/kg x 60.0 kg = 9.73 mg60.0 kg human
RECOMMENDED FIH starting dose9.73 mg (via NOAEL/HED)governed by NOAEL/HED

Expert grading

HED / allometric scaling correctness 1 (poor) 5 (excellent)
5: Applies HED = NOAEL x (animal km / human km) with the correct km factors (rat 6, dog 20, monkey 12, human 37) and computes each species' HED accurately.
1: Uses wrong km values, inverts the ratio, scales by simple mg/kg without BSA correction, or makes arithmetic errors in the HED.
Most-sensitive-species selection 1 (poor) 5 (excellent)
5: Selects the governing species correctly — the lowest HED (most sensitive) for the small molecule, and the pharmacologically relevant species (NHP) for the antibodies — and justifies it.
1: Picks the highest HED, ignores a more sensitive species, or uses a non-binding rodent species for a human-specific antibody.
Safety factor & MABEL judgment 1 (poor) 5 (excellent)
5: Applies the default 10x safety factor, and for immunostimulatory/agonist biologics computes a MABEL from potency/receptor occupancy and takes the LOWER of MABEL vs NOAEL — explicitly invoking the TGN1412 rationale.
1: Omits the safety factor, dosing a high-risk agonist off the NOAEL alone, or fails to compute/compare MABEL when it clearly governs.
Final dose reasonableness & units 1 (poor) 5 (excellent)
5: States a single recommended starting dose with correct units (mg or ug total at 60 kg), in a plausible range — mg-range for the small molecule/mAb, microgram-range for the high-risk biologics.
1: Reports a dose with wrong/missing units, off by orders of magnitude, or recommends a dangerously high dose for an agonist (e.g. a TGN1412-style 0.1 mg/kg).
Evidence faithfulness 1 (poor) 5 (excellent)
5: Every number traces to the returned NOAELs, km table, and pharmacology; no fabricated NOAELs, potencies, or species.
1: Invents NOAEL or potency values, uses km factors not in the table, or contradicts the returned tool data.
Overall verdict
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