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MolGate — Module 4: Pocket Definition (Engine C)
Stage 23: Pocket center calculation
輸入:stage_22_ligand.json + protein/cleaned.pdb + Master Index(可選 box_padding)
輸出:stage_23_pocket_center.json、pocket_config.json(Module 5 / Vina 契約)
依賴:biopython、numpy;Index 載入與 Engine A/B 對齊。
"""
from __future__ import annotations
import argparse
import json
import sys
from datetime import datetime
from pathlib import Path
from typing import Any
import numpy as np
from Bio.PDB import PDBParser
_PKG_ROOT = Path(__file__).resolve().parent
_UI_ROOT = _PKG_ROOT.parent
if str(_PKG_ROOT) not in sys.path:
sys.path.insert(0, str(_PKG_ROOT))
if str(_UI_ROOT) not in sys.path:
sys.path.insert(0, str(_UI_ROOT))
from molgate_module4_engineA import load_target_index_entry
from molgate_ui.console_utf8 import configure_console_utf8, should_prompt_interactive
from molgate_ui.protein_families import default_box_padding_for_family
from molgate_module4_engineB import load_prep_overlay
configure_console_utf8()
SCHEMA_VERSION = "0.2"
STAGE22_SCHEMA_VERSION = "0.2"
DEFAULT_PADDING = 10.0 # Å
GPCR_DEFAULT_PADDING = 12.0
def resolve_box_padding(entry: dict[str, Any]) -> tuple[float, str]:
"""Index 條目或 override.box_padding;否則依 protein_families 登記之 family 預設。"""
ov = entry.get("override") if isinstance(entry.get("override"), dict) else {}
for label, src in (("Master Index", entry), ("override", ov)):
v = src.get("box_padding")
if v is not None:
return float(v), f"{label} box_padding"
return default_box_padding_for_family(
str(entry.get("family") or ""),
global_default=DEFAULT_PADDING,
gpcr_default=GPCR_DEFAULT_PADDING,
)
# ── 工具函式 ──────────────────────────────────────────
def save_stage(session_dir: Path, stage: int, name: str, data: dict[str, Any]) -> dict[str, Any]:
data = dict(data)
data["_stage"] = stage
data["_name"] = name
data["_timestamp"] = datetime.now().isoformat()
data["_schema_version"] = SCHEMA_VERSION
path = session_dir / f"stage_{stage:02d}_{name}.json"
path.write_text(json.dumps(data, indent=2, ensure_ascii=False), encoding="utf-8")
return data
def load_stage22(session_dir: Path) -> dict[str, Any]:
path = session_dir / "stage_22_ligand.json"
if not path.exists():
raise FileNotFoundError("找不到 stage_22_ligand.json,請先跑 Engine B")
data = json.loads(path.read_text(encoding="utf-8"))
if data.get("_schema_version") != STAGE22_SCHEMA_VERSION:
raise ValueError(
f"stage_22_ligand.json schema 須為 {STAGE22_SCHEMA_VERSION},請重跑 Module 4 Engine B"
)
if not data.get("ready_for_engine_c"):
raise ValueError("stage_22_ligand.json 未標記 ready_for_engine_c=True,請重跑 Engine B")
return data
def load_cleaned_pdb(session_dir: Path) -> Path:
p = session_dir / "protein" / "cleaned.pdb"
if not p.is_file():
raise FileNotFoundError("找不到 protein/cleaned.pdb,請先跑 Module 3 Engine A")
return p
def get_ligand_coords(
structure,
het_id: str,
chain_id: str,
resseq: int,
) -> np.ndarray:
"""從 PDB 結構抓取指定配體所有重原子座標。"""
coords = []
for model in structure:
for chain in model:
if chain.id != chain_id:
continue
for res in chain:
rn = res.get_resname().strip().upper()
rs = res.get_id()[1]
if rn == het_id.upper() and rs == resseq:
for atom in res.get_atoms():
if atom.element and atom.element.upper() != "H":
coords.append(atom.get_vector().get_array())
if not coords:
raise ValueError(
f"在 cleaned.pdb 找不到配體:{het_id} chain {chain_id} res {resseq}\n"
f" → 請確認 cleaned.pdb 是否保留了 HETATM,"
f"或 Stage 22 / Index het_id 與 resseq 是否正確"
)
return np.array(coords)
def prompt_confirm(label: str, value: Any, *, non_interactive: bool = False) -> bool:
if not should_prompt_interactive(non_interactive=non_interactive):
print(f" [AUTO] 非互動:接受 {label}")
return True
print(f"\n ── CONFIRM:{label} ──")
if isinstance(value, dict):
for k, v in value.items():
if not k.startswith("_"):
print(f" {k}: {v}")
else:
print(f" {value}")
while True:
try:
raw = input(" 接受此結果?[Y/n]:").strip().lower()
if raw in ("", "y", "yes"):
return True
if raw in ("n", "no"):
return False
except KeyboardInterrupt:
sys.exit(0)
print(" 請輸入 y 或 n")
def _update_manifest_module4_engine_c(session_dir: Path, pocket_config_path: Path) -> None:
try:
from molgate_manifest import read_manifest, rel_path, write_manifest
except ImportError:
return
mp = session_dir / "molgate_run_manifest.json"
if not mp.is_file():
return
try:
m = read_manifest(session_dir)
paths = dict(m.get("paths") or {})
rmap = dict(paths.get("relative") or {})
rmap["pocket_config"] = rel_path(session_dir, pocket_config_path)
paths["relative"] = rmap
paths["pocket_config_absolute"] = str(pocket_config_path.resolve())
ns = dict(paths.get("next_step") or {})
ns["after_module4_engine_c"] = {
"read_pocket_config_from": rmap["pocket_config"],
"hint": "Module 5:AutoDock Vina 使用 center / box_size",
}
paths["next_step"] = ns
m["paths"] = paths
pl = dict(m.get("pipeline") or {})
pl["module4_engine_c"] = {
"status": "complete",
"completed_at": datetime.now().isoformat(),
"stages": ["23"],
}
m["pipeline"] = pl
write_manifest(session_dir, m)
except Exception:
pass
# ── Stage 23:口袋中心計算 ────────────────────────────
def stage23_pocket_center(
session_dir: Path,
entry: dict[str, Any],
*,
non_interactive: bool = False,
) -> dict[str, Any]:
print("\n[Stage 23] 口袋中心計算...")
s22 = load_stage22(session_dir)
het_id = s22["selected_het_id"]
chain = s22["chain"]
resseq = s22["resseq"]
pocket_rule = (s22.get("pocket_rule") or "").strip()
padding, padding_src = resolve_box_padding(entry)
print(f" → 配體:{het_id} chain {chain} res {resseq}")
print(f" → Pocket rule:{pocket_rule}")
print(f" → Padding:{padding} Å({padding_src})")
cleaned_path = load_cleaned_pdb(session_dir)
parser = PDBParser(QUIET=True)
structure = parser.get_structure("protein", str(cleaned_path))
try:
coords = get_ligand_coords(structure, het_id, chain, resseq)
except ValueError as e:
result = {
"status": "FAIL",
"reason": str(e),
}
save_stage(session_dir, 23, "pocket_center", result)
raise
atom_count = len(coords)
print(f" ✓ 配體重原子數:{atom_count}")
center = coords.mean(axis=0)
cx, cy, cz = float(center[0]), float(center[1]), float(center[2])
min_coords = coords.min(axis=0)
max_coords = coords.max(axis=0)
span = max_coords - min_coords
box_x = round(float(span[0]) + padding * 2, 1)
box_y = round(float(span[1]) + padding * 2, 1)
box_z = round(float(span[2]) + padding * 2, 1)
box_x = max(box_x, 20.0)
box_y = max(box_y, 20.0)
box_z = max(box_z, 20.0)
print(f" ✓ 重心:({cx:.3f}, {cy:.3f}, {cz:.3f})")
print(f" ✓ Box size:{box_x} × {box_y} × {box_z} Å")
confirm_data = {
"center_x": round(cx, 3),
"center_y": round(cy, 3),
"center_z": round(cz, 3),
"box_size_x": box_x,
"box_size_y": box_y,
"box_size_z": box_z,
"padding": padding,
}
if non_interactive:
accepted = True
print("\n ✓ --non-interactive:自動接受計算之口袋座標與 Box Size")
else:
accepted = prompt_confirm(
"口袋座標與 Box Size",
confirm_data,
non_interactive=non_interactive,
)
if not accepted:
print("\n 手動輸入座標(直接 Enter 保留計算值):")
def ask_float(label: str, default: float) -> float:
try:
raw = input(f" {label} [{default}]:").strip()
return float(raw) if raw else default
except (ValueError, KeyboardInterrupt):
return default
cx = ask_float("center_x", round(cx, 3))
cy = ask_float("center_y", round(cy, 3))
cz = ask_float("center_z", round(cz, 3))
box_x = ask_float("box_size_x", box_x)
box_y = ask_float("box_size_y", box_y)
box_z = ask_float("box_size_z", box_z)
padding = ask_float("padding", padding)
status = "MANUAL"
print(f" ✓ 手動座標接受")
else:
status = "CONFIRM"
print(f" ✓ 計算結果接受")
print(f" → Status: {status}")
pdb_id = (s22.get("pdb_id") or "").strip().upper()
result: dict[str, Any] = {
"status": status,
"het_id": het_id,
"chain": chain,
"resseq": resseq,
"atom_count": atom_count,
"center_x": round(cx, 3),
"center_y": round(cy, 3),
"center_z": round(cz, 3),
"box_size_x": box_x,
"box_size_y": box_y,
"box_size_z": box_z,
"padding": padding,
"padding_source": padding_src,
"pocket_rule": pocket_rule,
}
if pdb_id:
result["pdb_id"] = pdb_id
cn = (s22.get("common_name") or "").strip()
td = (s22.get("target_drug") or "").strip()
if cn:
result["common_name"] = cn
if td:
result["target_drug"] = td
return save_stage(session_dir, 23, "pocket_center", result)
def write_pocket_config(
session_dir: Path,
r23: dict[str, Any],
*,
target: str,
) -> Path:
config: dict[str, Any] = {
"schema_version": SCHEMA_VERSION,
"target": target.strip().upper(),
"het_id": r23["het_id"],
"chain": r23["chain"],
"resseq": r23["resseq"],
"center_x": r23["center_x"],
"center_y": r23["center_y"],
"center_z": r23["center_z"],
"box_size_x": r23["box_size_x"],
"box_size_y": r23["box_size_y"],
"box_size_z": r23["box_size_z"],
"padding": r23["padding"],
"atom_count": r23["atom_count"],
"pocket_rule": r23.get("pocket_rule", ""),
"ready_for_docking": r23["status"] in ("CONFIRM", "MANUAL"),
"_timestamp": datetime.now().isoformat(),
}
if r23.get("pdb_id"):
config["pdb_id"] = r23["pdb_id"]
if r23.get("common_name"):
config["common_name"] = r23["common_name"]
if r23.get("target_drug"):
config["target_drug"] = r23["target_drug"]
path = session_dir / "pocket_config.json"
path.write_text(json.dumps(config, indent=2, ensure_ascii=False), encoding="utf-8")
return path
def run_engine_c(
session_dir: Path,
target: str,
*,
index_path: Path | None = None,
skip_manifest_target_check: bool = False,
skip_prep_target_check: bool = False,
non_interactive: bool = False,
):
print("=" * 55)
print(" MolGate — Module 4 Engine C")
print(" Stage 23: 口袋中心計算 → pocket_config.json")
print("=" * 55)
if not skip_manifest_target_check:
try:
from molgate_manifest import validate_target_matches_manifest
validate_target_matches_manifest(session_dir, target)
except FileNotFoundError:
pass
except ValueError as e:
print(f"❌ {e}")
sys.exit(1)
prep = load_prep_overlay(session_dir, target)
if not skip_prep_target_check:
pt = (prep.get("target") or "").strip().upper()
if pt and pt != target.strip().upper():
print(
f"❌ prep_decisions.target={prep.get('target')!r} 與 --target={target!r} 不一致"
)
sys.exit(1)
entry = load_target_index_entry(session_dir, prep, index_path)
if not entry:
print(f"❌ 無法載入 Master Index 條目(--target 或 master_index.json)")
sys.exit(1)
print(f"\n Target:{target.upper()}")
try:
r23 = stage23_pocket_center(session_dir, entry, non_interactive=non_interactive)
except FileNotFoundError as e:
print(f"❌ {e}")
sys.exit(1)
except ValueError as e:
print(f"\n❌ Pipeline stopped: {e}")
sys.exit(1)
except Exception as e:
print(f"\n❌ Pipeline stopped: {e}")
sys.exit(1)
if r23.get("status") == "FAIL":
print(f"\n❌ Stage 23 失敗:{r23.get('reason', '')}")
sys.exit(1)
config_path = write_pocket_config(session_dir, r23, target=target)
_update_manifest_module4_engine_c(session_dir, config_path)
print("\n" + "=" * 55)
print(" Engine C 完成 ✓")
print(f" 中心:({r23['center_x']}, {r23['center_y']}, {r23['center_z']})")
print(f" Box:{r23['box_size_x']} × {r23['box_size_y']} × {r23['box_size_z']} Å")
print(f" 契約:{config_path}")
print(f" ready_for_docking = {r23['status'] in ('CONFIRM', 'MANUAL')}")
print("=" * 55)
return r23
if __name__ == "__main__":
ap = argparse.ArgumentParser(description="MolGate Module 4 Engine C")
ap.add_argument("--session-dir", required=True, help="Session 目錄路徑")
ap.add_argument("--target", required=True, help="Target 名稱(如 COX2)")
ap.add_argument(
"--index",
default=None,
help="master_index.json 路徑(預設:session_meta / manifest 或 MolGate 目錄)",
)
ap.add_argument(
"--skip-manifest-target-check",
action="store_true",
help="不與 molgate_run_manifest.json 的 target 交叉驗證",
)
ap.add_argument(
"--skip-prep-target-check",
action="store_true",
help="不檢查 prep_decisions.target 與 --target 一致",
)
ap.add_argument(
"--non-interactive",
action="store_true",
help="Stage 23 自動接受計算之口袋與 box(不詢問 Y/n)",
)
args = ap.parse_args()
sd = Path(args.session_dir)
if not sd.is_dir():
print(f"❌ Session 目錄不存在:{sd}")
sys.exit(1)
idx = Path(args.index) if args.index else None
run_engine_c(
sd,
args.target,
index_path=idx,
skip_manifest_target_check=args.skip_manifest_target_check,
skip_prep_target_check=args.skip_prep_target_check,
non_interactive=args.non_interactive,
)
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