经口联合颌下腔镜甲状腺手术并发症与手术时长的影响因素分析
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1.中南大学湘雅医院 甲状腺外科,湖南 长沙 410008;2.湖南省岳阳市中心医院 甲状腺外科,湖南 岳阳 414020

作者简介:

刘一帆,中南大学湘雅医院硕士研究生,主要从事甲状腺外科方面的研究(

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国家自然科学基金资助项目(82290585)。


Key factors affecting complications and operative time in endoscopic thyroidectomy via oral vestibule and submandibular approach
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1.Division of Thyroid Surgery, Department of General Surgery, Xiangya Hospital, Central South University, Changsha 410008, China;2.Department of Thyroid Surgery, Yueyang Central Hospital, Yueyang, Hunan 414020, China

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    摘要:

    背景与目的 为克服传统经口腔前庭入路甲状腺手术操作空间狭小、并发症发生的风险高等问题,笔者团队提出一种改良术式——经口联合颌下腔镜甲状腺手术(ETOSA),其安全性与可行性已在初步研究中得到证实。本研究旨在系统评估ETOSA术式中影响术后并发症和手术时长的关键因素,探讨关键因素交互作用,并建立学习曲线模型,以期为术式推广提供依据。方法 回顾性分析2022年3月—2023年3月在中南大学湘雅医院接受ETOSA的125例甲状腺乳头状癌患者的临床资料。提取临床特征、手术相关参数及术后并发症数据,采用随机森林模型识别与并发症和手术时长相关的主要影响因子及其交互效应,并利用病例序号的偏依赖图构建学习曲线。结果 125例患者均顺利完成ETOSA手术,无中转开放病例。中位手术时长95.0 min,中位出血量15.0 mL。术后总并发症发生率为16.0%,无永久性甲状旁腺功能减退或低钙血症发生。平均颈部外观评分为1.05,患者满意度高。随机森林模型分析显示,病例序号、手术范围、中央区淋巴结检出数(LNY)、桥本氏甲状腺炎(HT)及体质量指数(BMI)为影响并发症的关键因素,而手术范围、病例序号、LNY、HT及术中出血量则为影响手术时长的关键因素。病例序号与手术范围及HT之间存在明显正向交互作用,尤其在前20例中更为显著。学习曲线显示手术技术在第20例后趋于成熟,熟练阶段的手术时长及并发症发生率明显低于学习阶段(90.0 min vs. 102.5 min;11.4% vs. 40.0%,均P<0.05)。结论 ETOSA术式安全、可行,具有创伤小、美容效果佳、学习曲线短等优势,病例序号、手术范围、LNY、HT、BMI及术中出血量可以明显影响ETOSA的并发症和手术时长。

    Abstract:

    Background and Aims To overcome the limitations of the transoral endoscopic thyroidectomy vestibular approach, such as restricted operative space and high complication risks, our team proposed a modified technique—endoscopic thyroidectomy via oral vestibule and submandibular approach (ETOSA). Preliminary studies have confirmed its safety and feasibility. This study aims to systematically evaluate the key factors affecting postoperative complications and operative time in ETOSA, explore the interactions among these variables, and construct a learning curve model to support its broader clinical adoption.Methods A retrospective analysis was conducted on 125 patients with papillary thyroid carcinoma who underwent ETOSA at Xiangya Hospital, Central South University, between March 2022 and March 2023. Clinical characteristics, surgical parameters, and postoperative complications were extracted. A random forest model was employed to identify the major influencing factors for complications and operative time, as well as their interaction effects. Partial dependence plots based on case sequence were used to generate the learning curve.Results All 125 patients successfully underwent ETOSA with no conversion to open surgery. The median operative time was 95.0 min, and the median intraoperative blood loss was 15.0 mL. The overall postoperative complication rate was 16.0%, with no cases of permanent hypoparathyroidism or hypocalcemia. The average neck appearance score was 1.05, indicating high patient satisfaction. The random forest analysis identified case number, surgical extent, lymph node yield (LNY), Hashimoto's thyroiditis (HT), and body mass index (BMI) as the key predictors of postoperative complications, while surgical extent, case number, LNY, HT, and blood loss were the key factors affecting operative time. A significant positive interaction was observed between case number and both surgical extent and HT, particularly in the first 20 cases, suggesting a higher risk during the early learning phase. The learning curve analysis indicated that surgical proficiency stabilized after 20 cases. Operative time and complication rate in the proficient phase were significantly lower than those in the learning phase (90.0 min vs. 102.5 min; 11.4% vs. 40.0%, both P<0.05).Conclusion ETOSA is a safe and feasible technique characterized by minimal invasiveness, favorable cosmetic outcomes, and a relatively short learning curve. case number, surgical extent, LNY, HT, BMI, and blood loss are key factors affecting complications and operation time.

    图1 相关手术步骤 A:切口设计;B:丝线悬吊维持手术空间;C:肌间入路处理甲状腺上极Fig.1 Relevant surgical steps A: Incision design; B: Suspension with sutures to maintain the surgical space; C: Intermuscular approach for dissection of the upper pole of the thyroid
    图2 术后外观与感觉情况 A:术后1个月颌下切口;B-C:ETOSA术后患者感觉变化Fig.2 Postoperative appearance and sensory outcomes A: Submandibular incision 1 month after surgery; B-C: Sensory changes in patients after ETOSA
    图3 随机森林模型中变量的重要性与交互作用分析(节点大小和颜色表示变量的重要性,而节点间线条的宽度和颜色反映了变量之间的交互作用强度。变量重要性和交互作用的指标经过最小-最大缩放标准化处理) A:并发症;B:手术时长Fig.3 Analysis of variable importance and interactions in the random forest model (Node size and color represent the importance of each variable, while the width and color of the connecting lines indicate the strength of interaction between variables. Both importance and interaction metrics were normalized using min-max scaling) A: Complications; B: Operative time
    图4 重要变量的PD图[左上至右下对角线为单变量PD(黑色)和个体条件期望曲线(彩色),对角线上方为双变量PD热图,对角线下方为原始变量值的散点图,颜色表示基于随机森林模型预测的并发症风险;变量的排序与变量重要性一致] A:与并发症相关的5个变量;B:与手术时长相关的5个变量Fig.4 PD plots of key variables [From the upper-left to the lower-right diagonal: one-way PD curves (black) and individual conditional expectation curves (colored); above the diagonal: bivariate PD heatmaps; below the diagonal: scatter plots of raw variable values. Color indicates the predicted complication risk based on the random forest model. Variable order corresponds to their ranked importance] A: Top 5 variables associated with complications; B: Top 5 variables associated with operative time
    图5 ALE图展示随机森林模型中两个变量对并发症发生风险或手术时长的交互作用效应Fig.5 ALE plots showing the interaction effects of two variables on complication risk or operative time in the random forest model
    表 3 学习组与熟练组临床指标比较(续)Table 3 Comparison of clinical parameters between the learning group and the proficient group (continued)
    表 2 学习组与熟练组临床指标比较Table 2 Comparison of clinical parameters between the learning group and the proficient group
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刘一帆,欧阳辉,肖蕾,孙博韬,白宁,李新营.经口联合颌下腔镜甲状腺手术并发症与手术时长的影响因素分析[J].中国普通外科杂志,2025,34(5):879-891.
DOI:10.7659/j. issn.1005-6947.250027

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  • 收稿日期:2025-01-13
  • 最后修改日期:2025-03-19
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  • 在线发布日期: 2025-07-01