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利用术前低位前切除综合征评分评估中国低位前切除综合征的手术策略

Evaluation of surgical strategy for low anterior resection syndrome using preoperative low anterior resection syndrome score in China.

作者信息

Pan Yang-Tao, Lv Yi-Min, Zhou Shi-Chao, Luo Dan-Yan, Sun Hao, Lao Wei-Feng, Zhou Wei

机构信息

Department of Colorectal Surgery, Sir Run Shaw Hospital Affiliated with Zhejiang University, Hangzhou 310016, Zhejiang Province, China.

School of Mathematics, Nanjing Audit University, Nanjing 211815, Jiangsu Province, China.

出版信息

World J Gastrointest Surg. 2025 Jan 27;17(1):100910. doi: 10.4240/wjgs.v17.i1.100910.

Abstract

BACKGROUND

Despite improved survival rates in rectal cancer treatment, many patients experience low anterior resection syndrome (LARS). The preoperative LARS score (POLARS) aims to address the limitations of LARS assessment by predicting outcomes preoperatively to enhance surgical planning.

AIM

To investigate the predictive accuracy of POLARS in assessing the occurrence of LARS.

METHODS

This study enrolled a total of 335 patients who underwent laparoscopic or robotic low anal sphincter-preserving surgery for rectal tumors. Patients were categorized into three groups according to their POLARS score: no LARS (score 0-20), minor LARS (score 21-29), and major LARS (score 30-42). The QLQ-C30/CR29 scores were compared among these groups, and the agreement between POLARS predictions and the actual LARS scores was analyzed.

RESULTS

The study population was divided into three groups: major LARS ( = 51, 27.42%), minor LARS ( = 109, 58.6%), and no LARS ( = 26, 13.98%). Significant differences in the QLQ-C30 scales of social function, diarrhea, and financial impact were detected between the no LARS and major LARS groups ( < 0.05) and between the minor LARS and major LARS groups ( < 0.05). Similarly, significant differences were detected in the QLQ-CR29 scales for blood and mucus in the stool, fecal incontinence, and stool frequency between the no LARS and minor LARS groups ( < 0.05), as well as between the minor LARS and major LARS groups ( < 0.05). The predictive precision for major LARS using the POLARS score was 82.35% (42/51), with a recall of 35.89% (42/117). The mean absolute error (MAE) between the POLARS score and the actual LARS score was 8.92 ± 5.47. In contrast, the XGBoost (extreme gradient boosting) model achieved a lower MAE of 6.29 ± 4.77, with a precision of 84.39% and a recall of 74.05% for predicting major LARS.

CONCLUSION

The POLARS score demonstrated effectiveness and precision in predicting major LARS, thereby providing valuable insights into postoperative symptoms and patient quality of life. However, the XGBoost model exhibited superior performance with a lower MAE and higher recall for predicting major LARS compared to the POLARS model.

摘要

背景

尽管直肠癌治疗的生存率有所提高,但许多患者仍经历低位前切除综合征(LARS)。术前LARS评分(POLARS)旨在通过术前预测结果来解决LARS评估的局限性,以加强手术规划。

目的

研究POLARS在评估LARS发生方面的预测准确性。

方法

本研究共纳入335例行腹腔镜或机器人低位保肛手术治疗直肠肿瘤的患者。根据POLARS评分将患者分为三组:无LARS(评分0 - 20)、轻度LARS(评分21 - 29)和重度LARS(评分30 - 42)。比较这些组之间的QLQ - C30/CR29评分,并分析POLARS预测与实际LARS评分之间的一致性。

结果

研究人群分为三组:重度LARS(n = 51,27.42%)、轻度LARS(n = 109,58.6%)和无LARS(n = 26,13.98%)。无LARS组与重度LARS组之间(P < 0.05)以及轻度LARS组与重度LARS组之间(P < 0.05)在QLQ - C30量表的社会功能、腹泻和经济影响方面存在显著差异。同样,无LARS组与轻度LARS组之间(P < 0.05)以及轻度LARS组与重度LARS组之间(P < 0.05)在QLQ - CR29量表的粪便血液和黏液、大便失禁及排便频率方面存在显著差异。使用POLARS评分预测重度LARS的精确率为82.35%(42/51),召回率为35.89%(42/117)。POLARS评分与实际LARS评分之间的平均绝对误差(MAE)为8.92 ± 5.47。相比之下,XGBoost(极端梯度提升)模型的MAE较低,为6.29 ± 4.77,预测重度LARS的精确率为84.39%,召回率为74.05%。

结论

POLARS评分在预测重度LARS方面显示出有效性和精确性,从而为术后症状和患者生活质量提供了有价值的见解。然而,与POLARS模型相比,XGBoost模型在预测重度LARS方面表现出更好的性能,MAE更低且召回率更高。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/af2d/11757172/fb6efebfd0a8/100910-g001.jpg

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