Department of Gynecology, The Obstetrics and Gynecology Hospital of Fudan University, 128 Shen-Yang Road, Shanghai, 200011, People's Republic of China.
Shanghai Key Laboratory of Female Reproductive Endocrine-Related Diseases, The Obstetrics and Gynecology Hospital, Fudan University, Shanghai, 200011, People's Republic of China.
World J Surg Oncol. 2023 May 12;21(1):146. doi: 10.1186/s12957-023-03014-9.
Neuroendocrine cervical carcinoma (NECC) is a rare but aggressive malignancy with younger patients compared to other common histology types. This study aimed to evaluate the impacts of ovarian preservation (OP) on the prognosis of NECC through machine learning.
Between 2013 and 2021, 116 NECC patients with a median age of 46 years received OP or bilateral salpingo-oophorectomy (BSO) and were enrolled in a retrospective analysis with a median follow-up of 41 months. The prognosis was estimated using Kaplan-Meier analysis. Random forest, LASSO, stepwise, and optimum subset prognostic models were constructed in training cohort (randomly selected 70 patients) and tested in 46 patients through receiver operator curves. Risk factors for ovarian metastasis were identified through univariate and multivariate regression analyses. All data processing was carried out in R 4.2.0 software.
Among 116 patients, 30 (25.9%) received OP and showed no significantly different OS compared with BSO group (p = 0.072) and got better DFS (p = 0.038). After construction of machine learning models, the safety of OP was validated in lower prognostic risk group (p > 0.05). In patients ≤ 46 years, no impacts of OP were shown for DFS (p = 0.58) or OS (p = 0.67), and OP had no impact on DFS in different relapse risk population (p > 0.05). In BSO group, regression analyses showed that later stage, para-aortic LNM, and parametrial involvement were associated with ovarian metastasis (p < 0.05).
Preserving ovaries had no significant impact on prognosis in patients with NECC. OP should be considered cautiously in patients with ovarian metastasis risk factors.
神经内分泌宫颈癌(NECC)是一种罕见但具有侵袭性的恶性肿瘤,与其他常见组织学类型相比,患者更年轻。本研究旨在通过机器学习评估卵巢保留(OP)对 NECC 预后的影响。
在 2013 年至 2021 年期间,116 名中位年龄为 46 岁的 NECC 患者接受了 OP 或双侧输卵管卵巢切除术(BSO),并进行了回顾性分析,中位随访时间为 41 个月。采用 Kaplan-Meier 分析估计预后。在训练队列(随机选择的 70 名患者)中构建随机森林、LASSO、逐步和最优子集预后模型,并通过接受者操作特征曲线在 46 名患者中进行测试。通过单因素和多因素回归分析确定卵巢转移的危险因素。所有数据处理均在 R 4.2.0 软件中进行。
在 116 名患者中,30 名(25.9%)接受了 OP,与 BSO 组相比,OS 无显著差异(p=0.072),DFS 更好(p=0.038)。构建机器学习模型后,在低预后风险组中验证了 OP 的安全性(p>0.05)。在≤46 岁的患者中,OP 对 DFS(p=0.58)或 OS(p=0.67)无影响,在不同复发风险人群中,OP 对 DFS 无影响(p>0.05)。在 BSO 组中,回归分析表明,晚期、腹主动脉旁淋巴结转移和宫旁侵犯与卵巢转移有关(p<0.05)。
在 NECC 患者中,保留卵巢对预后没有显著影响。对于有卵巢转移危险因素的患者,应谨慎考虑 OP。