Department of Thoracic Surgery, Fujian Medical University Union Hospital, 29 Xinquan Road, Gulou, Fuzhou, Fujian, 350001, People's Republic of China.
Key Laboratory of Cardio-Thoracic Surgery, Fujian Medical University, Fujian Province University, Fuzhou, China.
BMC Pulm Med. 2023 Oct 31;23(1):417. doi: 10.1186/s12890-023-02725-9.
We aimed to investigate the factors influencing the cure, recurrence, and metastasis rates of stage IA lung adenocarcinoma, using a mixed cure model.
A total of 1,064 patients who underwent video-assisted thoracoscopic pulmonectomy were included. Variable screening was performed using the random forest algorithm and least absolute shrinkage and selection operator approaches. The mixed cure model was used to identify factors affecting patient cure and survival, and a sequential analysis was performed on 5%, 10%, and 20% of the presentational subtype concurrently. A receiver operating characteristics curve was used to determine the best model and construct a nomogram to predict the cure rate.
The median follow-up time was 58 (range: 3-115) months. Results from the cure part of the mixed model indicated that the predominant subtype, presentational subtype, and tumor diameter were the main prognostic factors affecting cure rate. Therefore, the nomogram to predict the cure rate was constructed based on these factors. The survival part indicated that the predominant subtype was the only factor that influenced recurrence and metastasis. A sequential analysis of the presentational subtype showed it had no significant effect on survival (P > 0.05). Regardless of the recording mode, no significant improvement was observed in the model's discriminative ability. Only a few postoperative pathological specimens showed lymphovascular invasion (LVI); however, the survival curve suggested a significant effect on patient survival.
After excluding the existence of long-term survivors, the predominant tumor subtype was determined to be the only factor influencing recurrence and metastasis. Although LVI is rare in stage IA lung adenocarcinoma, its significance cannot be discounted in terms of determining patient prognosis.
本研究旨在采用混合治愈模型探讨影响 IA 期肺腺癌治愈、复发和转移率的因素。
共纳入 1064 例行电视辅助胸腔镜肺切除术的患者。采用随机森林算法和最小绝对收缩和选择算子方法进行变量筛选。采用混合治愈模型确定影响患者治愈和生存的因素,并对当前表现亚型的 5%、10%和 20%进行序贯分析。采用受试者工作特征曲线确定最佳模型,并构建预测治愈率的列线图。
中位随访时间为 58(范围:3-115)个月。混合模型治愈部分的结果表明,主要亚型、表现亚型和肿瘤直径是影响治愈率的主要预后因素。因此,基于这些因素构建了预测治愈率的列线图。生存部分表明,主要亚型是影响复发和转移的唯一因素。表现亚型的序贯分析显示,其对生存无显著影响(P>0.05)。无论记录模式如何,模型的判别能力均未见显著改善。仅有少数术后病理标本显示存在脉管侵犯(LVI);然而,生存曲线表明其对患者生存有显著影响。
排除长期生存者后,主要肿瘤亚型被确定为唯一影响复发和转移的因素。尽管 LVI 在 IA 期肺腺癌中罕见,但在确定患者预后方面不容忽视。