Department of Surgery, Emory University School of Medicine, Atlanta, Ga.
Department of Biostatistics, Duke University, Durham, NC.
J Thorac Cardiovasc Surg. 2018 Mar;155(3):1254-1264.e1. doi: 10.1016/j.jtcvs.2017.09.149. Epub 2017 Nov 13.
Complications adversely affect survival after lung cancer surgery. We tested the hypothesis that effects of complications after lung cancer surgery on survival vary substantially across the spectrum of postoperative complications.
The Society of Thoracic Surgeons General Thoracic Surgery Database was linked to Medicare data for lung cancer resections from 2002 through 2013. Linkage was achieved for 29,899 patients. A survival model was created that included operative complications as explanatory variables and adjusted for relevant baseline covariates. Because of violation of the proportional hazard assumption, we used time-varying coefficient Cox modeling for the complication variables.
Median patient age was 73 years, and 48% were male. Procedures performed were lobectomy in 69%, wedge in 17%, segmentectomy in 7%, bilobectomy in 3%, pneumonectomy in 3%, and sleeve lobectomy in 1%. Most frequent complications were atrial arrhythmia (14%), pneumonia (4.3%), reintubation (3.8%), delirium (2%), and acute kidney injury (1.4%). In the early period (0-90 days), 12 complications are associated with worse survival. From 3 to 18 months after surgery, only 4 complications are associated with survival: delirium, blood transfusion, reintubation, and pneumonia. After 18 months, only sepsis and blood transfusion are associated with a significant late hazard.
Our analysis confirmed the presence of differential magnitude and time-varying effects on survival of individual complications after lung cancer surgery. We conclude that the derived time-dependent hazard ratios can serve as objective weights in future models that enhance performance measurement and focus attention on prevention and management of complications with greatest effects.
肺癌手术后的并发症会对生存产生不利影响。我们检验了这样一个假设,即肺癌手术后并发症对生存的影响在术后并发症的整个谱中存在显著差异。
将胸外科医师学会普通胸外科数据库与 2002 年至 2013 年间的 Medicare 肺癌切除术数据相链接,共获得 29899 例患者的数据。创建了一个生存模型,其中包括手术并发症作为解释变量,并调整了相关的基线协变量。由于违反比例风险假设,我们对并发症变量使用了时变系数 Cox 建模。
患者的中位年龄为 73 岁,48%为男性。实施的手术包括肺叶切除术 69%、楔形切除术 17%、节段切除术 7%、双肺叶切除术 3%、全肺切除术 3%和袖状肺叶切除术 1%。最常见的并发症是心房颤动(14%)、肺炎(4.3%)、再插管(3.8%)、谵妄(2%)和急性肾损伤(1.4%)。在早期(0-90 天),有 12 种并发症与较差的生存相关。术后 3-18 个月,仅有 4 种并发症与生存相关:谵妄、输血、再插管和肺炎。18 个月后,只有败血症和输血与晚期显著危险相关。
我们的分析证实了肺癌手术后的单个并发症对生存的影响存在不同程度和时变效应。我们得出结论,衍生的时变风险比可以作为未来模型的客观权重,增强绩效衡量,并关注具有最大影响的并发症的预防和管理。