Identifying Clusters of Curatively-Treated Esophageal Cancer Patients Using Patient-Reported Outcome Measures at Three Months from Discharge: A Secondary Analysis from a Longitudinal Single Center Study.

IF 0.9 4区 医学 Q3 SURGERY Annali italiani di chirurgia Pub Date : 2024-01-01 DOI:10.62713/aic.3524
Rosario Caruso, Arianna Magon, Gianluca Conte, Luigi Bonavina
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Abstract

Aim: This study aims to identify meaningful clusters based on Patient-Reported Outcome Measures (PROMs) in curatively-treated esophageal cancer patients at three months post-discharge.

Methods: This secondary analysis of a longitudinal single-center study included 46 esophageal cancer patients who underwent curative surgery. Patients were selected based on their completion of PROMs surveys at three months post-discharge, were aged 18 years or older, and had undergone surgical resection (esophagectomy) with or without neoadjuvant chemotherapy and/or radiotherapy. The analysis utilized t-distributed Stochastic Neighbor Embedding (t-SNE) for dimensionality reduction and hierarchical clustering to analyze PROMs data collected three months post-discharge. Clustering was performed on physical, emotional, cognitive, and social functioning variables, symptom burden, and health literacy.

Results: Three distinct clusters were identified: Cluster 1 (n = 24) with higher functioning and moderate symptoms, Cluster 2 (n = 14) with moderate functioning, higher symptoms, and lower health literacy, and Cluster 3 (n = 8) with the highest functioning, lowest symptoms, and highest health literacy. Significant differences between squamous cell carcinoma and adenocarcinoma subtypes were observed across several PROMs domains, including critical health literacy, general health status/quality of life, nausea and vomiting, and insomnia. These clusters provide an exploratory framework for tailoring post-operative interventions to enhance patient recovery, which necessitates further confirmatory investigations, including outcomes such as complications and mortality, in the analysis.

Conclusions: This study fills a research gap by demonstrating the utility of PROMs in identifying distinct recovery patterns in esophageal cancer patients post-surgery. The findings support the use of PROMs to guide personalized post-operative care, potentially improving patient outcomes and quality of life. Further research is needed to validate these findings in larger, diverse populations.

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利用出院三个月后患者报告的结果指标识别接受过根治性治疗的食管癌患者群:单中心纵向研究的二次分析。
目的:本研究旨在根据患者报告结果指标(PROMs)对接受根治性治疗的食管癌患者在出院后三个月的情况进行有意义的分组:这项单中心纵向研究的二次分析包括 46 名接受根治性手术的食管癌患者。选择患者的依据是他们在出院后三个月完成了 PROMs 调查,年龄在 18 岁或以上,接受了手术切除(食管切除术),同时接受或未接受新辅助化疗和/或放疗。分析采用了t分布随机邻域嵌入(t-SNE)降维技术和分层聚类技术来分析出院后三个月收集的PROMs数据。对身体、情绪、认知和社会功能变量、症状负担和健康素养进行了聚类:结果:确定了三个不同的群组:第一组(24 人)具有较高的功能和中等程度的症状;第二组(14 人)具有中等程度的功能、较高的症状和较低的健康知识水平;第三组(8 人)具有最高的功能、最低的症状和最高的健康知识水平。鳞状细胞癌和腺癌亚型在多个 PROMs 领域存在显著差异,包括关键健康素养、一般健康状况/生活质量、恶心和呕吐以及失眠。这些群组为量身定制术后干预措施以促进患者康复提供了一个探索性框架,因此有必要进行进一步的确认性调查,包括分析并发症和死亡率等结果:本研究填补了一项研究空白,证明了 PROMs 在确定食管癌患者术后不同恢复模式方面的实用性。研究结果支持使用 PROMs 指导个性化术后护理,从而改善患者的预后和生活质量。还需要进一步研究,以便在更多不同人群中验证这些发现。
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来源期刊
CiteScore
0.90
自引率
12.50%
发文量
116
审稿时长
>12 weeks
期刊介绍: Annali Italiani di Chirurgia is a bimonthly journal and covers all aspects of surgery:elective, emergency and experimental surgery, as well as problems involving technology, teaching, organization and forensic medicine. The articles are published in Italian or English, though English is preferred because it facilitates the international diffusion of the journal (v.Guidelines for Authors and Norme per gli Autori). The articles published are divided into three main sections:editorials, original articles, and case reports and innovations.
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