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胃肠道癌症患者围手术期症状的网络结构和时间稳定性

Network structure and temporal stability of symptoms during perioperative period among gastrointestinal cancer patients.

作者信息

Lv Gaorong, Qin Rui, Zhao Xiangyu, Li Guopeng, Zhao Di, Li Ping

机构信息

School of Nursing and Rehabilitation, Shandong University, 44 Wenhua West Road, Jinan, Shandong, 250012, People's Republic of China.

School of Software, Shandong University, 1500 Shunhua Road, Jinan, Shandong, 250101, People's Republic of China.

出版信息

J Cancer Surviv. 2025 Mar 31. doi: 10.1007/s11764-025-01773-w.

Abstract

PURPOSE

Symptom networks can provide empirical evidence for developing personalized and precise symptom management strategies. However, the network structure and temporal stability of perioperative symptoms among gastrointestinal cancer patients remain unknown. This study aims to explore the dynamic connections between symptoms and accurately identify core symptoms to support clinical decision-making.

METHODS

The measurement points included T0 (2 days before surgery), T1 (2 days after surgery), T2 (6 days after surgery), T3 (10 days after surgery), and T4 (14 days after surgery). Measurement tools included M.D. Anderson Symptoms Inventory-Gastrointestinal Cancer Module (MDASI-GI). A Multilevel Vector Autoregressive Model (mlVAR) was used to build the temporal and contemporaneous networks.

RESULTS

A total of 241 gastrointestinal cancer participants were recruited, primarily with colorectal cancer type. In the temporal network, sadness had the strongest predictive effect on appetite change, with a value of -0.231. Additionally, dry mouth was identified as the core symptom with the highest outward strength centrality (1.234) and positively predicted pain, sadness, difficulty swallowing, distress, and fatigue (EW = 0.157 ~ 0.230, Ps < 0.001). In the contemporaneous network, depression was a core symptom with the highest strength centrality (1.001). The strongest correlation was found between distress and sadness (EW = 0.645, Ps < 0.05), followed by dry mouth and difficulty swallowing (EW = 0.363, Ps < 0.05). At five time points, the core symptoms within the perioperative symptom network encompassed appetite loss (at T0, with a value of 0.943), distress (at T1, with a value of 1.225; at T2, with a value of 1.057; and at T3, with a value of 0.858), and sadness (at T4, with a value of 1.238).

CONCLUSION

There exist a prevalent occurrence of positive predictive and associative effects among symptoms. Moreover, emotional and gastrointestinal symptoms, particularly depression and dry mouth, hold significant positions in the perioperative symptom network and should be prioritized in symptom management strategies.

IMPLICATIONS FOR CANCER SURVIVORS

This study uncovers the underlying patterns of widespread positive predictive and associative effects among symptoms, and provides targeted clinical guidance for managing core symptoms such as dry mouth in perioperative care for cancer patients.

摘要

目的

症状网络可为制定个性化精准症状管理策略提供实证依据。然而,胃肠道癌患者围手术期症状的网络结构和时间稳定性尚不清楚。本研究旨在探索症状之间的动态联系,并准确识别核心症状以支持临床决策。

方法

测量点包括T0(手术前2天)、T1(手术后2天)、T2(手术后6天)、T3(手术后10天)和T4(手术后14天)。测量工具包括MD安德森症状问卷-胃肠道癌模块(MDASI-GI)。采用多级向量自回归模型(mlVAR)构建时间和同期网络。

结果

共招募了241名胃肠道癌参与者,主要为结直肠癌类型。在时间网络中,悲伤对食欲变化的预测作用最强,值为-0.231。此外,口干被确定为外向强度中心性最高的核心症状(1.234),并正向预测疼痛、悲伤、吞咽困难、痛苦和疲劳(效应权重=0.157~0.230,P<0.001)。在同期网络中,抑郁是强度中心性最高的核心症状(1.001)。痛苦与悲伤之间的相关性最强(效应权重=0.645,P<0.05),其次是口干与吞咽困难(效应权重=0.363,P<0.05)。在五个时间点,围手术期症状网络中的核心症状包括食欲减退(T0时,值为0.943)、痛苦(T1时,值为1.225;T2时,值为1.057;T3时,值为0.858)和悲伤(T4时,值为1.238)。

结论

症状之间普遍存在正向预测和关联效应。此外,情绪和胃肠道症状,特别是抑郁和口干,在围手术期症状网络中占据重要地位,应在症状管理策略中予以优先考虑。

对癌症幸存者的启示

本研究揭示了症状之间广泛存在的正向预测和关联效应的潜在模式,并为癌症患者围手术期护理中口干等核心症状的管理提供了有针对性的临床指导。

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