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成人胶质瘤患者术后心理健康障碍的预测模型与生存分析

Predictive models and survival analysis of postoperative mental health disturbances in adult glioma patients.

作者信息

Wang Yi, Zhang Jie, Luo Chen, Yao Ye, Qin Guoyou, Wu Jinsong

机构信息

Department of Biostatistics, School of Public Health, Fudan University, Shanghai, China.

Department of Neurosurgery, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China.

出版信息

Front Oncol. 2023 Apr 21;13:1153455. doi: 10.3389/fonc.2023.1153455. eCollection 2023.

Abstract

BACKGROUND AND OBJECTIVES

Patients with primary malignant brain tumors may experience mental health disturbances that can significantly affect their daily life. This study aims to identify risk factors and generate predictive models for postoperative mental health disturbances (PMHDs) in adult glioma patients in accordance with different clinical periods; additionally, survival analyses will be performed.

METHODS

This longitudinal cohort study included 2,243 adult patients (age at diagnosis ≥ 18 years) with nonrecurrent glioma who were pathologically diagnosed and had undergone initial surgical resection. Six indicators of distress, sadness, fear, irritability, mood and enjoyment of life, ranging from 0-10, were selected to assess PMHDs in glioma patients in the third month after surgery, mainly referring to the M.D. Anderson Symptom Inventory Brain Tumor Module (MDASI-BT). Factor analysis (FA) was applied on these indicators to divide participants into PMHD and control groups based on composite factor scores. Survival analyses were performed, and separate logistic regression models were formulated for preoperative and postoperative factors predicting PMHDs.

RESULTS

A total of 2,243 adult glioma patients were included in this study. Based on factor analysis results, 300 glioma patients had PMHDs in the third postoperative month, and the remaining 1,943 were controls. Candidate predictors for PMHDs in the preoperative model were associated with age, clinical symptoms (intracranial space-occupying lesion, muscle weakness and memory deterioration), and tumor location (corpus callosum, basal ganglia and brainstem), whereas age, clinical symptoms (nausea and memory deterioration), tumor location (basal ganglia and brainstem), hospitalization days, WHO grade 4, postoperative chemotherapy or radiotherapy and postoperative Karnofsky Performance Scale (KPS) served as important factors in the postoperative model. In addition, the median overall survival (OS) time for glioma patients with PMHDs was 19 months, compared to 13 months for glioblastoma, IDH-wild type (GBM) patients with PMHDs.

CONCLUSION

The risk factors for PMHDs were identified. These findings may provide new insights into predicting the probability of PMHD occurrence in glioma patients in addition to aiding effective early intervention and improving prognosis based on different clinical stages.

摘要

背景与目的

原发性恶性脑肿瘤患者可能会出现心理健康障碍,这会对他们的日常生活产生重大影响。本研究旨在根据不同临床时期,确定成年胶质瘤患者术后心理健康障碍(PMHDs)的危险因素并建立预测模型;此外,还将进行生存分析。

方法

这项纵向队列研究纳入了2243例成年非复发性胶质瘤患者(诊断时年龄≥18岁),这些患者均经病理诊断并接受了初次手术切除。选取了痛苦、悲伤、恐惧、易怒、情绪和生活乐趣这6项指标(范围为0至10分),主要参考MD安德森症状量表脑肿瘤模块(MDASI - BT),来评估胶质瘤患者术后第三个月的PMHDs。对这些指标进行因子分析(FA),根据综合因子得分将参与者分为PMHD组和对照组。进行了生存分析,并针对术前和术后预测PMHDs的因素分别建立了逻辑回归模型。

结果

本研究共纳入2243例成年胶质瘤患者。根据因子分析结果,300例胶质瘤患者在术后第三个月出现PMHDs,其余1943例为对照组。术前模型中PMHDs的候选预测因素与年龄、临床症状(颅内占位性病变、肌肉无力和记忆力减退)以及肿瘤位置(胼胝体、基底神经节和脑干)有关,而年龄、临床症状(恶心和记忆力减退)、肿瘤位置(基底神经节和脑干)、住院天数、世界卫生组织4级、术后化疗或放疗以及术后卡氏功能状态评分(KPS)是术后模型中的重要因素。此外,患有PMHDs的胶质瘤患者的中位总生存期(OS)为19个月,而患有PMHDs的胶质母细胞瘤、异柠檬酸脱氢酶野生型(GBM)患者的中位总生存期为13个月。

结论

确定了PMHDs的危险因素。这些发现可能为预测胶质瘤患者发生PMHDs的概率提供新的见解,此外还有助于基于不同临床阶段进行有效的早期干预并改善预后。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3af7/10160603/9247fbd129a2/fonc-13-1153455-g001.jpg

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