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终末期肾病患者轻度认知功能障碍与脑微结构异常的关系。

Abnormal cerebral micro-structures in end-stage renal disease patients related to mild cognitive impairment.

机构信息

Department of Radiology, The Affiliated Changzhou NO.2 People's Hospital of Nanjing Medical University, 29 Xinglong Lane, Changzhou 213003, Jiangsu, China.

School of Computer Science and Artificial Intelligence, Changzhou University, 21 Gehu Road, Changzhou 213164, Jiangsu, China.

出版信息

Eur J Radiol. 2022 Dec;157:110597. doi: 10.1016/j.ejrad.2022.110597. Epub 2022 Nov 11.

Abstract

PURPOSE

To investigate the mediating effect of abnormal brain micro-structures on the relationship between clinical risk factors and mild cognitive impairment (MCI), and further predict individual cognitive function in end-stage renal disease (ESRD) patients undergoing maintenance hemodialysis.

METHODS

In total, 40 ESRD patients and 30 healthy controls were prospectively enrolled in our study. All subjects completed diffusion kurtosis imaging (DKI) examinations and Montreal cognitive assessment (MoCA) test. Between-group differences in the DKI metrics were analyzed. In addition, the mediating effects of altered brain micro-structures on the association between clinical risk factors and MCI were determined by mediation analysis. Finally, cognitive function was predicted based on DKI metrics and clinical characteristics by applying the optimized least squares support vector regression machine.

RESULTS

We observed disrupted brain micro-structures in ESRD patients with MCI, as indicated by significantly altered DKI parameters. Significant correlations were found between the DKI metrics, clinical characteristics, and MoCA scores. In ESRD patients, low hemoglobin level and high serum creatine level were clinical risk factors for MCI. A decreased axial kurtosis value in the left hippocampus may partially mediate the impact of serum creatine on MCI. Furthermore, the prediction model could predict cognitive scores associated with ESRD with relatively high accuracy.

CONCLUSION

Aberrant micro-structures partially mediated the association between clinical risk factors and MCI, which is a novel insight into the progression of cognitive dysfunction in ESRD patients. Combined DKI metrics and clinical characteristics could be used as features to efficiently predict cognitive function associated with ESRD.

摘要

目的

探讨异常脑微观结构在临床危险因素与轻度认知障碍(MCI)之间的关系中的中介作用,并进一步预测终末期肾病(ESRD)患者维持性血液透析后的个体认知功能。

方法

本研究前瞻性纳入了 40 名 ESRD 患者和 30 名健康对照者。所有受试者均完成了扩散峰度成像(DKI)检查和蒙特利尔认知评估(MoCA)测试。分析了 DKI 指标在组间的差异。此外,通过中介分析确定了脑微观结构改变对临床危险因素与 MCI 之间关联的中介作用。最后,通过应用优化的最小二乘支持向量回归机,根据 DKI 指标和临床特征预测认知功能。

结果

我们观察到 MCI 的 ESRD 患者存在脑微观结构紊乱,这表现为 DKI 参数明显改变。DKI 指标与临床特征和 MoCA 评分之间存在显著相关性。在 ESRD 患者中,低血红蛋白水平和高血清肌酐水平是 MCI 的临床危险因素。左海马体的轴向峰度值降低可能部分介导了血清肌酐对 MCI 的影响。此外,该预测模型可以相对准确地预测与 ESRD 相关的认知评分。

结论

异常微观结构部分介导了临床危险因素与 MCI 之间的关联,这为 ESRD 患者认知功能障碍的进展提供了新的见解。结合 DKI 指标和临床特征可作为有效预测与 ESRD 相关认知功能的特征。

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