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肌萎缩侧索硬化症-额颞叶痴呆谱系中脑萎缩的新型数据驱动亚型和阶段

Novel data-driven subtypes and stages of brain atrophy in the ALS-FTD spectrum.

作者信息

Shen Ting, Vogel Jacob W, Duda Jeffrey, Phillips Jeffrey S, Cook Philip A, Gee James, Elman Lauren, Quinn Colin, Amado Defne A, Baer Michael, Massimo Lauren, Grossman Murray, Irwin David J, McMillan Corey T

机构信息

University of Pennsylvania Perelman School of Medicine.

Lund University.

出版信息

Res Sq. 2023 Aug 10:rs.3.rs-3183113. doi: 10.21203/rs.3.rs-3183113/v1.

Abstract

BACKGROUND

TDP-43 proteinopathies represents a spectrum of neurological disorders, anchored clinically on either end by amyotrophic lateral sclerosis (ALS) and frontotemporal degeneration (FTD). The ALS-FTD spectrum exhibits a diverse range of clinical presentations with overlapping phenotypes, highlighting its heterogeneity. This study aimed to use disease progression modeling to identify novel data-driven spatial and temporal subtypes of brain atrophy and its progression in the ALS-FTD spectrum.

METHODS

We used a data-driven procedure to identify 13 anatomic clusters of brain volumes for 57 behavioral variant FTD (bvFTD; with either autopsy-confirmed TDP-43 or TDP-43 proteinopathy-associated genetic variants), 103 ALS, and 47 ALS-FTD patients with likely TDP-43. A Subtype and Stage Inference (SuStaIn) model was trained to identify subtypes of individuals along the ALS-FTD spectrum with distinct brain atrophy patterns, and we related subtypes and stages to clinical, genetic, and neuropathological features of disease.

RESULTS

SuStaIn identified three novel subtypes: two disease subtypes with predominant brain atrophy either in prefrontal/somatomotor regions or limbic-related regions, and a normal-appearing group without obvious brain atrophy. The Limbic-predominant subtype tended to present with more impaired cognition, higher frequencies of pathogenic variants in and genes, and a higher proportion of TDP-43 type B, E and C. In contrast, the Prefrontal/Somatomotor-predominant subtype had higher frequencies of pathogenic variants in and genes and higher proportion of TDP-43 type A. The normal-appearing brain group showed higher frequency of ALS relative to ALS-FTD and bvFTD patients, higher cognitive capacity, higher proportion of lower motor neuron onset, milder motor symptoms, and lower frequencies of genetic pathogenic variants. Overall SuStaIn stages also correlated with evidence for clinical progression including longer disease duration, higher King's stage, and cognitive decline. Additionally, SuStaIn stages differed across clinical phenotypes, genotypes and types of TDP-43 pathology.

CONCLUSIONS

Our findings suggest distinct neurodegenerative subtypes of disease along the ALS-FTD spectrum that can be identified , each with distinct brain atrophy, clinical, genetic and pathological patterns.

摘要

背景

TDP - 43蛋白病代表了一系列神经疾病,临床上以肌萎缩侧索硬化症(ALS)和额颞叶变性(FTD)为两端。ALS - FTD谱系表现出多种具有重叠表型的临床表现,突出了其异质性。本研究旨在使用疾病进展模型来识别ALS - FTD谱系中脑萎缩的新的数据驱动的空间和时间亚型及其进展。

方法

我们采用数据驱动的程序,为57例行为变异型FTD(bvFTD;经尸检证实为TDP - 43或与TDP - 43蛋白病相关的基因变异)、103例ALS患者以及47例可能患有TDP - 43的ALS - FTD患者确定了13个脑容量解剖簇。训练了一个亚型和阶段推断(SuStaIn)模型,以识别ALS - FTD谱系中具有不同脑萎缩模式的个体亚型,并将亚型和阶段与疾病的临床、遗传和神经病理学特征相关联。

结果

SuStaIn识别出三种新亚型:两种疾病亚型,一种在前额叶/躯体运动区域有主要脑萎缩,另一种在边缘相关区域有主要脑萎缩,以及一组外观正常、无明显脑萎缩的组。以边缘为主的亚型往往表现出更多的认知障碍、 和 基因中致病变异的频率更高,以及TDP - 43 B型、E型和C型的比例更高。相比之下,以前额叶/躯体运动为主的亚型在 和 基因中致病变异的频率更高,TDP - 43 A型的比例更高。外观正常的脑组相对于ALS - FTD和bvFTD患者显示出更高的ALS频率、更高的认知能力、更高比例的下运动神经元起病、更轻的运动症状以及更低的遗传致病变异频率。总体而言,SuStaIn阶段也与临床进展的证据相关,包括更长的病程、更高的金斯阶段和认知下降。此外,SuStaIn阶段在临床表型、基因型和TDP - 43病理学类型之间存在差异。

结论

我们的研究结果表明,在ALS - FTD谱系中存在不同类型的神经退行性疾病亚型,这些亚型可以被识别出来,每种亚型都有独特的脑萎缩、临床、遗传和病理模式。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0484/10441467/eaa80f585f07/nihpp-rs3183113v1-f0001.jpg

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