Metabolomics identifies shared lipid pathways in independent amyotrophic lateral sclerosis cohorts

Author:

Goutman Stephen A12ORCID,Guo Kai12,Savelieff Masha G2,Patterson Adam12,Sakowski Stacey A12,Habra Hani3,Karnovsky Alla3ORCID,Hur Junguk4,Feldman Eva L12ORCID

Affiliation:

1. Department of Neurology, University of Michigan , Ann Arbor, MI , USA

2. NeuroNetwork for Emerging Therapies, University of Michigan , Ann Arbor, MI , USA

3. Department of Computational Medicine & Bioinformatics, University of Michigan , Ann Arbor, MI , USA

4. Department of Biomedical Sciences, University of North Dakota , Grand Forks, ND , USA

Abstract

Abstract Amyotrophic lateral sclerosis (ALS) is a fatal neurodegenerative disease lacking effective treatments. This is due, in part, to a complex and incompletely understood pathophysiology. To shed light, we conducted untargeted metabolomics on plasma from two independent cross-sectional ALS cohorts versus control participants to identify recurrent dysregulated metabolic pathways. Untargeted metabolomics was performed on plasma from two ALS cohorts (cohort 1, n = 125; cohort 2, n = 225) and healthy controls (cohort 1, n = 71; cohort 2, n = 104). Individual differential metabolites in ALS cases versus controls were assessed by Wilcoxon, adjusted logistic regression and partial least squares-discriminant analysis, while group lasso explored sub-pathway level differences. Adjustment parameters included age, sex and body mass index. Metabolomics pathway enrichment analysis was performed on metabolites selected using the above methods. Additionally, we conducted a sex sensitivity analysis due to sex imbalance in the cohort 2 control arm. Finally, a data-driven approach, differential network enrichment analysis (DNEA), was performed on a combined dataset to further identify important ALS metabolic pathways. Cohort 2 ALS participants were slightly older than the controls (64.0 versus 62.0 years, P = 0.009). Cohort 2 controls were over-represented in females (68%, P < 0.001). The most concordant cohort 1 and 2 pathways centred heavily on lipid sub-pathways, including complex and signalling lipid species and metabolic intermediates. There were differences in sub-pathways that were enriched in ALS females versus males, including in lipid sub-pathways. Finally, DNEA of the merged metabolite dataset of both ALS and control cohorts identified nine significant subnetworks; three centred on lipids and two encompassed a range of sub-pathways. In our analysis, we saw consistent and important shared metabolic sub-pathways in both ALS cohorts, particularly in lipids, further supporting their importance as ALS pathomechanisms and therapeutics targets.

Funder

National ALS Registry/CDC/ATSDR

NIEHS

NCI

National Institutes of Health

Publisher

Oxford University Press (OUP)

Subject

Neurology (clinical)

Reference74 articles.

1. Diagnosis and clinical management of amyotrophic lateral sclerosis and other motor neuron disorders;Goutman;Continuum (Minneap Minn),2017

2. Novel genes associated with amyotrophic lateral sclerosis: diagnostic and clinical implications;Chia;Lancet Neurol,2018

3. Emerging understanding of the genotype-phenotype relationship in amyotrophic lateral sclerosis;Goutman;Handb Clin Neurol,2018

4. Amyotrophic lateral sclerosis: mechanisms and therapeutics in the epigenomic era;Paez-Colasante;Nat Rev Neurol,2015

5. High plasma concentrations of organic pollutants negatively impact survival in amyotrophic lateral sclerosis;Goutman;J Neurol Neurosurg Psychiatry,2019

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3