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Liu X, Fang Y, Ma H, Zhang N, Li C. Performance comparison of three scaling algorithms in NMR-based metabolomics analysis. Open Life Sci 2023; 18:20220556. [PMID: 36998512 PMCID: PMC10044292 DOI: 10.1515/biol-2022-0556] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2022] [Revised: 12/15/2022] [Accepted: 01/02/2023] [Indexed: 03/29/2023] Open
Abstract
Unit variance (UV) scaling, mean centering (CTR) scaling, and Pareto (Par) scaling are three commonly used algorithms in the preprocessing of metabolomics data. Based on our NMR-based metabolomics studies, we found that the clustering identification performances of these three scaling methods were dramatically different as tested by the spectra data of 48 young athletes’ urine samples, spleen tissue (from mice), serum (from mice), and cell (from Staphylococcus aureus) samples. Our data suggested that for the extraction of clustering information, UV scaling could serve as a robust approach for NMR metabolomics data for the identification of clustering analysis even with the existence of technical errors. However, for the purpose of discriminative metabolite identification, UV scaling, CTR scaling, and Par scaling could equally extract discriminative metabolites efficiently based on the coefficient values. Based on the data presented in this study, we propose an optimal working pipeline for the selection of scaling algorithms in NMR-based metabolomics analysis, which has the potential to serve as guidance for junior researchers working in the NMR-based metabolomics research field.
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Affiliation(s)
- Xia Liu
- Department of Diving and Hyperbaric Medicine, Navy Medical Center, Naval Medical University (Second Military Medical University), Shanghai, 200433, China
| | - Yiqun Fang
- Department of Diving and Hyperbaric Medicine, Navy Medical Center, Naval Medical University (Second Military Medical University), Shanghai, 200433, China
| | - Haifeng Ma
- Shanghai University of Sport, Shanghai200438, China
| | - Naixia Zhang
- CAS Key Laboratory of Receptor Research, Department of Analytical Chemistry, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai201203, P. R. China
| | - Ci Li
- Department of Diving and Hyperbaric Medicine, Navy Medical Center, Naval Medical University (Second Military Medical University), Shanghai, 200433, China
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Liu X, Fang Y, Xu J, Yang T, Xu J, He J, Liu W, Yu X, Wen Y, Zhang N, Li C. Oxidative stress, dysfunctional energy metabolism, and destabilizing neurotransmitters altered the cerebral metabolic profile in a rat model of simulated heliox saturation diving to 4.0 MPa. PLoS One 2023; 18:e0282700. [PMID: 36917582 PMCID: PMC10013885 DOI: 10.1371/journal.pone.0282700] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Accepted: 02/21/2023] [Indexed: 03/15/2023] Open
Abstract
The main objective of the present study was to determine metabolic profile changes in the brains of rats after simulated heliox saturated diving (HSD) to 400 meters of sea water compared to the blank controls. Alterations in the polar metabolome in the rat brain due to HSD were investigated in cortex, hippocampus, and striatum tissue samples by applying an NMR-based metabolomic approach coupled with biochemical detection in the cortex. The reduction in glutathione and taurine levels may hypothetically boost antioxidant defenses during saturation diving, which was also proven by the increased malondialdehyde level, the decreased superoxide dismutase, and the decreased glutathione peroxidase in the cortex. The concomitant decrease in aerobic metabolic pathways and anaerobic metabolic pathways comprised downregulated energy metabolism, which was also proven by the biochemical quantification of the metabolic enzymes Na-K ATPase and LDH in cerebral cortex tissue. The significant metabolic abnormalities of amino acid neurotransmitters, such as GABA, glycine, and aspartate, decreased aromatic amino acids, including tyrosine and phenylalanine, both of which are involved in the metabolism of dopamine and noradrenaline, which are downregulated in the cortex. Particularly, a decline in the level of N-acetyl aspartate is associated with neuronal damage. In summary, hyperbaric decompression of a 400 msw HSD affected the brain metabolome in a rat model, potentially including a broad range of disturbing amino acid homeostasis, metabolites related to oxidative stress and energy metabolism, and destabilizing neurotransmitter components. These disturbances may contribute to the neurochemical and neurological phenotypes of HSD.
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Affiliation(s)
- Xia Liu
- Department of Diving and Hyperbaric Medicine, Navy Medical Center of PLA, Naval Medical University (Second Military Medical University), Shanghai, China
| | - Yiqun Fang
- Department of Diving and Hyperbaric Medicine, Navy Medical Center of PLA, Naval Medical University (Second Military Medical University), Shanghai, China
- * E-mail: (YF); (CL)
| | - Jiajun Xu
- Department of Diving and Hyperbaric Medicine, Navy Medical Center of PLA, Naval Medical University (Second Military Medical University), Shanghai, China
| | - Tao Yang
- Department of Diving and Hyperbaric Medicine, Navy Medical Center of PLA, Naval Medical University (Second Military Medical University), Shanghai, China
| | - Ji Xu
- Department of Diving and Hyperbaric Medicine, Navy Medical Center of PLA, Naval Medical University (Second Military Medical University), Shanghai, China
| | - Jia He
- Department of Diving and Hyperbaric Medicine, Navy Medical Center of PLA, Naval Medical University (Second Military Medical University), Shanghai, China
| | - Wenwu Liu
- Department of Diving and Hyperbaric Medicine, Navy Medical Center of PLA, Naval Medical University (Second Military Medical University), Shanghai, China
| | - Xuhua Yu
- Department of Diving and Hyperbaric Medicine, Navy Medical Center of PLA, Naval Medical University (Second Military Medical University), Shanghai, China
| | - Yukun Wen
- Department of Diving and Hyperbaric Medicine, Navy Medical Center of PLA, Naval Medical University (Second Military Medical University), Shanghai, China
| | - Naixia Zhang
- Department of Analytical Chemistry, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, China
| | - Ci Li
- Department of Diving and Hyperbaric Medicine, Navy Medical Center of PLA, Naval Medical University (Second Military Medical University), Shanghai, China
- * E-mail: (YF); (CL)
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Tang R, Yi J, Lu S, Chen B, Liu B. Therapeutic Effect of Buyang Huanwu Decoction on the Gut Microbiota and Hippocampal Metabolism in a Rat Model of Cerebral Ischemia. Front Cell Infect Microbiol 2022; 12:873096. [PMID: 35774407 PMCID: PMC9237419 DOI: 10.3389/fcimb.2022.873096] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Accepted: 05/11/2022] [Indexed: 12/04/2022] Open
Abstract
Buyang Huanwu decoction (BHD) is a well-known Chinese herbal prescription. It has been widely used in the clinical treatment of cerebral ischemia (CI) in China. However, the mechanism underlying the treatment of CI with BHD remains to be elucidated. In this study, we combined microbiomic and metabolomic strategies to explore the therapeutic effects of BHD on middle cerebral artery occlusion (MCAO) in rats. Our results showed that BHD could effectively improve neurological severity scores and alleviate neuronal damage in rats with MCAO. BHD could also reduce the level of peripheral proinflammatory cytokines and inhibit neuroinflammation. 16S rRNA sequencing showed that BHD could increase the relative abundances of the genera Lactobacillus, Faecalibacterium, Ruminococcaceae_UCG-002, etc., while decreasing the relative abundances of the genera Escherichia-Shigella, Klebsiella, Streptococcus, Coprococcus_2, Enterococcus, etc. Untargeted metabolomic analysis of hippocampal samples showed that 17 significantly differentially abundant metabolites and 9 enriched metabolic pathways were linked with BHD treatment. We also found that the regulatory effects of BHD on metabolites were correlated with the differentially abundant microbial taxa. The predicted function of the gut microbiota and the metabolic pathway enrichment results showed that purine metabolism, glutamatergic synapses, arginine and proline metabolism, and alanine, aspartic acid and glutamate metabolism were involved in the effects of BHD. These pathways may be related to pathological processes such as excitotoxicity, neuroinflammation, and energy metabolism disorder in CI. In summary, these findings suggest that regulation of hippocampal metabolism and of the composition and function of the gut microbiota may be important mechanisms underlying the effect of BHD in the treatment of CI.
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Affiliation(s)
- Rongmei Tang
- The First Affiliated Hospital, Hunan University of Chinese Medicine, Changsha, China
| | - Jian Yi
- The First Affiliated Hospital, Hunan University of Chinese Medicine, Changsha, China
| | - Shuangying Lu
- The First Affiliated Hospital, Hunan University of Chinese Medicine, Changsha, China
| | - Bowei Chen
- The First Affiliated Hospital, Hunan University of Chinese Medicine, Changsha, China
| | - Baiyan Liu
- College of Integrated Traditional Chinese and Western Medicine, Hunan University of Chinese Medicine, Changsha, China
- *Correspondence: Baiyan Liu,
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