Integrated Metabolomics and Proteomics Analysis of Hippocampus in a Rat Model of Depression
Introduction
Major depressive disorder (MDD) is one of the most common mental disorders, with a lifetime prevalence of 16.2% (Kupfer et al., 2012). MDD can be long-lasting or recurrent, substantially impairing quality of life and functioning (Saarni et al., 2007). However, MDD is a multifactorial disorder with substantial molecular alterations and pathway dysregulations involved, which makes the pathophysiology of MDD complicated and largely unknown. Animal models are essential tools for molecular studies of depression. Among these, the chronic unpredictable mild stress (CUMS) rat model, which mimics the variable and unpredictable stressors encountered in human daily life, is probably the most valid and commonly used model of depression (Yan et al., 2010).
As a critical brain region for memory and mood regulation, the hippocampus plays important roles in the pathogenesis of MDD (Campbell and Macqueen, 2004). A reduction of hippocampal volume, indicated by magnetic resonance imaging, has been widely reported in MDD patients (Campbell et al., 2004). Neuropathological studies have shown decreased neuronal and glial size, decreased expression of synaptic markers, loss of dendrites, reduced neurogenesis and increased apoptosis in the hippocampus of animals in models of depression (Harrison, 2002, Pittenger and Duman, 2008, Lucassen et al., 2006). In addition, because of its regulatory effects on the hypothalamus–pituitary–adrenal (HPA) axis, the hippocampus plays an important role in stress responses, which makes it susceptible in stress-related psychiatric disorders (Liu et al., 2017). Thus, this region of brain is the ideal material to investigate the molecular mechanisms of MDD.
In the past decade, omics technologies have been widely applied as useful tools for molecular profiling, identification of biomarkers, characterization of complex biochemical systems, and for examination of pathophysiological processes in various diseases. Our team has previously completed a series of research studies on depression in MDD patients (Zheng et al., 2013a, Zheng et al., 2013b, Zheng et al., 2012, Xu et al., 2012) and animal models (Mu et al., 2007, Yang et al., 2013, Chen et al., 2015, Liu et al., 2016, Zhou et al., 2017) using omics technologies. With respect to the hippocampus, dysfunction of energy metabolism, neurogenesis, synaptic plasticity, and neurotransmission has been found in previous proteomic studies of postmortem MDD patients and in rodent models of depression (Martins-de-Souza et al., 2012a, Martins-de-Souza et al., 2012b, Mu et al., 2007, Henningsen et al., 2012, Han et al., 2015).
However, the biological interpretation of data from a single type of omics study can be a great challenge due to complex biochemical regulation at multiple levels. Thus, integrated analysis by combining multiple types of omics data is promising and may help to identify potential biological relationships and improve understanding of entire biological mechanisms (Cavill et al., 2016). Among these, metabolomics–proteomics is a powerful combination and frequently applied in pathophysiological research, including in psychiatric disorders such as anxiety (Filiou et al., 2011, Zhang et al., 2011) and schizophrenia (Wesseling et al., 2013, Wesseling et al., 2015). In research on depression, our previous study implemented integrated analysis of metabolomic and proteomic profiling, which found significantly perturbed energy metabolism at the level of both the metabolome and the proteome in the cerebellum of chronically stressed rats (Shao et al., 2015).
In this study, we aim to gain further insights into the molecular mechanisms of depression in rat hippocampus. A well-established rat depression model, CUMS, was applied. Isobaric tags for relative and absolute quantitation (iTRAQ)-based proteomic and gas chromatography–mass spectrometry (GC–MS)-based metabolomic approaches were employed to obtain unbiased profiling data. Moreover, Ingenuity Pathway Analysis (IPA) and Integrated Molecular Pathway Level Analysis (IMPaLA) were used for integrated molecular pathway and network analyses. The results will help to enhance comprehensive understanding of the pathogenesis of MDD.
Section snippets
Animals and ethics statement
Thirty-five healthy male Sprague–Dawley rats with initial weights of 200–250 g were selected in the animal facility at Chongqing Medical University (Chongqing, China). All rats were housed in individual cages under a reversed 12-h light/12-h dark cycle (lights on at 19:00 h) and standard laboratory conditions (21 ± 1 °C, 55 ± 5% relative humidity). Food and water were provided ad libitum. This study was approved by the Ethics Committee of Chongqing Medical University. All animal treatments were
Evaluation of the CUMS rat model
To eliminate extremes in innate sensitivity to sucrose water and activity or inactivity in the open field, we excluded rats with baseline values beyond the 95% reference interval in the LAT and the 95% percentile interval in the SPT (Liu et al., 2016). Five rats were excluded from the LAT and two from the SPT, leaving 28 rats (20 CUMS versus 8 CON) for the subsequent experiments. After stress exposure, 9 out of 20 rats from the CUMS group were selected as a susceptible subgroup because their
Discussion
In this study, we established a CUMS rat model to investigate the pathophysiological mechanisms underlying MDD. The baseline LAT and SPT results were used to screen out rats with a congenital abnormality in sucrose preference or activity. After the CUMS paradigm, only the stress-susceptible rats were selected for subsequent analyses. This approach helps reduce the heterogeneity of rats and enhance the specificity of identified biomarkers. Consequently, significant depression-like and
Conclusion
In this study, we applied an integrated analysis of GC–MS-based metabolomics and iTRAQ-based proteomics to obtain a comprehensive picture of the rat hippocampal response to CUMS. Our results found some consistent alterations among metabolomics and proteomics in CUMS rats, including the dysregulated amino acid metabolism, lipid metabolism, and synaptic transmission. These findings provide further insights into the pathogenesis of depression and may help identify potential targets for
Acknowledgements
This work was supported by the National Key Research and Development Programm of China (Grant no. 2017YFA0505700), the National Basic Research Program of China (973 Program, Grant no. 2009CB918300), and the National Natural Science Foundation of China (Grant no. 81701342). P.X. and Y.Z. conceived the study; Y.Z., S.Y., J.P. and L.Y. conducted the experiments; Y.Z., X.Z. and L.L. analyzed and interpreted the data; Y.Z. drafted the manuscript; P.X. and X.Z. revised the manuscript. X.J., H.Z.,
Conflicts of interest
None.
References (64)
- et al.
Amino acid metabolic dysfunction revealed in the prefrontal cortex of a rat model of depression
Behav Brain Res
(2015) - et al.
Molecular cloning and expression of mammalian peroxisomal trans-2-enoyl-coenzyme A reductase cDNAs
J Biol Chem
(2000) - et al.
Role of calcium, glutamate and NMDA in major depression and therapeutic application
Prog Neuropsychopharmacol Biol Psychiatry
(2016) - et al.
Alterations in phospholipidomic profile in the brain of mouse model of depression induced by chronic unpredictable stress
Neuroscience
(2014) - et al.
Proteomics and metabolomics analysis of a trait anxiety mouse model reveals divergent mitochondrial pathways
Biol Psychiatry
(2011) - et al.
A novel clathrin adaptor complex mediates basolateral targeting in polarized epithelial cells
Cell
(1999) - et al.
Clathrin-mediated endocytosis is the dominant mechanism of vesicle retrieval at hippocampal synapses
J Physiol
(2006) - et al.
ITRAQ-based quantitative analysis of hippocampal postsynaptic density-associated proteins in a rat chronic mild stress model of depression
Neuroscience
(2015) - et al.
Neurodegenerative evidences during early onset of depression in CMS rats as detected by proton magnetic resonance spectroscopy at 7 T
Behav Brain Res
(2012) - et al.
Major depressive disorder: new clinical, neurobiological, and treatment perspectives
Lancet
(2012)
The identification of metabolic disturbances in the prefrontal cortex of the chronic restraint stress rat model of depression
Behav Brain Res
Calsyntenin-3 molecular architecture and interaction with neurexin 1α
J Biol Chem
Glutamate transporters: a key piece in the glutamate puzzle of major depressive disorder
J Psychiatr Res
Neurogenesis and major depression: implications from proteomic analyses of hippocampal proteins in a rat depression model
Neurosci Lett
Metabolic profiling reveals disorder of amino acid metabolism in four brain regions from a rat model of chronic unpredictable mild stress
FEBS Lett
Interactive effects of KIBRA and CLSTN2 polymorphisms on episodic memory in old-age unipolar depression
Neuropsychologia
Features of emotional and social behavioral phenotypes of calsyntenin2 knockout mice
Behav Brain Res
Hypoxia modulates A431 cellular pathways association to tumor radioresistance and enhanced migration revealed by comprehensive proteomic and functional studies
Mol Cell Proteomics
The β4 subunit of the voltage-gated calcium channel (Cacnb4) regulates the rate of cell proliferation in Chinese Hamster Ovary cells
Int J Biochem Cell Biol
Towards a glutamate hypothesis of depression: an emerging frontier of neuropsychopharmacology for mood disorders
Neuropharmacology
Chronic stress and impaired glutamate function elicit a depressive-like phenotype and common changes in gene expression in the mouse frontal cortex
Eur Neuropsychopharmacol
Functional significance of the two ACOX1 isoforms and their crosstalks with PPARα and RXRα
Lab Invest
Partial regulation of serotonin transporter function by gamma-synuclein
Neurosci Lett
Proteomics reveals energy and glutathione metabolic dysregulation in the prefrontal cortex of a rat model of depression
Neuroscience
Identification and validation of urinary metabolite biomarkers for major depressive disorder
Mol Cell Proteomics
Metabolomics identifies perturbations in amino acid metabolism in the prefrontal cortex of the learned helplessness rat model of depression
Neuroscience
Sub-anesthetic doses of ketamine exert antidepressant-like effects and upregulate the expression of glutamate transporters in the hippocampus of rats
Neurosci Lett
Reduced expression of glutamate transporters vGluT1, EAAT2 and EAAT4 in learned helpless rats, an animal model of depression
Neuropharmacology
The role of the hippocampus in the pathophysiology of major depression
J Psychiatry Neurosci
Lower hippocampal volume in patients suffering from depression: a meta-analysis
Am J Psychiatry
Transcriptomic and metabolomic data integration
Brief Bioinform
The 1996 guide for the care and use of laboratory animals
ILAR J
Cited by (118)
Progress of depression mechanism based on Omics method
2024, Journal of Pharmaceutical and Biomedical AnalysisProteomics reveals mitochondrial dysfunction and energy metabolism disturbance of intestine in a nonhuman primate model of depression
2023, Journal of Affective DisordersTryptophan-kynurenine metabolic characterization in the gut and brain of depressive-like rats induced by chronic restraint stress
2023, Journal of Affective Disorders
- †
These authors contributed equally to this work.