Abstract：
:Lipids are essential for cellular functioning considering their role in membrane composition, signaling, and energy metabolism. The brain is the second most abundant organ in terms of lipid concentration and diversity only after adipose tissue. However, in the central system (CNS) lipid dysregulation has been linked to the etiology, progression, and severity of neurodegenerative diseases such as Alzheimeŕs, Parkinson, and Multiple Sclerosis. Advances in the human genome and subsequent sequencing technologies allowed us the study of lipidomics as a promising approach to diagnosis and treatment of neurodegeneration. Lipidomics advances rapidly increased the amount and quality of data allowing the integration with other omic types as well as implementing novel bioinformatic and quantitative tools such as machine learning (ML). Integration of lipidomics data with ML, as a powerful quantitative predictive approach, led to improvements in diagnostic biomarker prediction, clinical data integration, network, and systems approaches for neural behavior, novel etiology markers for inflammation, and neurodegeneration progression and even Mass Spectrometry image analysis. In this sense, by exploiting lipidomics data with ML is possible to improve the identification of new biomarkers or unveil new molecular mechanisms associated with lipid impairment across neurodegeneration. In this review, we present the lipidomic neurobiology state-of-the-art highlighting its potential applications to study neurodegenerative conditions. Also, we present theoretical background, applications, and advances in the integration of lipidomics with ML. This review opens the door to new approaches in this rising field.
journal_name
Front Neuroendocrinoljournal_title
Frontiers in neuroendocrinologyauthors
Castellanos DB,Martín-Jiménez CA,Rojas-Rodríguez F,Barreto GE,González Jdoi
10.1016/j.yfrne.2021.100899subject
Has Abstractpub_date
2021-01-12 00:00:00pages
100899eissn
0091-3022issn
1095-6808pii
S0091-3022(21)00001-7journal_volume
61pub_type
杂志文章,评审abstract：:Insight into the mechanisms of action of neurotrophic growth factors has been obtained through the identification and characterization of gene products that are regulated or modified at the transcriptional, translational, and/or posttranslational level in response to neurotrophin treatment. VGF (non-acronymic) was ide...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1006/frne.2000.0199
更新日期：2000-07-01 00:00:00
abstract：:Trans-generational epigenetic phenomena, such as contamination with endocrine-disrupting chemicals (EDCs) that decrease fertility and the global methylation status of DNA in the offspring, are of great concern because they may affect health, particularly the health of children. However, of even greater concern is the ...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/j.yfrne.2007.12.004
更新日期：2008-06-01 00:00:00
abstract：:Rapid, non-transcriptionally mediated, effects of glucocorticoids affect many behaviors as well as inhibition of function in the hypothalamo-pituitary-adrenal axis. In this short review, it is argued that the fast glucocorticoid actions which are mediated by membrane receptors are an ancient type of sterol/steroid-med...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/j.yfrne.2005.08.001
更新日期：2005-10-01 00:00:00
abstract：:The majority of pituitary adenomas are trophically stable and change relatively little in size over many years. A comparatively small proportion behave more aggressively and come to clinical attention through inappropriate hormone secretion or adverse effects on surrounding structures. True malignant behaviour with me...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/s0091-3022(03)00012-8
更新日期：2003-04-01 00:00:00
abstract：:Many vertebrates are highly motivated to communicate, suggesting that the consequences of communication may be rewarding. Past studies show that dopamine and opioids in the medial preoptic nucleus (mPOA) and ventral tegmental area (VTA) play distinct roles in motivation and reward. In songbirds, multiple lines of rece...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/j.yfrne.2012.04.002
更新日期：2012-04-01 00:00:00
abstract：:Puberty presents remarkable individual differences in timing reaching over 5 years in humans. We put emphasis on the two edges of the age distribution of pubertal signs in humans and point to an extended distribution towards earliness for initial pubertal stages and towards lateness for final pubertal stages. Such dis...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/j.yfrne.2014.12.004
更新日期：2015-07-01 00:00:00
abstract：:Developmental studies of hormones and behavior often include littermates-rodent siblings that share early-life experiences and genes. Due to between-litter variation (i.e., litter effects), the statistical assumption of independent observations is untenable. In two literatures-natural variation in maternal care and pr...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/j.yfrne.2017.08.003
更新日期：2017-10-01 00:00:00
abstract：:A rapidly growing body of evidence reveals that complex networks of communication exist between the neuroendocrine and the immune systems. Essential to the maintenance and function of the immune-endocrine circuitry are an array of chemical mediators produced by cells of the immune and endocrine systems. Cytokines are ...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1006/frne.1995.1001
更新日期：1995-01-01 00:00:00
abstract：:Parental care is found widely across animal taxa and is manifest in a range of behaviours from basic provisioning in cockroaches to highly complex behaviours seen in mammals. The evolution of parental care is viewed as the outcome of an evolutionary cost/benefit trade-off between investing in current and future offspr...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/j.yfrne.2018.12.004
更新日期：2019-01-01 00:00:00
abstract：:The maternal microbiota is positioned to regulate the development of offspring immunity, metabolism, as well as brain function and behavior. The mechanisms by which maternal microbial signals drive these processes are beginning to be elucidated. In this review, we provide a brief overview on the importance of the micr...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/j.yfrne.2019.100797
更新日期：2019-10-01 00:00:00
abstract：:Gene therapy, which entails the use of nucleic acids as drugs, is a new approach to treat disease. Gene therapy has been successfully implemented in several preclinical animal models, including several paradigms of experimental pituitary tumors. In spite of these successes, several critical issues need to be addressed...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/s0091-3022(02)00106-1
更新日期：2003-01-01 00:00:00
abstract：:Neuroscientists are likely to discover new sex differences in the coming years, spurred by the National Institutes of Health initiative to include both sexes in preclinical studies. This review summarizes the current state of knowledge of the cellular and molecular mechanisms underlying sex differences in the mammalia...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/j.yfrne.2016.01.001
更新日期：2016-01-01 00:00:00
abstract：:The pulsatile release of gonadotropin-releasing hormone (GnRH) into the portal vasculature is responsible for the maintenance of reproductive function. Levels of GnRH decapeptide available for this process can be regulated at transcriptional, posttranscriptional, and posttranslational levels. In the immortalized neuro...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1006/frne.1996.0149
更新日期：1997-04-01 00:00:00
abstract：:Two different approaches have been utilized to study the controlling mechanisms that underlie the generation and entrainment of circadian rhythms in mammals. The use of specific drugs to alter the period and/or the phase of circadian rhythms has provided new insights into both the pathways by which environmental infor...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1006/frne.1995.1007
更新日期：1995-07-01 00:00:00
abstract：:Attention Deficit Hyperactivity Disorder (ADHD) is a developmental condition characterised by severe inattention, pathological impulsivity and hyperactivity; it is relatively common affecting up to 6% of children, and is associated with a risk of long-term adverse educational and social consequences. Males are conside...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/j.yfrne.2014.03.003
更新日期：2014-08-01 00:00:00
abstract：:Clinical introduction of octreotide, a long-acting somatostatin analog, has opened a new era in the medical therapy of patients with growth hormone (GH)- and thyroid-stimulating hormone (TSH)-secreting pituitary tumors. Good control of hormonal hypersecretion occurred in most patients, and tumor shrinkage has been obs...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1006/frne.1993.1002
更新日期：1993-01-01 00:00:00
abstract：:In addition to its well documented action in female-typical behaviors, progesterone exerts an influence on the brain and behavior of males. This review will discuss the role of progesterone and its receptor in male-typical reproductive behaviors in adulthood and the role of progesterone and its receptor in neural deve...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/j.yfrne.2006.07.003
更新日期：2006-09-01 00:00:00
abstract：:As adolescents transition from childhood to adulthood, many physiological and neurobehavioral changes occur. Shifts in neuroendocrine function are one such change, including the hormonal systems that respond to stressors. This review will focus on these hormonal changes, with a particular emphasis on the pubertal and ...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/j.yfrne.2017.12.003
更新日期：2018-04-01 00:00:00
abstract：:Food reward, not hunger, is the main driving force behind eating in the modern obesogenic environment. Palatable foods, generally calorie-dense and rich in sugar/fat, are thus readily overconsumed despite the resulting health consequences. Important advances have been made to explain mechanisms underlying excessive co...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/j.yfrne.2012.01.002
更新日期：2012-04-01 00:00:00
abstract：:In the CNS, there are widespread and diverse interactions between growth factors and estrogen. Here we examine the interactions of estrogen and brain-derived neurotrophic factor (BDNF), two molecules that have historically been studied separately, despite the fact that they seem to share common targets, effects, and m...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/j.yfrne.2006.09.004
更新日期：2006-12-01 00:00:00
abstract：:The immune system and the hypothalamic-pituitary (H-P) axis are functionally connected, so that exposure to antigens elicits a coordinated response which allows the organism to successfully withstand immunologic challenges. An important feature of this bilateral communication is the appearance of proteins released int...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1006/frne.1995.1005
更新日期：1995-04-01 00:00:00
abstract：:Sex chromosome genes directly influence sex differences in behavior. The discovery of the Sry gene on the Y chromosome (Gubbay et al., 1990; Koopman et al., 1990) substantiated the sex chromosome mechanistic link to sex differences. Moreover, the pronounced connection between X chromosome gene mutations and mental ill...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/j.yfrne.2013.12.004
更新日期：2014-10-01 00:00:00
abstract：:Most human obesity is inherited as a polygenic trait which is largely refractory to medical therapy because obese individuals avidly defend their elevated body weight set-point. This set-point is mediated by an integrated neural network that controls energy homeostasis. Epidemiological studies suggest that perinatal a...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/j.yfrne.2010.02.005
更新日期：2010-07-01 00:00:00
abstract：:The ability of a species to reproduce successfully requires the careful orchestration of developmental processes during critical time points, particularly the late embryonic and early postnatal periods. This article begins with a brief presentation of the evidence for how gonadal steroid hormones exert these imprintin...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/j.yfrne.2008.02.002
更新日期：2008-06-01 00:00:00
abstract：:The tumour microenvironment (TME) includes a variety of non-neoplastic cells and non-cellular elements such as cytokines, growth factors and enzymes surrounding tumour cells. The TME emerged as a key modulator of tumour initiation, progression and invasion, with extensive data available in many cancers, but little is ...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/j.yfrne.2020.100852
更新日期：2020-07-01 00:00:00
abstract：:The majority of songbird species have sexually dimorphic neuronal circuits for song learning and production and these differences are paralleled by sex differences in behavior, with only males singing or singing at a higher rate than females. Therefore songbirds serve as an excellent model for studying the mechanisms ...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/j.yfrne.2010.11.001
更新日期：2011-01-01 00:00:00
abstract：:Initial investigations into the mechanistic basis of aggression focused on the role of testosterone (T) and a variety of studies on non-human animals found that elevated T levels promote aggression. However, many correlational studies have not detected a significant association between aggression and peripheral T leve...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/j.yfrne.2005.11.001
更新日期：2006-07-01 00:00:00
abstract：:The hippocampus plays an integral role in certain aspects of cognition. Hippocampal structural plasticity and in particular adult hippocampal neurogenesis can be influenced by several intrinsic and extrinsic factors. Here we review how hormones (i.e., intrinsic modulators) and physical exercise (i.e., an extrinsic mod...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/j.yfrne.2016.03.001
更新日期：2016-04-01 00:00:00
abstract：:The concept is proposed that polypeptide neurotrophic factors contribute to the developmental regulation of ovarian and hypothalamic function in mammals. Nerve growth factor (NGF) and neurotrophin-3, two members of the neurotrophin family, have been identified in the rat ovary and one of its receptors has been localiz...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：
更新日期：1992-04-01 00:00:00
abstract：:Certain mood disorders and autoimmune diseases are predominately female diseases but we do not know why. Here, we explore the relationship between depression and the immune system from a sex-based perspective. This review characterizes sex differences in the immune system in health and disease. We explore the contribu...
journal_title：Frontiers in neuroendocrinology
pub_type： 杂志文章,评审
doi：10.1016/j.yfrne.2017.12.004
更新日期：2018-07-01 00:00:00
