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1.
J Biol Chem ; 299(2): 102848, 2023 02.
Artículo en Inglés | MEDLINE | ID: mdl-36587768

RESUMEN

In eukaryotes, carnitine is best known for its ability to shuttle esterified fatty acids across mitochondrial membranes for ß-oxidation. It also returns to the cytoplasm, in the form of acetyl-L-carnitine (LAC), some of the resulting acetyl groups for posttranslational protein modification and lipid biosynthesis. While dietary LAC supplementation has been clinically investigated, its effects on cellular metabolism are not well understood. To explain how exogenous LAC influences mammalian cell metabolism, we synthesized isotope-labeled forms of LAC and its analogs. In cultures of glucose-limited U87MG glioma cells, exogenous LAC contributed more robustly to intracellular acetyl-CoA pools than did ß-hydroxybutyrate, the predominant circulating ketone body in mammals. The fact that most LAC-derived acetyl-CoA is cytosolic is evident from strong labeling of fatty acids in U87MG cells by exogenous 13C2-acetyl-L-carnitine. We found that the addition of d3-acetyl-L-carnitine increases the supply of acetyl-CoA for cytosolic posttranslational modifications due to its strong kinetic isotope effect on acetyl-CoA carboxylase, the first committed step in fatty acid biosynthesis. Surprisingly, whereas cytosolic carnitine acetyltransferase is believed to catalyze acetyl group transfer from LAC to coenzyme A, CRAT-/- U87MG cells were unimpaired in their ability to assimilate exogenous LAC into acetyl-CoA. We identified carnitine octanoyltransferase as the key enzyme in this process, implicating a role for peroxisomes in efficient LAC utilization. Our work has opened the door to further biochemical investigations of a new pathway for supplying acetyl-CoA to certain glucose-starved cells.


Asunto(s)
Acetilcoenzima A , Acetilcarnitina , Carnitina Aciltransferasas , Carnitina , Acetilcoenzima A/metabolismo , Acetilcarnitina/farmacología , Carnitina/metabolismo , Carnitina Aciltransferasas/metabolismo , Carnitina O-Acetiltransferasa/genética , Carnitina O-Acetiltransferasa/metabolismo , Ácidos Grasos/metabolismo , Glucosa/metabolismo , Oxidación-Reducción , Humanos , Línea Celular Tumoral
2.
Mol Psychiatry ; 26(9): 5140-5149, 2021 09.
Artículo en Inglés | MEDLINE | ID: mdl-32536688

RESUMEN

Insulin signaling is critical for neuroplasticity, cerebral metabolism as well as for systemic energy metabolism. In rodent studies, impaired brain insulin signaling with resultant insulin resistance (IR) modulates synaptic plasticity and the corresponding behavioral functions. Despite discoveries of central actions of insulin, in vivo molecular mechanisms of brain IR until recently have proven difficult to study in the human brain. In the current study, we leveraged recent technological advances in molecular biology and herein report an increased number of exosomes enriched for L1CAM, a marker predominantly expressed in the brain, in subjects with major depressive disorder (MDD) as compared with age- and sex-matched healthy controls (HC). We also report increased concentration of the insulin receptor substrate-1 (IRS-1) in L1CAM+ exosomes in subjects with MDD as compared with age- and sex-matched HC. We found a relationship between expression of IRS-1 in L1CAM+ exosomes and systemic IR as assessed by homeostatic model assessment of IR in HC, but not in subjects with MDD. The increased IRS-1 levels in L1CAM+ exosomes were greater in subjects with MDD and were associated with suicidality and anhedonia. Finally, our data suggested sex differences in serine-312 phosphorylation of IRS-1 in L1CAM+ exosomes in subjects with MDD. These findings provide a starting point for creating mechanistic framework of brain IR in further development of personalized medicine strategies to effectively treat MDD.


Asunto(s)
Trastorno Depresivo Mayor , Exosomas , Resistencia a la Insulina , Encéfalo/metabolismo , Depresión , Trastorno Depresivo Mayor/metabolismo , Exosomas/metabolismo , Femenino , Humanos , Insulina/metabolismo , Masculino , Fosfoproteínas/metabolismo , Fosforilación , Receptor de Insulina/metabolismo
3.
Hum Psychopharmacol ; 36(4): e2779, 2021 07.
Artículo en Inglés | MEDLINE | ID: mdl-33559925

RESUMEN

OBJECTIVE: Endocannabinoids have been implicated in the pathophysiology of Major Depressive Disorder (MDD) and might represent potential targets for therapeutic intervention. Objectives of the study were: (1) to measure plasma levels of endocannabinoids in a group of antidepressant-free depressed outpatients; (2) to explore their relationship with the severity of depressive symptoms as subjectively perceived by the patients; and (3) to investigate the effect of the selective serotonin reuptake inhibitor escitalopram on endocannabinoid levels. METHODS: We measured plasma levels of the two major endocannabinoids, 2-arachidonoylglycerol (2-AG) and N-arachidonoylethanolamine (anadamide), in 12 drug-free outpatients diagnosed with MDD and in 12 matched healthy controls. In the patient group, endocannabinoids plasma levels were assessed at baseline and after 2 months of treatment with escitalopram. RESULTS: Baseline plasma levels of the two endocannabinoids did not differ between depressed patients and healthy controls. However, there was a significant inverse correlation between 2-arachidonoylglycerol levels and the severity of subjectively perceived depressive symptoms. Treatment with escitalopram did not change endocannabinoid levels in depressed patients, although it caused the expected improvement of depressive symptoms. CONCLUSIONS: Our results suggest that 2-arachidonylglycerol, the most abundant endocannabinoid in the central nervous system, might act to mitigate depressive symptoms, and raise the interesting possibility that 2-arachidonylglycerol and anandamide are differentially regulated in patients affected by MDD. Also, our data suggest but do not prove that the endocannabinoid system is not regulated by serotonergic transmission, at least in depressed patients.


Asunto(s)
Trastorno Depresivo Mayor , Ácidos Araquidónicos , Depresión , Trastorno Depresivo Mayor/tratamiento farmacológico , Endocannabinoides , Escitalopram , Glicéridos , Humanos
4.
Proc Natl Acad Sci U S A ; 115(34): 8627-8632, 2018 08 21.
Artículo en Inglés | MEDLINE | ID: mdl-30061399

RESUMEN

The lack of biomarkers to identify target populations greatly limits the promise of precision medicine for major depressive disorder (MDD), a primary cause of ill health and disability. The endogenously produced molecule acetyl-l-carnitine (LAC) is critical for hippocampal function and several behavioral domains. In rodents with depressive-like traits, LAC levels are markedly decreased and signal abnormal hippocampal glutamatergic function and dendritic plasticity. LAC supplementation induces rapid and lasting antidepressant-like effects via epigenetic mechanisms of histone acetylation. This mechanistic model led us to evaluate LAC levels in humans. We found that LAC levels, and not those of free carnitine, were decreased in patients with MDD compared with age- and sex-matched healthy controls in two independent study centers. Secondary exploratory analyses showed that the degree of LAC deficiency reflected both the severity and age of onset of MDD. Moreover, these analyses showed that the decrease in LAC was larger in patients with a history of treatment-resistant depression (TRD), among whom childhood trauma and, specifically, a history of emotional neglect and being female, predicted the decreased LAC. These findings suggest that LAC may serve as a candidate biomarker to help diagnose a clinical endophenotype of MDD characterized by decreased LAC, greater severity, and earlier onset as well as a history of childhood trauma in patients with TRD. Together with studies in rodents, these translational findings support further exploration of LAC as a therapeutic target that may help to define individualized treatments in biologically based depression subtype consistent with the spirit of precision medicine.


Asunto(s)
Acetilcarnitina/sangre , Acetilcarnitina/deficiencia , Trastorno Depresivo Mayor/sangre , Adulto , Factores de Edad , Anciano , Carnitina/sangre , Femenino , Humanos , Masculino , Persona de Mediana Edad , Factores Sexuales
5.
Proc Natl Acad Sci U S A ; 113(28): 7906-11, 2016 07 12.
Artículo en Inglés | MEDLINE | ID: mdl-27354525

RESUMEN

Although regulation of energy metabolism has been linked with multiple disorders, its role in depression and responsiveness to antidepressants is less known. We found that an epigenetic and energetic agent, acetyl-l-carnitine (LAC, oral administration), rapidly rescued the depressive- and central and systemic metabolic-like phenotype of LAC-deficient Flinders Sensitive Line rats (FSL). After acute stress during LAC treatment, a subset of FSL continued to respond to LAC (rFSL), whereas the other subset did not (nrFSL). RNA sequencing of the ventral dentate gyrus, a mood-regulatory region, identified metabolic factors as key markers predisposing to depression (insulin receptors Insr, glucose transporters Glut-4 and Glut-12, and the regulator of appetite Cartpt) and to LAC responsiveness (leptin receptors Lepr, metabotropic glutamate receptors-2 mGlu2, neuropeptide-Y NPY, and mineralocorticoid receptors MR). Furthermore, we found that stress-induced treatment resistance in nrFSL shows a new gene profile, including the metabolic regulator factors elongation of long chain fatty acids 7 (Elovl7) and cytochrome B5 reductase 2 (Cyb5r2) and the synaptic regulator NPAS4. Finally, while improving central energy regulation and exerting rapid antidepressant-like effects, LAC corrected a systemic hyperinsulinemia and hyperglicemia in rFSL and failed to do that in nrFSL. These findings establish CNS energy regulation as a factor to be considered for the development of better therapeutics. Agents such as LAC that regulate metabolic factors and reduce glutamate overflow could rapidly ameliorate depression and could also be considered for treatment of insulin resistance in depressed subjects. The approach here serves as a model for identifying markers and underlying mechanisms of predisposition to diseases and treatment responsiveness that may be useful in translation to human behavior and psychopathology.


Asunto(s)
Acetilcarnitina/uso terapéutico , Antidepresivos/uso terapéutico , Giro Dentado/metabolismo , Depresión/tratamiento farmacológico , Resistencia a Medicamentos/genética , Acetilcarnitina/farmacología , Animales , Antidepresivos/farmacología , Giro Dentado/efectos de los fármacos , Depresión/complicaciones , Depresión/genética , Modelos Animales de Enfermedad , Metabolismo Energético/efectos de los fármacos , Epigénesis Genética , Perfilación de la Expresión Génica , Hiperglucemia/complicaciones , Hiperinsulinismo/complicaciones , Masculino , Ratas , Estrés Psicológico
6.
Proc Natl Acad Sci U S A ; 112(48): 14960-5, 2015 Dec 01.
Artículo en Inglés | MEDLINE | ID: mdl-26627246

RESUMEN

Excitatory amino acids play a key role in both adaptive and deleterious effects of stressors on the brain, and dysregulated glutamate homeostasis has been associated with psychiatric and neurological disorders. Here, we elucidate mechanisms of epigenetic plasticity in the hippocampus in the interactions between a history of chronic stress and familiar and novel acute stressors that alter expression of anxiety- and depressive-like behaviors. We demonstrate that acute restraint and acute forced swim stressors induce differential effects on these behaviors in naive mice and in mice with a history of chronic-restraint stress (CRS). They reveal a key role for epigenetic up- and down-regulation of the putative presynaptic type 2 metabotropic glutamate (mGlu2) receptors and the postsynaptic NR1/NMDA receptors in the hippocampus and particularly in the dentate gyrus (DG), a region of active neurogenesis and a target of antidepressant treatment. We show changes in DG long-term potentiation (LTP) that parallel behavioral responses, with habituation to the same acute restraint stressor and sensitization to a novel forced-swim stressor. In WT mice after CRS and in unstressed mice with a BDNF loss-of-function allele (BDNF Val66Met), we show that the epigenetic activator of histone acetylation, P300, plays a pivotal role in the dynamic up- and down-regulation of mGlu2 in hippocampus via histone-3-lysine-27-acetylation (H3K27Ac) when acute stressors are applied. These hippocampal responses reveal a window of epigenetic plasticity that may be useful for treatment of disorders in which glutamatergic transmission is dysregulated.


Asunto(s)
Conducta Animal , Giro Dentado/metabolismo , Epigénesis Genética , Ácido Glutámico/metabolismo , Estrés Psicológico/metabolismo , Transmisión Sináptica , Animales , Ansiedad/genética , Ansiedad/metabolismo , Ansiedad/patología , Factor Neurotrófico Derivado del Encéfalo/genética , Factor Neurotrófico Derivado del Encéfalo/metabolismo , Giro Dentado/patología , Depresión/genética , Depresión/metabolismo , Depresión/patología , Ácido Glutámico/genética , Histonas/genética , Histonas/metabolismo , Masculino , Ratones , Ratones Mutantes , Receptores de Glutamato Metabotrópico/genética , Receptores de Glutamato Metabotrópico/metabolismo , Receptores de N-Metil-D-Aspartato/genética , Receptores de N-Metil-D-Aspartato/metabolismo , Estrés Psicológico/genética , Estrés Psicológico/patología , Factores de Transcripción p300-CBP/genética , Factores de Transcripción p300-CBP/metabolismo
7.
Proc Natl Acad Sci U S A ; 112(48): E6614-23, 2015 Dec 01.
Artículo en Inglés | MEDLINE | ID: mdl-26627253

RESUMEN

The experience of psychological stress triggers neuroendocrine, inflammatory, metabolic, and transcriptional perturbations that ultimately predispose to disease. However, the subcellular determinants of this integrated, multisystemic stress response have not been defined. Central to stress adaptation is cellular energetics, involving mitochondrial energy production and oxidative stress. We therefore hypothesized that abnormal mitochondrial functions would differentially modulate the organism's multisystemic response to psychological stress. By mutating or deleting mitochondrial genes encoded in the mtDNA [NADH dehydrogenase 6 (ND6) and cytochrome c oxidase subunit I (COI)] or nuclear DNA [adenine nucleotide translocator 1 (ANT1) and nicotinamide nucleotide transhydrogenase (NNT)], we selectively impaired mitochondrial respiratory chain function, energy exchange, and mitochondrial redox balance in mice. The resulting impact on physiological reactivity and recovery from restraint stress were then characterized. We show that mitochondrial dysfunctions altered the hypothalamic-pituitary-adrenal axis, sympathetic adrenal-medullary activation and catecholamine levels, the inflammatory cytokine IL-6, circulating metabolites, and hippocampal gene expression responses to stress. Each mitochondrial defect generated a distinct whole-body stress-response signature. These results demonstrate the role of mitochondrial energetics and redox balance as modulators of key pathophysiological perturbations previously linked to disease. This work establishes mitochondria as stress-response modulators, with implications for understanding the mechanisms of stress pathophysiology and mitochondrial diseases.


Asunto(s)
Regulación de la Expresión Génica , Inflamación/patología , Mitocondrias/fisiología , Estrés Psicológico , Translocador 1 del Nucleótido Adenina/genética , Hormona Adrenocorticotrópica/sangre , Alostasis , Animales , Catecolaminas/sangre , ADN Mitocondrial/genética , Complejo IV de Transporte de Electrones/genética , Genotipo , Hipocampo/metabolismo , Hipocampo/patología , Interleucina-6/sangre , Masculino , Ratones , Ratones Endogámicos C57BL , Ratones Transgénicos , Mitocondrias/patología , Proteínas Mitocondriales/genética , Mutación , NADH Deshidrogenasa/genética , NADP Transhidrogenasa AB-Específica/genética , Estrés Oxidativo , Transducción de Señal , Transcripción Genética
8.
Proc Natl Acad Sci U S A ; 110(12): 4804-9, 2013 Mar 19.
Artículo en Inglés | MEDLINE | ID: mdl-23382250

RESUMEN

Epigenetic mechanisms are involved in the pathophysiology of depressive disorders and are unique potential targets for therapeutic intervention. The acetylating agent L-acetylcarnitine (LAC), a well-tolerated drug, behaves as an antidepressant by the epigenetic regulation of type 2 metabotropic glutamate (mGlu2) receptors. It caused a rapid and long-lasting antidepressant effect in Flinders Sensitive Line rats and in mice exposed to chronic unpredictable stress, which, respectively, model genetic and environmentally induced depression. In both models, LAC increased levels of acetylated H3K27 bound to the Grm2 promoter and also increased acetylation of NF-ĸB-p65 subunit, thereby enhancing the transcription of Grm2 gene encoding for the mGlu2 receptor in hippocampus and prefrontal cortex. Importantly, LAC reduced the immobility time in the forced swim test and increased sucrose preference as early as 3 d of treatment, whereas 14 d of treatment were needed for the antidepressant effect of chlorimipramine. Moreover, there was no tolerance to the action of LAC, and the antidepressant effect was still seen 2 wk after drug withdrawal. Conversely, NF-ĸB inhibition prevented the increase in mGlu2 expression induced by LAC, whereas the use of a histone deacetylase inhibitor supported the epigenetic control of mGlu2 expression. Finally, LAC had no effect on mGlu2 knockout mice exposed to chronic unpredictable stress, and a single injection of the mGlu2/3 receptor antagonist LY341495 partially blocked LAC action. The rapid and long-lasting antidepressant action of LAC strongly suggests a unique approach to examine the epigenetic hypothesis of depressive disorders in humans, paving the way for more efficient antidepressants with faster onset of action.


Asunto(s)
Acetilcarnitina/farmacología , Antidepresivos/farmacología , Epigénesis Genética/efectos de los fármacos , Hipocampo/metabolismo , Proteínas del Tejido Nervioso/biosíntesis , Corteza Prefrontal/metabolismo , Receptores de Glutamato Metabotrópico/biosíntesis , Acetilación/efectos de los fármacos , Aminoácidos , Animales , Clomipramina/farmacología , Antagonistas de Aminoácidos Excitadores/farmacología , Hipocampo/patología , Histona Desacetilasas/genética , Histona Desacetilasas/metabolismo , Histonas/genética , Histonas/metabolismo , Humanos , Masculino , Ratones , Ratones Noqueados , FN-kappa B/genética , FN-kappa B/metabolismo , Proteínas del Tejido Nervioso/genética , Nootrópicos/farmacología , Corteza Prefrontal/patología , Ratas , Receptores de Glutamato Metabotrópico/genética , Inhibidores Selectivos de la Recaptación de Serotonina/farmacología , Estrés Psicológico/tratamiento farmacológico , Estrés Psicológico/metabolismo , Estrés Psicológico/patología , Factores de Tiempo , Xantenos
9.
Aging Clin Exp Res ; 26(4): 461-4, 2014 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-24435333

RESUMEN

BACKGROUND AND AIMS: Increasing evidence in the literature suggests a link between the brain-derived neurotrophic factor (BDNF) system and adult depression, supporting a role in the pathophysiology of the disease and response to therapy. Few studies have reported BDNF serum levels in elderly depressed subjects and their relationship with antidepressant therapy. The aim of the study was to evaluate BDNF serum levels in naive elderly depressed patients, before and after antidepressant treatment. METHODS: We enrolled n = 5 elderly naive patients affected by depression, according to the Diagnostic and Statistical Manual of Mental Disorders-IV Text Revision criteria for major depressive episode. BDNF serum levels were evaluated through ELISA method. Cognitive functions were examined by Mini Mental State Examination (MMSE) and severity of depression was assessed by Geriatric Depression Scale (GDS). BDNF levels were measured at baseline (T0) and after 2 months (T2) of escitalopram. Ten healthy elderly subjects were enrolled as a control group. RESULTS: The serum BDNF levels in patients (T0) and controls were 11.5 ± 0.6 and 13.6 ± 3.4 ng/ml (m ± SD), respectively. At T2, the patients showed a significant improvement of depressive symptoms (p < 0.05), with a not significant increase of MMSE. The serum BDNF concentrations increased to 16.0 ± 2.7 ng/ml at T2 (p < 0.05), beyond the levels of BDNF in controls. The increase in BDNF levels was significantly related to the improvement in GDS scores of the patients (r = 0.9, p < 0.05). CONCLUSIONS: Serum BDNF levels may be considered as a marker of response to antidepressant treatment for depression in the elderly.


Asunto(s)
Antidepresivos/uso terapéutico , Factor Neurotrófico Derivado del Encéfalo/sangre , Citalopram/uso terapéutico , Depresión/sangre , Depresión/tratamiento farmacológico , Trastorno Depresivo Mayor/sangre , Trastorno Depresivo Mayor/tratamiento farmacológico , Anciano , Estudios de Casos y Controles , Cognición/fisiología , Manual Diagnóstico y Estadístico de los Trastornos Mentales , Femenino , Humanos , Masculino , Índice de Severidad de la Enfermedad
11.
Discov Ment Health ; 4(1): 2, 2024 Jan 02.
Artículo en Inglés | MEDLINE | ID: mdl-38169018

RESUMEN

Mitochondrial metabolism can contribute to nuclear histone acetylation among other epigenetic mechanisms. A central aspect of this signaling pathway is acetyl-L-carnitine (LAC), a pivotal mitochondrial metabolite best known for its role in fatty acid oxidation. Work from our and other groups suggested LAC as a novel epigenetic modulator of brain plasticity and a therapeutic target for clinical phenotypes of depression linked to childhood trauma. Aberrant mitochondrial metabolism of LAC has also been implicated in the pathophysiology of Alzheimer's disease. Furthermore, mitochondrial dysfunction is linked to other processes implicated in the pathophysiology of both major depressive disorders and Alzheimer's disease, such as oxidative stress, inflammation, and insulin resistance. In addition to the rapid epigenetic modulation of glutamatergic function, preclinical studies showed that boosting mitochondrial metabolism of LAC protects against oxidative stress, rapidly ameliorates insulin resistance, and reduces neuroinflammation by decreasing proinflammatory pathways such as NFkB in hippocampal and cortical neurons. These basic and translational neuroscience findings point to this mitochondrial signaling pathway as a potential target to identify novel mechanisms of brain plasticity and potential unique targets for therapeutic intervention targeted to specific clinical phenotypes.

12.
J Neurochem ; 125(5): 649-56, 2013 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-22849384

RESUMEN

The α2 δ subunit of voltage-sensitive calcium channels (VSCCs) is the molecular target of pregabalin and gabapentin, two drugs marked for the treatment of focal epilepsy, neuropathic pain, and anxiety disorders. Expression of the α2 δ subunit is up-regulated in the dorsal horns of the spinal cord in models of neuropathic pain, suggesting that plastic changes in the α2 δ subunit are associated with pathological states. Here, we examined the expression of the α2 δ-1 subunit in the amygdala, hippocampus, and frontal cortex in the trimethyltiazoline (TMT) mouse model of innate anxiety. TMT is a volatile molecule present in the feces of the rodent predator, red fox. Mice that show a high defensive behavior during TMT exposure developed anxiety-like behavior in the following 72 h, as shown by the light-dark test. Anxiety was associated with an increased expression of the α2 δ-1 subunit of VSCCs in the amygdaloid complex at all times following TMT exposure (4, 24, and 72 h). No changes in the α2 δ-1 protein levels were seen in the hippocampus and frontal cortex of mice exposed to TMT. Pregabalin (30 mg/kg, i.p.) reduced anxiety-like behavior in TMT-exposed mice, but not in control mice. These data offer the first demonstration that the α2 δ-1 subunit of VSCCs undergoes plastic changes in a model of innate anxiety, and supports the use of pregabalin as a disease-dependent drug in the treatment of anxiety disorders.


Asunto(s)
Amígdala del Cerebelo/metabolismo , Ansiedad/metabolismo , Canales de Calcio/biosíntesis , Regulación de la Expresión Génica , Odorantes , Conducta Predatoria/fisiología , Animales , Ansiedad/psicología , Canales de Calcio/genética , Zorros , Masculino , Ratones , Regulación hacia Arriba/genética
13.
Front Mol Neurosci ; 16: 1183184, 2023.
Artículo en Inglés | MEDLINE | ID: mdl-37564785

RESUMEN

This invited article ad memoriam of Bruce McEwen discusses emerging epigenetic mechanisms underlying the long and winding road from adverse childhood experiences to adult physiology and brain functions. The conceptual framework that we pursue suggest multidimensional biological pathways for the rapid regulation of neuroplasticity that utilize rapid non-genomic mechanisms of epigenetic programming of gene expression and modulation of metabolic function via mitochondrial metabolism. The current article also highlights how applying computational tools can foster the translation of basic neuroscience discoveries for the development of novel treatment models for mental illnesses, such as depression to slow the clinical manifestation of Alzheimer's disease. Citing an expression that many of us heard from Bruce, while "It is not possible to roll back the clock," deeper understanding of the biological pathways and mechanisms through which stress produces a lifelong vulnerability to altered mitochondrial metabolism can provide a path for compensatory neuroplasticity. The newest findings emerging from this mechanistic framework are among the latest topics we had the good fortune to discuss with Bruce the day before his sudden illness when walking to a restaurant in a surprisingly warm evening that preluded the snowstorm on December 18th, 2019. With this article, we wish to celebrate Bruce's untouched love for Neuroscience.

14.
Patterns (N Y) ; 3(11): 100602, 2022 Nov 11.
Artículo en Inglés | MEDLINE | ID: mdl-36419447

RESUMEN

In light of the National Institute of Mental Health (NIMH)'s Research Domain Criteria (RDoC), the advent of functional neuroimaging, novel technologies and methods provide new opportunities to develop precise and personalized prognosis and diagnosis of mental disorders. Machine learning (ML) and artificial intelligence (AI) technologies are playing an increasingly critical role in the new era of precision psychiatry. Combining ML/AI with neuromodulation technologies can potentially provide explainable solutions in clinical practice and effective therapeutic treatment. Advanced wearable and mobile technologies also call for the new role of ML/AI for digital phenotyping in mobile mental health. In this review, we provide a comprehensive review of ML methodologies and applications by combining neuroimaging, neuromodulation, and advanced mobile technologies in psychiatry practice. We further review the role of ML in molecular phenotyping and cross-species biomarker identification in precision psychiatry. We also discuss explainable AI (XAI) and neuromodulation in a closed human-in-the-loop manner and highlight the ML potential in multi-media information extraction and multi-modal data fusion. Finally, we discuss conceptual and practical challenges in precision psychiatry and highlight ML opportunities in future research.

15.
Am J Psychiatry ; 178(10): 914-920, 2021 10 01.
Artículo en Inglés | MEDLINE | ID: mdl-34551583

RESUMEN

OBJECTIVE: Major depressive disorder is the leading cause of disability worldwide. Yet, there remain significant challenges in predicting new cases of major depression and devising strategies to prevent the disorder. An important first step in this process is identifying risk factors for the incidence of major depression. There is accumulating biological evidence linking insulin resistance, another highly prevalent condition, and depressive disorders. The objectives of this study were to examine whether three surrogate measures of insulin resistance (high triglyceride-HDL [high-density lipoprotein] ratio; prediabetes, as indicated by fasting plasma glucose level; and high central adiposity, as measured by waist circumference) at the time of study enrollment were associated with an increased rate of incident major depressive disorder over a 9-year follow-up period and to assess whether the new onset of these surrogate measures during the first 2 years after study enrollment was predictive of incident major depressive disorder during the subsequent follow-up period. METHODS: The Netherlands Study of Depression and Anxiety (NESDA) is a multisite longitudinal study of the course and consequences of depressive and anxiety disorders in adults. The study population comprised 601 NESDA participants (18-65 years old) without a lifetime history of depression or anxiety disorders. The study's outcome was incident major depressive disorder, defined using DSM-IV criteria. Exposure measures included triglyceride-HDL ratio, fasting plasma glucose level, and waist circumference. RESULTS: Fourteen percent of the sample developed major depressive disorder during follow-up. Cox proportional hazards models indicated that higher triglyceride-HDL ratio was positively associated with an increased risk for incident major depression (hazard ratio=1.89, 95% CI=1.15, 3.11), as were higher fasting plasma glucose levels (hazard ratio=1.37, 95% CI=1.05, 1.77) and higher waist circumference (hazard ratio=1.11 95% CI=1.01, 1.21). The development of prediabetes in the 2-year period after study enrollment was positively associated with incident major depressive disorder (hazard ratio=2.66, 95% CI=1.13, 6.27). The development of high triglyceride-HDL ratio and high central adiposity (cut-point ≥100 cm) in the same period was not associated with incident major depression. CONCLUSIONS: Three surrogate measures of insulin resistance positively predicted incident major depressive disorder in a 9-year follow-up period among adults with no history of depression or anxiety disorder. In addition, the development of prediabetes between enrollment and the 2-year study visit was positively associated with incident major depressive disorder. These findings may have utility for evaluating the risk for the development of major depression among patients with insulin resistance or metabolic pathology.


Asunto(s)
Trastornos de Ansiedad , Glucemia/análisis , Trastorno Depresivo Mayor , Resistencia a la Insulina , Trastornos de Ansiedad/sangre , Trastornos de Ansiedad/diagnóstico , Trastornos de Ansiedad/epidemiología , HDL-Colesterol/sangre , Correlación de Datos , Trastorno Depresivo Mayor/sangre , Trastorno Depresivo Mayor/diagnóstico , Trastorno Depresivo Mayor/epidemiología , Manual Diagnóstico y Estadístico de los Trastornos Mentales , Femenino , Humanos , Incidencia , Estudios Longitudinales , Masculino , Enfermedades Metabólicas/diagnóstico , Enfermedades Metabólicas/psicología , Persona de Mediana Edad , Países Bajos/epidemiología , Medición de Riesgo/métodos , Factores de Riesgo , Triglicéridos/sangre , Circunferencia de la Cintura
16.
Neurobiol Stress ; 15: 100407, 2021 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-34815985

RESUMEN

Major depressive disorder (MDD) is a primary psychiatric illness worldwide; there is a dearth of new mechanistic models for the development of better therapeutic strategies. Although we continue to discover individual biological factors, a major challenge is the identification of integrated, multidimensional traits underlying the complex heterogeneity of depression and treatment outcomes. Here, we set out to ascertain the emergence of the novel mitochondrial mediator of epigenetic function acetyl-L-carnitine (LAC) in relation to previously described individual predictors of antidepressant responses to the insulin-sensitizing agent pioglitazone. Herein, we report that i) subjects with MDD and shorter leukocyte telomere length (LTL) show decreased levels of LAC, increased BMI, and a history of specific types of childhood trauma; and that ii) these multidimensional factors spanning mitochondrial metabolism, cellular aging, metabolic function, and childhood trauma provide more detailed signatures to predict longitudinal changes in depression severity in response to pioglitazone than individual factors. The findings of multidimensional signatures involved in the pathophysiology of depression and their role in predicting treatment outcomes provide a starting point for the development of a mechanistic framework linking biological networks and environmental factors to clinical outcomes in pursuit of personalized medicine strategies to effectively treat MDD.

17.
NAR Genom Bioinform ; 3(2): lqab037, 2021 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-34046589

RESUMEN

The detection of copy number variations (CNVs) in whole-exome sequencing (WES) data is important, as CNVs may underlie a number of human genetic disorders. The recently developed HMZDelFinder algorithm can detect rare homozygous and hemizygous (HMZ) deletions in WES data more effectively than other widely used tools. Here, we present HMZDelFinder_opt, an approach that outperforms HMZDelFinder for the detection of HMZ deletions, including partial exon deletions in particular, in WES data from laboratory patient collections that were generated over time in different experimental conditions. We show that using an optimized reference control set of WES data, based on a PCA-derived Euclidean distance for coverage, strongly improves the detection of HMZ complete exon deletions both in real patients carrying validated disease-causing deletions and in simulated data. Furthermore, we develop a sliding window approach enabling HMZDelFinder_opt to identify HMZ partial deletions of exons that are undiscovered by HMZDelFinder. HMZDelFinder_opt is a timely and powerful approach for detecting HMZ deletions, particularly partial exon deletions, in WES data from inherently heterogeneous laboratory patient collections.

18.
Elife ; 92020 01 10.
Artículo en Inglés | MEDLINE | ID: mdl-31922486

RESUMEN

Emerging evidence suggests that hierarchical status provides vulnerability to develop stress-induced depression. Energy metabolic changes in the nucleus accumbens (NAc) were recently related to hierarchical status and vulnerability to develop depression-like behavior. Acetyl-L-carnitine (LAC), a mitochondria-boosting supplement, has shown promising antidepressant-like effects opening therapeutic opportunities for restoring energy balance in depressed patients. We investigated the metabolic impact in the NAc of antidepressant LAC treatment in chronically-stressed mice using 1H-magnetic resonance spectroscopy (1H-MRS). High rank, but not low rank, mice, as assessed with the tube test, showed behavioral vulnerability to stress, supporting a higher susceptibility of high social rank mice to develop depressive-like behaviors. High rank mice also showed reduced levels of several energy-related metabolites in the NAc that were counteracted by LAC treatment. Therefore, we reveal a metabolic signature in the NAc for antidepressant-like effects of LAC in vulnerable mice characterized by restoration of stress-induced neuroenergetics alterations and lipid function.


Asunto(s)
Acetilcarnitina/farmacología , Antidepresivos/farmacología , Núcleo Accumbens/efectos de los fármacos , Estrés Psicológico/tratamiento farmacológico , Animales , Espectroscopía de Resonancia Magnética , Masculino , Ratones , Ratones Endogámicos C57BL , Núcleo Accumbens/metabolismo , Conducta Social
20.
Exp Neurol ; 315: 15-20, 2019 05.
Artículo en Inglés | MEDLINE | ID: mdl-30639184

RESUMEN

OBJECTIVE: Insulin resistance (IR) is a metabolic dysfunction often co-morbid with major depressive disorder (MDD). The paths to development of MDD remain largely unspecified, highlighting a need for identification of risk factors. Here, we tested whether specific subscales of childhood trauma as well as family history of type-2 diabetes (Fam-Hx-Dm2) are risk factors for development of metabolic dysfunction and severity of depressive symptoms. RESEARCH DESIGN AND METHODS: We used a sample of 45 adults suffering from MDD that was well-characterized for insulin resistance and sensitivity as assessed by measures of fasting plasma glucose (FPG) plasma insulin (FPI) levels, body mass index (BMI), weight, homeostasis model assessment of insulin sensitivity (HOMA), Matsuda index as well as both glucose and insulin responses to oral glucose challenges. Severity of depressive symptoms was assessed with the Hamilton Depression Rating Scale (HDRS-21). Physical, sexual and emotional abuse as well as physical and emotional neglect were assessed with the Childhood Trauma Questionnaire. First- or second-degree relatives with type-2 diabetes defined fam-Hx-DM2. RESULTS: Individuals reporting higher rates of emotional abuse were more likely to have greater IR as showed by elevated FPI levels and HOMA. No association was found with any of the other subscales of childhood trauma (e.g., physical abuse). Similarly, Fam-Hx-DM2 was associated with greater degree of IR as shown by elevated FPI, HOMA, but also FPG, weight and BMI. Moreover, we report a relationship and interaction between Fam-Hx-DM2 and emotional abuse on severity of depressive symptoms. Specifically, emotional abuse and Fam-HX-DM2 predicted severity of depressive symptoms at HDRS-21. Also, severity of depressive symptoms was greater with higher reported rates of emotional abuse but only in patients with negative Fam-Hx-Dm2. Individuals reporting higher emotional abuse and negative Fam-Hx-Dm2 also showed higher FPG levels. Conversely, individuals reporting higher emotional abuse and positive Fam-Hx-Dm2 showed higher FPI levels. This data suggest that Fam-Hx-Dm2 may define two different metabolic endophenotypes. CONCLUSIONS: Our findings suggest that Fam-HX-DM2 and emotional abuse represent separate risk factors for developing metabolic dysfunction (i.e.: IR) in patients suffering from MDD, and that the effects of emotional abuse on psychiatric illness may depend upon the personal characteristics, including Fam-Hx-DM2.


Asunto(s)
Maltrato a los Niños/psicología , Trastorno Depresivo Mayor/metabolismo , Trastorno Depresivo Mayor/psicología , Resistencia a la Insulina , Adulto , Glucemia/análisis , Índice de Masa Corporal , Niño , Diabetes Mellitus Tipo 2/genética , Familia , Femenino , Prueba de Tolerancia a la Glucosa , Humanos , Insulina/sangre , Masculino , Persona de Mediana Edad , Escalas de Valoración Psiquiátrica
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