Literature DB >> 32426424

PPAR and functional foods: Rationale for natural neurosteroid-based interventions for postpartum depression.

Francesco Matrisciano1, Graziano Pinna1.   

Abstract

Allopregnanolone, a GABAergic neurosteroid and progesterone derivative, was recently approved by the Food and Drug Administration for the treatment of postpartum depression (PPD). Several mechanisms appear to be involved in the pathogenesis of PPD, including neuroendocrine dysfunction, neuroinflammation, neurotransmitter alterations, genetic and epigenetic modifications. Recent evidence highlights the higher risk for incidence of PPD in mothers exposed to unhealthy diets that negatively impact the microbiome composition and increase inflammation, all effects that are strongly correlated with mood disorders. Conversely, healthy diets have consistently been reported to decrease the risk of peripartum depression and to protect the body and brain against low-grade systemic chronic inflammation. Several bioactive micronutrients found in the so-called functional foods have been shown to play a relevant role in preventing neuroinflammation and depression, such as vitamins, minerals, omega-3 fatty acids and flavonoids. An intriguing molecular substrate linking functional foods with improvement of mood disorders may be represented by the peroxisome-proliferator activated receptor (PPAR) pathway, which can regulate allopregnanolone biosynthesis and brain-derived neurotropic factor (BDNF) and thereby may reduce inflammation and elevate mood. Herein, we discuss the potential connection between functional foods and PPAR and their role in preventing neuroinflammation and symptoms of PPD through neurosteroid regulation. We suggest that healthy diets by targeting the PPAR-neurosteroid axis and thereby decreasing inflammation may offer a suitable functional strategy to prevent and safely alleviate mood symptoms during the perinatal period.
© 2020 The Authors.

Entities:  

Keywords:  Allopregnanolone; Brexanolone; Functional foods; Neurosteroids; PPAR; Postpartum depression

Year:  2020        PMID: 32426424      PMCID: PMC7226878          DOI: 10.1016/j.ynstr.2020.100222

Source DB:  PubMed          Journal:  Neurobiol Stress        ISSN: 2352-2895


Introduction

In the pathogenesis of mood disorders, including major depressive disorder (MDD) and postpartum depression (PPD), both neuroinflammation and glutamate-mediated excitotoxicity mechanisms (neuronal death through glutamate-based over-activated stimulation) have been suggested to play a key role (Gerhard et al., 2016; Haroon and Miller, 2017; Leonard, 2018). Neurosteroids, and specifically allopregnanolone and its isomer pregnanolone, act as endogenous potent, positive, allosteric modulators of the action of γ-aminobutyric acid (GABA) at GABA type A (GABAA) receptors (Puia et al., 1990; Majewska et al., 1986; Pinna et al., 2000). In addition, sulfated forms of these neurosteroids (e.g., pregnanolone sulfate) influence glutamatergic activity by inhibiting tonic N-methyl-D-aspartate (NMDA) receptor-mediated neurotransmission, thereby providing neuroprotection (Vyklicky et al., 2016; Tuem and Atey, 2017). Alterations in GABAergic/glutamatergic system may play a pivotal role in the molecular mechanisms underlying PPD (Walton and Maguire, 2019). Interestingly, allopregnanolone reduces calcium influx through the activation of GABAA receptors expressed on cerebrocortical nerve terminals leading to decreased glutamate release and glial activation, supporting neuroprotective effects (Chang et al., 2019; Noorbakhsh et al., 2014; Lee et al., 2011). Moreover, evidence showed allopregnanolone inhibits the L-type calcium channel activation-evoked glutamate release in the medial prefrontal cortex (Hu et al., 2007). Neuroactive steroids can be synthesized peripherally from steroid hormone precursors, such as progesterone, or can be synthesized de novo in the brain starting from the conversion of cholesterol to pregnenolone in glial cells (Fig. 1). Pregnenolone, which is taken up by neurons can be further metabolized to progesterone and by the rate-limiting step enzymes, 5α-reductase Type I (5α-RI) and 3α-hydroxysteroid dehydrogenase (3α-HSD) to allopregnanolone (Agís-Balboa et al., 2007, Agís-Balboa et al., 2006; Melcangi et al., 2011; reviewed in Pinna et al., 2008). Locally produced allopregnanolone is responsible for the fine-tuning of GABAA receptors in corticolimbic glutamatergic neurons (Pinna et al., 2000), a mechanism that has been linked with improvement of behavioral dysfunction (Agis-Balboa et al., 2007; Pinna et al., 2008). At this level, allopregnanolone may conceivably dampen neuroinflammatory processes following activation of glial-type GABAA receptors. Recent evidence shows allopregnanolone, following activation of α2-containing GABAA receptors and subsequent inhibition of toll-like receptor 4, can regulate the immune response by inhibiting proinflammatory processes (Fig. 1) (Noorbakhsh et al., 2014; Li et al., 2016; Balan et al., 2019).
Fig. 1

A. Schematic representation of the relationship between the GABAergic neurosteroid, allopregnanolone, microglial activation and PPAR-α stimulation in postpartum depression (PPD). Immediately after delivery and during the first weeks of the postpartum period, the dramatic drop in circulating progesterone leads to decreased levels of allopregnanolone, which is synthesized from peripherally-derived progesterone by glutamatergic neurons, including pyramidal neurons of the frontal cortex, granular cells of the dentate gyrus and CA1-3 pyramidal neurons in the hippocampus, and pyramidal-like neurons of the basolateral amygdala both in rodent and human brain (Agís-Balboa et al., 2006, Agís-Balboa et al., 2014; reviewed in Pinna et al., 2008). Allopregnanolone plays a central neuromodulatory role in facilitating the action of GABA at GABAA receptors (Majewska et al., 1986) and endogenously produced allopregnanolone plays a neurophysiological role in the fine-tuning of the GABAA receptors to GABAmimetics, positive allosteric modulators, and GABA agonists (Pinna et al., 2000). By this mechanism, allopregnanolone also regulates emotional behavior and stress-responses. Prolonged stress in animal models results in decreased corticolimbic allopregnanolone levels, which is associated with behavioral dysfunction, including elevated aggressiveness, anxiety-like and depressive-like behavior, and exaggerated fear responses and impaired contextual fear extinction (Pinna et al., 2003, 2008; Pibiri et al., 2008; Locci and Pinna, 2017, 2019). Low levels of allopregnanolone and symptoms of depression and PTSD have been observed in several clinical studies (Uzunova et al., 1998; Romeo et al., 1998; Rasmusson et al., 2006, 2019; Agis-Balboa et al., 2014; Kim et al., 2020). These neurosteroid deficits result in alterations of GABA and glutamate neurotransmission and in changes in GABAA receptor sensitivity (reviewed by Pinna, 2018) causing a GABAergic/glutamatergic imbalance. Moreover, decreased allopregnanolone levels in the postpartum period is associated with increased inflammation likely by activated microglia, which releases pro-inflammatory biomarkers, such as IL-1, IL-6 and TNF-α via the NFκB pathway that is also regulated by PPAR. Another mechanism involves the toll-like receptor 4 (TLR4), which, once activated by different triggers such as lipopolysaccharide (LPS), pathogen-associated molecular patterns (PAMPs), alcohol, stress or decreased levels of pregnenolone, forms a complex with intracellular co-activators, such as TIR Domain-Containing Adaptor Protein (TIRAP) and TRIF-related Adaptor Molecule (TRAM) to initiate a pro-inflammatory cascade that leads to NFκB activation and pro-inflammatory cytokines release (Li et al., 2016). Low levels of allopregnanolone lead to increased calcium channel activity in activated nerve terminals and increased release of glutamate that facilitates excitotoxicity mechanisms (Hu et al., 2007). Unhealthy diets, including high fatty diets or alcohol abuse play deleterious effects on PPAR function that fails to regulate pro-inflammatory processes and greatly contribute to the neuroinflammation mechanisms underlying the pathogenesis of major depression and, possibly, PPD (Henriques et al., 2018; Orio et al., 2019). Furthermore, neuroinflammation-associated release of glutamate from activated microglia worsens the neurodegenerative process found in mood disorders. B. A schematic representation of the regulatory effects of PPARs following its activation by micronutrients found in functional food that show the ability to bind to PPAR-α. PPAR-α activation by its endogenous modulator, PEA results in enhancement of allopregnanolone biosynthesis, by upregulating the expression of neurosteroidogenic enzymes and proteins, including StAR, P450ssc, that facilitate the conversion of cholesterol into pregnenolone, the precursor of all neurosteroids. Pregnenolone is then taken up by glutamatergic neurons and further converted into progesterone and allopregnanolone by the rate-limiting step enzymes, 5α-reductase type I (5α-RI) and 3α-hydroxysteroid dehydrogenase (3α-HSD) in several corticolimbic areas (Locci and Pinna, 2019). In this scenario, restored allopregnanolone binding at GABAA receptors that are expressed in microglia (Agís-Balboa et al., 2007, Agís-Balboa et al., 2006; Lee et al., 2011), dampens inflammatory processes by an effect mediated through inhibition of TLR4 that results in the subsequent repression of NFκB signaling cascade (Singh et al., 2012; Lee et al., 2011; Noorbakhsh et al., 2014). Altogether, these actions lead to downregulation in the release of pro-inflammatory cytokines, such as TNF-α and IL-6 and attenuate neurotoxicity. Similar results are observed by administering a diet with functional foods rich in bioactive micronutrients, such as fatty acids, flavonoids, minerals, and vitamins, which represent a non-pharmacological strategy to potentiate PPAR expression and function. PPAR-activation in glia engages neuronal allopregnanolone biosynthesis to regulate inhibition of inflammatory mechanisms, which are ultimately mediated by potentiation of glia GABAergic neurotransmission. At the same time, increased allopregnanolone levels in neurons may stimulate brain derived neurotropic factor (BDNF) and exert important neuroprotective functions (Nin et al., 2011; Almeida et al., 2019). We suggest that healthy diets enriched in micronutrients that are PPAR-agonists by enhancing the PPAR-allopregnanolone axis and decreasing inflammation may offer an alternative strategy to pharmacological treatments to prevent and safely treat mood disorders, including PPD.

A. Schematic representation of the relationship between the GABAergic neurosteroid, allopregnanolone, microglial activation and PPAR-α stimulation in postpartum depression (PPD). Immediately after delivery and during the first weeks of the postpartum period, the dramatic drop in circulating progesterone leads to decreased levels of allopregnanolone, which is synthesized from peripherally-derived progesterone by glutamatergic neurons, including pyramidal neurons of the frontal cortex, granular cells of the dentate gyrus and CA1-3 pyramidal neurons in the hippocampus, and pyramidal-like neurons of the basolateral amygdala both in rodent and human brain (Agís-Balboa et al., 2006, Agís-Balboa et al., 2014; reviewed in Pinna et al., 2008). Allopregnanolone plays a central neuromodulatory role in facilitating the action of GABA at GABAA receptors (Majewska et al., 1986) and endogenously produced allopregnanolone plays a neurophysiological role in the fine-tuning of the GABAA receptors to GABAmimetics, positive allosteric modulators, and GABA agonists (Pinna et al., 2000). By this mechanism, allopregnanolone also regulates emotional behavior and stress-responses. Prolonged stress in animal models results in decreased corticolimbic allopregnanolone levels, which is associated with behavioral dysfunction, including elevated aggressiveness, anxiety-like and depressive-like behavior, and exaggerated fear responses and impaired contextual fear extinction (Pinna et al., 2003, 2008; Pibiri et al., 2008; Locci and Pinna, 2017, 2019). Low levels of allopregnanolone and symptoms of depression and PTSD have been observed in several clinical studies (Uzunova et al., 1998; Romeo et al., 1998; Rasmusson et al., 2006, 2019; Agis-Balboa et al., 2014; Kim et al., 2020). These neurosteroid deficits result in alterations of GABA and glutamate neurotransmission and in changes in GABAA receptor sensitivity (reviewed by Pinna, 2018) causing a GABAergic/glutamatergic imbalance. Moreover, decreased allopregnanolone levels in the postpartum period is associated with increased inflammation likely by activated microglia, which releases pro-inflammatory biomarkers, such as IL-1, IL-6 and TNF-α via the NFκB pathway that is also regulated by PPAR. Another mechanism involves the toll-like receptor 4 (TLR4), which, once activated by different triggers such as lipopolysaccharide (LPS), pathogen-associated molecular patterns (PAMPs), alcohol, stress or decreased levels of pregnenolone, forms a complex with intracellular co-activators, such as TIR Domain-Containing Adaptor Protein (TIRAP) and TRIF-related Adaptor Molecule (TRAM) to initiate a pro-inflammatory cascade that leads to NFκB activation and pro-inflammatory cytokines release (Li et al., 2016). Low levels of allopregnanolone lead to increased calcium channel activity in activated nerve terminals and increased release of glutamate that facilitates excitotoxicity mechanisms (Hu et al., 2007). Unhealthy diets, including high fatty diets or alcohol abuse play deleterious effects on PPAR function that fails to regulate pro-inflammatory processes and greatly contribute to the neuroinflammation mechanisms underlying the pathogenesis of major depression and, possibly, PPD (Henriques et al., 2018; Orio et al., 2019). Furthermore, neuroinflammation-associated release of glutamate from activated microglia worsens the neurodegenerative process found in mood disorders. B. A schematic representation of the regulatory effects of PPARs following its activation by micronutrients found in functional food that show the ability to bind to PPAR-α. PPAR-α activation by its endogenous modulator, PEA results in enhancement of allopregnanolone biosynthesis, by upregulating the expression of neurosteroidogenic enzymes and proteins, including StAR, P450ssc, that facilitate the conversion of cholesterol into pregnenolone, the precursor of all neurosteroids. Pregnenolone is then taken up by glutamatergic neurons and further converted into progesterone and allopregnanolone by the rate-limiting step enzymes, 5α-reductase type I (5α-RI) and 3α-hydroxysteroid dehydrogenase (3α-HSD) in several corticolimbic areas (Locci and Pinna, 2019). In this scenario, restored allopregnanolone binding at GABAA receptors that are expressed in microglia (Agís-Balboa et al., 2007, Agís-Balboa et al., 2006; Lee et al., 2011), dampens inflammatory processes by an effect mediated through inhibition of TLR4 that results in the subsequent repression of NFκB signaling cascade (Singh et al., 2012; Lee et al., 2011; Noorbakhsh et al., 2014). Altogether, these actions lead to downregulation in the release of pro-inflammatory cytokines, such as TNF-α and IL-6 and attenuate neurotoxicity. Similar results are observed by administering a diet with functional foods rich in bioactive micronutrients, such as fatty acids, flavonoids, minerals, and vitamins, which represent a non-pharmacological strategy to potentiate PPAR expression and function. PPAR-activation in glia engages neuronal allopregnanolone biosynthesis to regulate inhibition of inflammatory mechanisms, which are ultimately mediated by potentiation of glia GABAergic neurotransmission. At the same time, increased allopregnanolone levels in neurons may stimulate brain derived neurotropic factor (BDNF) and exert important neuroprotective functions (Nin et al., 2011; Almeida et al., 2019). We suggest that healthy diets enriched in micronutrients that are PPAR-agonists by enhancing the PPAR-allopregnanolone axis and decreasing inflammation may offer an alternative strategy to pharmacological treatments to prevent and safely treat mood disorders, including PPD. The recent US Food and Drug Administration (FDA)-approval of the allopregnanolone-based compound, brexanolone, commercially called Zulresso™ for PPD treatment represents an exciting breakthrough for PPD management and opens the field of translational psychiatry to a new generation of neurosteroid-based therapeutics (Leader et al., 2019). These novel agents are characterized by a rapid and long-lasting pharmacological effect after a short-course treatment (reviewed in Zorumski et al., 2019; Meltzer-Brody and Kanes, 2020). Before brexanolone approval, PPD was mainly treated with psychotherapy for mild-to-moderate cases and selective serotonin reuptake inhibitor (SSRI) antidepressants for the management of severe cases, which are associated with low efficacy and significant side effects (reviewed in Anderson and Maes, 2013, and Pinna, 2015; Howard et al., 2017; Sie et al., 2012). Most importantly, the pharmacological effects of SSRIs only appear after several weeks, which leaves few options for the management of severe PPD. Often, mothers who present suicidal ideations and negative thoughts against self and the baby need to be hospitalized during the lag of time between the start of SSRI treatment and the onset of the beneficial pharmacological effects. This often results in high hospitalization costs and management problems for babies and families (De Crescenzo et al., 2014). Indeed, PPD, whose prevalence is estimated between 10% and 15%, is a mild-to-severe psychiatric condition characterized by the presence of depressed mood, anxiety, sleep disorder, cognitive dysfunction and emotional liability that may begin during pregnancy and/or after birth and lasting for several weeks or months after delivery. According to a Center for Disease Control (CDC) study, 1 in 9 women experience symptoms of PPD and prevalence can be as high as 1 in 5 women (Ko et al., 2017; Shorey et al., 2018). Risk factors include history of depressive symptoms, neurotic personality traits, lower social support, lower socioeconomic status, obstetric complications, and major life negative events, trauma and/or stressors during pregnancy (Hirst and Moutier, 2010; Rasmussen et al., 2017). If left untreated, PPD may lead to serious health consequences, including child psychological development dysfunction and suicidal behaviors. In addition, women with PPD have higher risk for alcohol abuse compared with women who were neither pregnant nor postpartum (Chapman and Wu, 2013) and alcohol intake has also been associated with peripheral inflammation and neuroinflammation (Orio et al., 2019). In addition, recent evidence suggests that an unhealthy dietary pattern increases the risk of systemic low-grade inflammation and neuroinflammation associated with PPD (Ellsworth-Bowers and Corwin, 2012; Osborne and Monk, 2013; van Bussel et al., 2013; Brites and Fernandes, 2015; Serati et al., 2016; Spencer et al., 2017; Sparling et al., 2017; Melo et al., 2019; Samodien et al., 2019; Popa-Wagner et al., 2020). Brexanolone, despite its proven high efficacy, showed adverse effects such as headache, dizziness, somnolence, and, in some cases, excessive sedation, which may complicate the safety of its use (Leader et al., 2019). Developing alternative neurosteroid-based interventions may improve PDD management more safely. In this review, we will focus on the role of allopregnanolone in the inflammatory response that may play a relevant role for the onset of depression, as well as the role of functional food-containing bioactive compounds, that show anti-inflammatory effects and may potentially benefit the management of perinatal depression. New findings show that peroxisome-proliferator activated receptor (PPAR)-α, a ligand-activated transcription factor, which is widely distributed in the mammalian central nervous system (CNS), exhibits anti-inflammatory effects (reviewed by Bougarne et al., 2018). Together with PPAR-γ, PPAR-α is deeply involved in several physiological and pathological conditions, including regulation of mitochondrial and proteasomal function, neuroinflammation, oxidative stress and neurodegeneration, which are considered key pathogenetic mechanisms involved in stress-related disorders, including anxiety and depression (discussed in Locci and Pinna, 2019; Esmaeili et al., 2016; Agarwal et al., 2017; D'Orio et al., 2018). Intriguingly, PPAR mediates anti-inflammatory responses under several pathophysiological conditions and can stimulate biosynthesis of neurosteroids, such as allopregnanolone, with documented anti-inflammatory actions and role in improving mood symptoms, which suggests that the PPAR-neurosteroid axis may have a pivotal function in the modulation of mood by regulating inflammatory processes. Hence, a specific focus of this article is devoted on the role of PPAR-α in inflammation while we discuss whether its regulation by functional food-containing active micronutrients, by enhancing allopregnanolone biosynthesis, may benefit prevention and treatment of psychiatric disorders, and specifically PPD.

PPAR and inflammation: A role for neurosteroids

Nuclear factor kappa-light-chain-enhancer of activated B cells (NFκB) activation and production of proinflammatory cytokines, such as TNF-α, IL-1β and IL-6, prostaglandins, nitric oxide (NO) and reactive oxygen species (ROS) is regarded as a leading mechanism for local and systemic inflammation. PPAR-α and PPAR-γ are widely distributed in several mammalian organs and tissues and in several areas of the CNS. They mediate several physiological and pathological processes, such as neuroinflammation, regulation of mitochondrial and proteasomal dysfunction, oxidative stress, neurodegeneration, and neuronal differentiation (Moreno et al., 2004; Fidaleo et al., 2014). PPAR-γ is highly expressed in adipocytes and its synthetic agonists have been initially studied as insulin-sensitizing drugs for type-2 diabetes and metabolic syndrome treatment (Botta et al., 2018; Mirza et al., 2019). PPAR-γ is also expressed in microglia and astrocytes and plays a major anti-inflammatory role and it is investigated as molecular target for different neurodegenerative diseases, such as brain damage, cerebral ischemia, Parkinson's and Alzheimer's diseases (Combs et al., 2000; Carta and Pisanu, 2013). Its activation, induced by the natural ligand 15-deoxy-d12,14-prostaglandin J2 (15dPGJ2) or synthetic agonists (i.e., pioglitazone), results in a decrease in proinflammatory cytokine production as well as cyclooxygenase-2 (COX-2) through the inhibition of NFκB signaling pathway (Kaundal and Sharma, 2010; Du et al., 2011; Cheng et al., 2019). In brain, PPAR-γ is involved in the regulation of inflammatory-related gene expression on activated microglia, through which it mitigates neuroinflammatory processes under neuronal insults (Villapol, 2018). Thus, PPAR-γ, together with PPAR-α, is a suitable pharmacological target to treat inflammatory-derived neuropsychiatric conditions, including MDD and PPD. Intriguingly, PPAR-α activation stimulates the biosynthesis of allopregnanolone that in addition to elevating mood, has also been associated with an anti-inflammatory effect. Indeed, allopregnanolone binds at GABAA receptors expressed both on microglia and astrocytes and in glutamatergic pyramidal neurons (Agís-Balboa et al., 2006, Agís-Balboa et al., 2007; Lee et al., 2011), and it mediates anti-inflmmatory effects through blocking toll-like receptor 4 (Balan et al., 2019; Singh et al., 2012; Lee et al., 2011). This results in NFκB inhibition (reviewed in Tufano and Pinna, 2020 and depicted in Fig. 1). Allopregnanolone's binding at GABAA receptors on monocytoid cells leads to diminished production of inflammatory mediators by these cells (Noorbakhsh et al., 2014). Further, GABA suppresses astrocytes and microglia inflammatory responses to lipopolysaccharide (LPS) and INF-γ by inhibiting the NFκB activation pathway and P38 MAP kinase (Lee et al., 2011). This process leads to a decreased release of pro-inflammatory cytokines, such as TNF-α and IL-6 and results in an attenuation of neurotoxicity in vitro (Lee et al., 2011). Interesting, similar anti-inflammatory effects were observed following the administration of the GABAA receptor agonist, muscimol and the GABAB receptor agonist, baclofen, suggesting the direct role of both types of GABA receptors in reducing neuroinflammation. Interestingly, GABAA receptors are also expressed in macrophages and lymphocytes T cells and their activation produces anti-inflammatory effects (Reyes-Garcia et al., 2007; Bhat et al., 2010). In addition, neuroinflammation-associated release of glutamate from activated microglia has been implicated in the progression of neurodegenerative diseases, including Alzheimer's and Parkinson's disease and recent studies have shown that PPARs can modulate neurotoxicity by inhibiting glutamate release in LPS-activated microglia (Lee et al., 2018). This evidence collectively supports the hypothesis of a GABAergic/glutamatergic neurotransmission dysregulation as potential molecular mechanism underlying neuroinflammatory processes, whereby the PPAR family and neurosteroid biosynthesis may play a pivotal role (see Fig. 1). Indeed, recent evidence suggests that neurosteroids regulate neurodegeneration and neuroinflammation supporting neuronal survival either through a direct effect on neurons and/or by decreasing neuroinflammatory responses of microglia and astrocytes (Hong et al., 2018; Arcuri et al., 2017). In vitro and in vivo studies show that 17β-estradiol, progesterone, and allopregnanolone reduce microglial-mediated inflammation (Yilmaz et al., 2019). Hence, an intriguing molecular player that might link inflammation and neurosteroids is represented by PPAR that has been implicated in the pathology of numerous diseases, such as diabetes, stroke, cancer, obesity and even mood disorders (Stienstra et al., 2007; Liu et al., 2018; Cheng et al., 2019; Tufano and Pinna, 2020).

PPAR role in psychiatric disorders and behavioral regulation

PPAR-α and PPAR-γ exert functions, including glucose and lipid metabolism regulation, anti-inflammatory and oxidative stress inhibition, via a direct inhibition of NFκB signaling (Kauppinen et al., 2013; Sakamoto et al., 2016; Marion-Letellier et al., 2016). Moreover, PPAR-γ mediates intestinal anti-inflammatory effects, decreases oxidative stress in brain and increases insulin sensitization (Marion-Letellier et al., 2016). PPARs are key molecular regulators of cell metabolism, energy homeostasis, cellular development, and differentiation; thus, their ligands find several clinical applications, such as hyperlipidemia and hypertriglyceridemia in combination with statins, type-2 diabetes mellitus, metabolic syndrome and non-alcoholic fatty liver disease (Pawlak et al., 2015; Botta et al., 2018; Cheng et al., 2019). PPAR-α endogenous modulators include palmitoylethanolamide (PEA), oleoylethanolamine (OEA) and stearoylethanolamide (SEA). Specifically, PEA, which was discovered by the Italian Nobel Prize laureate Rita Levi Montalcini in the 90s, is an endogenously synthesized lipid with well described neuroprotective and anti-inflammatory properties (Levi-Montalcini et al., 1996). PEA may play a relevant role in stress-related disorders, including depression and post-traumatic stress disorder (PTSD) (Hillard, 2018). Indeed, the levels of PEA, OEA and SEA are decreased in PTSD patients (Wilker et al., 2016). Both synthetic agonists of PPAR-α and PPAR-γ have been investigated in clinical trials for their ability to improve depression symptoms (reviewed by Tufano and Pinna, 2020; Cheng et al., 2019). A recent clinical trial investigated the role of PEA as add-on therapy for depression showing symptoms improvement in patients with major depressive disorder treated with citalopram (Ghazizadeh-Hashemi et al., 2018). Selective PPAR-γ agonists, rosiglitazone and pioglitazone were originally approved by the FDA for diabetes treatment. These compounds also reduce the response to chronic stress and have been studied in a number of clinical trials that evaluated their efficacy in improving depression symptoms (reviewed by Colle et al., 2017; Tufano and Pinna, 2020). A combined therapy of pioglitazone with the SSRI antidepressant, citalopram, showed a higher pharmacological response and remission rate, and rapid onset compared to citalopram alone (Sepanjnia et al., 2012). In another study, a 12-week pioglitazone administration induced antidepressant effects in patients with comorbid insulin resistance, supporting a link between depression and metabolic dysregulation (Lin et al., 2015). This evidence suggests that for both PPAR-α and γ, in addition to their anti-cholesterol and anti-diabetic effects, an unforeseen potential therapeutic profile is emerging in the treatment of mood disorders.

Functional foods: role in inflammation and PPD

Functional food is defined as “natural or processed food that contain known or unknown biologically-active compounds; which, in defined, effective, and non-toxic amounts, provide a clinically proven and documented health benefit for the prevention, management, or treatment of chronic disease” (Dhiman et al., 2014; Martirosyan and Singh, 2015). A growing body of evidence suggests that many functional foods can modulate inflammation both acutely and chronically through their bioactive compounds and ultimately improve stress-related mood disorders (Alkhatib et al., 2017; Granado-Lorencio and Hernández-Alvarez, 2016; Spagnuolo et al., 2018). In fact, diet represents a major modifiable risk factor that modulate the immune system reactivity and a suitable strategy to fight against systemic low-grade inflammation, which is now strongly considered to be involved in the pathogenesis of several chronic diseases, including cardiovascular disease, obesity, diabetes, autoimmune diseases, neurodegenerative diseases, and mood disorders (Libby, 2007; Berk et al., 2013; Cox et al., 2015). Bioactive compounds, such as flavonoids, essential fatty acids, minerals, vitamins, and phytonutrients are essential for overall health and to prevent, manage or treat chronic diseases, including metabolic disorders, diabetes, cardiovascular diseases and hypertension, or pathologies affecting the CNS, including mood disorders (Simopoulos, 2008; Zhang et al., 2015; Pérez-Cano and Castell, 2016; Mozaffarian and Wu, 2018). Increasing evidence indicates that neuroinflammation represents a key biological component in the pathogenesis of psychiatric disorders (Brites and Fernandes, 2015; Benatti et al., 2016; Maeng and Hong, 2019). Based on the role of inflammation in depressive disorders, including PPD (Payne and Maguire, 2019), as well as the finding from recent clinical studies that have evaluated the efficacy of changes in diet in improving depressive symptoms (Molendijk et al., 2018), we propose that integrating PPD management with functional foods rich in anti-inflammatory micronutrients might represent an innovative strategy for improving the overall clinical outcome. PPD shares the same diagnostic criteria as MDD, although the cause of PPD remains more obscure. As in MDD, a combination of environmental and biological factors may occur, including family history, stressful events, unhealthy diet and genetic risk factors (Payne and Maguire, 2019). Moreover, in PPD, a rapid drop in progesterone levels after delivery is considered one of the major risk factors (Schiller et al., 2015). Attenuating this dramatic hormonal change might be helpful to avoid severe clinical consequences. Nutrition plays a biological role in depression, especially during pregnancy and lactation during which micronutrients, such as vitamins, minerals, essential fatty acids, and antioxidants become depleted and may play a role in the development of perinatal depression. Some of these nutrients are essential fatty acids, such as eicosapentaenoic acid (EPA) and docosahexaenoic acid (DHA), vitamin D, B-vitamins (specifically B6, B9, B12), and trace minerals (like zinc, iron, and selenium) (Amini et al., 2019; Sauer and Grabrucker, 2019). Omega-3 fatty acids have well-known anti-inflammatory and anti-allergic activity, predominantly through the inhibition of excessive immune responses. EPA- and DHA-derived resolvins and protectins actively ameliorate a pro-inflammatory condition. Polyunsaturated fatty acids (PUFAs) are highly concentrated in neural phospholipids and are important components of the neuronal cell membrane and play a pivotal role in enhancing synaptic plasticity and neuronal communication (Pérez et al., 2017). Resolvins and protectins belong to the class of PUFA metabolites, which exert anti-inflammatory activity that regulate the synthesis and release of pro-inflammatory mediators (Joffre et al., 2019). DHA and EPA exert different functions, such as maintaining cell-membrane fluidity, inhibiting inflammatory processes by decreasing secretion of proinflammatory cytokines. Foods rich in omega-3 PUFAs are walnuts, sunflower seeds, flax seeds and oil and fatty fish, such as salmon. A recent meta-analysis conducted by Lin et al. (2017) suggests a potential role of PUFAs for perinatal depression treatment (Lin et al., 2017). Previous studies have reported controversial results on the beneficial effects of omega-3 fatty acids for perinatal depression treatment in part due to flaws in study design (Freeman et al., 2008; Rees et al., 2008). However, a randomized, double-blind, placebo-controlled trial showed that omega-3 improved depressive symptoms (Su et al., 2008). The main anti-inflammatory properties of flavonoids include suppressing release of cytokines, such as IL-1β and TNF-α, from activated microglia (Fig. 1). They may also affect inducible NO synthase regulation and inhibit the activation of NADPH oxidase, and down-regulate the activity of pro-inflammatory transcription factors, such as NFκB, that play a key role in the intestinal inflammatory response (Atreya et al., 2008). Green tea, broccoli, onions, and berries are enriched in phytonutrients, such as carotenoids, ellagic acid, flavonoids, resveratrol, glucosinolates, and phytoestrogens that help fighting oxidation and inflammation. Naringenin, quercetin, hydrocaffeic acid, procyanidins, and anthocyanidins (Table 1) belong to the class of flavonoids and exert anti-inflammatory effects in vivo and in vitro by inhibiting the expression of iNOS, ICAM-1, MCP-1, COX-2, TNF-α, IL-1β and IL-6 expression (Chen et al., 2018; Gil-Cardoso et al., 2016; discussed in Matrisciano and Pinna, 2019).
Table 1

Functional Foods rich in micronutrients that activate PPAR-α and PPAR-γ and induce pharmacological effects.

PhytochemicalBioactive CompoundFood SourcePhysiological effectsReferences
Flavonoids
FlavonolsKaempferol, Myricetin, QuercetinBerries, kale, grapes, spinach, bell peppers, cocoa, broccoli, sweet potatoes, tomatoes, capersAnti-carcinogenic, anti-inflammatory. antioxidant and antiviral activities. mitigation of microglia-mediated neuroinflammationWang et al. (2014); Botta et al. (2018); Mozaffarian et al. (2018); Ward et al. (2018).
FlavanonesHesperetin, NaringeninCitrus fruits (lemons and oranges), grapesAntioxidant, anti-inflammatory
FlavonesApigenin, LuteolinCelery, fresh parsley, olives, oregano, peppers and rosemarySuppression of oxidative stress via anti-inflammatory effects on NF-kB, brain support, protection and memory increase
FlavanolsEpicatechin-gallates, Procyanidins, CatechinTea, grapes, lentils, cocoa, apples with peel on, apricots, cherries, peaches, blackberries, black grapes, strawberries, blueberries and raspberriesAntioxidant, free radicals scavenging properties. Decrease of the hypothalamic inflammation and microglia overactivation. Improve cognition
IsoflavonesDaidzeinGrape seeds, soy productsImprove in adipose inflammation, and insulin resistance. Improve in cognitive function
FlavansGenisteinSoybeansAntioxidant and neuroprotective activities. Improve in glucose metabolism, and cognitive function.
PhytocannabinoidsCannabidiolCannabis sativa plant/supplementsattenuates oxidative stress, anti-inflammatory effectsVallée et al. (2017); Esposito et al. (2011).
flavonoid glycosideRutinBuckwheat, apples with skin, asparagus (specially the bottom part), grapefruit, lemons, orange juice, orangesAnti-inflammatory, antioxidant, neuroprotective, nephroprotective, hepatoprotective effects.Nkpaa et al. (2019)
Palmitoylethanolamide (PEA)Fatty acid amideN-acylethanolamine familyEgg yolk, soy oil, peanut oil, and corn, peas and beans, tomatoes and potatoesAntioxidant Properties, anti-inflammatory, microglia inhibition, neuroprotective effectsPeritore et al. (2019).
Phenolic acids and PolyphenolsMallik et al. (2016).
Phenolic acidsCaffeic acid, Ferulic acidApples, coffee beans, blueberries, oranges, peaches, potatoes, pearsAntioxidant and anti-inflammatory properties. Improve in cognition and neurodegeneration
Hydroxy-benzoioc acidsGallic acids, Oleanolic acidGrape and raspberry grape juice, longan seeds, strawberries, olive oilNF-κB inhibitors, anti-inflammatory properties.Liu et al. (2020); Abdel-Moneim et al. (2018);Georgiadis et al. (2015).
Trihydroxy-stilbenesResveratrolGrape skin, peanuts, red wine, cranberriesAnti-aging, chemo-preventive, anti-carcinogenic, anti-inflammatory and antioxidant effectsBarone et al. (2019); Qi et al. (2018).
Tannins/ProanthocyanidinsCatechin, Tannic acidsCoffee, cocoa, lentils, peas, walnuts, berries, olives, plums, tea, chickpeas, herbs and spicesAntioxidant properties, neuroprotective effectsIde et al. (2018).D'Orio et al. (2018).
DiferuloylmethaneCurcuminTurmeric plantsAnti-inflammatory and antioxidant activitiesYin et al. (2018).
Functional Foods rich in micronutrients that activate PPAR-α and PPAR-γ and induce pharmacological effects. Another bioactive compound relevant for brain functioning is vitamin D. Vitamin D belongs to the class of fat-soluble vitamins along with vitamin A, E and K. It is considered a steroid hormone, mostly known for its role in calcium metabolism and its ability to increase the absorption of calcium and phosphorus from the intestine (Cui et al., 2017). However, vitamin D exerts many other biological effects including processes involved in brain development and neuronal activity (Eyles et al., 2011). Deficiency in vitamin D is considered a risk factor for neuropsychiatric disorders, including PPD, MDD and schizophrenia (Amini et al., 2020; Szpunar, 2019; Zhu et al., 2019; McGrath et al., 2010). It causes alterations in brain structure and in dopamine and glutamate signaling. Major dietary sources of vitamin D are salmon, shrimp, herring and sardines, egg yolks and mushrooms (Matrisciano and Pinna, 2019). Zinc is an essential trace mineral required for all physiological systems, including neural functioning and proper cellular function, such as DNA replication, transcription, protein synthesis, maintenance of cell membranes, cellular transport, as well as endocrine, immunological and neuronal systems. Zinc is found mainly in red meat, poultry, fish, and dairy. Dysregulation of zinc is associated with reduced immunological functioning, alterations in cognitive performance, gastrointestinal complaints (Bonaventura et al., 2015). Lower zinc levels can be a consequence of inflammation or nutritional deficiencies and it helps to modulate the hyper-glutamatergic state associated with depression (Wang et al., 2018). Approximately 20% of dietary zinc intake is used by intestinal bacteria supporting the major role of a healthy microbiome in brain function (Sauer and Grabrucker, 2019). In addition, zinc modulates PPAR-γ signaling, which is impaired in zinc deficiency (Meerarani et al., 2003).

A natural strategy to potentiate the PPAR-neurosteroid axis and improve mood

Dietary fatty acids have been implicated in immune and inflammatory processes by regulating NFκB and PPAR-α and γ transcription factor pathways (Calder, 2013). In rodents, for instance, high-fat diets alter PPAR pathway causing abnormalities in the microbiome that can be reversed by rosiglitazone, a PPAR-γ agonist (Tomas et al., 2016). Several natural bioactive compounds act on PPARs, including the tea plant, soybeans, palm oil, ginger, grapes and wine as well as a number of culinary herbs and spices (e.g. Origanum vulgare, Rosmarinus officinalis, Salvia officinalis, Thymus vulgaris) (reviewed by Wang et al., 2014). Curcumin has also shown anti-inflammatory and antioxidant effects by increasing PPAR-γ activity (Li et al., 2017). OEA, which is a natural metabolite of oleic acid, and an endogenous PPAR-α modulator, shows anti-inflammatory activity (Yang et al., 2016). Then, foods rich in oleic acid, such as olive oil, avocado and almond oil can be used as part of the anti-inflammatory dietary patterns. In addition, omega-3 (or n-3) PUFAs and their metabolites are natural ligands for PPAR-γ (Table 1). PUFAs affect the neuroendocrine-immune axis of depression through their activity on inflammatory responses (Bhathena, 2006; Marion-Letellier et al., 2015). EPA and DHA supplementation have been shown to decrease levels of key inflammatory cytokines TNF-α, IL-1β, IL-6, and IL-8 (Zhao et al., 2004). Recently, a major role in improving symptoms of depression and anxiety in patients or in elevating mood in healthy individuals was shown in populations that were fed with a Mediterranean-based diet, which is rich in fruits, vegetables, olive oil, and legumes and low in saturated fatty acids and processed foods (Sánchez-Villegas et al., 2013). Dietary flavonoids found in fruits and vegetables exert anti-inflammatory effects, as well by suppressing microglia activation through the PPAR-γ mediated pathway (Feng et al., 2016; Dang et al., 2003). Resveratrol, for example, is considered as a natural PPAR ligand (Nakata et al., 2012), showed beneficial effects on depression and anxiety treatment by suppression of inflammatory processes exerted by inhibiting the activation of NLRP3 and NFκB in hippocampus (de Oliveira et al., 2018). Resveratrol, which is present at high levels in red grapes, nuts, and pomegranates, exerts metabolic, antioxidant, and anti-inflammatory activities, as well as neuroprotective effects through PPAR-activation (Lagouge et al., 2006). Similarly, quercetin induced antidepressant-like effect in the unpredictable chronic mild stress animal model of depression and induces antioxidant, anti-inflammatory activities, reduces excitotoxicity and augments 5-HT levels (Khan et al., 2019), linking the role of inflammation to depression. Foods rich in quercetin are capers, goji berries, onions, asparagus, spinach and red grapes. Resveratrol and quercetin are polyphenolic compounds that improve metabolic syndrome by altering PPAR expression (Castrejón-Tellez et al., 2016). PEA shows antidepressant effects by binding at its main target, PPAR-α (De Gregorio et al., 2019), and may increase endogenous levels of the endocannabinoids, anandamide (AEA) and 2-arachinoylglycerol (2-AG) and exert anti-inflammatory, analgesic, and neuroprotective properties (Peritore et al., 2019). PEA-rich foods are egg yolk, soy oil, peanut oil, corn seeds, legumes, such as peas and beans, and vegetables, such as tomatoes and potatoes (summarized in Table 1). Altogether, food rich in micronutrients that have the ability to stimulate PPAR, in addition to exert important anti-inflammatory actions may also induce significant mood-elevating properties, although the underlying mechanisms are not fully understood. We propose that PPAR might work in synergism with stimulation of neurosteroid biosynthesis to exert their beneficial effects by decreasing inflammation and relieving mood symptoms. Intriguingly, PEA-induced PPAR-α activation engages allopregnanolone levels in frontal cortex, hippocampus and amygdala to improve behavioral abnormalities in an animal model of stress-induced mood disorders (Locci and Pinna, 2019; Pinna, 2019). Previously, Sasso and colleagues (2010, 2012) showed that PEA-induced activation of PPAR-α increases allopregnanolone levels in the rodent spinal cord (Sasso et al., 2010, 2012). Moreover, allopregnanolone is also involved in BDNF expression and neurogenesis. In socially isolated mice reduced levels of allopregnanolone in corticolimbic areas are associated with BDNF deficiency, reduced neurogenesis and depressive- and anxiety-like behavior, supporting a multifunctional role of allopregnanolone for depression and anxiety prevention (Nin et al., 2011; Evans et al., 2012; Bali and Jaggi, 2014; Almeida et al., 2019). Intriguingly, studies have suggested that PPAR-α activation by administering synthetic PPAR-α agonists, including fenofibrate, is associated with stimulation of BDNF signaling cascade and improvement of behavioral dysfunction (Jiang et al., 2016). These findings suggest that PPAR-α regulation may represent a suitable target for developing new strategies for the treatment of neuropsychiatric disorders characterized by deficiency in neurosteroidogenesis, including MDD, PTSD and PPD (Uzunova et al., 1998; Romeo et al., 1998; Rasmusson et al., 2006, 2019; Pineles et al., 2018; Pinna et al., 2006; Meltzer-Brody and Kanes, 2020). Moreover, FDA-approved synthetic PPAR-α agonists, including the fibrates (e.g., fenofibrate, clofibrate), prescribed for the treatment of hypercholesterolemia, could be repurposed to treat mood disorders by targeting the PPAR-allopregnanolone axis (discussed in Pinna, 2019). These summaries are in support of a PPAR role both as a mediator of neuroinflammation during neuropathophysiological conditions and as a suitable pharmacological target to develop novel therapeutic approaches to treat mood disorders by designing functional diets that mediate upregulation of neurosteroid biosynthesis.

Conclusion

The nuclear receptors, PPAR-α and γ appear as novel fascinating targets for the treatment of mood disorders caused by stressful conditions, such as during mood instability and low-grade inflammatory states that occur during pregnancy or after birth. This review focuses on the role of neuroinflammation as a molecular mechanism underlying mood disorders, including perinatal depression and highlights the potential impact of PPAR regulation in these processes. We addressed the possibility that by downregulating inflammatory processes, following activation of PPAR with a healthy diet rich in PPAR-bioactive micronutrients found in functional foods, may help preventing, managing and treating mood disorders. These ligands by stimulating anti-inflammatory mechanisms and, possibly, by enhancing neurosteroid biosynthesis, may provide a future, more natural and safe approach to prevent and alleviate pathophysiological processes that lead to perinatal depression and other mood disorders.

CRediT authorship contribution statement

Francesco Matrisciano: Writing - original draft. Graziano Pinna: Conceptualization, Funding acquisition, Methodology, Project administration, Supervision, Visualization, Writing - original draft, Writing - review & editing.
  162 in total

1.  Decreased cerebrospinal fluid allopregnanolone levels in women with posttraumatic stress disorder.

Authors:  Ann M Rasmusson; Graziano Pinna; Prashni Paliwal; David Weisman; Christopher Gottschalk; Dennis Charney; John Krystal; Alessandro Guidotti
Journal:  Biol Psychiatry       Date:  2006-08-24       Impact factor: 13.382

Review 2.  Vitamin D in fetal brain development.

Authors:  Darryl Eyles; Thomas Burne; John McGrath
Journal:  Semin Cell Dev Biol       Date:  2011-06-06       Impact factor: 7.727

Review 3.  Effects of flavonoids on intestinal inflammation, barrier integrity and changes in gut microbiota during diet-induced obesity.

Authors:  Katherine Gil-Cardoso; Iris Ginés; Montserrat Pinent; Anna Ardévol; Mayte Blay; Ximena Terra
Journal:  Nutr Res Rev       Date:  2016-11-14       Impact factor: 7.800

4.  Curcumin inhibits angiotensin II-induced inflammation and proliferation of rat vascular smooth muscle cells by elevating PPAR-γ activity and reducing oxidative stress.

Authors:  Hai-Yu Li; Mei Yang; Ze Li; Zhe Meng
Journal:  Int J Mol Med       Date:  2017-03-20       Impact factor: 4.101

5.  In socially isolated mice, the reversal of brain allopregnanolone down-regulation mediates the anti-aggressive action of fluoxetine.

Authors:  Graziano Pinna; Erbo Dong; Kinzo Matsumoto; Erminio Costa; Alessandro Guidotti
Journal:  Proc Natl Acad Sci U S A       Date:  2003-02-05       Impact factor: 11.205

Review 6.  Antagonistic crosstalk between NF-κB and SIRT1 in the regulation of inflammation and metabolic disorders.

Authors:  Anu Kauppinen; Tiina Suuronen; Johanna Ojala; Kai Kaarniranta; Antero Salminen
Journal:  Cell Signal       Date:  2013-06-11       Impact factor: 4.315

7.  Down-regulation of neurosteroid biosynthesis in corticolimbic circuits mediates social isolation-induced behavior in mice.

Authors:  Roberto C Agís-Balboa; Graziano Pinna; Fabio Pibiri; Bashkim Kadriu; Erminio Costa; Alessandro Guidotti
Journal:  Proc Natl Acad Sci U S A       Date:  2007-11-14       Impact factor: 11.205

8.  Anti-inflammatory and anti-oxidant mechanisms of an MMP-8 inhibitor in lipoteichoic acid-stimulated rat primary astrocytes: involvement of NF-κB, Nrf2, and PPAR-γ signaling pathways.

Authors:  Eun-Jung Lee; Jin-Sun Park; Yu-Young Lee; Do-Yeon Kim; Jihee Lee Kang; Hee-Sun Kim
Journal:  J Neuroinflammation       Date:  2018-11-23       Impact factor: 8.322

Review 9.  Effects of Tea Catechins on Alzheimer's Disease: Recent Updates and Perspectives.

Authors:  Kazuki Ide; Norihiro Matsuoka; Hiroshi Yamada; Daisuke Furushima; Koji Kawakami
Journal:  Molecules       Date:  2018-09-14       Impact factor: 4.411

Review 10.  Oleoylethanolamide, Neuroinflammation, and Alcohol Abuse.

Authors:  Laura Orio; Francisco Alen; Francisco Javier Pavón; Antonia Serrano; Borja García-Bueno
Journal:  Front Mol Neurosci       Date:  2019-01-09       Impact factor: 5.639

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1.  Allopregnanolone, the Neuromodulator Turned Therapeutic Agent: Thank You, Next?

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Journal:  Front Endocrinol (Lausanne)       Date:  2020-05-14       Impact factor: 5.555

2.  Evaluation of the effectiveness of macaíba palm seed kernel (Acrocomia intumescens drude) on anxiolytic activity, memory preservation and oxidative stress in the brain of dyslipidemic rats.

Authors:  Roberta Cristina de França Silva; Mikaelle Albuquerque de Souza; Jaielison Yandro Pereira da Silva; Carolina da Silva Ponciano; Vanessa Bordin Viera; Camila Carolina de Menezes Santos Bertozzo; Gerlane Coelho Guerra; Daline Fernandes de Souza Araújo; Marta Maria da Conceição; Celina de Castro Querino Dias; Maria Elieidy Oliveira; Juliana Kessia Barbosa Soares
Journal:  PLoS One       Date:  2021-03-17       Impact factor: 3.240

Review 3.  Novel Pharmacological Approaches to the Treatment of Depression.

Authors:  Elias Elias; Ariel Y Zhang; Melissa T Manners
Journal:  Life (Basel)       Date:  2022-01-28

Review 4.  Impact of Phytochemicals on PPAR Receptors: Implications for Disease Treatments.

Authors:  Ayesheh Enayati; Mobina Ghojoghnejad; Basil D Roufogalis; Seyed Adel Maollem; Amirhossein Sahebkar
Journal:  PPAR Res       Date:  2022-08-31       Impact factor: 4.385

Review 5.  Curcumin: Could This Compound Be Useful in Pregnancy and Pregnancy-Related Complications?

Authors:  Tiziana Filardi; Rosaria Varì; Elisabetta Ferretti; Alessandra Zicari; Susanna Morano; Carmela Santangelo
Journal:  Nutrients       Date:  2020-10-17       Impact factor: 5.717

6.  Identification of the Antidepressant Function of the Edible Mushroom Pleurotus eryngii.

Authors:  Yong-Sung Park; Subin Jang; Hyunkoo Lee; Suzie Kang; Hyewon Seo; Seoyeong Yeon; Dongho Lee; Cheol-Won Yun
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