Introduction
In the search for reliable and, possibly, specific biomarkers for neuropsychiatric disorders, growing evidence has demonstrated that biosynthesis of neuroactive steroids and the endocannabinoid system are involved in the neuropathology of post-traumatic stress disorder (PTSD) and major depressive disorder (Uzunova et al., 1998; Rasmusson et al., ; reviewed in Locci and Pinna, ). Although, undisputable progress has been made to assess validity of biomarkers for psychiatric disorders, the topic still remains underdeveloped as compared to other fields of neuroscience (Fernandes et al., ). The diagnosis of psychiatric disorders still relies on subjective measures centered on the DSM-5 criteria which have several shortcomings (Brewin et al., ). Psychiatric conditions are poorly understood and there is a wide heterogeneity in how illness manifests in several individuals. Furthermore, self-assessment of one's own feelings can be biased, ill-defined, and difficult, making psychological diagnoses unreliable and may lead to treatment inefficacy. Biomarkers discovery would significantly improve treatment matching. Thus, searching for potential biomarkers to guide precision medicine in the treatment of PTSD, and to increase the success of clinical trials and prompt the development of novel and specific treatments, is required. To aid this search, more sophisticated methodological tools and validated animal models has also become essential to reliably correlate behavioral changes with neurochemical alterations (reviewed in Ngounou Wetie et al., ). The overlap of symptoms and the comorbidity with other psychiatric disorders such as major depressive disorder, anxiety spectrum disorders, and even suicidal ideation (Franklin et al., ), suggest a bio-signature for PTSD should include the relation of numerous biomarkers rather than having only a few (Locci and Pinna, ). A refined approach to more specifically “bio-define” PTSD can be to establish a biomarker axis or in other words, to assess the relation of various biomarkers, which fluctuate in concert and correlate uniquely with PTSD behavioral modifications. Insofar, a biomarker axis may provide a higher accuracy in the diagnosis of the disorder with benefits for prediction in PTSD treatment response and relapse (Locci et al., ; Pinna and Izumi, ). As a matter of fact, the “gold standard” treatment for PTSD and depression, the selective serotonin reuptake inhibitors (SSRIs), improve only half of the treatment-seeking patients and they are associated with severe side-effects (Golden et al., ; Rush et al., ; Kemp et al., ; reviewed in Bernardy and Friedman, ). This also suggests these psychiatric disorders are complex, multifaceted diseases arising from multiple and diverse neurobiological backgrounds and therefore, symptoms may not always recapitulate to a serotonergic deficit and administering an SSRI may not always improve symptoms. Unveiling reliable biomarkers is also a necessity for patient stratification in treatment selection as well as for drug development through clinical trials. The development of state-of-the-art technologies and methodological rigor are essential to allow for the discovery of more reliable biomarkers in psychiatry. Employing the gas chromatography-mass spectrometry (GC-MS) to achieve this goal is highly innovative and provides reliable information based on a powerful technology with high sensitivity and unsurpassed structure selectivity (Uzunov et al., ; Pinna et al., ). Hence, by applying the GC-MS measurements of neuroactive steroids in serum, plasma, CSF and post-mortem brain, in the past decade, we have shed light in the fundamental role of neuroactive steroids in patients with neuropsychiatric disorders (Rasmusson et al., , ; Agis-Balboa et al., ; Pineles et al., ; reviewed in Locci and Pinna, ).
The biosynthesis of allopregnanolone, a positive allosteric modulator of GABA's action at GABAA receptors has been found deficient in a number of neuropsychopathologies, including epilepsy (e.g., PHDH19), major depression, PTSD, perceived social isolation, post-partum depression, premenstrual syndrome, and anorexia nervosa or obesity complicated by anxiety and depression symptoms in women (Romeo et al., ; Uzunova et al., 1998; Rasmusson et al., , ; Nemeroff, ; Lovick, ; Trivisano et al., ; Dichtel et al., ; Pineles et al., ). Therapeutic measures aimed at reinstating normal allopregnanolone levels in deficient-patients correlates with improved symptoms (Kanes et al., ). The question arises as to whether allopregnanolone biosynthesis per se is a reliable biomarker to predict, diagnose and instruct treatment selection of patients or whether its relation with neurotransmitter systems (GABAA and NMDA receptors), stimulation of neurotropic factors (e.g., BDNF), and/or crosstalk with the endocannabinoid system (e.g., PPAR-α) may provide a valuable biomarker axis with a higher disorder-selectivity. This analysis includes both neurosteroids that are positive allosteric modulators of GABAA receptors (Pinna et al., ; Belelli and Lambert, ), such as allopregnanolone and pregnanolone and their sulfated forms that are inhibitors of NMDA-mediated tonic neurotransmission, which results in neuroprotection (Vyklicky et al., 2016).
The novel discovery that the endocannabinoid system regulates the biosynthesis of neurosteroids, including allopregnanolone has recently opened the field for assessing valuable PTSD biomarkers at the interface of these neuronal systems. In recent years, cannabinoid-based agents have become an integral part of drug discovery for PTSD treatment (Ruehle et al., ; Neumeister et al., ). The impact of the endocannabinoid system is under-scored by the density of receptors in glutamatergic neurons of emotion-relevant areas, including the the amygdaloid complex, the hippocampus and the frontal cortex (Katona, ). Synthetic cannabinoid receptor antagonists or knockouts enhance fear acquisition and impair fear extinction, a core feature of PTSD (Reich et al., ; Papini et al., ). In addition to the well assessed role of the endocannabinoid, anandamide (AEA) or 2-arachidonoyl-glycerol (2-AG) both in neuropsychiatric disorders and animal models of stress (Chhatwal et al., ; Umathe et al., ; Dubreucq et al., ), compelling evidence indicates stimulation of the intracellular endocannabinoid target, peroxisome-proliferator activated receptor (PPAR)-α by its endogenous neuromodulator, N-palmitoylethanolamine (PEA) engages the biosynthesis of neurosteroids to modulate emotional behavior (Locci and Pinna, ; Locci et al., ) (please see Figure 1 for a graphic representation).
Figure 1
This unforeseen behavioral and neurosteroidogenic function of PPAR-α, formally known to regulate pathophysiological functions, including inflammation and oxidative stress, opens the field for potential novel biomarkers for PTSD.
This article will discuss whether new discoveries in the field support a biomarker role for allopregnanolone biosynthesis and the endocannabinoid system for stress-induced disorders with focus on PTSD. The strategy of assessing a biomarker axis, which indicates the relation of various inter-related neurobiological deficits for one disorder (Figure 2), may help for diagnosis accuracy and for designing successful individualized treatments.
Figure 2

Biomarker axis at the interface of the endocannabinoid and neurosteroid systems. In animal models of PTSD, protracted stress results in the downregulation of allopregnanolone biosynthetic enzymes (e.g., 5α-reductase type I, 5α-RI) and allopregnanolone concentrations in corticolimbic glutamatergic neurons of the frontal cortex, hippocampus, and basolateral amygdala. This allopregnanolone decrease correlates with behavioral dysfunction, such as increased aggression, enhanced contextual fear responses and anxiety-like behavior (Pinna et al.,
Neurosteroid action at GABAA and NMDA receptors
Sulfated or unconjugated neuroactive steroids modulate ionotropic amino acid neurotransmitter receptors, including GABAA and NMDA receptors. The GABAA receptor offers two binding residues that express affinity for allopregnanolone and unconjugated congeners (e.g., pregnanolone) that act as potent positive allosteric modulators of the action of GABA at GABAA receptors. One is located at the interface of the α/β subunits, and the other is within the cavity of α subunits (Hosie et al.,
The neurosteroid and endocannabinoid crosstalk
Intriguingly, studies conducted in cell cultures, brainstem and spinal cord showed the endocannabinoid, PEA binding at the ligand-activated nuclear receptor, PPAR-α stimulates allopregnanolone biosynthesis and potentiates pentobarbital-induced sedation (Sasso et al.,
Biomarkers and treatment options for PTSD at the interface of the endocannabinoid and neurosteroid axis
Psychiatric disorders, such as PTSD, are not currently amenable to objective neurobiological determinations as is routine practice in the diagnosis and treatment of other medical conditions. This is most likely due to the general complexity and multifactorial origins of these disorders and the difficulty to establish a consistent bio-signature. While no biomarkers for PTSD have to date been firmly assessed with diagnostic validity, a consistent progress in the field has been done. Biomarker candidates for PTSD have been proposed but often they share overlaps with other psychiatric disorders with similar symptoms and that are currently treated with same drugs. Indeed, the first-choice pharmacological treatments for PTSD, the SSRIs, act through multiple molecular mechanisms other than by inhibiting serotonin reuptake. These mechanisms include the stimulation of neurosteroid and endocannabinoid biosynthesis and neurotrophic factors, such as BDNF, which are found deficient in PTSD. Increasing allopregnanolone levels is also associated with increased BDNF expression (Nin et al.,
Hence, biomarkers that instruct which treatment would be most effective for a patient is expected to considerably reduce non-responders and non-completers rate. Discovering new targets and agents to stimulate allopregnanolone biosynthesis is pivotal in this process. While more research is required to elucidate the interaction between the endocannabinoid system and allopregnanolone biosynthesis and specifically, following activation of PPAR-α, undoubtedly their cross-talk offers a unique opportunity to assess a biomarker axis that encompasses these two systems (Figure 2). A better assessment can be done following clarification of how stress affects PPAR-α expression and function. The concentrations of its main endogenous modulators, PEA, OEA, and SEA, which were found decreased in hair of PTSD patients, should be confirmed systemically in serum and CSF of patients. Preclinical studies should also verify whether their biosynthesis is altered in brain of rodent models of stress-induced behavioral deficits. Furthermore, methods development to simultaneously determine both endocannabinoid (AEA), cannabinoid-like (PEA) and neurosteroid (allopregnanolone) concentrations in same samples will consistently enhance the understanding on how the two systems are coordinated in neuropsychiatric disorders.
Both endocannabinoids and neurosteroids can be measured by GC-MS, however, presently there is no method that can determine them simultaneously in the same samples. Our laboratory established GC-MS methods to determine neurosteroids and their sulfates in human and rodent samples and we are currently developing new methods to include the quantification of endocannabinoids with demonstrated involvement in the pathophysiology of PTSD. Hence, these studies will clarify whether allopregnanolone levels down-regulation is causally linked to a PPAR-α expression down-regulation and/or endocannabinoid concentrations. The goal is to provide a reliable bio-signature that may uniquely define neurobiological alteration in PTSD and shows diagnostic validity.
While many aspects that relate to the endocannabinoid and neurosteroid cross-talk remain presently obscure, our current findings highlight the potential for: (i) assessing novel biomarkers to predict, diagnose, and treat PTSD at the interface of the PPAR-α-allopregnanolone axis; and (ii) repurposing FDA-approved PPAR-α agonists for the treatment of PTSD after positive clinical trials. Very few drugs are direct agonists of PPAR-α, and none have been tested for their potential effects in fear responses. However, one class of drugs, the fibrates are fibric acid derivatives that are prescribed to lower plasma lipids and triglyceride levels and are synthetic PPAR-α agonists that may be exploited in rodent models of PTSD to improve behavioral deficits.
Conclusions
Progress in assessing biomarkers to predict PTSD and its treatment response will guide the future of novel PTSD medications that may be designed to improve neurotransmission (GABA, NMDA), and neuroendocrinologic (allopregnanolone biosynthesis) and anti-inflammatory (PPAR-α) responses. Research supports precision medicine for PTSD designed to stimulate neurosteroidogenesis after assessing in subpopulations of PTSD patients a downregulation of allopregnanolone biosynthesis. This can be achieved by acting at neurosteroidogenic targets or by mimicking allopregnanolone's function (e.g., analogs). Several neuronal targets to enhance steroidogenesis have recently been discovered and these include the endocannabinoid target PPAR-α. The crosstalk between the endocannabinoid system and the biosynthesis of neurosteroids, involving their targeted receptors or the biosynthetic enzymes promises to provide unique bio-signatures for stress-induced disorders.
Collectively, advances in the field suggest biomarker-based diagnosis and treatments for PTSD that encompass the neurosteroid and endocannabinoid systems may not be a far reach and these may provide a pivotal complement to the current practice of assessing the disorder based on self-reported symptoms and psychiatrist assessments.
Statements
Author contributions
The author confirms being the sole contributor of this work and approved it for publication.
Acknowledgments
The Author wishes to thank Mr. Dario Aspesi for graphic design. This study was supported by the United States Department of Defense Grant W81XWH-15-1-0521 and Veteran Affairs Grant VA241-15-D-0041 (to GP).
Conflict of interest
The author declares that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
References
1
AdamczykP.GołdaA.McCrearyA. C.FilipM.PrzegalinskiE. (2008). Activation of endocannabinoid transmission induces antidepressant-like effects in rats. J. Physiol. Pharmacol. 59, 217–228.
2
Agis-BalboaR. C.GuidottiA.PinnaG. (2014). Allopregnanolone biosynthesis is downregulated in the prefrontal cortex/Brodmann's area 9 (BA9) of depressed patients. Psychopharmacology231, 3569–3580. 10.1007/s00213-014-3567-5
3
Agís-BalboaR. C.PinnaG.ZhubiA.MalokuE.VeldicM.CostaE. (2006). Characterization of brain neurons that express enzymes mediating neurosteroid biosynthesis. Proc. Natl. Acad. Sci. U.S.A.103, 14602–14607. 10.1073/pnas.0606544103
4
Agís-BalboaR. C.PinnaG.PibiriF.KadriuB.CostaE.GuidottiA. (2007). Down-regulation of neurosteroid biosynthesis in corticolimbic circuits mediates social isolation-induced behavior in mice. Proc. Natl. Acad. Sci. U.S.A.104, 18736–18741. 10.1073/pnas.0709419104
5
AltomareG.CapellaG. L. (2002). Depression circumstantially related to the administration of finasteride for androgenetic alopecia. J. Dermatol. 29, 665–669. 10.1111/j.1346-8138.2002.tb00200.x
6
BelelliD.LambertJ. J. (2005). Neurosteroids: endogenous regulators of the GABA(A) receptor. Nat. Rev. Neurosci. 6, 565–575. 10.1038/nrn1703
7
BernardyN. C.FriedmanM. J. (2017). Pharmacological management of posttraumatic stress disorders. Curr. Opin. Psychol. 14, 116–121. 10.1016/j.copsyc.2017.01.003
8
BorovskaJ.VyklickyV.StastnaE.KaprasV.SlavikovaB.HorakM.et al. (2012). Access of inhibitory neurosteroids to the NMDA receptor. Br. J. Pharmacol.166, 1069–1083. 10.1111/j.1476-5381.2011.01816.x
9
BrewinC. R.CloitreM.HylandP.ShevlinM.MaerckerA.BryantR. A. (2017). A review of current evidence regarding the ICD-11 proposals for diagnosing PTSD and complex PTSD. Clin. Psychol. Rev. 58, 1–15. 10.1016/j.cpr.2017.09.001
10
BrownN.KerbyJ.BonnertT. P.WhitingP. J.WaffordK. A. (2002). Pharmacological characterization of a novel cell line expressing human alpha(4)beta(3)delta GABA(A) receptors. Br. J. Pharmacol.136, 965–974. 10.1038/sj.bjp.0704795
11
CarusoD. (2015). Patients treated for male pattern hair with finasteride show, after discontinuation of the drug, altered levels of neuroactive steroids in cerebrospinal fluid and plasma. J. Steroid Biochem. Mol. Biol. 146, 74–79. 10.1016/j.jsbmb.2014.03.012
12
ChhatwalJ. P.DavisM.MaguschakK. A.ResslerK. J. (2005). Enhancing cannabinoid neurotransmission augments the extinction of conditioned fear. Neuropsychopharmacology30, 516–524. 10.1038/sj.npp.1300655
13
D'AgostinoG. (2007). Acute intracerebroventricular administration of palmitoylethanolamide, an endogenous peroxisome proliferator-activated receptor-alpha agonist, modulates carrageenan-induced paw edema in mice. J. Pharmacol. Exp. Ther. 322, 1137–1143. 10.1124/jpet.107.123265
14
D'AgostinoG.La RanaG.RussoR.SassoO.IaconoA.EspositoE.et al. (2009). Central administration of palmitoylethanolamide reduces hyperalgesia in mice via inhibition of NF-κB nuclear signalling in dorsal root ganglia. Eur. J. Pharmacol.613, 54–59. 10.1016/j.ejphar.2009.04.022
15
DichtelL. E.LawsonE. A.SchorrM.MeenaghanE.PaskalM. L.EddyK. T.et al. (2018). Neuroactive steroids and affective symptoms in women across the weight spectrum. Neuropsychopharmacology. 10.1038/npp.2017.269
16
DlugosA. (2012). Acute stress increases circulating anandamide and other N-acylethanolamines in healthy humans. Neuropsychopharmacology37, 2416–2427. 10.1038/npp.2012.100
17
DubreucqS.MatiasI.CardinalP.HäringM.LutzB.MarsicanoG.et al. (2012). Genetic dissection of the role of cannabinoid type-1 receptors in the emotional consequences of repeated social stress in mice. Neuropsychopharmacology37, 1885–1900. 10.1038/npp.2012.36
18
FernandesB. S.WilliamsL. M.SteinerJ.LeboyerM.CarvalhoA. F.BerkM. (2017). The new field of 'precision psychiatry'. BMC Med. 15:80. 10.1186/s12916-017-0849-x
19
FranklinC. L.RainesA. M.CuccurulloL. J.ChamblissJ. L.MaieritschK. P.TompkinsA. M. (2017). 27 ways to meet PTSD: using the PTSD-checklist for DSM-5 to examine PTSD core criteria. Psychiatry Res. 261, 504–507. 10.1016/j.psychres.2018.01.021
20
FryeC. A.KoonceC. J.WalfA. A. (2014). Involvement of pregnane xenobiotic receptor in mating-induced allopregnanolone formation in the midbrain and hippocampus and brain-derived neurotrophic factor in the hippocampus among female rats. Psychopharmacology (Berl). 231, 3375–3390. 10.1007/s00213-014-3569-3
21
GeuzeE.van BerckelB. N.LammertsmaA. A.BoellaardR.de KloetC. S.VermettenE. (2008). Reduced GABA-A benzodiazepine receptor binding in veterans with post-traumatic stress disorder. Mol. Psychiatry13, 74–83. 10.1038/sj.mp.4002054
22
Ghazizadeh-HashemiM. (2018). Palmitoylethanolamide as adjunctive therapy in major depressive disorder: a double-blind, randomized and placebo-controlled trial. J. Affect. Disord. 232, 127–133. 10.1016/j.jad.2018.02.057
23
GoldenR. N.NemeroffC. B.McSorleyP.PittsC. D.DubéE. M. (2002). Efficacy and tolerability of controlled-release and immediate-release paroxetine in the treatment of depression. J. Clin. Psychiatry63, 577–584. 10.4088/JCP.v63n0707
24
GuidottiA.DongE.MatsumotoK.PinnaG.RasmussonA. M.CostaE. (2001). The socially-isolated mouse: a model to study the putative role of allopregnanolone and 5alpha-dihydroprogesterone in psychiatric disorders. Brain Res. Brain Res. Rev. 37, 110–115. 10.1016/S0165-0173(01)00129-1
25
HäringM.GuggenhuberS.LutzB. (2012). Neuronal populations mediating the effects of endocannabinoids on stress and emotionality. Neuroscience1, 145–158. 10.1016/j.neuroscience.2011.12.035
26
HeymanE. (2012). Intense exercise increases circulating endocannabinoid and BDNF levels in humans-possible implications for reward and depression. Psychoneuroendocrinology37, 844–851. 10.1016/j.psyneuen.2011.09.017
27
HillM. N.HillardC. J.BambicoF. R.PatelS.GorzalkaB. B.GobbiG. (2009b). The therapeutic potential of the endocannabinoid system for the development of a novel class of antidepressants. Trends Pharmacol. Sci. 30, 484–493. 10.1016/j.tips.2009.06.006
28
HillM. N.MillerG. E.CarrierE. J.GorzalkaB. B.HillardC. J. (2009a). Circulating endocannabinoids and N-acyl ethanolamines are differentially regulated in major depression and following exposure to social stress. Psychoneuroendocrinology34, 1257–1262. 10.1016/j.psyneuen.2009.03.013
29
HillM. N.PatelS. (2013). Translational evidence for the involvement of the endocannabinoid system in stress-related psychiatric illnesses. Biol. Mood Anxiety Disord. 3:19. 10.1186/2045-5380-3-19
30
HolmanE. A.GuijarroA.LimJ.PiomelliD. (2014). Effects of acute stress on cardiac endocannabinoids, lipogenesis, and inflammation in rats. Psychosom. Med. 76, 20–28. 10.1097/PSY.0000000000000025
31
HosieA. M.WilkinsM. E.da SilvaH. M.SmartT. G. (2006). Endogenous neurosteroids regulate GABAA receptors through two discrete transmembrane sites. Nature444, 486–489. 10.1038/nature05324
32
JacobW.MarschR.MarsicanoG.LutzB.WotjakC. T. (2012). Cannabinoid CB1 receptor deficiency increases contextual fear memory under highly aversive conditions and long-term potentiation in vivo. Neurobiol. Learn. Mem.98, 47–55. 10.1016/j.nlm.2012.04.008
33
KamprathK.MarsicanoG.TangJ.MonoryK.BisognoT.Di MarzoV.et al. (2006). Cannabinoid CB1 receptor mediates fear extinction via habituation-like processes. J. Neurosci.26, 6677–6686. 10.1523/JNEUROSCI.0153-06.2006
34
KanesS.ColquhounH.Gunduz-BruceH.RainesS.ArnoldR.SchacterleA. (2017). Brexanolone (SAGE-547 injection) in post-partum depression: a randomized controlled trial. Lancet390, 480–489. 10.1016/S0140-6736(17)31264-3
35
KatonaI. (2009) Endocannabinoid receptors: CNS localization of the CB1 cannabinoid receptor. Curr. Top Behav. Neurosci.1, 65–86. 10.1007/978-3-540-88955-7_3
36
KempA. H.GordonE.RushA. J.WilliamsL. M. (2008). Improving the prediction of treatment response in depression: integration of clinical, cognitive, psychophysiological, neuroimaging, and genetic measures. CNS Spectr.13, 1066–1086. 10.1017/S1092852900017120
37
Lo VermeJ.FuJ.AstaritaG.La RanaG.RussoR.CalignanoA.et al. (2005). The nuclear receptor peroxisome proliferator-activated receptor-alpha mediates the anti-inflammatory actions of palmitoylethanolamide. Mol. Pharmacol. 67, 15–19. 10.1124/mol.104.006353
38
LocciA.PinnaG. (2017a). Neurosteroid biosynthesis down-regulation and changes in GABAA receptor subunit composition: a biomarker axis in stress-induced cognitive and emotional impairment. Br. J. Pharmacol. 174, 3226–3241. 10.1111/bph.13843
39
LocciA.PinnaG. (2017b). Stimulation of the endocannabinoid system by PEA engages neurosteroid biosynthesis to improve anxiety and fear in a PTSD mouse model. 165.19, in 47th Annual Meeting Society for Neuroscience (Washington, DC).
40
LocciA.GeoffroyP.MieschM.Mensah-NyaganA.-G.PinnaG. (2017). Social isolation in early versus late adolescent mice is associated with persistent behavioral deficits that can be improved by neurosteroid-based treatment. Front. Cell Neurosci.11:208. 10.3389/fncel.2017.00208
41
LocciA.KhanF.KhanM. A.PinnaG. (2018). Neurosteroid-based biomarkers and therapeutic approaches to facilitate resilience after trauma, in Facilitating Fear After Trauma: A Translational Approach, eds PinnaG.IzumiT. (New York, NY: Nova Biomedical Publication).
42
LovickT. (2013). SSRIs and the female brain–potential for utilizing steroid-stimulating properties to treat menstrual cycle-linked dysphorias. J. Psychopharmacol. 27, 1180–1185. 10.1177/0269881113490327
43
MalayevA.GibbsT. T.FarbD. H. (2002). Inhibition of the NMDA response by pregnenolone sulphate reveals subtype selective modulation of NMDA receptors by sulphated steroids. Br. J. Pharmacol.135, 901–909. 10.1038/sj.bjp.0704543
44
MarsicanoG.WotjakC. T.AzadS. C.BisognoT.RammesG.CascioM. G.et al. (2002). The endogenous cannabinoid system controls extinction of aversive memories. Nature418, 530–534. 10.1038/nature00839
45
MelisM.CartaG.PistisM.BanniS. (2013). Physiological role of peroxisome proliferator-activated receptors type alpha on dopamine systems. CNS Neurol Disord Drug Targets. 12, 70–77. 10.2174/1871527311312010012
46
MorenoS.Farioli-VecchioliS.CerùM. P. (2004). Immunolocalization of peroxisome proliferator-activated receptors and retinoid X receptors in the adult rat CNS. Neuroscience123, 131–145. 10.1016/j.neuroscience.2003.08.064
47
NemeroffC. B. (2008). Understanding the pathophysiology of postpartum depression: implications for the development of novel treatments. Neuron59, 185–186. 10.1016/j.neuron.2008.07.015
48
NeumeisterA. (2013). The endocannabinoid system provides an avenue for evidence-based treatment development for PTSD DepressAnxiety. 30, 93–96. 10.1002/da.22031
49
NeumeisterA.SeidelJ.RagenB. J.PietrzakR. H. (2014). Translational evidence for a role of endocannabinoids in the etiology and treatment of posttraumatic stress disorder. Psychoneuroendocrinology51, 577–584. 10.1016/j.psyneuen.2014.10.012
50
Ngounou WetieA. G.SokolowskaI.WormwoodK.BeglingerK.MichelT. M.ThomeJ.et al. (2013). Mass spectrometry for the detection of potential psychiatric biomarkers. J. Mol. Psychiatry1:8. 10.1186/2049-9256-1-8
51
NinM. S.MartinezL. A.ThomasR.NelsonM.PinnaG. (2011b). Allopregnanolone and S-norfluoxetine decrease anxiety-like behavior in a mouse model of anxiety/depression. Trabajos del Instituto Cajal83, 215–216.
52
NinM. S.MartinezL. A.PibiriF.NelsonM.PinnaG. (2011a). Neurosteroids reduce social isolation-induced behavioral deficits: a proposed link with neurosteroid-mediated upregulation of BDNF expression. Front. Endocrin. 2:73. 10.3389/fendo.2011.00073
53
NusserZ.ModyI. (2002). Selective modulation of tonic and phasic inhibitions in dentate gyrus granule cells. J. Neurophysiol.87, 2624–2628. 10.1152/jn.2002.87.5.2624
54
O'SullivanS. E. (2007). Cannabinoids go nuclear: evidence for activation of peroxisome proliferator-activated receptors. Br. J. Pharmacol.152, 576–582. 10.1038/sj.bjp.0707423
55
PapiniS.SullivanG. M.HienD. A.ShvilE.NeriaY. (2015). Toward a translational approach to targeting the endocannabinoid system in posttraumatic stress disorder: a critical review of preclinical research. Biol. Psychol.104, 8–18. 10.1016/j.biopsycho.2014.10.010
56
Park-ChungM.MalayevA.PurdyR. H.GibbsT. T.FarbD. H. (1999). Sulfated and unsulfated steroids modulate gamma-aminobutyric acidA receptor function through distinct sites. Brain Res. 830, 72–87. 10.1016/S0006-8993(99)01381-5
57
PatelS.CarrierE. J.HoW. S.RademacherD. J.CunninghamS.ReddyD. S.et al. (2005). The postmortal accumulation of brain N-arachidonylethanolamine (anandamide) is dependent upon fatty acid amide hydrolase activity. J. Lipid Res. 46, 342–349. 10.1194/jlr.M400377-JLR200
58
PetrosinoS.Di MarzoV. (2017). The pharmacology of palmitoylethanolamide and first data on the therapeutic efficacy of some of its new formulations. Br. J. Pharmacol. 174, 1349–1365. 10.1111/bph.13580
59
PibiriF.NelsonM.GuidottiA.CostaE.PinnaG. (2008). Decreased corticolimbic allopregnanolone expression during social isolation enhances contextual fear: a model relevant for posttraumatic stress disorder. Proc. Natl. Acad. Sci. U.S.A.105, 5567–5572. 10.1073/pnas.0801853105
60
PinelesS. L.NillniY. I.PinnaG.IrvineJ.WebbA.HallA.et al. (2018). PTSD in women is associated with a block in conversion of progesterone to the GABAergic neurosteroids allopregnanolone and pregnanolone: confirmed in plasma. Psychoneuroendocrinology93, 133–141. 10.1016/j.psyneuen.2018.04.024
61
PinnaG. (2013). Targeting neurosteroidogenesis as therapy for PTSD. Front. Pharmacol. 4:166. 10.3389/fphar.2013.00166
62
PinnaG. (2015). The Neurosteroidogenic Action of Fluoxetine Unveils the Mechanism for the Anxiolytic Property of SSRIs, in Fluoxetine: Pharmacology, Mechanisms of Action and Potential Side Effects, Pharmacology - Research, Safety Testing and Regulation Series, ed PinnaG. (New York, NY: Nova Biomedical Publication).
63
PinnaG.Agis-BalboaR. C.PibiriF.NelsonM.GuidottiA.CostaE. (2008). Neurosteroid biosynthesis regulates sexually dimorphic fear and aggressive behavior in mice. Neurochem. Res. 33, 1990–2007. 10.1007/s11064-008-9718-5
64
PinnaG.Agis-BalboaR. C.ZhubiA.MatsumotoK.GraysonD. R.CostaE.et al. (2006). Imidazenil and diazepam increase locomotor activity in mice exposed to protracted social isolation. Proc. Natl. Acad. Sci. U.S.A. 103, 4275–4280. 10.1073/pnas.0600329103
65
PinnaG.IzumiT. (2018). Biomarkers for resilience after trauma: a translational approach, in Preface Facilitating Fear After Trauma: A Translational Approach, eds PinnaG.IzumiT. (New York, NY: Nova Biomedical Publication).
66
PinnaG.RasmussonA. (2014). Ganaxolone improves behavioral deficits in a mouse model of post-traumatic stress disorder. Front. Cell. Neurosci. 8:256. 10.3389/fncel.2014.00256
67
PinnaG.RasmussonA. M. (2012). Upregulation of neurosteroid biosynthesis as a pharmacological strategy to improve behavioral deficits in a putative mouse model of PTSD. J. Neuroendocrinol. 24, 102–116. 10.1111/j.1365-2826.2011.02234.x
68
PinnaG.DongE.MatsumotoK.CostaE.GuidottiA. (2003). In socially isolated mice, the reversal of brain allopregnanolone down-regulation mediates the anti-aggressive action of fluoxetine. Proc. Natl. Acad. Sci. U.S.A.100, 2035–2040. 10.1073/pnas.0337642100
69
PinnaG.UzunovaV.MatsumotoK.PuiaG.MienvilleJ. M.CostaE.et al. (2000). Brain allopregnanolone regulates the potency of the GABA(A) receptor agonist muscimol. Neuropharmacology39, 440–448. 10.1016/S0028-3908(99)00149-5
70
PistisM.MelisM. (2010). From surface to nuclear receptors: the endocannabinoid family extends its assets. Curr. Med. Chem. 17, 1450–1467. 10.2174/092986710790980014
71
QiuZ. K.ZhangG. H.HeJ. L.MaJ. C.ZengJ.ShenD.et al. (2015). Free and Easy Wanderer Plus (FEWP) improves behavioral deficits in an animal model of post-traumatic stress disorder by stimulating allopregnanolone biosynthesis. Neurosci. Lett. 602, 162–166. 10.1016/j.neulet.2015.06.055
72
RasmussonA. M.KingM.GregorK.Scioli-SalterE.PinelesS.ValovskiI.et al. (2016). Sex differences in the enzyme site at which GABAergic neuroactive steroid synthesis is blocked in PTSD: implications for targeting of PTSD therapeutics, in Symposium: Sex Specificity in Posttraumatic Stress Disorder: From Biological Mechanisms to Treatment Response, eds ChairF. K.DiscussantJ. T. (Dallas, TX: 32nd Annual Meeting, International Society for Traumatic Stress Studies).
73
RasmussonA. M.KingM.GregorK.Scioli-SalterE.PinelesS.ValovskiI.et al. (2018). GABAergic neurosteroids in cerebrospinal fluid are negatively associated with PTSD severity in men. Biol. Psychiatry83, S15–S16. 10.1016/j.biopsych.2018.02.055
74
RasmussonA. M.MarxC. E.PinelesS. L.LocciA.Scioli-SalterE. R.NillniY. I.et al. (2017). Neuroactive steroids and PTSD treatment. Neurosci. Lett. 649, 156–163. 10.1016/j.neulet.2017.01.054
75
RasmussonA. M.PinnaG.PaliwalP.WeismanD.GottschalkC.CharneyD.et al. (2006). Decreased cerebrospinal fluid allopregnanolone levels in women with posttraumatic stress disorder. Biol. Psychiatry60, 704–713. 10.1016/j.biopsych.2006.03.026
76
RasoG. M.EspositoE.VitielloS.IaconoA.SantoroA.D'AgostinoG.et al. (2011). Palmitoylethanolamide stimulation induces allopregnanolone synthesis in C6 Cells and primary astrocytes: involvement of peroxisome-proliferator activated receptor-α. J. Neuroendocrinol.23, 591–600. 10.1111/j.1365-2826.2011.02152.x
77
ReichC. G.MohammadiM. H.AlgerB. E. (2008). Endocannabinoid modulation of fear responses: learning and state-dependent performance effects. J. Psychopharmacol. 22, 769–777. 10.1177/0269881107083999
78
RiebeC. J.WotjakC. T. (2011). Endocannabinoids and stress. Stress14, 384–397. 10.3109/10253890.2011.586753
79
RomeoE.StröhleA.SpallettaG.di MicheleF.HermannB.HolsboerF.et al. (1998). Effects of antidepressant treatment on neuroactive steroids in major depression. Am. J. Psychiatry155, 910–913. 10.1176/ajp.155.7.910
80
RuehleS.ReyA. A.RemmerF.LutzB. (2012). The endocannabinoid system in anxiety, fear memory and habituation. J. Psychopharmacol. 26, 23–39. 10.1177/0269881111408958
81
RushA. J.BernsteinI. H.TrivediM. H.CarmodyT. J.WisniewskiS.MundtJ. C.et al. (2006). An evaluation of the quick inventory of depressive symptomatology and the hamilton rating scale for depression: a sequenced treatment alternatives to relieve depression trial report. Biol. Psychiatry59, 493–501. 10.1016/j.biopsych.2005.08.022
82
SassoO.La RanaG.VitielloS.RussoR.D'AgostinoG.IaconoA.et al. (2010). Palmitoylethanolamide modulates pentobarbital-evoked hypnotic effect in mice: involvement of allopregnanolone biosynthesis. Eur. Neuropsychopharmacol. 20, 195–206. 10.1016/j.euroneuro.2009.09.003
83
SassoO.RussoR.VitielloS.RasoG. M.D'AgostinoG.IaconoA.et al. (2012). Implication of allopregnanolone in the antinociceptive effect of N-palmitoylethanolamide in acute or persistent pain. Pain153, 33–41. 10.1016/j.pain.2011.08.010
84
SchüleC.NothdurfterC.RupprechtR. (2014). The role of allopregnanolone in depression and anxiety. Prog. Neurobiol. 113, 79–87. 10.1016/j.pneurobio.2013.09.003
85
ShinL. M.RauchS. L.PitmanR. K. (2006). Amygdala, medial prefrontal cortex, and hippocampal function in PTSD. Ann. N.Y. Acad. Sci. 1071, 67–79. 10.1196/annals.1364.007
86
ShuH. J.BracamontesJ.TaylorA.WuK.EatonM. M.AkkG.et al. (2012). Characteristics of concatemeric GABA(A) receptors containing α4/δ subunits expressed in Xenopus oocytes. Br. J. Pharmacol.165, 2228–2243. 10.1111/j.1476-5381.2011.01690.x
87
SmithC. C.GibbsT. T.FarbD. H. (2014). Pregnenolone sulfate as a modulator of synaptic plasticity. Psychopharmacology (Berl)231, 3537–3556. 10.1007/s00213-014-3643-x
88
StellB. M.BrickleyS. G.TangC. Y.FarrantM.ModyI. (2003). Neuroactive steroids reduce neuronal excitability by selectively enhancing tonic inhibition mediated by delta subunit-containing GABAA receptors. Proc. Natl. Acad. Sci. U.S.A.100, 14439–14444. 10.1073/pnas.2435457100
89
ThiemannG.van der SteltM.PetrosinoS.MollemanA.Di MarzoV.HasenöhrlR. U. (2008). The role of the CB1 cannabinoid receptor and its endogenous ligands, anandamide and 2-arachidonoylglycerol, in amphetamine-induced behavioural sensitization. Behav. Brain Res.187, 289–296. 10.1016/j.bbr.2007.09.022
90
TrivisanoM.LucchiC.RustichelliC.TerraccianoA.CusmaiR.UbertiniG. M.et al. (2017). Reduced steroidogenesis in patients with PCDH19-female limited epilepsy. Epilepsia58, e91–e95. 10.1111/epi.13772
91
UmatheS. N.MannaS. S.JainN. S. (2011). Involvment of endocannabinoids in antidepressant and anti-compulsive effect of fluoxetine in mice. Behav. Brain. Res. 223, 125–134. 10.1016/j.bbr.2011.04.031
92
UzunovD. P.CooperT. B.CostaE.GuidottiA. (1996). Fluoxetine-elicited changes in brain neurosteroid content measured by negative ion mass fragmentography. Proc. Natl. Acad. Sci. U.S.A.93, 12599–12604. 10.1073/pnas.93.22.12599
93
UzunovaV.ShelineY.DavisJ. M.RasmussonA.UzunovD. P.CostaE.et al. (1998). Increase in the cerebrospinal fluid content of neurosteroids in patients with unipolar major depression who are receiving fluoxetine or fluvoxamine. Proc. Natl. Acad. Sci. U.S.A.95, 3239–3244. 10.1073/pnas.95.6.3239
94
van BroekhovenF.VerkesR. J. (2003). Neurosteroids in depression: a review. Psychopharmacology165, 97–110. 10.1007/s00213-002-1257-1
95
ViverosM. P.MarcoE. M.FileS. E. (2005). Endocannabinoid system and stress and anxiety responses. Pharmacol. Biochem. Behav.81, 331–342. 10.1016/j.pbb.2005.01.029
96
VyklickyV.SmejkalovaT.KrausovaB.BalikA.KorinekM.BorovskaJ.et al. (2016). Preferential Inhibition of tonically over phasically activated NMDA receptors by pregnane derivatives. J. Neurosci. 36, 2161–2175. 10.1523/JNEUROSCI.3181-15.2016
97
WelkB.McArthurE.OrdonM.AndersonK. K.HaywardJ.DixonS. (2017). Association of suicidality and expression with 5α-reductase inhibitors. JAMA Int. Med. 177, 683–691. 10.1001/jamainternmed.2017.0089
98
WilkerS.PfeifferA.ElbertT.OvugaE.KarabatsiakisA.KrumbholzA.et al. (2016). Endocannabinoid concentrations in hair are associated with PTSD symptom severity. Psychoneuroendocrinology67, 198–206. 10.1016/j.psyneuen.2016.02.010
99
WohlfarthK. M.BianchiM. T.MacdonaldR. L. (2002). Enhanced neurosteroid potentiation of ternary GABA(A) receptors containing the delta subunit. J. Neurosci.22, 1541–1549. 10.1523/JNEUROSCI.22-05-01541.2002
100
ZorumskiC. F.PaulS. M.IzumiY.CoveyD. F.MennerickS. (2013). Neurosteroids, stress and depression: potential therapeutic opportunities. Neurosci. Biobehav. Rev. 37, 109–122. 10.1016/j.neubiorev.2012.10.005
Summary
Keywords
allopregnanolone, biomarkers, N-palmitoylethanolamine, PPAR-α, endocannabinoids, 5α-reductase, contextual fear responses, PTSD
Citation
Pinna G (2018) Biomarkers for PTSD at the Interface of the Endocannabinoid and Neurosteroid Axis. Front. Neurosci. 12:482. doi: 10.3389/fnins.2018.00482
Received
28 April 2018
Accepted
26 June 2018
Published
06 August 2018
Volume
12 - 2018
Edited by
Vance Trudeau, University of Ottawa, Canada
Reviewed by
Roberto Frau, University of Cagliari, Italy; Christine A. Rabinak, Wayne State University, United States
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© 2018 Pinna.
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*Correspondence: Graziano Pinna gpinna@uic.edu; graziano_pinna@yahoo.com
This article was submitted to Neuroendocrine Science, a section of the journal Frontiers in Neuroscience
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