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Contreras SA, Schleimer JH, Gulledge AT, Schreiber S. Activity-mediated accumulation of potassium induces a switch in firing pattern and neuronal excitability type. PLoS Comput Biol 2021; 17:e1008510. [PMID: 34043638 PMCID: PMC8205125 DOI: 10.1371/journal.pcbi.1008510] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2020] [Revised: 06/15/2021] [Accepted: 04/16/2021] [Indexed: 01/30/2023] Open
Abstract
During normal neuronal activity, ionic concentration gradients across a neuron’s membrane are often assumed to be stable. Prolonged spiking activity, however, can reduce transmembrane gradients and affect voltage dynamics. Based on mathematical modeling, we investigated the impact of neuronal activity on ionic concentrations and, consequently, the dynamics of action potential generation. We find that intense spiking activity on the order of a second suffices to induce changes in ionic reversal potentials and to consistently induce a switch from a regular to an intermittent firing mode. This transition is caused by a qualitative alteration in the system’s voltage dynamics, mathematically corresponding to a co-dimension-two bifurcation from a saddle-node on invariant cycle (SNIC) to a homoclinic orbit bifurcation (HOM). Our electrophysiological recordings in mouse cortical pyramidal neurons confirm the changes in action potential dynamics predicted by the models: (i) activity-dependent increases in intracellular sodium concentration directly reduce action potential amplitudes, an effect typically attributed solely to sodium channel inactivation; (ii) extracellular potassium accumulation switches action potential generation from tonic firing to intermittently interrupted output. Thus, individual neurons may respond very differently to the same input stimuli, depending on their recent patterns of activity and/or the current brain-state. Ionic concentrations in the brain are not constant. We show that during intense neuronal activity, they can change on the order of seconds and even switch neuronal spiking patterns under identical stimulation from a regular firing mode to an intermittently interrupted one. Triggered by an accumulation of extracellular potassium, such a transition is caused by a specific, qualitative change in of the neuronal voltage dynamics—a so-called bifurcation—which affects crucial features of action-potential generation and bears consequences for how information is encoded and how neurons behave together in the network. Also, changes in intracellular sodium can induce measurable effects, like a reduction of spike amplitude that occurs independently of the fast amplitude effects attributed to sodium channel inactivation. Taken together, our results demonstrate that a neuron can respond very differently to the same stimulus, depending on its previous activity or the current brain state. This finding may be particularly relevant when other regulatory mechanisms of ionic homeostasis are challenged, for example, during pathological states of glial impairment or oxygen deprivation. Finally, categorization of cortical neurons as intrinsically bursting or regular spiking may be biased by the ionic concentrations at the time of the observation, highlighting the non-static nature of neuronal dynamics.
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Affiliation(s)
- Susana Andrea Contreras
- Institute for Theoretical Biology, Humboldt-University of Berlin, Berlin, Germany
- Bernstein Center for Computational Neuroscience Berlin, Berlin, Germany
| | - Jan-Hendrik Schleimer
- Institute for Theoretical Biology, Humboldt-University of Berlin, Berlin, Germany
- Bernstein Center for Computational Neuroscience Berlin, Berlin, Germany
| | - Allan T. Gulledge
- Molecular and Systems Biology, Geisel School of Medicine at Dartmouth College, Hanover, New Hampshire, United States of America
| | - Susanne Schreiber
- Institute for Theoretical Biology, Humboldt-University of Berlin, Berlin, Germany
- Bernstein Center for Computational Neuroscience Berlin, Berlin, Germany
- * E-mail:
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Schleimer JH, Hesse J, Contreras SA, Schreiber S. Firing statistics in the bistable regime of neurons with homoclinic spike generation. Phys Rev E 2021; 103:012407. [PMID: 33601551 DOI: 10.1103/physreve.103.012407] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2019] [Accepted: 11/20/2020] [Indexed: 11/07/2022]
Abstract
Neuronal voltage dynamics of regularly firing neurons typically has one stable attractor: either a fixed point (like in the subthreshold regime) or a limit cycle that defines the tonic firing of action potentials (in the suprathreshold regime). In two of the three spike onset bifurcation sequences that are known to give rise to all-or-none type action potentials, however, the resting-state fixed point and limit cycle spiking can coexist in an intermediate regime, resulting in bistable dynamics. Here, noise can induce switches between the attractors, i.e., between rest and spiking, and thus increase the variability of the spike train compared to neurons with only one stable attractor. Qualitative features of the resulting spike statistics depend on the spike onset bifurcations. This paper focuses on the creation of the spiking limit cycle via the saddle-homoclinic orbit (HOM) bifurcation and derives interspike interval (ISI) densities for a conductance-based neuron model in the bistable regime. The ISI densities of bistable homoclinic neurons are found to be unimodal yet distinct from the inverse Gaussian distribution associated with the saddle-node-on-invariant-cycle bifurcation. It is demonstrated that for the HOM bifurcation the transition between rest and spiking is mainly determined along the downstroke of the action potential-a dynamical feature that is not captured by the commonly used reset neuron models. The deduced spike statistics can help to identify HOM dynamics in experimental data.
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Affiliation(s)
- Jan-Hendrik Schleimer
- Institute for Theoretical Biology, Humboldt-Universität zu Berlin, Philippstrasse 13, Haus 4, 10115 Berlin, Germany.,Bernstein Center for Computational Neuroscience, 10115 Berlin, Germany
| | - Janina Hesse
- Institute for Theoretical Biology, Humboldt-Universität zu Berlin, Philippstrasse 13, Haus 4, 10115 Berlin, Germany.,MSH Medical School Hamburg, Am Kaiserkai 1, 20457 Hamburg, Germany
| | - Susana Andrea Contreras
- Institute for Theoretical Biology, Humboldt-Universität zu Berlin, Philippstrasse 13, Haus 4, 10115 Berlin, Germany.,Bernstein Center for Computational Neuroscience, 10115 Berlin, Germany
| | - Susanne Schreiber
- Institute for Theoretical Biology, Humboldt-Universität zu Berlin, Philippstrasse 13, Haus 4, 10115 Berlin, Germany.,Bernstein Center for Computational Neuroscience, 10115 Berlin, Germany
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Baillargeon J, Contreras SA. Antipsychotic prescribing patterns in the Texas prison system. J Am Acad Psychiatry Law 2001; 29:48-53. [PMID: 11302386] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
Although prison inmates are reported to exhibit elevated rates of psychotic disorders, little is known about antipsychotic pharmacotherapy in correctional settings. Therefore, the purpose of this study is to describe antipsychotic prescribing patterns in one of the nation's largest prison systems. The study population consisted of 3,750 Texas Department of Criminal Justice (TDCJ) inmates diagnosed with schizophrenic disorders, nonschizophrenic psychotic disorders, or both. In 1998, among inmates diagnosed with schizophrenic disorders, 14.6 percent were prescribed atypical antipsychotic agents, and 85.4 percent were prescribed typical antipsychotic agents. Among inmates diagnosed with nonschizophrenic psychotic disorders, 89.3 percent were prescribed typical antipsychotic agents, while 10.7 percent were prescribed atypical antipsychotic agents. Black males and females were prescribed atypical antipsychotic agents less frequently than their counterparts. Understanding such prescribing patterns is integral to the efficient and cost-effective planning of correctional mental health care.
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Affiliation(s)
- J Baillargeon
- University of Texas Health Science Center, San Antonio 78284-7802, USA.
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Bowden CL, Schatzberg AF, Rosenbaum A, Contreras SA, Samson JA, Dessain E, Sayler M. Fluoxetine and desipramine in major depressive disorder. J Clin Psychopharmacol 1993; 13:305-11. [PMID: 8227488] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
The efficacy and safety of fluoxetine and desipramine were compared in a 6-week double-blind, parallel group study of patients with major depression. Twenty-five were studied while hospitalized for treatment, and 33 were studied as outpatients. Improvement on the Hamilton Rating Scale for Depression was significant for both treatments from week 1 through the end of the study and did not differ between the two treatments at any week. Overall, 64% of fluoxetine-treated patients and 68% of desipramine-treated patients had at least a 50% reduction in Hamilton Depression score. We assessed whether improvement relatively early in treatment was predictive of categorical response at 6 weeks. Among fluoxetine-treated patients, but not desipramine-treated patients, the week 3 change in the Hamilton Depression mood item was significantly predictive of the response at 6 weeks. Patients treated with fluoxetine had significantly fewer side effects than those treated with desipramine. Desipramine, but not fluoxetine, caused a persistent increase in heart rate. The results suggest that early signs of response to fluoxetine are not dependent on achieving steady-state levels of the drug.
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Affiliation(s)
- C L Bowden
- Department of Psychiatry, University of Texas Health Science Center, San Antonio 78284-7792
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Clopton JR, Weddige RL, Contreras SA, Fliszar GM, Arredondo R. Treatment outcome for substance misuse patients with personality disorder. Int J Addict 1993; 28:1147-53. [PMID: 8407033 DOI: 10.3109/10826089309056248] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
Treatment outcome was compared for three groups of patients in a chemical dependency unit--14 patients with personality disorder, 16 patients with traits of personality disorder, and 34 patients with no personality disorder. Patients with personality disorder were as likely as other patients to complete the 4-month aftercare program and to maintain abstinence while in the aftercare program.
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Affiliation(s)
- J R Clopton
- Texas Tech University Health Sciences Center, Lubbock 79415
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Maas JW, Contreras SA, Miller AL, Berman N, Bowden CL, Javors MA, Seleshi E, Weintraub SE. Studies of catecholamine metabolism in schizophrenia/psychosis--II. Neuropsychopharmacology 1993; 8:111-6. [PMID: 8471122 DOI: 10.1038/npp.1993.12] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
Acutely psychotic schizophrenic patients were maintained on debrisoquin (DBQ) throughout 5 weeks of treatment with haloperidol. Treatment with haloperidol caused initial increases in urinary homovanillic acid (HVA) output that returned toward baseline by the 5th week. During haloperidol treatment, plasma levels of HVA tended to decrease, concurrent with increased renal clearance of HVA. Plasma 3-methoxy-4-hydroxyphenylglycol (MHPG) levels and urinary MHPG output both decreased over the course of treatment. The differences in HVA and MHPG metabolism suggest differential effects of treatment on dopamine and norepinephrine systems. Neuroleptic treatment also abolished the marked morning decreases in plasma HVA concentrations (reported in part I).
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Affiliation(s)
- J W Maas
- Department of Psychiatry, University of Texas Health Science Center, San Antonio 78284-7792
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Maas JW, Contreras SA, Miller AL, Berman N, Bowden CL, Javors MA, Seleshi E, Weintraub S. Studies of catecholamine metabolism in schizophrenia/psychosis--I. Neuropsychopharmacology 1993; 8:97-109. [PMID: 8471132 DOI: 10.1038/npp.1993.11] [Citation(s) in RCA: 41] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
Acutely psychotic schizophrenic patients not taking antipsychotic medications and control subjects were studied before and during treatment with debrisoquin (DBQ), an inhibitor of monoamine oxidase, which does not penetrate into brain. Homovanillic acid (HVA) and 3-methoxy-4-hydroxyphenylglycol (MHPG) were measured in plasma, urine, and cerebrospinal fluid (CSF). Significant differences between patients and control subjects were more easily discerned during treatment with DBQ. In patients, HVA was increased in plasma but not in urine or CSF, although MHPG was increased in all three fluids. There were many significant correlations between plasma MHPG and HVA levels and clinical ratings of psychoticism. Plasma MHPG correlated positively with both the severity of positive and negative symptoms and plasma HVA correlated only with positive symptom severity. These data suggest that both dopamine and norepinephrine (NE) metabolism are disturbed in acutely psychotic schizophrenic patients; disturbed NE metabolism may relate to negative symptoms as well.
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Affiliation(s)
- J W Maas
- Department of Psychiatry, University of Texas Health Science Center, San Antonio 78284-7792
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Affiliation(s)
- S A Contreras
- Psychiatry Service, Audie L. Murphy Memorial Veteran's Hospital, San Antonio, TX 78284
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Abstract
Debrisoquin sulfate, a monoamine oxidase inhibitor that does not enter the brain, was administered to 23 schizophrenic subjects. Plasma, cerebrospinal fluid (CSF), and urine samples were obtained before and during debrisoquin administration and were assayed for their content of norepinephrine and dopamine metabolites, ie, 3-methoxy-4-hydroxyphenylglycol (MHPG), homovanillic acid (HVA), and dihydroxyphenylacetic acid. The severity of the patient's schizophrenic symptoms was also assessed with several types of rating scales. During debrisoquin administration there were significant reductions in plasma, urine, and CSF MHPG levels. Regression analyses suggested that the reduction in CSF MHPG level was probably due to the reduction in plasma MHPG level, which contributes to the CSF MHPG pool. Debrisoquin administration was not associated with changes in CSF HVA level, although it did produce marked reductions in plasma and urinary HVA and dihydroxyphenylacetic acid levels. Significant correlations between plasma and CSF concentrations of HVA were noted during, but not before, debrisoquin administration. Before debrisoquin administration there were trends toward positive relationships between symptom severity and plasma HVA concentrations, which became stronger and statistically significant during debrisoquin administration. These data suggest that debrisoquin may be used as a research tool to create a condition in which measures of HVA in peripheral body fluids reflect dopamine system function and metabolism within the central nervous system.
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Affiliation(s)
- J W Maas
- Department of Psychiatry, University of Texas Health Science Center, San Antonio 78284-7792
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Contreras SA, Maas JW, Seleshi E, Bowden CL. Increase in human urine homovanillic acid concentration after neuroleptic treatment is the same with or without debrisoquin administration. Arch Gen Psychiatry 1987; 44:1109-10. [PMID: 3689099 DOI: 10.1001/archpsyc.1987.01800240085015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
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Abstract
In 16 patients with chronic schizophrenia, cerebrospinal fluid (CSF) concentrations of homovanillic acid (HVA) showed a significant negative correlation with computed tomographic measures of brain third ventricle size. Clinical state during a drug-free period was also significantly correlated with CSF HVA level, but not with third ventricle size when the effect of CSF HVA was partialed out. The authors propose that these findings may reflect an atrophic process involving structures around the third ventricle and a decrease in dopaminergic activity.
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Abstract
Data from animal studies indicate neuroleptic drugs act via their properties as antagonists of CNS dopamine (DA) receptors and this finding has led to the suggestion that alterations in CNS DA neuronal function are associated with psychotic disorders. Clinical investigations of this hypothesis, however, have been hindered by the lack of the availability of a direct and relatively easily obtained index of CNS DA neuronal activity. The work reported here was aimed at the development of such an index. Using a double blind design, human male subjects were given either placebo or debrisoquin, which is a monoamine oxidase inhibitor which does not penetrate brain. On the baseline day (no debrisoquin) and after 6 and 13 days of drug administration blood samples were obtained. In addition, for some patients CSF specimens were obtained via lumbar puncture on the baseline day and after 13 days of drug administration. It was found that debrisoquin produced a highly significant decrease in plasma homovanillic acid (HVA) concentrations whereas the concentrations of HVA in CSF were unchanged. In addition, it was found that the correlation between CSF and plasma HVA prior to debrisoquin was non-significant (r = 0.39, p = N.S., N = 10) whereas after 13 days of debrisoquin treatment the correlation was highly significant (r = 0.95, p less than .01, N = 7). These findings suggest that the administration of debrisoquin produces a situation in which plasma HVA reflects CNS HVA production, and as such debrisoquin may be a useful tool for the clinical investigator who is interested in studying relationships in human subjects between CNS DA neuronal system function and psychopathological states or other disorders which may be mediated via brain DA systems.
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