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1.
NPJ Syst Biol Appl ; 9(1): 27, 2023 Jun 23.
Artigo em Inglês | MEDLINE | ID: mdl-37353516

RESUMO

Increasing evidence points to a role of the circadian clock in the regulation of cancer hallmarks with a strong impact on the understanding and treatment of this disease. Anti-cancer treatment can be personalized considering treatment timing. Here we present a new mathematical model based on data from three colorectal cancer cell lines and core-clock knock-outs, which couples the circadian and drug metabolism network, and that allows to determine toxicity profiles for a given drug and cell type. Moreover, this model integrates external Zeitgebers and thus may be used to fine-tune toxicity by using external factors, such as light, and therefore, to a certain extent, help fitting the endogenous rhythms of the patients to a defined clinic routine facilitating the implementation of time-dependent treatment in clinical practice.


Assuntos
Relógios Circadianos , Neoplasias Colorretais , Humanos , Ritmo Circadiano/fisiologia , Relógios Circadianos/fisiologia , Linhagem Celular , Modelos Teóricos , Neoplasias Colorretais/tratamento farmacológico
2.
Nat Commun ; 13(1): 3934, 2022 07 08.
Artigo em Inglês | MEDLINE | ID: mdl-35803913

RESUMO

Almost seventy years after the discovery of the mechanisms of action potential generation, some aspects of their computational consequences are still not fully understood. Based on mathematical modeling, we here explore a type of action potential dynamics - arising from a saddle-node homoclinic orbit bifurcation - that so far has received little attention. We show that this type of dynamics is to be expected by specific changes in common physiological parameters, like an elevation of temperature. Moreover, we demonstrate that it favours synchronization patterns in networks - a feature that becomes particularly prominent when system parameters change such that homoclinic spiking is induced. Supported by in-vitro hallmarks for homoclinic spikes in the rodent brain, we hypothesize that the prevalence of homoclinic spikes in the brain may be underestimated and provide a missing link between the impact of biophysical parameters on abrupt transitions between asynchronous and synchronous states of electrical activity in the brain.


Assuntos
Modelos Neurológicos , Potenciais de Ação/fisiologia , Temperatura
3.
Comput Struct Biotechnol J ; 19: 5170-5183, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34630937

RESUMO

Scheduling anticancer drug administration over 24 h may critically impact treatment success in a patient-specific manner. Here, we address personalization of treatment timing using a novel mathematical model of irinotecan cellular pharmacokinetics and -dynamics linked to a representation of the core clock and predict treatment toxicity in a colorectal cancer (CRC) cellular model. The mathematical model is fitted to three different scenarios: mouse liver, where the drug metabolism mainly occurs, and two human colorectal cancer cell lines representing an in vitro experimental system for human colorectal cancer progression. Our model successfully recapitulates quantitative circadian datasets of mRNA and protein expression together with timing-dependent irinotecan cytotoxicity data. The model also discriminates time-dependent toxicity between the different cells, suggesting that treatment can be optimized according to their cellular clock. Our results show that the time-dependent degradation of the protein mediating irinotecan activation, as well as an oscillation in the death rate may play an important role in the circadian variations of drug toxicity. In the future, this model can be used to support personalized treatment scheduling by predicting optimal drug timing based on the patient's gene expression profile.

4.
BMJ Open Sport Exerc Med ; 7(1): e000876, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-33680499

RESUMO

OBJECTIVES: In this study, we investigated daily fluctuations in molecular (gene expression) and physiological (biomechanical muscle properties) features in human peripheral cells and their correlation with exercise performance. METHODS: 21 healthy participants (13 men and 8 women) took part in three test series: for the molecular analysis, 15 participants provided hair, blood or saliva time-course sampling for the rhythmicity analysis of core-clock gene expression via RT-PCR. For the exercise tests, 16 participants conducted strength and endurance exercises at different times of the day (9h, 12h, 15h and 18h). Myotonometry was carried out using a digital palpation device (MyotonPRO), five muscles were measured in 11 participants. A computational analysis was performed to relate core-clock gene expression, resting muscle tone and exercise performance. RESULTS: Core-clock genes show daily fluctuations in expression in all biological samples tested for all participants. Exercise performance peaks in the late afternoon (15-18 hours for both men and women) and shows variations in performance, depending on the type of exercise (eg, strength vs endurance). Muscle tone varies across the day and higher muscle tone correlates with better performance. Molecular daily profiles correlate with daily variation in exercise performance. CONCLUSION: Training programmes can profit from these findings to increase efficiency and fine-tune timing of training sessions based on the individual molecular data. Our results can benefit both professional athletes, where a fraction of seconds may allow for a gold medal, and rehabilitation in clinical settings to increase therapy efficacy and reduce recovery times.

5.
EBioMedicine ; 65: 103248, 2021 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-33647771

RESUMO

BACKGROUND: Obstructive Sleep Apnea (OSA) is a highly prevalent and underdiagnosed sleep disorder. Recent studies suggest that OSA might disrupt the biological clock, potentially causing or worsening OSA-associated comorbidities. However, the effect of OSA treatment on clock disruption is not fully understood. METHODS: The impact of OSA and short- (four months) and long-term (two years) OSA treatment, with Continuous Positive Airway Pressure (CPAP), on the biological clock was investigated at four time points within 24 h, in OSA patients relative to controls subjects (no OSA) of the same sex and age group, in a case-control study. Plasma melatonin and cortisol, body temperature and the expression levels and rhythmicity of eleven clock genes in peripheral blood mononuclear cells (PBMCs) were assessed. Additional computational tools were used for a detailed data analysis. FINDINGS: OSA impacts on clock outputs and on the expression of several clock genes in PBMCs. Neither short- nor long-term treatment fully reverted OSA-induced alterations in the expression of clock genes. However, long-term treatment was able to re-establish levels of plasma melatonin and cortisol and body temperature. Machine learning methods could discriminate controls from untreated OSA patients. Following long-term treatment, the distinction between controls and patients disappeared, suggesting a closer similarity of the phenotypes. INTERPRETATION: OSA alters biological clock-related characteristics that differentially respond to short- and long-term CPAP treatment. Long-term CPAP was more efficient in counteracting OSA impact on the clock, but the obtained results suggest that it is not fully effective. A better understanding of the impact of OSA and OSA treatment on the clock may open new avenues to OSA diagnosis, monitoring and treatment.


Assuntos
Relógios Biológicos/genética , Pressão Positiva Contínua nas Vias Aéreas , Apneia Obstrutiva do Sono/terapia , Fatores de Transcrição ARNTL/genética , Fatores de Transcrição ARNTL/metabolismo , Temperatura Corporal , Proteínas CLOCK/genética , Proteínas CLOCK/metabolismo , Estudos de Casos e Controles , Humanos , Hidrocortisona/sangue , Leucócitos Mononucleares/citologia , Leucócitos Mononucleares/metabolismo , Aprendizado de Máquina , Masculino , Melatonina/sangue , Pessoa de Meia-Idade , Fatores de Tempo , Proteínas Supressoras de Tumor/genética , Proteínas Supressoras de Tumor/metabolismo
6.
Phys Rev E ; 103(1-1): 012407, 2021 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-33601551

RESUMO

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.


Assuntos
Modelos Neurológicos , Neurônios/citologia , Potenciais de Ação , Dinâmica não Linear
7.
Cancers (Basel) ; 12(11)2020 Oct 23.
Artigo em Inglês | MEDLINE | ID: mdl-33114254

RESUMO

Tailoring medical interventions to a particular patient and pathology has been termed personalized medicine. The outcome of cancer treatments is improved when the intervention is timed in accordance with the patient's internal time. Yet, one challenge of personalized medicine is how to consider the biological time of the patient. Prerequisite for this so-called chronotherapy is an accurate characterization of the internal circadian time of the patient. As an alternative to time-consuming measurements in a sleep-laboratory, recent studies in chronobiology predict circadian time by applying machine learning approaches and mathematical modelling to easier accessible observables such as gene expression. Embedding these results into the mathematical dynamics between clock and cancer in mammals, we review the precision of predictions and the potential usage with respect to cancer treatment and discuss whether the patient's internal time and circadian observables, may provide an additional indication for individualized treatment timing. Besides the health improvement, timing treatment may imply financial advantages, by ameliorating side effects of treatments, thus reducing costs. Summarizing the advances of recent years, this review brings together the current clinical standard for measuring biological time, the general assessment of circadian rhythmicity, the usage of rhythmic variables to predict biological time and models of circadian rhythmicity.

8.
J Clin Med ; 9(11)2020 Oct 24.
Artigo em Inglês | MEDLINE | ID: mdl-33114325

RESUMO

Hemophilia is a rare heredity bleeding disorder that requires treatment for life. While few therapeutic options were available in the past, multiple recent breakthroughs have fundamentally altered and diversified hemophilia therapy, with even more new therapeutic options forthcoming. These changes are mirrored by significant regulatory and legal changes, which have redefined the role of hemophilia registries in the European Union (EU). This dual paradigm shift poses new regulatory, scientific but also structural requirements for hemophilia registries. The aim of this manuscript is to enumerate these significant challenges and to demonstrate their incorporation into the redesign of the German Hemophilia Registry (Deutsches Hämophilieregister, dhr). To identify the spectrum of hemophilia therapies and the degree of regulatory changes, a horizon screening was performed. Consequently, a core dataset for the dhr was defined by harmonization with regulatory guidelines as well as other hemophilia registries and by heeding the needs of different stakeholders (patients, clinicians, regulators, and scientists). Based on this information, a new registry structure was established, which is optimized for capturing data on new and established hemophilia therapies in a changing therapeutic and regulatory landscape.

9.
J Comput Neurosci ; 47(1): 17-30, 2019 08.
Artigo em Inglês | MEDLINE | ID: mdl-31231777

RESUMO

At the level of individual neurons, various coding properties can be inferred from the input-output relationship of a cell. For small inputs, this relation is captured by the phase-response curve (PRC), which measures the effect of a small perturbation on the timing of the subsequent spike. Experimentally, however, an accurate experimental estimation of PRCs is challenging. Despite elaborate measurement efforts, experimental PRC estimates often cannot be related to those from modeling studies. In particular, experimental PRCs rarely resemble the characteristic theoretical PRC expected close to spike initiation, which is indicative of the underlying spike-onset bifurcation. Here, we show for conductance-based model neurons that the correspondence between theoretical and measured phase-response curve is lost when the stimuli used for the estimation are too large. In this case, the derived phase-response curve is distorted beyond recognition and takes on a generic shape that reflects the measurement protocol and masks the spike-onset bifurcation. We discuss how to identify appropriate stimulus strengths for perturbation and noise-stimulation methods, which permit to estimate PRCs that reliably reflect the spike-onset bifurcation - a task that is particularly difficult if a lower bound for the stimulus amplitude is dictated by prominent intrinsic neuronal noise.


Assuntos
Potenciais de Ação/fisiologia , Modelos Neurológicos , Neurônios/fisiologia , Técnicas de Patch-Clamp , Razão Sinal-Ruído
10.
Phys Rev E ; 95(5-1): 052203, 2017 May.
Artigo em Inglês | MEDLINE | ID: mdl-28618541

RESUMO

Prominent changes in neuronal dynamics have previously been attributed to a specific switch in onset bifurcation, the Bogdanov-Takens (BT) point. This study unveils another, relevant and so far underestimated transition point: the saddle-node-loop bifurcation, which can be reached by several parameters, including capacitance, leak conductance, and temperature. This bifurcation turns out to induce even more drastic changes in synchronization than the BT transition. This result arises from a direct effect of the saddle-node-loop bifurcation on the limit cycle and hence spike dynamics. In contrast, the BT bifurcation exerts its immediate influence upon the subthreshold dynamics and hence only indirectly relates to spiking. We specifically demonstrate that the saddle-node-loop bifurcation (i) ubiquitously occurs in planar neuron models with a saddle node on invariant cycle onset bifurcation, and (ii) results in a symmetry breaking of the system's phase-response curve. The latter entails an increase in synchronization range in pulse-coupled oscillators, such as neurons. The derived bifurcation structure is of interest in any system for which a relaxation limit is admissible, such as Josephson junctions and chemical oscillators.

12.
Front Syst Neurosci ; 8: 166, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-25294989

RESUMO

The neural criticality hypothesis states that the brain may be poised in a critical state at a boundary between different types of dynamics. Theoretical and experimental studies show that critical systems often exhibit optimal computational properties, suggesting the possibility that criticality has been evolutionarily selected as a useful trait for our nervous system. Evidence for criticality has been found in cell cultures, brain slices, and anesthetized animals. Yet, inconsistent results were reported for recordings in awake animals and humans, and current results point to open questions about the exact nature and mechanism of criticality, as well as its functional role. Therefore, the criticality hypothesis has remained a controversial proposition. Here, we provide an account of the mathematical and physical foundations of criticality. In the light of this conceptual framework, we then review and discuss recent experimental studies with the aim of identifying important next steps to be taken and connections to other fields that should be explored.

13.
Transfus Med Hemother ; 38(3): 199-216, 2011.
Artigo em Inglês | MEDLINE | ID: mdl-21760765

RESUMO

SUMMARY: This report contains the data collected in 2008 and 2009, pursuant to Section 21 German Transfusion Act as well as an overview of the supply situation during the last 10 years. In 2009, blood donation services reported a total of 7.5 million donations - the largest amount since 2000. At the same time, more than 4.7 million red blood cell (RBC) concentrates and more than 500,000 platelet concentrates were available. The number of therapeutic single plasma units decreased to 1.1 million units in 2009. The loss rate for RBC concentrates is still between 3 and 4% for the users while for the manufacturers it has decreased slightly to 1.4%. The loss rate, for platelet concentrates, on the other hand, increased in 2009, especially-what is noteworthy-for manufacturers of pooled platelet concentrates. The loss rate for apheresis platelet concentrates accounted for 5.2% compared to 17.5% for pooled platelet concentrates. As far as the users were concerned, loss rates for platelet concentrates largely remained unchanged with rates between 5 and 6%. Based on the data collected, the supply with blood components for transfusion can be regarded as assured. Nearly 2.9 million 1 of plasma for fractionation were collected in Germany in 2009. According to reports from the pharmaceutical industry, out of these, 2.6 million 1 remained on the German market, out of which only 56% were fractionated in this country. Many plasma derivatives are not manufactured in Germany, despite the large amounts of plasma collected. The supply with these products, however, is assured by imports. Overall, 16,409 autologous and 9,435 allogeneic stem cell preparations were manufactured in 2009, out of which 3,382 allogeneic preparations were exported. 3,181 autologous and 2,374 allogeneic preparations were transplanted; 187 of these products from imports. The large number of exported stem cells and the small number of imported ones suggest that no serious shortages are to be expected for the supply with these products.

14.
Transfus Med Hemother ; 37(1): 29-47, 2010 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-20737014

RESUMO

The present report contains the data collected in 2007, pursuant to Section 21 German Transfusion Act, and an analysis of the supply situation over the past 8 years. As in previous years, all blood donation centres located in Germany transmitted data on the collection, manufacture, import and export of blood components for transfusion. According to these data, a total of 6.7 million blood collections were performed in 2007. With 4.7 million, the portion of whole blood donations was at the level of previous years, whereas the number of apheresis donations rose again, to 1.9 million. The portion of autologous blood collections accounts for only 1.1% and thus continues to decline. Since 2003, the number of red blood cell concentrates prepared has been a constant 4.5 million transfusion units. The decay of red blood cell concentrates on the user side in 2000 accounted for 5% while in 2007 it was just above 3%, referred to the total quantity of data reported as transfused and decayed. The manufacture of platelet concentrates rose from 366,000 to 480,000 transfusion units between 2003 and 2007. The production of therapeutic single plasmas, too, markedly increased in 2007 (to 1.2 million transfusion units). In 2007, 2.2 million I of plasma for fractionation were collected in Germany. In addition, 1.0 million I were imported, and 1.8 million I were exported. The quantity available in Germany from a pure arithmetic point of view of 1.4 million I was almost entirely allocated to basic fractionation so that a sufficient plasma supply can be assumed. Due to the fact that manufacturing capacities are still lacking in Germany, recombinant factors need to be imported in their entirety. Since 2003, Germany has by far been the leader in Europe with more than 20 I of fractionation plasma collected per 1,000 inhabitants. Furthermore, regarding the manufacturing figures of red blood cell concentrates, platelet concentrates, and therapeutic single plasma, Germany is in the top third for all these products compared with other European countries. The manufacture of allogeneic stem cell products for haematopoietic reconstitution, obtained by apheresis, has continuously risen to 4,700. A large portion of this (1,810 transplants) could be exported while only a small number (179 preparations) had to be imported. The manufacture of autologous stem cell preparations from cord blood has risen drastically to more than 10,000 in 2007. The interest in the figures collected in compliance with Section 21, German Transfusion Act remains high both in Germany and at an international level. Meanwhile reliable data are available.

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