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The effect of stochasticity on repair of DNA double strand breaks throughout non-homologous end joining pathway. 非同源末端连接途径中DNA双链断裂修复的随机性影响。
IF 1.1 4区 数学 Q4 BIOLOGY Pub Date : 2018-12-05 DOI: 10.1093/imammb/dqx017
Fazeleh S Mohseni-Salehi, Fatemeh Zare-Mirakabad, Soudeh Ghafouri-Fard, Mehdi Sadeghi
DNA double strand breaks (DSBs) are the most lethal lesions of DNA induced by ionizing radiation, industrial chemicals and a wide variety of drugs used in chemotherapy. In the context of DNA damage response system modelling, uncertainty may arise in several ways such as number of induced DSBs, kinetic rates and measurement error in observable quantities. Therefore, using the stochastic approaches is imperative to gain further insight into the dynamic behaviour of DSBs repair process. In this article, a continuous-time Markov chain (CTMC) model of the non-homologous end joining (NHEJ) mechanism is formulated according to the DSB complexity. Additionally, a Metropolis Monte Carlo method is used to perform maximum likelihood estimation of the kinetic rate constants. Here, the effects of fluctuating kinetic rates and DSBs induction rate of the NHEJ mechanism are investigated. The stochastic realizations of the total yield of simple and complex DSBs ligation are simulated to compare their asymptotic dynamics. Furthermore, it has been proved that the total yield of DSBs has a normal distribution for sufficiently large number of DSBs. In order to estimate the expected duration of repairing DSBs, the probability distribution of DSBs lifetime is calculated based on the CTMC NHEJ model. Moreover, the variability of total yield of DSBs during constant low-dose radiation is evaluated in the presented model. The findings indicate that in stochastic NHEJ model, when there is no new DSBs induction through the repair process, all DSBs are eventually repaired. However, when DSBs are induced by constant low-dose radiation, a number of DSBs remains un-repaired.
DNA双链断裂(DSBs)是电离辐射、工业化学品和各种化疗药物引起的最致命的DNA损伤。在DNA损伤反应系统建模的背景下,不确定性可能出现在几个方面,如诱导dsb的数量、动力学速率和可观察量的测量误差。因此,使用随机方法来进一步了解dsb修复过程的动态行为是必要的。本文根据DSB复杂度建立了非同源末端连接(NHEJ)机理的连续时间马尔可夫链(CTMC)模型。此外,采用Metropolis蒙特卡罗方法对动力学速率常数进行了极大似然估计。本文研究了波动动力学速率和DSBs诱导速率对NHEJ机理的影响。模拟了简单和复杂dsb连接总产率的随机实现,比较了它们的渐近动力学。此外,还证明了当dsb数量足够大时,dsb的总产率呈正态分布。为了估计dsb的预期维修时间,基于CTMC NHEJ模型计算了dsb寿命的概率分布。此外,该模型还评估了恒定低剂量辐射下dsb总产率的变异性。研究结果表明,在随机NHEJ模型中,当修复过程中没有新的dsb诱导时,所有dsb最终都被修复。然而,当持续低剂量辐射诱导dsb时,许多dsb仍未修复。
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引用次数: 1
Aqueous humour flow in the posterior chamber of the eye and its modifications due to pupillary block and iridotomy. 眼后房房水流动及其因瞳孔阻塞和虹膜切开术而引起的改变。
IF 1.1 4区 数学 Q4 BIOLOGY Pub Date : 2018-12-05 DOI: 10.1093/imammb/dqx012
M Dvoriashyna, R Repetto, M R Romano, J H Tweedy

The anterior chamber (AC) and posterior chamber (PC) of the eye are connected through the pupil and are filled with aqueous humour. The aqueous flows from the posterior to the AC at an approximately constant rate, and the intraocular pressure is governed by this rate and the resistance to aqueous outflow. In some patients the iris and lens come into contact, leading to pressure build-up in the PC, peripheral axial shallowing of the AC and, possibly, to angle-closure glaucoma. This can lead to blindness, which may be prevented by surgically creating an iridotomy, that is a hole through the iris to facilitate the flow from the posterior to the AC. The problem of optimal size and location of an iridotomy is still poorly understood. In this article, we study aqueous flow in the PC and investigate how it is modified in the presence of an iridotomy. Our approach is based on the lubrication theory, which allows us to solve the problem semi-analytically. We treat the iridotomy as a point sink and assume that the flux through it is proportional to the pressure. We find that the ideal size and location of an iridotomy are influenced by various geometrical and fluid mechanical factors, the most relevant of which are the size of the hole and the length and height of the iris-lens channel. For certain iridotomy diameters, we find that the jet velocity through the iridotomy might be large enough to cause possible corneal damage.

眼睛的前房(AC)和后房(PC)通过瞳孔相连,并充满房水。水以大约恒定的速率从眼后流向眼前,眼压由这个速率和对水流出的阻力决定。在一些患者中,虹膜和晶状体接触,导致睫状体受压,睫状体周围轴向变浅,并可能导致闭角型青光眼。这可能会导致失明,这可以通过手术进行虹膜切开术来预防,虹膜切开术是在虹膜上开一个孔,以促进从虹膜后部流向虹膜前部。虹膜切开术的最佳尺寸和位置问题仍然知之甚少。在这篇文章中,我们研究了PC中的水血流,并研究了它是如何在虹膜切开术中被改变的。我们的方法是基于润滑理论,这使我们能够半解析地解决问题。我们将虹膜切开术视为一个点槽,并假设通过它的通量与压力成正比。我们发现虹膜切开术的理想尺寸和位置受各种几何和流体力学因素的影响,其中最相关的是孔的大小和虹膜-晶状体通道的长度和高度。对于某些虹膜切开术直径,我们发现通过虹膜切开术的射流速度可能大到足以造成角膜损伤。
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引用次数: 17
Pathogen transfer through environment-host contact: an agent-based queueing theoretic framework. 病原体通过环境-宿主接触转移:一个基于智能体的排队理论框架。
IF 1.1 4区 数学 Q4 BIOLOGY Pub Date : 2018-09-11 DOI: 10.1093/imammb/dqx014
Shi Chen, Suzanne Lenhart, Judy D Day, Chihoon Lee, Michael Dulin, Cristina Lanzas

Queueing theory studies the properties of waiting queues and has been applied to investigate direct host-to-host transmitted disease dynamics, but its potential in modelling environmentally transmitted pathogens has not been fully explored. In this study, we provide a flexible and customizable queueing theory modelling framework with three major subroutines to study the in-hospital contact processes between environments and hosts and potential nosocomial pathogen transfer, where environments are servers and hosts are customers. Two types of servers with different parameters but the same utilization are investigated. We consider various forms of transfer functions that map contact duration to the amount of pathogen transfer based on existing literature. We propose a case study of simulated in-hospital contact processes and apply stochastic queues to analyse the amount of pathogen transfer under different transfer functions, and assume that pathogen amount decreases during the inter-arrival time. Different host behaviour (feedback and non-feedback) as well as initial pathogen distribution (whether in environment and/or in hosts) are also considered and simulated. We assess pathogen transfer and circulation under these various conditions and highlight the importance of the nonlinear interactions among contact processes, transfer functions and pathogen demography during the contact process. Our modelling framework can be readily extended to more complicated queueing networks to simulate more realistic situations by adjusting parameters such as the number and type of servers and customers, and adding extra subroutines.

排队理论研究了等待队列的性质,并已应用于研究宿主间直接传播疾病的动力学,但其在模拟环境传播病原体方面的潜力尚未得到充分探索。在本研究中,我们提供了一个灵活且可定制的排队理论建模框架,包含三个主要子程序来研究环境与主机之间的医院内接触过程以及潜在的医院病原体转移,其中环境是服务器,主机是客户。研究了两种参数不同但利用率相同的服务器。我们考虑了各种形式的传递函数,将接触持续时间映射到基于现有文献的病原体转移量。本文以模拟医院接触过程为例,应用随机队列分析了不同传递函数下的病原体转移量,并假设病原体数量在到达间时间内减少。不同的宿主行为(反馈和非反馈)以及初始病原体分布(无论是在环境和/或宿主中)也被考虑和模拟。我们评估了这些不同条件下病原体的转移和循环,并强调了接触过程中传递函数和病原体人口学之间非线性相互作用的重要性。我们的建模框架可以很容易地扩展到更复杂的排队网络,通过调整参数(如服务器和客户的数量和类型)以及添加额外的子例程来模拟更现实的情况。
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引用次数: 5
Flow in the anterior chamber of the eye with an implanted iris-fixated artificial lens. 用植入的虹膜固定人工晶状体在眼睛前房内流动。
IF 1.1 4区 数学 Q4 BIOLOGY Pub Date : 2018-09-11 DOI: 10.1093/imammb/dqx007
Jennifer H Tweedy, Jan O Pralits, Rodolfo Repetto, Paolo Soleri

Flow in the aqueous humour that fills the anterior chamber of the eye occurs in response to the production and drainage of the aqueous humour, and also due to buoyancy effects produced by thermal gradients. Phakic intraocular lenses are manufactured lenses that are surgically inserted in the eyes of patients to correct refractive errors. Their presence has a dramatic effect on the circulation of the aqueous humour, resulting a very different flow in the anterior chamber, the effects of which have not been extensively investigated. In this article we use a simplified mathematical model to analyse the flow, in order to assess the effect of the implanted lens on the pressure drop required to drive the flow and also on the wall shear stress experienced by the corneal endothelial cells and the cells of the iris. A high pressure drop could result in an increased risk of glaucoma, whilst raised shear stress on the cornea could result in a reduction in the density of endothelial cells there, and on the iris it could result in the detachment of pigment cells, which block the outflow of the eye, also leading to glaucoma. Our results confirm those of previous fully numerical studies, and show that, although the presence of the lens causes significant differences in the flow topology and direction, the typical magnitudes of the shear stress are not significantly changed from the natural case. Our semi-analytical solution allows us to perform a thorough study of the dependence of the results on the controlling parameters and also to understand the basic physical mechanisms underlying flow characteristics.

充满眼睛前房的房水的流动是对房水的产生和排出的反应,也是由于热梯度产生的浮力效应。人工晶状体是人造晶状体,通过手术植入患者的眼睛来矫正屈光不正。它们的存在对房水循环有显著的影响,导致前房的流动非常不同,其影响尚未得到广泛的研究。在本文中,我们使用一个简化的数学模型来分析流动,以评估人工晶状体对驱动流动所需的压降以及角膜内皮细胞和虹膜细胞所经历的壁剪切应力的影响。压降过高可能会增加青光眼的风险,而角膜上剪切应力的增加可能会导致内皮细胞密度的降低,而虹膜上的剪切应力会导致色素细胞的脱离,从而阻塞眼睛的流出,也会导致青光眼。我们的研究结果证实了之前的完全数值研究结果,并且表明,尽管透镜的存在会导致流动拓扑和方向的显著差异,但典型剪切应力的大小与自然情况相比没有显着变化。我们的半解析解决方案使我们能够对结果对控制参数的依赖性进行深入研究,并了解流动特性的基本物理机制。
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引用次数: 7
Analysing the dynamics of a model for alopecia areata as an autoimmune disorder of hair follicle cycling. 分析斑秃作为毛囊循环的自身免疫性疾病模型的动力学。
IF 1.1 4区 数学 Q4 BIOLOGY Pub Date : 2018-09-11 DOI: 10.1093/imammb/dqx009
Atanaska Dobreva, Ralf Paus, N G Cogan

Alopecia areata (AA) is a CD8$^{+}$ T cell-dependent autoimmune disease that disrupts the constantly repeating cyclic transformations of hair follicles (HFs). Among the three main HF cycle stages-growth (anagen), regression (catagen) and relative quiescence (telogen)-only anagen HFs are attacked and thereby forced to prematurely enter into catagen, thus shortening active hair growth substantially. After having previously modelled the dynamics of immune system components critically involved in the disease development (Dobreva et al., 2015), we here present a mathematical model for AA which incorporates HF cycling and illustrates the anagen phase interruption in AA resulting from an inflammatory autoimmune response against HFs. The model couples a system describing the dynamics of autoreactive immune cells with equations modelling the hair cycle. We illustrate states of health, disease and treatment as well as transitions between them. In addition, we perform parameter sensitivity analysis to assess how different processes, such as proliferation, apoptosis and input from stem cells, impact anagen duration in healthy versus AA-affected HFs. The proposed model may help in evaluating the effectiveness of existing treatments and identifying new potential therapeutic targets.

斑秃(AA)是一种依赖CD8 T细胞的自身免疫性疾病,它破坏了毛囊(HFs)不断重复的循环转化。在HF周期的三个主要阶段——生长期(生长期)、退行期(休止期)和相对静止期(休止期)中,只有生长期的HF受到攻击,因此被迫过早进入衰退期,从而大大缩短了活跃的头发生长。在之前建立了与疾病发展密切相关的免疫系统成分的动力学模型(Dobreva等人,2015)之后,我们在这里提出了一个AA的数学模型,该模型包含HF循环,并说明了针对HF的炎症性自身免疫反应导致AA的生长期中断。该模型将描述自身反应性免疫细胞动力学的系统与模拟毛发周期的方程耦合在一起。我们说明了健康、疾病和治疗的状态,以及它们之间的过渡。此外,我们进行了参数敏感性分析,以评估不同的过程,如增殖、凋亡和干细胞输入,如何影响健康与aa影响的HFs的生长期。所提出的模型可能有助于评估现有治疗方法的有效性,并确定新的潜在治疗靶点。
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引用次数: 9
Modelling and mathematical analysis of the M$_{2}$ receptor-dependent joint signalling and secondary messenger network in CHO cells. CHO细胞中M$_{2}$受体依赖性联合信号和次级信使网络的建模和数学分析。
IF 1.1 4区 数学 Q4 BIOLOGY Pub Date : 2018-09-11 DOI: 10.1093/imammb/dqx003
Benjamin Engelhardt, Janine Holze, Christina Elliott, George S Baillie, Maik Kschischo, Holger Fröhlich

The muscarinic M$_{2}$ receptor is a prominent member of the GPCR family and strongly involved in heart diseases. Recently published experimental work explored the cellular response to iperoxo-induced M$_{2}$ receptor stimulation in Chinese hamster ovary (CHO) cells. To better understand these responses, we modelled and analysed the muscarinic M$_{2}$ receptor-dependent signalling pathway combined with relevant secondary messenger molecules using mass action. In our literature-based joint signalling and secondary messenger model, all binding and phosphorylation events are explicitly taken into account in order to enable subsequent stoichiometric matrix analysis. We propose constraint flux sampling (CFS) as a method to characterize the expected shift of the steady state reaction flux distribution due to the known amount of cAMP production and PDE4 activation. CFS correctly predicts an experimentally observable influence on the cytoskeleton structure (marked by actin and tubulin) and in consequence a change of the optical density of cells. In a second step, we use CFS to simulate the effect of knock-out experiments within our biological system, and thus to rank the influence of individual molecules on the observed change of the optical cell density. In particular, we confirm the relevance of the protein RGS14, which is supported by current literature. A combination of CFS with Elementary Flux Mode analysis enabled us to determine the possible underlying mechanism. Our analysis suggests that mathematical tools developed for metabolic network analysis can also be applied to mixed secondary messenger and signalling models. This could be very helpful to perform model checking with little effort and to generate hypotheses for further research if parameters are not known.

毒蕈碱M${2}$受体是GPCR家族的重要成员,与心脏疾病密切相关。最近发表的实验研究探讨了中国仓鼠卵巢(CHO)细胞对iperoxo诱导的M${2}$受体刺激的细胞反应。为了更好地理解这些反应,我们模拟并分析了毒蕈碱M$_{2}$受体依赖的信号通路,并利用质量作用结合了相关的次级信使分子。在我们基于文献的联合信号传导和次级信使模型中,所有结合和磷酸化事件都被明确考虑在内,以便进行后续的化学计量矩阵分析。我们提出约束通量采样(CFS)作为表征稳态反应通量分布因已知cAMP产量和PDE4活化量而产生的预期位移的方法。CFS正确地预测了实验观察到的对细胞骨架结构(以肌动蛋白和微管蛋白为标志)的影响,并因此改变了细胞的光密度。第二步,我们使用CFS来模拟生物系统内敲除实验的效果,从而对单个分子对观察到的光细胞密度变化的影响进行排序。特别是,我们确认了RGS14蛋白的相关性,这得到了现有文献的支持。结合CFS和基本通量模式分析使我们能够确定可能的潜在机制。我们的分析表明,为代谢网络分析开发的数学工具也可以应用于混合次级信使和信号模型。如果参数未知,这将非常有助于进行模型检查并为进一步研究生成假设。
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引用次数: 0
Finite-time parametric identification for the model representing the metabolic and genetic regulatory effects of sequential aerobic respiration and anaerobic fermentation processes in Escherichia coli. 代表大肠杆菌顺序有氧呼吸和厌氧发酵过程代谢和遗传调控效应的模型的有限时间参数识别。
IF 1.1 4区 数学 Q4 BIOLOGY Pub Date : 2018-09-11 DOI: 10.1093/imammb/dqx004
Alfonso Sepúlveda-Gálvez, Jesús Agustín Badillo-Corona, Isaac Chairez

Mathematical modelling applied to biological systems allows for the inferring of changes in the dynamic behaviour of organisms associated with variations in the environment. Models based on ordinary differential equations are most commonly used because of their ability to describe the mechanisms of biological systems such as transcription. The disadvantage of using this approach is that there is a large number of parameters involved and that it is difficult to obtain them experimentally. This study presents an algorithm to obtain a finite-time parameter characterization of the model used to describe changes in the metabolic behaviour of Escherichia coli associated with environmental changes. In this scheme, super-twisting algorithm was proposed to recover the derivative of all the proteins and mRNA of E. coli associated to changes in the concentration of oxygen available in the growth media. The 75 identified parameters in this study maintain the biological coherence of the system and they were estimated with no more than 20% error with respect to the real ones included in the proposed model.

应用于生物系统的数学模型可以推断与环境变化有关的生物体动态行为的变化。基于常微分方程的模型是最常用的,因为它们能够描述生物系统的机制,如转录。使用这种方法的缺点是涉及大量的参数,并且很难通过实验获得它们。本研究提出了一种算法,以获得用于描述与环境变化相关的大肠杆菌代谢行为变化的模型的有限时间参数表征。在该方案中,提出了超扭转算法来恢复与生长介质中可用氧浓度变化相关的大肠杆菌所有蛋白质和mRNA的衍生物。本研究中确定的75个参数保持了系统的生物一致性,并且相对于所提出模型中包含的真实参数,它们的估计误差不超过20%。
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引用次数: 0
Pattern formation in multiphase models of chemotactic cell aggregation. 趋化细胞聚集多相模型的模式形成。
IF 1.1 4区 数学 Q4 BIOLOGY Pub Date : 2018-09-11 DOI: 10.1093/imammb/dqx005
J E F Green, J P Whiteley, J M Oliver, H M Byrne, S L Waters

We develop a continuum model for the aggregation of cells cultured in a nutrient-rich medium in a culture well. We consider a 2D geometry, representing a vertical slice through the culture well, and assume that the cell layer depth is small compared with the typical lengthscale of the culture well. We adopt a continuum mechanics approach, treating the cells and culture medium as a two-phase mixture. Specifically, the cells and culture medium are treated as fluids. Additionally, the cell phase can generate forces in response to environmental cues, which include the concentration of a chemoattractant that is produced by the cells within the culture medium. The model leads to a system of coupled nonlinear partial differential equations for the volume fraction and velocity of the cell phase, the culture medium pressure and the chemoattractant concentration, which must be solved subject to appropriate boundary and initial conditions. To gain insight into the system, we consider two model reductions, appropriate when the cell layer depth is thin compared to the typical length scale of the culture well: a (simple) 1D and a (more involved) thin-film extensional flow reduction. By investigating the resulting systems of equations analytically and numerically, we identify conditions under which small amplitude perturbations to a homogeneous steady state (corresponding to a spatially uniform cell distribution) can lead to a spatially varying steady state (pattern formation). Our analysis reveals that the simpler 1D reduction has the same qualitative features as the thin-film extensional flow reduction in the linear and weakly nonlinear regimes, motivating the use of the simpler 1D modelling approach when a qualitative understanding of the system is required. However, the thin-film extensional flow reduction may be more appropriate when detailed quantitative agreement between modelling predictions and experimental data is desired. Furthermore, full numerical simulations of the two model reductions in regions of parameter space when the system is not close to marginal stability reveal significant differences in the evolution of the volume fraction and velocity of the cell phase, and chemoattractant concentration.

我们开发了一个连续模型的细胞聚集培养在营养丰富的培养基在培养井。我们考虑二维几何形状,代表通过培养孔的垂直切片,并假设细胞层深度与培养孔的典型长度相比很小。我们采用连续介质力学方法,将细胞和培养基视为两相混合物。具体地说,细胞和培养基被当作液体处理。此外,细胞期可以根据环境因素产生力,其中包括培养基中细胞产生的化学引诱剂的浓度。该模型导出了一个关于细胞相体积分数和速度、培养基压力和化学引诱剂浓度的耦合非线性偏微分方程组,必须在适当的边界和初始条件下求解。为了深入了解该系统,我们考虑了两种模型缩减,适用于细胞层深度与培养井的典型长度尺度相比较薄的情况:一种(简单的)1D和一种(更复杂的)薄膜拉伸流动缩减。通过分析和数值研究得到的方程组,我们确定了均匀稳态(对应于空间均匀的细胞分布)的小振幅扰动可以导致空间变化的稳态(模式形成)的条件。我们的分析表明,在线性和弱非线性体系中,较简单的一维还原与薄膜拉伸流还原具有相同的定性特征,这促使人们在需要对系统进行定性理解时使用较简单的一维建模方法。然而,当需要模型预测和实验数据之间的详细定量一致时,薄膜拉伸流动减少可能更合适。此外,当系统不接近边际稳定性时,两种模型在参数空间区域的完全数值模拟表明,细胞相的体积分数和速度以及化学引诱剂浓度的演变存在显著差异。
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引用次数: 5
Modelling recurrence and second cancer risks induced by proton therapy. 质子治疗诱发的复发和第二次癌症风险模型。
IF 1.1 4区 数学 Q4 BIOLOGY Pub Date : 2018-09-11 DOI: 10.1093/imammb/dqx006
V S K Manem, A Dhawan

In the past few years, proton therapy has taken the centre stage in treating various tumour types. The primary contribution of this study is to investigate the tumour control probability (TCP), relapse time and the corresponding secondary cancer risks induced by proton beam radiation therapy. We incorporate tumour relapse kinetics into the TCP framework and calculate the associated second cancer risks. To calculate proton therapy-induced secondary cancer induction, we used the well-known biologically motivated mathematical model, initiation-inactivation-proliferation formalism. We used the available in vitro data for the linear energy transfer (LET) dependence of cell killing and mutation induction parameters. We evaluated the TCP and radiation-induced second cancer risks for protons in the clinical range of LETs, i.e. approximately 8 $mathrm{keV/mu m}$ for the tumour volume and 1-3 $mathrm{keV/mu m}$ for the organs at risk. This study may serve as a framework for further work in this field and elucidates proton-induced TCP and the associated secondary cancer risks, not previously reported in the literature. Although studies with a greater number of cell lines would reduce uncertainties within the model parameters, we argue that the theoretical framework presented within is a sufficient rationale to assess proton radiation TCP, relapse and carcinogenic effects in various treatment plans. We show that compared with photon therapy, proton therapy markedly reduces the risk of secondary malignancies and for equivalent dosing regimens achieves better tumour control as well as a reduced primary recurrence outcome, especially within a hypo-fractionated regimen.

在过去的几年里,质子治疗已经成为治疗各种肿瘤类型的中心阶段。本研究的主要贡献是研究质子束放射治疗引起的肿瘤控制概率(TCP)、复发时间和相应的继发癌症风险。我们将肿瘤复发动力学纳入TCP框架,并计算相关的第二癌症风险。为了计算质子治疗诱导的继发性癌症诱导,我们使用了众所周知的生物学动机数学模型,启动-激活-增殖形式。我们使用可用的体外数据来研究细胞杀伤和突变诱导参数的线性能量转移(LET)依赖性。我们评估了LET临床范围内质子的TCP和辐射诱导的第二次癌症风险,即肿瘤体积约为8$mathrm{keV/μm}$,危险器官约为1-3$mathrm{keV/μm}$。这项研究可以作为该领域进一步工作的框架,并阐明质子诱导的TCP和相关的继发癌症风险,这些风险以前在文献中没有报道。尽管对更多细胞系的研究将减少模型参数内的不确定性,但我们认为,其中提出的理论框架是评估各种治疗计划中质子辐射TCP、复发和致癌影响的充分理由。我们发现,与光子疗法相比,质子疗法显著降低了继发性恶性肿瘤的风险,并且对于同等给药方案,可以更好地控制肿瘤,并降低原发性复发的结果,尤其是在低分级方案中。
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引用次数: 7
A stochastic model for tumour control probability that accounts for repair from sublethal damage. 考虑亚致死损伤修复的肿瘤控制概率的随机模型。
IF 1.1 4区 数学 Q4 BIOLOGY Pub Date : 2018-06-13 DOI: 10.1093/imammb/dqw024
Ana Victoria Ponce Bobadilla, Philip K Maini, Helen Byrne

The tumour control probability (TCP) is the probability that a treatment regimen of radiation therapy (RT) eradicates all tumour cells in a given tissue. To decrease the toxic effects on healthy cells, RT is usually delivered over a period of weeks in a series of fractions. This allows tumour cells to repair sublethal damage (RSD) caused by radiation. In this article, we introduce a stochastic model for tumour response to radiotherapy which accounts for the effects of RSD. The tumour is subdivided into two cell types: 'affected' cells which have been damaged by RT and 'unaffected' cells which have not. The model is formulated as a birth-death process for which we can derive an explicit formula for the TCP. We apply our model to prostate cancer, and find that the radiosensitivity parameters and the probability of sublethal damage during radiation are the parameters to which the TCP predictions are most sensitive. We compare our TCP predictions to those given by Zaider and Minerbo's one-class model (Zaider & Minerbo, 2000) and Dawson and Hillen's two-class model (Dawson & Hillen, 2006) and find that for low doses of radiation, our model predicts a lower TCP. Finally, we find that when the probability of sublethal damage during radiation is large, the mean field assumption overestimates the TCP.

肿瘤控制概率(TCP)是放射治疗方案(RT)根除给定组织中所有肿瘤细胞的概率。为了减少对健康细胞的毒性作用,RT通常在几周内以一系列的组分递送。这使得肿瘤细胞能够修复由辐射引起的亚致死损伤(RSD)。在本文中,我们介绍了肿瘤对放疗反应的随机模型,该模型考虑了RSD的影响。肿瘤被细分为两种细胞类型:“受影响的”细胞被RT破坏,“未受影响的”细胞没有被RT破坏。该模型被表述为一个出生-死亡过程,我们可以推导出TCP的显式公式。我们将我们的模型应用于前列腺癌,发现辐射敏感性参数和辐射期间亚致死损伤的概率是TCP预测最敏感的参数。我们将我们的TCP预测与Zaider和Minerbo的一类模型(Zaider和Minerbo, 2000)和Dawson和Hillen的两类模型(Dawson和Hillen, 2006)给出的预测进行了比较,发现对于低剂量的辐射,我们的模型预测的TCP较低。最后,我们发现当辐射过程中亚致死损伤的概率较大时,平均场假设高估了TCP。
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引用次数: 7
期刊
Mathematical Medicine and Biology-A Journal of the Ima
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