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S期早期与晚期DNA复制速率不同:与DNA含量/EdU(5-乙炔基-2'-脱氧尿苷)掺入分布相关的随机事件的多尺度建模

Different rates of DNA replication at early versus late S-phase sections: multiscale modeling of stochastic events related to DNA content/EdU (5-ethynyl-2'deoxyuridine) incorporation distributions.

作者信息

Li Biao, Zhao Hong, Rybak Paulina, Dobrucki Jurek W, Darzynkiewicz Zbigniew, Kimmel Marek

机构信息

Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, Texas, 77030; Department of Statistics, Rice University, Houston, Texas, 77005; Department of Bioengineering, Rice University, Houston, Texas, 77005.

出版信息

Cytometry A. 2014 Sep;85(9):785-97. doi: 10.1002/cyto.a.22484. Epub 2014 Jun 3.

Abstract

Mathematical modeling allows relating molecular events to single-cell characteristics assessed by multiparameter cytometry. In the present study we labeled newly synthesized DNA in A549 human lung carcinoma cells with 15-120 min pulses of EdU. All DNA was stained with DAPI and cellular fluorescence was measured by laser scanning cytometry. The frequency of cells in the ascending (left) side of the "horseshoe"-shaped EdU/DAPI bivariate distributions reports the rate of DNA replication at the time of entrance to S phase while their frequency in the descending (right) side is a marker of DNA replication rate at the time of transition from S to G2 phase. To understand the connection between molecular-scale events and scatterplot asymmetry, we developed a multiscale stochastic model, which simulates DNA replication and cell cycle progression of individual cells and produces in silico EdU/DAPI scatterplots. For each S-phase cell the time points at which replication origins are fired are modeled by a non-homogeneous Poisson Process (NHPP). Shifted gamma distributions are assumed for durations of cell cycle phases (G1, S and G2 M), Depending on the rate of DNA synthesis being an increasing or decreasing function, simulated EdU/DAPI bivariate graphs show predominance of cells in left (early-S) or right (late-S) side of the horseshoe distribution. Assuming NHPP rate estimated from independent experiments, simulated EdU/DAPI graphs are nearly indistinguishable from those experimentally observed. This finding proves consistency between the S-phase DNA-replication rate based on molecular-scale analyses, and cell population kinetics ascertained from EdU/DAPI scatterplots and demonstrates that DNA replication rate at entrance to S is relatively slow compared with its rather abrupt termination during S to G2 transition. Our approach opens a possibility of similar modeling to study the effect of anticancer drugs on DNA replication/cell cycle progression and also to quantify other kinetic events that can be measured during S-phase.

摘要

数学建模能够将分子事件与通过多参数细胞术评估的单细胞特征联系起来。在本研究中,我们用15 - 120分钟的EdU脉冲标记A549人肺癌细胞中新合成的DNA。所有DNA用DAPI染色,并通过激光扫描细胞术测量细胞荧光。“马蹄形”EdU/DAPI双变量分布上升(左侧)一侧的细胞频率反映进入S期时的DNA复制速率,而其下降(右侧)一侧的细胞频率是从S期过渡到G2期时DNA复制速率的标志物。为了理解分子尺度事件与散点图不对称性之间的联系,我们开发了一个多尺度随机模型,该模型模拟单个细胞的DNA复制和细胞周期进程,并生成计算机模拟的EdU/DAPI散点图。对于每个S期细胞,复制起点激活的时间点由非齐次泊松过程(NHPP)建模。假设细胞周期各阶段(G1、S和G2 M)的持续时间呈移位伽马分布,根据DNA合成速率是递增还是递减函数,模拟的EdU/DAPI双变量图显示马蹄形分布左侧(早期S期)或右侧(晚期S期)的细胞占优势。假设根据独立实验估计的NHPP速率,模拟的EdU/DAPI图与实验观察到的图几乎无法区分。这一发现证明了基于分子尺度分析的S期DNA复制速率与从EdU/DAPI散点图确定的细胞群体动力学之间的一致性,并表明进入S期时的DNA复制速率相对较慢,而在从S期到G2期过渡期间其终止相当突然。我们的方法为类似建模研究抗癌药物对DNA复制/细胞周期进程的影响以及量化S期可测量的其他动力学事件开辟了可能性。

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