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Estimating Bacterial Growth Parameters by Means of Detection Times

机译:通过检测时间估算细菌生长参数

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摘要

We developed a new numerical method to estimate bacterial growth parameters by means of detection times generated by different initial counts. The observed detection times are subjected to a transformation involving the (unknown) maximum specific growth rate and the (known) ratios between the different inoculum sizes and the constant detectable level of counts. We present an analysis of variance (ANOVA) protocol based on a theoretical result according to which, if the specific rate used for the transformation is correct, the transformed values are scattered around the same mean irrespective of the original inoculum sizes. That mean, termed the physiological state of the inoculum, α̂, and the maximum specific growth rate, μ, can be estimated by minimizing the variance ratio of the ANOVA procedure. The lag time of the population can be calculated as λ = −ln α̂/μ; i.e. the lag is inversely proportional to the maximum specific growth rate and depends on the initial physiological state of the population. The more accurately the cell number at the detection level is known, the better the estimate for the variance of the lag times of the individual cells.
机译:我们开发了一种新的数值方法,通过不同初始计数产生的检测时间来估算细菌生长参数。对观察到的检测时间进行转换,该转换涉及(未知)最大比生长速率和不同接种物大小之间的(已知)比率以及计数的恒定可检测水平。我们基于理论结果提出方差分析(ANOVA)协议,根据该理论结果,如果用于转换的特定比率正确,则无论原始接种物的大小如何,转换后的值都会散布在相同的均值周围。这就是所谓的接种物的生理状态, α ̂ 可以通过最小化ANOVA程序的方差比来估算特定的增长率μ。总体的滞后时间可以计算为λ= −ln α ̂ / μ;即滞后时间与最大比生长速度成反比,并取决于种群的初始生理状态。在检测级别上知道的细胞数越准确,单个细胞的滞后时间方差的估计值就越好。

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