Quantifying the Impact of Biological and Experimental Variability Near the Growth Boundaries on the Stochastic Responses of Growth, Gene Transcription and Acid Resistance of Listeria monocytogenes

P.I. Makariti, D. Siderakou, N.P. Skandamis
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Abstract

Hereby, we showed that the experimental and biological variability in culture preparation had little effect on the stochastic outcome of: (i) growth, (ii) relative transcription of stress- (gad2, sigB) and virulence- (prfA) associated genes and (iii) subsequent acid resistance of Listeria monocytogenes, across growth/ no growth boundaries regarding combinations of pH (4.8-7.2) (HCl) and NaCl (0-8% w/v) at 7oC. Variability of bacterial response, as described by the coefficient of variation (CV) and root mean square error (RMSE) was affected mainly by the previously pH and NaCl conditions that the pathogen had experienced. High biological variability regarding growth potential of the pathogen, was observed in conditions across growth boundaries (at 7oC), such as pH 5.5-6.4 and NaCl 2-8% w/v, as manifested by the highly ranged growth parameters (CVareas 18.3% - 49%, RMSEareas 8.7-13.9, RMSElag time 9.3-31.2), while acid resistance (pH 2.0, HCl, 37 °C) was highly variable when pathogen habituated pH (5.0-5.2) and NaCl (2% w/v) resulting in average D1 (3-6 min) and D2 (14-16 min) of high variability (CVD1 28-35%; CVD2 35-60%). Moreover at the same conditions the highest upregulation of gad2 was observed with high biological variability of RMSEgad2 2.8, while relative transcription levels of pfrA ranged from 0.60 to 4.22, indicating the potential risk derived from the stochastic bacterial response (up- or down- regulation) regarding induction of virulence mechanisms in growth boundary conditions.

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定量生长边界附近的生物和实验变异对单核增生李斯特菌生长、基因转录和耐酸性随机反应的影响
因此,我们表明,培养制剂的实验和生物学变异对:(i)生长,(ii)胁迫- (gad2, sigB)和毒力- (prfA)相关基因的相对转录,以及(iii)随后单核增生李斯特菌在7℃下pH (4.8-7.2) (HCl)和NaCl (0-8% w/v)组合下的生长/无生长边界的抗酸能力的随机结果影响很小。细菌反应的变异系数(CV)和均方根误差(RMSE)主要受病原菌之前所经历的pH和NaCl条件的影响。病原菌在pH 5.5-6.4、NaCl 2-8% w/v等不同生长条件下(7℃)的生长潜力具有较高的生物学变异性,其生长参数范围较大(CVareas 18.3% - 49%, RMSEareas 8.7-13.9, RMSElag时间9.3-31.2),而当病原菌适应pH(5.0-5.2)和NaCl (2% w/v)时,其耐酸性(pH 2.0, HCl, 37°C)变化较大,导致高变异性的平均D1 (3-6 min)和D2 (14-16 min) (CVD1 28-35%;CVD2 35 - 60%)。此外,在相同条件下,观察到gad2的最高上调,RMSEgad2的生物学变异性为2.8,而pfrA的相对转录水平在0.60至4.22之间,表明在生长边界条件下,随机细菌反应(上调或下调)诱导毒力机制的潜在风险。
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