Theoretical Physical Chemistry, UR MOLSYS, University of Liège, Liège, Belgium.
Genetics and Physiology of Microalgae, UR InBios, University of Liège, Liège, Belgium.
PLoS One. 2018 Apr 17;13(4):e0195142. doi: 10.1371/journal.pone.0195142. eCollection 2018.
The usual cultivation mode of the green microalga Chlamydomonas is liquid medium and light. However, the microalga can also be grown on agar plates and in darkness. Our aim is to analyze and compare gene expression of cells cultivated in these different conditions. For that purpose, RNA-seq data are obtained from Chlamydomonas samples of two different labs grown in four environmental conditions (agar@light, agar@dark, liquid@light, liquid@dark). The RNA seq data are analyzed by surprisal analysis, which allows the simultaneous meta-analysis of all the samples. First we identify a balance state, which defines a state where the expression levels are similar in all the samples irrespectively of their growth conditions, or lab origin. In addition our analysis identifies additional constraints needed to quantify the deviation with respect to the balance state. The first constraint differentiates the agar samples versus the liquid ones; the second constraint the dark samples versus the light ones. The two constraints are almost of equal importance. Pathways involved in stress responses are found in the agar phenotype while the liquid phenotype comprises ATP and NADH production pathways. Remodeling of membrane is suggested in the dark phenotype while photosynthetic pathways characterize the light phenotype. The same trends are also present when performing purely statistical analysis such as K-means clustering and differentially expressed genes.
绿藻衣藻的常规培养模式是液体培养基和光照。然而,这种微藻也可以在琼脂平板上和黑暗中生长。我们的目的是分析和比较在这些不同条件下培养的细胞的基因表达。为此,从两个不同实验室在四种环境条件下(琼脂@光照、琼脂@黑暗、液体@光照、液体@黑暗)培养的衣藻样本中获得了 RNA-seq 数据。通过惊讶分析对 RNA-seq 数据进行分析,该分析允许同时对所有样本进行荟萃分析。首先,我们确定了一个平衡状态,该状态定义了一个表达水平在所有样本中相似的状态,而与它们的生长条件或实验室来源无关。此外,我们的分析还确定了量化与平衡状态偏差所需的附加约束条件。第一个约束条件区分了琼脂样本和液体样本;第二个约束条件区分了黑暗样本和光照样本。这两个约束条件几乎具有同等重要性。在琼脂表型中发现了与应激反应相关的途径,而在液体表型中包含了 ATP 和 NADH 产生途径。在黑暗表型中建议进行膜重塑,而在光照表型中则以光合作用途径为特征。当执行纯粹的统计分析(如 K-均值聚类和差异表达基因)时,也存在相同的趋势。