Mello Victor Hugo, Garcia Ana Letycia Basso, Correr Fernando Henrique, Hosaka Guilherme Kenichi, Carneiro Monalisa Sampaio, Margarido Gabriel Rodrigues Alves
Universidade de São Paulo, Escola Superior de Agricultura Luiz de Queiroz, Departamento de Genética, Piracicaba, SP, Brazil.
Universidade Federal de São Carlos, Centro de Ciências Agrárias, Departamento de Biotecnologia e Produção Vegetal e Animal, Araras, SP, Brazil.
Genet Mol Biol. 2023 Apr 3;46(1):e20220286. doi: 10.1590/1678-4685-GMB-2022-0286. eCollection 2023.
A key procedure for ensuring statistical confidence in differential gene expression analyses is to use biological replicates to compare distinct groups. Biological replicates allow the estimation of the residual variation in the gene expression levels among samples of a given experimental condition. In sugarcane, it is possible to obtain an estimate of residual variability at two levels: among samples of distinct genotypes of the same experimental treatment, or clonal replicates of the same genotype. The sequencing costs are often a limitation to leveraging both these levels in the same study, stressing the relevance of efforts to determine an appropriate experimental design. We aim to investigate this question by comparing the transcriptional profiles of young sugarcane culms with different sucrose levels using both sampling strategies. Our results show that clonal replicates provided enough statistical power to identify nearly three times more deferentially expressed genes than the more diverse strategy. However, it resulted in potentially less meaningful biological results, because many of the significant genes were likely related to the particular genotype of choice, rather than representing a common expression profile for the compared groups. This study supports the development of sound experimental designs in new studies regarding differential expression for sugarcane.
确保差异基因表达分析具有统计学可信度的一个关键步骤是使用生物学重复来比较不同的组。生物学重复能够估计给定实验条件下样本间基因表达水平的残余变异。在甘蔗中,可以在两个层面上获得残余变异的估计值:同一实验处理的不同基因型样本之间,或同一基因型的克隆重复之间。测序成本常常限制了在同一研究中利用这两个层面的数据,这凸显了确定合适实验设计的重要性。我们旨在通过使用两种采样策略比较不同蔗糖水平的年轻甘蔗茎的转录谱来研究这个问题。我们的结果表明,克隆重复提供了足够的统计效力,能够鉴定出比更多样化策略多近三倍的差异表达基因。然而,这可能导致生物学结果的意义较小,因为许多显著基因可能与所选的特定基因型有关,而不是代表比较组的共同表达谱。这项研究支持在甘蔗差异表达新研究中制定合理的实验设计。