Subrata Sena A, Yuda Pramana, Artama Wayan T, de-Garine Wichatitsky Michel, André Adrien, Michaux Johan
Faculty of Forestry, Universitas Gadjah Mada, Yogyakarta, Indonesia.
Faculty of Technobiology, Universitas Atma Jaya Yogyakarta, Yogyakarta, Indonesia.
Int Microbiol. 2025 Jan;28(1):37-47. doi: 10.1007/s10123-024-00521-x. Epub 2024 Apr 8.
The microbiome is an important consideration for the conservation of endangered species. Studies provided evidence of the effect of behavior and habitat change on the microbiota of wild animals and reported various inferences. It indicates the complexity of factors influencing microbiota diversity, including incomplete sampling procedures. Data abnormality may arise due to the procedures warranting preliminary analysis, such as rarefaction, before downstream analysis. This present study demonstrated the effect of data rarefaction and aggregation on the comparison of wild rusa deer's gut microbial diversity. Eighty-five feces samples were collected from 11 deer populations inhabiting three national parks in Java and Bali islands. Using the Illumina Nova-Seq platform, fragments of 16s rRNA gene were sequenced, and raw data of 51,389 reads corresponding to 2 domains, 22 phyla, 45 classes, 83 orders, 182 families, and 460 genera of bacteria were obtained. Data rarefaction was applied at two different library sizes (minimum and fixed) and aggregation (11 populations into 3 research sites) to investigate its effect on the microbial diversity comparison. There are significant differences in alpha diversity between populations, but not research sites, at all library sizes of rarefaction. A similar finding is also found in beta diversity. Moreover, data rarefaction and aggregation result in different values of the diversity metrics. This present study shows that statistical analysis remains a substantial concern in microbiome studies applied to conservation biology. It suggests reporting a more detailed data normalization in microbiome studies as an inherent control of suboptimal sampling, particularly when involving feces.
微生物群是濒危物种保护的一个重要考量因素。研究提供了行为和栖息地变化对野生动物微生物群影响的证据,并报告了各种推断。这表明影响微生物群多样性的因素很复杂,包括采样程序不完整。由于在下游分析之前需要进行诸如稀疏化等初步分析的程序,可能会出现数据异常。本研究证明了数据稀疏化和汇总对野生爪哇鹿肠道微生物多样性比较的影响。从爪哇岛和巴厘岛三个国家公园的11个鹿群中收集了85份粪便样本。使用Illumina Nova-Seq平台对16s rRNA基因片段进行测序,获得了对应于2个域、22个门、45个纲、83个目、182个科和460个属细菌的51389条原始读数。在两个不同的文库大小(最小和固定)和汇总(11个种群合并为3个研究地点)下应用数据稀疏化,以研究其对微生物多样性比较的影响。在所有稀疏化文库大小下,种群间的α多样性存在显著差异,但研究地点间没有。在β多样性方面也有类似发现。此外,数据稀疏化和汇总导致多样性指标的值不同。本研究表明,统计分析仍然是应用于保护生物学的微生物群研究中的一个重大问题。这表明在微生物群研究中报告更详细的数据标准化作为对次优采样的固有控制,特别是在涉及粪便时。