Genome Evolution Laboratory, National Institute of Genetics, 1111 Yata, Mishima, Shizuoka 411-8540, Japan.
Department of Biological Information, Tokyo Institute of Technology, 2-12-1 Ookayama, Meguro-ku, Tokyo 152-8550, Japan.
DNA Res. 2023 Dec 1;30(6). doi: 10.1093/dnares/dsad024.
Various microorganisms exist in environments, and each of them has its optimal growth temperature (OGT). The relationship between genomic information and OGT of each species has long been studied, and one such study revealed that OGT of prokaryotes can be accurately predicted based on the fraction of seven amino acids (IVYWREL) among all encoded amino-acid sequences in its genome. Extending this discovery, we developed a 'Metagenomic Thermometer' as a means of predicting environmental temperature based on metagenomic sequences. Temperature prediction of diverse environments using publicly available metagenomic data revealed that the Metagenomic Thermometer can predict environmental temperatures with small temperature changes and little influx of microorganisms from other environments. The accuracy of the Metagenomic Thermometer was also confirmed by a demonstration experiment using an artificial hot water canal. The Metagenomic Thermometer was also applied to human gut metagenomic samples, yielding a reasonably accurate value for human body temperature. The result further suggests that deep body temperature determines the dominant lineage of the gut community. Metagenomic Thermometer provides a new insight into temperature-driven community assembly based on amino-acid composition rather than microbial taxa.
各种微生物存在于环境中,每种微生物都有其最适生长温度(OGT)。长期以来,人们一直在研究基因组信息与每种物种的 OGT 之间的关系,其中一项研究表明,基于其基因组中所有编码氨基酸序列中七种氨基酸(IVYWREL)的分数,可以准确预测原核生物的 OGT。在此发现的基础上,我们开发了一种“宏基因组温度计”,作为一种基于宏基因组序列预测环境温度的方法。使用公开的宏基因组数据对各种环境的温度预测表明,宏基因组温度计可以在温度变化较小且没有其他环境中的微生物大量涌入的情况下预测环境温度。通过使用人工热水渠进行的演示实验也证实了宏基因组温度计的准确性。宏基因组温度计还应用于人类肠道宏基因组样本,得出了人体温度相当准确的值。该结果进一步表明,深部体温决定了肠道群落的主导谱系。宏基因组温度计提供了一种基于氨基酸组成而不是微生物类群的温度驱动群落组装的新视角。