School of Biological Sciences, Georgia Institute of Technology, Atlanta, Georgia, USA.
Department of Environmental and Occupational Health, University of Washington, Seattle, Washington, USA.
mBio. 2024 Apr 10;15(4):e0342223. doi: 10.1128/mbio.03422-23. Epub 2024 Mar 15.
Diarrheagenic , collectively known as DEC, is a leading cause of diarrhea, particularly in children in low- and middle-income countries. Diagnosing infections caused by different DEC pathotypes traditionally relies on the cultivation and identification of virulence genes, a resource-intensive and error-prone process. Here, we compared culture-based DEC identification with shotgun metagenomic sequencing of whole stool using 35 randomly drawn samples from a cohort of diarrhea-afflicted patients. Metagenomic sequencing detected the cultured isolates in 97% of samples, revealing, overall, reliable detection by this approach. Genome binning yielded high-quality metagenome-assembled genomes (MAGs) for 13 samples, and we observed that the MAG did not carry the diagnostic DEC virulence genes of the corresponding isolate in 60% of these samples. Specifically, two distinct scenarios were observed: diffusely adherent (DAEC) isolates without corresponding DAEC MAGs appeared to be relatively rare members of the microbiome, which was further corroborated by quantitative PCR (qPCR), and thus unlikely to represent the etiological agent in 3 of the 13 samples (~23%). In contrast, ETEC virulence genes were located on plasmids and largely escaped binning in associated MAGs despite being prevalent in the sample (5/13 samples or ~38%), revealing limitations of the metagenomic approach. These results provide important insights for diagnosing DEC infections and demonstrate how metagenomic methods can complement isolation efforts and PCR for pathogen identification and population abundance.
Diagnosing enteric infections based on traditional methods involving isolation and PCR can be erroneous due to isolation and other biases, e.g., the most abundant pathogen may not be recovered on isolation media. By employing shotgun metagenomics together with traditional methods on the same stool samples, we show that mixed infections caused by multiple pathogens are much more frequent than traditional methods indicate in the case of acute diarrhea. Further, in at least 8.5% of the total samples examined, the metagenomic approach reliably identified a different pathogen than the traditional approach. Therefore, our results provide a methodology to complement existing methods for enteric infection diagnostics with cutting-edge, culture-independent metagenomic techniques, and highlight the strengths and limitations of each approach.
肠致病性细菌,统称为 DEC,是腹泻的主要原因,特别是在中低收入国家的儿童中。传统上,诊断不同 DEC 病原体引起的感染依赖于培养和鉴定毒力基因,这是一个资源密集型且容易出错的过程。在这里,我们比较了基于培养的 DEC 鉴定与使用来自腹泻患者队列的 35 个随机抽取样本的全粪便 shotgun 宏基因组测序。宏基因组测序在 97%的样本中检测到培养分离株,总体上表明这种方法具有可靠的检测能力。基因组分箱为 13 个样本生成了高质量的宏基因组组装基因组 (MAGs),我们观察到在这些样本中,60%的样本的 MAG 不携带相应分离株的诊断性 DEC 毒力基因。具体来说,观察到两种不同的情况:弥散性粘附 (DAEC) 分离株没有相应的 DAEC MAG,似乎是微生物组中相对较少的成员,这进一步得到了定量 PCR(qPCR)的证实,因此在 13 个样本中的 3 个 (~23%)中不太可能代表病因。相比之下,肠致病性大肠杆菌的毒力基因位于质粒上,尽管在样本中普遍存在(13 个样本中的 5 个或约 38%),但在相关 MAG 中很大程度上逃避了分箱,这揭示了宏基因组方法的局限性。这些结果为 DEC 感染的诊断提供了重要的见解,并展示了宏基因组方法如何补充分离和 PCR 等方法用于病原体鉴定和种群丰度分析。
基于涉及分离和 PCR 的传统方法诊断肠道感染可能会因分离和其他偏差而出现错误,例如,最丰富的病原体可能不会在分离培养基上恢复。通过在相同的粪便样本上同时使用宏基因组学和传统方法,我们表明,急性腹泻时,由多种病原体引起的混合感染比传统方法所表明的更为频繁。此外,在所检查的总样本中,至少有 8.5%的样本,宏基因组方法可靠地鉴定出了与传统方法不同的病原体。因此,我们的结果提供了一种方法,用先进的、不依赖培养的宏基因组技术来补充现有的肠道感染诊断方法,并强调了每种方法的优势和局限性。