Amplicon-Based Microbiome Profiling: From Second- to Third-Generation Sequencing for Higher Taxonomic Resolution

Genes (Basel). 2023 Jul 31;14(8):1567. doi: 10.3390/genes14081567.

Abstract

The 16S rRNA amplicon-based sequencing approach represents the most common and cost-effective strategy with great potential for microbiome profiling. The use of second-generation sequencing (NGS) technologies has led to protocols based on the amplification of one or a few hypervariable regions, impacting the outcome of the analysis. Nowadays, comparative studies are necessary to assess different amplicon-based approaches, including the full-locus sequencing currently feasible thanks to third-generation sequencing (TGS) technologies. This study compared three different methods to achieve the deepest microbiome taxonomic characterization: (a) the single-region approach, (b) the multiplex approach, covering several regions of the target gene/region, both based on NGS short reads, and (c) the full-length approach, which analyzes the whole length of the target gene thanks to TGS long reads. Analyses carried out on benchmark microbiome samples, with a known taxonomic composition, highlighted a different classification performance, strongly associated with the type of hypervariable regions and the coverage of the target gene. Indeed, the full-length approach showed the greatest discriminating power, up to species level, also on complex real samples. This study supports the transition from NGS to TGS for the study of the microbiome, even if experimental and bioinformatic improvements are still necessary.

Keywords: 16S rRNA amplicon-based sequencing; metagenomics; microbiome; mock analysis; next-generation sequencing; third-generation sequencing.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Benchmarking*
  • Computational Biology
  • Microbiota* / genetics
  • RNA, Ribosomal, 16S / genetics
  • Technology

Substances

  • RNA, Ribosomal, 16S

Grants and funding

This research was funded by Progetto PRIN: PROGETTI DI RICERCA DI RILEVANTE INTERESSE NAZIONALE—Bando 2017, “Gut-liver axis and the gut vascular barrier in homeostasis and disease”, code 2017J3E2W2_005, CUP B54I19001840001. This work was also supported by ELIXIR-IT, the Italian Node of the European research infrastructure for life-science data, CUP B53C22000690005. Moreover, this research was co-funded by the Complementary National Plan PNC-I.1 “Research initiatives for innovative technologies and pathways in the health and welfare sector” D.D. 931 of 06/06/20–2, DARE—DigitAl lifelong pRevEntion initiative, code PNC0000002, CUP B53C22006420001.