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Rapid advancements in long-read sequencing have facilitated species-level microbial profiling through full-length 16S rRNA sequencing (~ 1500 bp), and more notably, by the newer 16S-ITS-23S ribosomal RNA operon (RRN) sequencing (~ 4500 bp). RRN sequencing is emerging as a superior method for species resolution, exceeding the capabilities of short-read and full-length 16S rRNA sequencing. However, being in its early stages of development, RRN sequencing has several underexplored or understudied elements, highlighting the need for a critical and thorough examination of its methodologies. Key areas that require detailed analysis include understanding how primer pairs, sequencing platforms, and classifiers and databases affect the accuracy of species resolution achieved through RRN sequencing. Our study addresses these gaps by evaluating the effect of primer pairs using four RRN primer combinations, and that of sequencing platforms by employing PacBio and Oxford Nanopore Technologies (ONT) systems. Furthermore, two classification methods (Minimap2 and OTU clustering), in combination with four RRN reference databases (MIrROR, rrnDB, and two versions of GROND) were compared to identify consistent and accurate classification methods with RRN sequencing. Here we demonstrate that RRN primer pair choice and sequencing platform do not substantially bias taxonomic profiles for most of the tested mock communities, while classification methods significantly impact the accuracy of species-level assignments. Of the classification methods tested, Minimap2 classifier in combination with the GROND database most consistently provided accurate species-level classification across the communities tested, irrespective of sequencing platform.
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http://dx.doi.org/10.1038/s41598-024-83410-7 | DOI Listing |
J Environ Manage
August 2025
College of Safety and Environmental Engineering, Shandong University of Science and Technology, Qingdao, 266590, Shandong, China; Institute of Yellow River Delta Earth Surface Processes and Ecological Integrity, Shandong University of Science and Technology, Qingdao, 266590, Shandong, China. Electro
Natural attenuation represents a pivotal process in the management of oil spills within marine ecosystems, one of which is to monitor bioprocess that is inseparable from microbial action. However, the behaviors of microorganism with different survival strategies under petroleum contamination remain largely unexplored in gulf environments. Herein, ecological and evolutionary characteristics of K- and r-strategist were comprehensively investigated in diesel-polluted sediment from Laizhou Bay via molecular sequencing and physicochemical experiments.
View Article and Find Full Text PDFWater Res
September 2025
State Key Laboratory of Marine Environmental Science, Fujian Provincial Key Laboratory for Coastal Ecology and Environmental Studies, Xiamen University, Xiamen 361102, China; College of the Environment and Ecology, Xiamen University, Xiamen 361102, China.
River plumes substantially influence dissolved organic matter (DOM) composition and microbial community structure, but the mechanisms linking DOM molecular traits to microbial interactions in these dynamic systems remain poorly understood. We investigated DOM-microbe interactions in the Pearl River plume using high-resolution biogeochemical surveys in the northern South China Sea. By integrating optical, mass spectrometric, and 16S rRNA gene sequencing analyses, we traced DOM molecular composition and bacterial community responses along a salinity gradient.
View Article and Find Full Text PDFJ Eukaryot Microbiol
May 2025
Department of Marine Biology and Ecology, Rosenstiel School of Marine, Atmospheric and Earth Science, University of Miami, Miami, Florida, USA.
Unknown ellipsoid bodies, later classified as apicomplexan cysts, are prevalent in the ovaries of Japanese sea cucumbers (Apostichopus japonicus), where they can lead to lower fecundity in infected individuals and adverse effects on wild populations as well as aquaculture efforts for this endangered species. Apicomplexans are widespread and essential to marine environments, where they can affect the health and fitness of host populations. We performed genomic sequencing of recovered cysts to gain more ecological and evolutionary information on this parasite.
View Article and Find Full Text PDFMicroorganisms
March 2025
G.B. Elyakov Pacific Institute of Bioorganic Chemistry, Far Eastern Branch, Russian Academy of Sciences, Prospect 100 Let Vladivostoku, 159, Vladivostok 690022, Russia.
Two novel strains, CB1-14 and CB2-10, were isolated from the marine polychaetes from the Sea of Japan. Phylogenetic analysis based on the 16S rRNA sequences revealed that the two strains belong to the genus , sharing 98.96% identity with CN 83.
View Article and Find Full Text PDFmSphere
April 2025
Department of Microbiology, University of Massachusetts Amherst, Amherst, Massachusetts, USA.
Below-ground carbon transformations that contribute to healthy soils represent a natural climate change mitigation, but newly acquired traits adaptive to climate stress may alter microbial feedback mechanisms. To better define microbial evolutionary responses to long-term climate warming, we study microorganisms from an ongoing soil warming experiment where, for over three decades, temperate forest soils are continuously heated at 5°C above ambient. We hypothesize that across generations of chronic warming, genomic signatures within diverse bacterial lineages reflect adaptations related to growth and carbon utilization.
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