Evidence map›Paper›PMID 37800969›Full record

ArticleApplied and environmental microbiology2023

The newest Oxford Nanopore R10.4.1 full-length 16S rRNA sequencing enables the accurate resolution of species-level microbial community profiling.

Tianyuan Zhang, Hanzhou Li, Silin Ma, Jian Cao, Hao Liao, Qiaoyun Huang, Wenli Chen

Registry-linked trialAbstract read
In one paragraph

Article in Applied and environmental microbiology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07381140 (Longitudinal Evaluation of Gut Microbiota and Fecal Metabolome Following Roux-en-Y Gastric Bypass), which is not on this map. Cited by 109 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
109citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT07381140 not yet recruitingnot on this mapstarted 2026, after this paper: background citation

Longitudinal Evaluation of Gut Microbiota and Fecal Metabolome Following Roux-en-Y Gastric Bypass: Clinical Implications and Identification of Predictive Biomarkers

TypeobservationalSponsorAzienda Ospedaliera Specializzata in Gastroenterologia Saverio de BellisRan2026 to 2028Enrolled100ConditionsObese Patients, Obese Patients With Bariatric Surgery, Gut Microbiota, Healthy Participants
3 · Its place in the literature

Who cites it

109 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Systematic Review: Long-Read Sequencing in Algal Studies.International journal of molecular sciences · 2026
    Pooled it
  2. Article
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  6. Article
  7. Article
  8. Review
  9. Article
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  13. Microbial genomics · 2026
    Article
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  17. bioRxiv : the preprint server for biology · 2026
    Article
  18. Review
  19. Article
  20. Oral and plasma microbiome in the context of acute febrile illness.medRxiv : the preprint server for health sciences · 2026
    Article

49 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Tianyuan ZhangNational Key Laboratory of Agricultural Microbiology, Huazhong Agricultural University, Wuhan, China.ORCID 0000-0001-8968-563X
Hanzhou LiWuhan Benagen Technology Co., Ltd., Wuhan, China.ORCID 0000-0001-6861-404X
Silin MaNational Key Laboratory of Agricultural Microbiology, Huazhong Agricultural University, Wuhan, China.ORCID 0000-0003-1828-4032
Jian CaoWuhan Benagen Technology Co., Ltd., Wuhan, China.ORCID 0000-0003-4797-397X
Hao LiaoNational Key Laboratory of Agricultural Microbiology, Huazhong Agricultural University, Wuhan, China.ORCID 0000-0002-5561-9295
Qiaoyun HuangNational Key Laboratory of Agricultural Microbiology, Huazhong Agricultural University, Wuhan, China.ORCID 0000-0002-2733-8066
Wenli ChenNational Key Laboratory of Agricultural Microbiology, Huazhong Agricultural University, Wuhan, China.ORCID 0000-0003-1717-1263

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The long-read amplicon provides a species-level solution for the community. With the improvement of nanopore flowcells, the accuracy of Oxford Nanopore Technologies (ONT) R10.4.1 has been substantially enhanced, with an average of approximately 99%. To evaluate its effectiveness on amplicons, three types of microbiomes were analyzed by 16S ribosomal RNA (hereinafter referred to as "16S") amplicon sequencing using Novaseq, Pacbio sequel II, and Nanopore PromethION platforms (R9.4.1 and R10.4.1) in the current study. We showed the error rate, recall, precision, and bias index in the mock sample. The error rate of ONT R10.4.1 was greatly reduced, with a better recall in the case of the synthetic community. Meanwhile, in different types of environmental samples, ONT R10.4.1 analysis resulted in a composition similar to Pacbio data. We found that classification tools and databases influence ONT data. Based on these results, we conclude that the ONT R10.4.1 16S amplicon can also be used for application in environmental samples. IMPORTANCE The long-read amplicon supplies the community with a species-level solution. Due to the high error rate of nanopore sequencing early on, it has not been frequently used in 16S studies. Oxford Nanopore Technologies (ONT) introduced the R10.4.1 flowcell with Q20+ reagent to achieve more than 99% accuracy as sequencing technology advanced. However, there has been no published study on the performance of commercial PromethION sequencers with R10.4.1 flowcells on 16S sequencing or on the impact of accuracy improvement on taxonomy (R9.4.1 to R10.4.1) using 16S ONT data. In this study, three types of microbiomes were investigated by 16S ribosomal RNA (rRNA) amplicon sequencing using Novaseq, Pacbio sequel II, and Nanopore PromethION platforms (R9.4.1 and R10.4.1). In the mock sample, we displayed the error rate, recall, precision, and bias index. We observed that the error rate in ONT R10.4.1 is significantly lower, especially when deletions are involved. First and foremost, R10.4.1 and Pacific Bioscience platforms reveal a similar microbiome in environmental samples. This study shows that the R10.4.1 full-length 16S rRNA sequences allow for species identification of environmental microbiota.

Indexed as

MicrobiotaNanoporesHigh-Throughput Nucleotide SequencingRNA, Ribosomal, 16SSequence Analysis, DNARNA, Ribosomal, 16Senvironmental samplefull-length 16S rRNA sequencingmock communitiesnanopore sequencingONT R10.4.1

Identifiers

PMID37800969
PMCPMC10617388

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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.