Evidence map›Paper›PMID 41945577›Full record

ArticlePloS one2026

FAVABEAN and FALAPhyl: Open-source pipelines for scalable 16s rRNA microbiome data processing and visualization.

Afnan Faridoun, Ramon Carvalho, Jacob Smith, Andrew Gibb, Lavanya Jain, Annie Zhang, Ajay Sran, Johanna Redmond, Mohammad Zubbair Malik, Monica Gibson and 5 more

Abstract read
In one paragraph

Article in PloS one, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

15 authors.

Afnan FaridounDepartment of General Dental Practice, College of Dentistry, Kuwait University, Kuwait.ORCID https://orcid.org/0000-0001-5282-5088
Ramon CarvalhoSchool of dentistry, Faculty of Medicine and Dentistry, University of Alberta, Alberta.
Jacob SmithFaculty of Dentistry, Dalhousie University, Halifax, Canada.
Andrew GibbSchool of dentistry, Faculty of Medicine and Dentistry, University of Alberta, Alberta.
Lavanya JainSchool of dentistry, Faculty of Medicine and Dentistry, University of Alberta, Alberta.
Annie ZhangDepartment of Translational Research, Dasman Diabetes Institute, Dasman, Kuwait city, Kuwait.
Ajay SranDepartment of Translational Research, Dasman Diabetes Institute, Dasman, Kuwait city, Kuwait.
Johanna RedmondDepartment of Translational Research, Dasman Diabetes Institute, Dasman, Kuwait city, Kuwait.
Mohammad Zubbair MalikHigh School Youth Researcher Summer (HYRS) Program, University of Alberta, Alberta.
Monica GibsonDepartment of Periodontology, School of Dentistry, Indianapolis, Indiana, United States of America.
Anum HaiderSchool of dentistry, Faculty of Medicine and Dentistry, University of Alberta, Alberta.
Umar RekhiSchool of dentistry, Faculty of Medicine and Dentistry, University of Alberta, Alberta.
Anjali BhagirathFaculty of Dentistry, Dalhousie University, Halifax, Canada.ORCID https://orcid.org/0000-0001-5175-0811
Leigha D RockFaculty of Dentistry, Dalhousie University, Halifax, Canada.
Khaled AltabtbaeiSchool of dentistry, Faculty of Medicine and Dentistry, University of Alberta, Alberta.ORCID https://orcid.org/0000-0001-7890-5254

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Reproducible and scalable analysis of 16S rRNA amplicon sequencing data remains a persistent challenge in microbiome research due to the complexity of available tools, incompatibilities between platforms, and the need for extensive bioinformatics expertise. We developed two containerized workflows-FAVABEAN (Fast Amplicon Variant Annotation, Binning, Error-correction And ANalysis) and FALAPhyl (Forays into Automating Laborious Analyses of Phylogeny)-to address these challenges. FAVABEAN and FALAPhyl are Snakemake-based pipelines designed for flexible execution across local, cluster, and cloud environments. FAVABEAN automates preprocessing, ASV inference, and taxonomic assignment using DADA2 and FIGARO, integration of taxonomic knowledge when samples are sequenced with multiple primers using SMURF. FALAPhyl supports downstream analysis including alpha/beta diversity, network analysis, and differential abundance testing, with integrated provenance tracking. We validated both pipelines using three case studies involving oral microbiome datasets. In Case Study 1, we compared oral microbiota across family members and niches, showing primer-dependent variability in ASV-based similarity and minimal reseeding from familial sources after prophylaxis. Case Study 2 analyzed dental aerosol samples, revealing no significant microbial differences between pre-, intra-, and post-procedure air. Case Study 3, a randomized trial of a nitrate mouthrinse, demonstrated no significant microbiome shifts, highlighting oral microbial stability. FALAPhyl's integration of DAtest enabled empirical evaluation of multiple statistical tests, aiding robust differential abundance inference. FAVABEAN and FALAPhyl offer a reproducible, automated solution for 16S rRNA amplicon data analysis. Their modular design, containerization, and provenance tracking enhance accessibility and scientific rigor in microbiome research.

Indexed as

Computational BiologyMicrobiotaRNA, Ribosomal, 16SSoftwareHigh-Throughput Nucleotide SequencingHumansMouthPhylogenyRNA, Ribosomal, 16S

Identifiers

PMID41945577
PMCPMC13056196

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.