GTX-GUT: A Standardized Metagenomic Workflow for Gut Microbiome Profiling and Clinical Associations
Andrade, R. L.; Fiuza, T. d. S.; Ferraz, R. S.; Kroll, J. E.; Barbosa Araujo, P. V.; Gomes, D. H. F.; Varuzza, L.; de Souza, G. A.; Alves Sobrinho, P. d. A.; de Souza, S. J.
Show abstract
The human gut microbiome plays a central role in host physiology and disease, yet metagenomic analysis pipelines remain fragmented across sample preparation, taxonomic classification, and clinical interpretation stages, complicating reproducibility and translational use. Here we present GTX-GUT, a fully automated, containerized Snakemake pipeline for 16S rRNA gut microbiome profiling that integrates quality control, taxonomic classification (QIIME2/DADA2 against Greengenes 13.8), diversity and compositional metrics benchmarked against a curated healthy reference population, enterotype classification, a clinical association module spanning 11 disease categories, and automated natural-language report generation. We validated the pipeline using the ZymoBIOMICS mock community, showing that BBDuk preprocessing substantially reduced genus-level quantification error (Mean Absolute Error reduced from 7.34 to 1.58 percentage points; Pearsons r improved from 0.576 to 0.833). Application to a human sample from a patient with type 2 Diabetes Mellitus recovered a dysbiotic signature consistent with the literature, including reduced Firmicutes abundance, elevated Bacteroidetes and Proteobacteria, and a predominance of clinical associations within metabolic and gastrointestinal categories. These results demonstrate that GTXGUT provides a reproducible, end-to-end framework linking raw sequencing data to clinically interpretable output, with direct applicability to research and translational microbiome studies.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Identifying unmeasured heterogeneity in microbiome data via quantile thresholding (QuanT) 95%
- Improved eukaryotic detection compatible with large-scale automated analysis of metagenomes 94%
- Altitude-dependent agro-ecologies impact the microbiome diversity of scavenging indigenous chicken in Ethiopia 94%
Similar papers in this journal
- The South American MicroBiome Archive (saMBA): Enriching the healthy microbiome concept by evaluating uniqueness and biodiversity of neglected populations 95%
- Systematic evaluation of metatranscriptomic differential gene expression in silico, in vitro, and in vivo enables elucidation of inter-species cross-feeding 95%
- Taxometer: Improving taxonomic classification of metagenomics contigs 94%
Similar papers in this journal
- Predicted meta-omics: a potential solution to multi-omics data scarcity in microbiome studies 96%
- Baseline human gut microbiota profile in healthy people and standard reporting template 96%
- FAVABEAN and FALAPhyl: Open-Source Pipelines for Scalable 16s rRNA Microbiome Data Processing and Visualization 96%
Similar papers in this journal
- Metagenome-assembled genomes of Estonian Microbiome cohort reveal novel species and their links with prevalent diseases 96%
- Illumina Complete Long Read Assay yields contiguous bacterial genomes from human gut metagenomes 94%
- phyloFlash -- Rapid SSU rRNA profiling and targeted assembly from metagenomes 94%
Similar papers in this journal
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.