Ding T, Liu C, Li Z
Mol Cancer. 2025; 24(1):18.
PMID: 39815314
PMC: 11734361.
DOI: 10.1186/s12943-025-02227-8.
Shi K, Liu Q, Ji Q, He Q, Zhao X
Brief Bioinform. 2024; 25(6).
PMID: 39446191
PMC: 11500453.
DOI: 10.1093/bib/bbae530.
Gonia S, Heisel T, Miller N, Haapala J, Harnack L, Georgieff M
Front Nutr. 2024; 11:1456111.
PMID: 39385777
PMC: 11462058.
DOI: 10.3389/fnut.2024.1456111.
Maaskant A, Voermans B, Levin E, de Goffau M, Plomp N, Schuren F
Anim Microbiome. 2024; 6(1):53.
PMID: 39313845
PMC: 11421201.
DOI: 10.1186/s42523-024-00338-z.
Chen Y, Li J, Zhang Y, Zhang M, Sun Z, Jing G
Imeta. 2024; 1(1):e1.
PMID: 38867729
PMC: 10989749.
DOI: 10.1002/imt2.1.
Interpretable metric learning in comparative metagenomics: The adaptive Haar-like distance.
Gorman E, Lladser M
PLoS Comput Biol. 2024; 20(5):e1011543.
PMID: 38768195
PMC: 11142682.
DOI: 10.1371/journal.pcbi.1011543.
A primer on the use of machine learning to distil knowledge from data in biological psychiatry.
Quinn T, Hess J, Marshe V, Barnett M, Hauschild A, Maciukiewicz M
Mol Psychiatry. 2024; 29(2):387-401.
PMID: 38177352
PMC: 11228968.
DOI: 10.1038/s41380-023-02334-2.
Overview of data preprocessing for machine learning applications in human microbiome research.
Ibrahimi E, Lopes M, Dhamo X, Simeon A, Shigdel R, Hron K
Front Microbiol. 2023; 14:1250909.
PMID: 37869650
PMC: 10588656.
DOI: 10.3389/fmicb.2023.1250909.
Gene-based microbiome representation enhances host phenotype classification.
Deschenes T, Tohoundjona F, Plante P, Di Marzo V, Raymond F
mSystems. 2023; 8(4):e0053123.
PMID: 37404032
PMC: 10469787.
DOI: 10.1128/msystems.00531-23.
Ordering taxa in image convolution networks improves microbiome-based machine learning accuracy.
Shtossel O, Isakov H, Turjeman S, Koren O, Louzoun Y
Gut Microbes. 2023; 15(1):2224474.
PMID: 37345233
PMC: 10288916.
DOI: 10.1080/19490976.2023.2224474.
Bacterial, fungal, and interkingdom microbiome features of exclusively breastfeeding dyads are associated with infant age, antibiotic exposure, and birth mode.
Heisel T, Johnson A, Gonia S, Dillon A, Skalla E, Haapala J
Front Microbiol. 2022; 13:1050574.
PMID: 36466688
PMC: 9714262.
DOI: 10.3389/fmicb.2022.1050574.
Extending Association Rule Mining to Microbiome Pattern Analysis: Tools and Guidelines to Support Real Applications.
Giulia A, Anna S, Antonia B, Dario P, Maurizio C
Front Bioinform. 2022; 1:794547.
PMID: 36303759
PMC: 9580939.
DOI: 10.3389/fbinf.2021.794547.
BiGAMi: Bi-Objective Genetic Algorithm Fitness Function for Feature Selection on Microbiome Datasets.
Leske M, Bottacini F, Afli H, Andrade B
Methods Protoc. 2022; 5(3).
PMID: 35645350
PMC: 9149982.
DOI: 10.3390/mps5030042.
SKIOME Project: a curated collection of skin microbiome datasets enriched with study-related metadata.
Agostinetto G, Bozzi D, Porro D, Casiraghi M, Labra M, Bruno A
Database (Oxford). 2022; 2022.
PMID: 35576001
PMC: 9216470.
DOI: 10.1093/database/baac033.
Host phenotype classification from human microbiome data is mainly driven by the presence of microbial taxa.
Giliberti R, Cavaliere S, Mauriello I, Ercolini D, Pasolli E
PLoS Comput Biol. 2022; 18(4):e1010066.
PMID: 35446845
PMC: 9064115.
DOI: 10.1371/journal.pcbi.1010066.
Human disease prediction from microbiome data by multiple feature fusion and deep learning.
Chen X, Zhu Z, Zhang W, Wang Y, Wang F, Yang J
iScience. 2022; 25(4):104081.
PMID: 35372808
PMC: 8971930.
DOI: 10.1016/j.isci.2022.104081.
EasyMicroPlot: An Efficient and Convenient R Package in Microbiome Downstream Analysis and Visualization for Clinical Study.
Liu B, Huang L, Liu Z, Pan X, Cui Z, Pan J
Front Genet. 2022; 12:803627.
PMID: 35058973
PMC: 8764268.
DOI: 10.3389/fgene.2021.803627.
Colorectal Cancer-Associated Microbiome Patterns and Signatures.
Zhao L, Cho W, Nicolls M
Front Genet. 2022; 12:787176.
PMID: 35003221
PMC: 8729777.
DOI: 10.3389/fgene.2021.787176.
Learning sparse log-ratios for high-throughput sequencing data.
Gordon-Rodriguez E, Quinn T, Cunningham J
Bioinformatics. 2021; 38(1):157-163.
PMID: 34498030
PMC: 8696089.
DOI: 10.1093/bioinformatics/btab645.
BowSaw: Inferring Higher-Order Trait Interactions Associated With Complex Biological Phenotypes.
DiMucci D, Kon M, Segre D
Front Mol Biosci. 2021; 8:663532.
PMID: 34222331
PMC: 8245782.
DOI: 10.3389/fmolb.2021.663532.