Machine learning and deep learning applications in microbiome research

R Hernández Medina, S Kutuzova… - ISME …, 2022 - academic.oup.com
The many microbial communities around us form interactive and dynamic ecosystems called
microbiomes. Though concealed from the naked eye, microbiomes govern and influence …

Perspectives and benefits of high-throughput long-read sequencing in microbial ecology

L Tedersoo, M Albertsen, S Anslan… - Applied and …, 2021 - journals.asm.org
Short-read, high-throughput sequencing (HTS) methods have yielded numerous important
insights into microbial ecology and function. Yet, in many instances short-read HTS …

Multivariable association discovery in population-scale meta-omics studies

H Mallick, A Rahnavard, LJ McIver, S Ma… - PLoS computational …, 2021 - journals.plos.org
It is challenging to associate features such as human health outcomes, diet, environmental
conditions, or other metadata to microbial community measurements, due in part to their …

Robustness of cancer microbiome signals over a broad range of methodological variation

GD Sepich-Poore, D McDonald, E Kopylova… - Oncogene, 2024 - nature.com
In 2020, we identified cancer-specific microbial signals in The Cancer Genome Atlas
(TCGA). Multiple peer-reviewed papers independently verified or extended our findings …

Phage family classification under Caudoviricetes: A review of current tools using the latest ICTV classification framework

Y Zhu, J Shang, C Peng, Y Sun - Frontiers in microbiology, 2022 - frontiersin.org
Bacteriophages, which are viruses infecting bacteria, are the most ubiquitous and diverse
entities in the biosphere. There is accumulating evidence revealing their important roles in …

Metaviral SPAdes: assembly of viruses from metagenomic data

D Antipov, M Raiko, A Lapidus, PA Pevzner - Bioinformatics, 2020 - academic.oup.com
Motivation Although the set of currently known viruses has been steadily expanding, only a
tiny fraction of the Earth's virome has been sequenced so far. Shotgun metagenomic …

Challenges and opportunities in sharing microbiome data and analyses

C Huttenhower, RD Finn, AC McHardy - Nature Microbiology, 2023 - nature.com
Microbiome data, metadata and analytical workflows have become 'big'in terms of volume
and complexity. Although the infrastructure and technologies to share data have been …

Critical assessment of metagenome interpretation: the second round of challenges

F Meyer, A Fritz, ZL Deng, D Koslicki, TR Lesker… - Nature …, 2022 - nature.com
Evaluating metagenomic software is key for optimizing metagenome interpretation and focus
of the Initiative for the Critical Assessment of Metagenome Interpretation (CAMI). The CAMI II …

Integrating taxonomic, functional, and strain-level profiling of diverse microbial communities with bioBakery 3

F Beghini, LJ McIver, A Blanco-Míguez, L Dubois… - elife, 2021 - elifesciences.org
Culture-independent analyses of microbial communities have progressed dramatically in the
last decade, particularly due to advances in methods for biological profiling via shotgun …

Phage-inclusive profiling of human gut microbiomes with Phanta

Y Pinto, M Chakraborty, N Jain, AS Bhatt - Nature Biotechnology, 2024 - nature.com
Due to technical limitations, most gut microbiome studies have focused on prokaryotes,
overlooking viruses. Phanta, a virome-inclusive gut microbiome profiling tool, overcomes the …