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Machine learning and deep learning applications in microbiome research
The many microbial communities around us form interactive and dynamic ecosystems called
microbiomes. Though concealed from the naked eye, microbiomes govern and influence …
microbiomes. Though concealed from the naked eye, microbiomes govern and influence …
Perspectives and benefits of high-throughput long-read sequencing in microbial ecology
Short-read, high-throughput sequencing (HTS) methods have yielded numerous important
insights into microbial ecology and function. Yet, in many instances short-read HTS …
insights into microbial ecology and function. Yet, in many instances short-read HTS …
Multivariable association discovery in population-scale meta-omics studies
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 …
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
In 2020, we identified cancer-specific microbial signals in The Cancer Genome Atlas
(TCGA). Multiple peer-reviewed papers independently verified or extended our findings …
(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
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 …
entities in the biosphere. There is accumulating evidence revealing their important roles in …
Metaviral SPAdes: assembly of viruses from metagenomic data
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 …
tiny fraction of the Earth's virome has been sequenced so far. Shotgun metagenomic …
Challenges and opportunities in sharing microbiome data and analyses
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 …
and complexity. Although the infrastructure and technologies to share data have been …
Critical assessment of metagenome interpretation: the second round of challenges
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 …
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
Culture-independent analyses of microbial communities have progressed dramatically in the
last decade, particularly due to advances in methods for biological profiling via shotgun …
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 …
overlooking viruses. Phanta, a virome-inclusive gut microbiome profiling tool, overcomes the …