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Network analysis methods for studying microbial communities: A mini review.

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TLDR
A comprehensive overview of state-of-the-art methods to infer intra-kingdom interactions ranging from simple correlation-to complex conditional dependence-based methods can be found in this paper.
Abstract
Microorganisms including bacteria, fungi, viruses, protists and archaea live as communities in complex and contiguous environments. They engage in numerous inter- and intra- kingdom interactions which can be inferred from microbiome profiling data. In particular, network-based approaches have proven helpful in deciphering complex microbial interaction patterns. Here we give an overview of state-of-the-art methods to infer intra-kingdom interactions ranging from simple correlation- to complex conditional dependence-based methods. We highlight common biases encountered in microbial profiles and discuss mitigation strategies employed by different tools and their trade-off with increased computational complexity. Finally, we discuss current limitations that motivate further method development to infer inter-kingdom interactions and to robustly and comprehensively characterize microbial environments in the future.

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Citations
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iNAP: An integrated network analysis pipeline for microbiome studies

TL;DR: Integrated network analysis pipeline (iNAP) as discussed by the authors is an online analysis pipeline for generating and analyzing comprehensive ecological networks in microbiome studies, which is implemented in two sections, that is, network construction and network analysis, and integrates many open access tools.
Journal ArticleDOI

Best practices in metabarcoding of fungi: From experimental design to results

TL;DR: It is demonstrated that operational taxonomic units (OTUs) outperform amplified sequence variants (ASVs) in recovering fungal diversity and specific methods for compositional data analyses provide more reliable estimates of shifts in community structure.
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Age-related diseases, therapies and gut microbiome: A new frontier for healthy aging

TL;DR: In this article , the development of integrated microbiome-based intervention strategies, aimed at favoring a eubiotic configuration and trajectory, could therefore represent an innovative approach for the promotion of healthy aging and the achievement of longevity.
Journal ArticleDOI

Prevalence of Actinobacteria in the production of 2-methylisoborneol and geosmin, over Cyanobacteria in a temperate eutrophic reservoir

TL;DR: The Eagle Creek Reservoir, a eutrophic temperate reservoir, is frequently impacted by seasonal odorous episodes, and during the spring 2013 outbreak of 2-methylisoborneol (MIB) and geosmin (GSM) (120.9 and 51.4 ng L−1, respectively), a shotgun metagenomics approach illustrated the dominance of Actinobacteria (genus Streptomyces) rather than Cyanobacteria, formerly assumed to be the main producers as discussed by the authors .
Journal ArticleDOI

Current Applications of Absolute Bacterial Quantification in Microbiome Studies and Decision-Making Regarding Different Biological Questions.

TL;DR: The available approaches for absolute quantification are highly diverse and challenging, especially for quantification in differing biological situations, such as distinguishing between live and dead cells, quantification of specific taxa, enumeration of low biomass samples, large sample size feasibility, and the detection of various other cellular features as discussed by the authors.
References
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Journal ArticleDOI

Regression Shrinkage and Selection via the Lasso

TL;DR: A new method for estimation in linear models called the lasso, which minimizes the residual sum of squares subject to the sum of the absolute value of the coefficients being less than a constant, is proposed.
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Sparse inverse covariance estimation with the graphical lasso

TL;DR: Using a coordinate descent procedure for the lasso, a simple algorithm is developed that solves a 1000-node problem in at most a minute and is 30-4000 times faster than competing methods.
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High-dimensional graphs and variable selection with the Lasso

TL;DR: It is shown that neighborhood selection with the Lasso is a computationally attractive alternative to standard covariance selection for sparse high-dimensional graphs and is hence equivalent to variable selection for Gaussian linear models.
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What is mb method on microbial network analysis?

The paper does not mention a specific method called "mb" for microbial network analysis.