Category Archives: Plant Root Soil microbiome

July 26, 2022

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Highlights!

Microbial determinants of effective donors in faecal microbiota transplantation for UC – Craig Haifer – Gut → Metagenomic and metabolomic data analysis showed that donor microbiota stability and increased species evenness were identified novel markers associated with donor sample therapeutic efficacy in Ulcerative Colitis.

A gut microbial peptide and molecular mimicry in the pathogenesis of type 1 diabetes – Khyati Girdhar – PNAS → A peptide sequence from Parabacteroides distasonis mimics an important insulin epitope, making it susceptible to generating type I diabetes in a mouse model. 

Human and General Microbiome

Gut microbiome changes in anti-N-methyl-D-aspartate receptor encephalitis patients – Jingya Wei – BMC Neurology

Effect of a bacteriocin-producing Streptococcus salivarius on the pathogen Fusobacterium nucleatum in a model of the human distal colon – Garreth W Lawrence – Gut Microbes

Identification of Gut Microbiome Metabolites via Network Pharmacology Analysis in Treating Alcoholic Liver Disease – Ki-Kwang Oh – Current Issues in Molecular Biology

Review: The Gut Microbiota: A Double Edge Sword in Endometriosis – Chandni Talwar – Biology of Reproduction

Non-Model Animal Microbiome

Hair Microbiome Diversity within and across Primate Species – Catherine Kitrinos – mSystems

Seasonal variations in the composition and diversity of gut microbiota in white-lipped deer (Cervus albirostris) – Zhangqiang You – PeerJ

Plant Microbiome

Effects of Domestication on Plant-Microbiome Interactions – Andres Gutierrez – Plant & Cell Physiology

Evaluation of protein extraction methods for metaproteomic analyses of root-associated microbes – Fernanda Salvato – Molecular Plant-Microbe Interactions

Environmental Microbiome

Absence of stress-promoted facilitation coupled with a competition decrease in the microbiome of ephemeral saline lakes – Mateu Menéndez-Serra – Ecology

Insights into the Antimicrobial Activities and Metabolomes of Aquimarina (Flavobacteriaceae, Bacteroidetes) Species from the Rare Marine Biosphere – Sandra Godinho Silva – Marine Drugs

More microbes

Correspondence: International travel, the gut microbiome, and ESBL-E coli carriage – Ye Peng – The Lancet. Microbe

An Engineered λ Phage Enables Enhanced and Strain-Specific Killing of Enterohemorrhagic Escherichia coli – Menglu Jin – Microbiology Spectrum

Bioinformatics and Microbiome Analysis Techniques

MOCHI, a comprehensive cross-platform tool for amplicon-based microbiota analysis – Jun-Jie Zheng – Bioinformatics

July 18th, 2020

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God morgon! Good morning from Sweden. Today’s digest features only three articles but I am sure everyone will enjoy reading it, especially a super interesting article highlighting the importance of older siblings on development of an individual’s airway and gut microbiota. The study asserts that having a closely aged older sibling has more impact on one’s microbiota as compared to having more than one older sibling. Another featured article demonstrates how gut microbiota can improve the quality of chicken by preventing intestinal inflammation. From animal farming we go over to plant farming. Another article in today’s digest shows how monocropping (growing the same crop over and over) negatively impacts the diversity of soil bacteria which eventually shows up as poor yield. This makes it imperative to consider the soil microbiota while taking decisions on crop cycle. I hope you will enjoy reading today’s digest and have a great week!

Human microbiome

The developing airway and gut microbiota in early life is influenced by age of older siblings – Emil Dalgaard Christensen, et al., Microbiome

Animal microbiome

Chicken jejunal microbiota improves growth performance by mitigating intestinal inflammation – Xiaolong Zhang, et al., Microbiome

Plant root and soil microbiome

Reduced chemodiversity suppresses rhizosphere microbiome functioning in the mono-cropped agroecosystems – Pengfa Li, et al., Microbiome

July 14, 2022

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Today’s digest has multiple articles on statistical and bioinformatic techniques! Also included is a job ad from my research team, so check it out if you’re interested in gaining geomicrobiology research experience at a national laboratory.

Events and jobs

Our geomicrobiology research group at the National Energy Technology Lab – Pittsburgh is looking for a technician/researcher. Exact responsibilities are somewhat flexible depending on interest and education-level; we are accepting applications from current students at all levels as well as postdocs.

General microbiome

Mycobacteriophages: From Petri dish to patient – Hatfull – PLOS Pathogens

Animal microbiome

Reconstructing the ecosystem context of a species: Honey-borne DNA reveals the roles of the honeybee – Wirta et al. – PLOS One

Plant, root, and soil microbiome

Patterns of microbial communities were shaped by bioavailable P along the elevation gradient of Shergyla Mountain, as determined by analysis of phospholipid fatty acids – Ba et al. – PLOS One

Preprint: Soil chemistry and soil history significantly structure oomycete communities in Brassicaceae crop rotations – Blakney et al. – bioRxiv

Community succession and straw degradation characteristics using a microbial decomposer at low temperature – Zhang et al. – PLOS One

Built Environment

Indoor air microbial load, antibiotic susceptibility profiles of bacteria, and associated factors in different wards of Arba Minch General Hospital, southern Ethiopia – Kayta et al. – PLOS One

Techniques

moreThanANOVA: A user-friendly Shiny/R application for exploring and comparing data with interactive visualization – Jiang et al. – PLOS One

Preparation of biological monolayers for producing high-resolution scanning electron micrographs – Mentor et al. – PLOS One

The accuracy of absolute differential abundance analysis from relative count data – Roche & Mukherjee – PLOS Computational Biology

AC-PCoA: Adjustment for confounding factors using principal coordinate analysis – Wang et al. – PLOS Computational Biology

Microbes in the news

The Art of Science: Students Participate in University’s First-Ever Bio-Art Class – Bernardi – Syracuse University News

July 13, 2022

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Today’s digest features studies on the leaf-microbiome of 🍅 and 🍓 plants (+ bumblebees and mites), human gut and wastewater resistome, and more. Happy reading!

Reproductive tract

Female reproductive tract microbiota and recurrent pregnancy loss: a nested case-control study – Pirkko Peuranpää – Reproductive BioMedicine Online

Gut microbiome

Dynamic metabolic interactions and trophic roles of human gut microbes identified using a minimal microbiome exhibiting ecological properties – Sudarshan A. Shetty – Journal of the International Society for Microbial Ecology

*Within-patient evolution of plasmid-mediated antimicrobial resistance – Javier DelaFuente – bioRxiv

An expanded reference map of the human gut microbiome reveals hundreds of previously unknown species – Sigal Leviatan – Nature Communications

Animal microbiome

Carpenter Bees (Xylocopa) Harbor a Distinctive Gut Microbiome Related to That of Honey Bees and Bumble Bees – Jo-anne C. Holley – Applied and Environmental Microbiology

Animal experiments

Gardnerella Exposures Alter Bladder Gene Expression and Augment Uropathogenic Escherichia coli Urinary Tract Infection in Mice – Nicole M. Gilbert – Frontiers in Cellular and Infection Microbiology

Plant microbiome

*The Greenhouse Phyllosphere Microbiome and Associations with Introduced Bumblebees and Predatory Mites – Marie Legein – Microbiology Spectrum

Food microbiome

Longitudinal, multi-platform metagenomics yields a high-quality genomic catalog and guides an in vitro model for cheese communities – Christina C. Saak – bioRxiv

New insights of bacterial communities in fermented vegetables from shotgun metagenomics and identification of antibiotic resistance genes and probiotic bacteria – Muhammad Yasir – Food Research International

Water microbiome

*High-resolution characterisation of short-term temporal variability in the taxonomic and resistome composition of wastewater influent – Kevin Kaibond Chau – bioRxiv

Pilot investigation on biostability of drinking water distribution systems under water source switching – Kejia Zhang – Applied Microbiology and Biotechnology

Bioinformatics

*BinaRena: a dedicated interactive platform for human-guided exploration and binning of metagenomes – Michael J. Pavia – bioRxiv

getSequenceInfo: a suite of tools allowing to get genome sequence information from public repositories – Vincent Moco – BMC Bioinformatics

baseLess: Lightweight detection of sequences in raw MinION data – Ben Noordijk – bioRxiv

July 5, 2022

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Highlights!

A volatile from the skin microbiota of flavivirus-infected hosts promotes mosquito attractiveness – Hong Zhang – Cell → The production of acetophenone, a potent attractant for mosquitoes, is induced by Flavivirus by a microbiota-based mechanism. This finding shows an interesting example of the interplay between certain viral agents and the microbiota to influence host susceptibility to interact with other species. 

Human and General Microbiome

Dynamic Alterations in the Respiratory Tract Microbiota of Patients with COVID-19 and its Association with Microbiota in the Gut – Yifei Shen – Advanced Science

Interaction of n-3 polyunsaturated fatty acids with host CD36 genetic variant for gut microbiome and blood lipids in human cohorts – Zelei Miao – Clinical Nutrition 

A weight-loss model based on baseline microbiota and genetic scores for selection of dietary treatments in overweight and obese population – Amanda Cuevas-Sierra – Clinical Nutrition

Beneficial Microbes and Compounds

Restoration of cefixime-induced gut microbiota changes by a prebiotic blend in a mouse model – Jingyi Yuan – Applied Microbiology and Biotechnology

A synbiotics, long chain polyunsaturated fatty acids, and milk fat globule membranes supplemented formula modulates microbiota maturation and neurodevelopment – Tomás Cerdó – Clinical Nutrition

Animal Model Microbiome

Multi-omics data reveals the disturbance of glycerophospholipid metabolism caused by disordered gut microbiota in depressed mice – Tian Tian – Journal of Advanced Research

C-section increases cecal abundance of the archetypal bile acid and glucocorticoid modifying Lachnoclostridium [clostridium] scindens in mice – Sean H Adams – Physiological Reports

A single respiratory tract infection early in life reroutes healthy microbiome development and affects adult metabolism in a preclinical animal model – Soner Yildiz – NPJ Biofilms and Microbiomes

Non-Model Animal Microbiome

Microbiota mediated plasticity promotes thermal adaptation in the sea anemone Nematostella vectensis – Laura Baldassarre – Nature Communications

Dysbiosis and Predicted Functions of the Dental Biofilm of Dairy Goats with Periodontitis – Ana Carolina Borsanelli – Microbial Ecology

Houseflies harbor less diverse microbiota under laboratory conditions but maintain a consistent set of host-associated bacteria – Anna Voulgari-Kokota – Scientific Reports

Plant and Soil Microbiome

Salinity Influences Endophytic Bacterial Communities in Rice Roots from the Indian Sundarban Area – Gargi Das – Current Microbiology

Routes and rates of bacterial dispersal impact surface soil microbiome composition and functioning – Kendra E Walters – The ISME Journal

Leaf bacterial microbiota response to flooding is controlled by plant phenology in wheat (Triticum aestivum L.) – Davide Francioli – Scientific Reports

Bioinformatics and Microbiome Analysis

MB-SupCon: Microbiome-based predictive models via Supervised Contrastive Learning – Sen Yang – Journal of Molecular Biology

July 2, 2022

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Have a nice weekend!

Highlights!

Priority effects shape the structure of infant-type Bifidobacterium communities on human milk oligosaccharides – Miriam N. Ojima – The ISME Journal → this paper contributes to the understanding of the configuration of different bifidobacteria in response to human milk oligosaccharides. 

Genomes of six viruses that infect Asgard archaea from deep-sea sediments – Ian M. Rambo – Nature Microbiology →By using metagenomics, authors describe six relatively large viral genomes, capable to infect members of the Asgard superphylum. The paper remarks on the strange features found in those viral genomes.

TLR4 regulates RORγt+ regulatory T-cell responses and susceptibility to colon inflammation through interaction with Akkermansia muciniphila – Yaojiang Liu – Microbiome → This article demonstrates the existence of “a novel protective role of TLR4 against intestinal inflammation, wherein it can modulate A. muciniphila-associated immune responses”. 

Human and General Microbiome

Review: The microbiome and gut homeostasis – Jee-Yon Lee – Science 

Review: The role of microbiome: a novel insight into urolithiasis – Sen-Yuan Hong – Critical Reviews in Microbiology

Review: Symbiosis: the other cells in development – Tyler J Carrier – Development 

Dysbiosis of the Gut Microbiome Is Associated With Histopathology of Lung Cancer – Xiong Qin – Frontiers in Microbiology

Beneficial Microbes and Compounds

Perspective: Leveraging the Gut Microbiota to Predict Personalized Responses to Dietary, Prebiotic, and Probiotic Interventions – Sean M Gibbons – Advances in Nutrition

Akkermansia muciniphila Alters Gut Microbiota and Immune System to Improve Cardiovascular Diseases in Murine Model – Xin He – Frontiers in Microbiology

Impact of probiotics use on clinical outcomes of immune checkpoint inhibitors therapy in cancer patients – Luying Wan – Cancer Medicine

Review: The gut microbiome as possible mediator of the beneficial effects of very low calorie ketogenic diet on type 2 diabetes and obesity: a narrative review – G Defeudis – Eating and Weight Disorders

Animal Microbiome

The coral pathogen Vibrio coralliilyticus kills non-pathogenic holobiont competitors by triggering prophage induction – Weiquan Wang – Nature Ecology & Evolution

Milk microbiomes of three great ape species vary among host species and over time – Sally L Bornbusch – Scientific Reports

Plant Microbiome

Fungal microbiome shifts on avocado fruit associated with a combination of postharvest chemical and physical interventions – Malick Bill – Journal of Applied Microbiology

Environmental Microbiome

Review: Priorities for ocean microbiome research – the Tara Ocean Foundation – Nature Microbiology

Microbiome Analysis Techniques and Tools

Protocol for correlation analysis of the murine gut microbiome and meta-metabolome using 16S rDNA sequencing and UPLC-MS – Xiaoqing Li – STAR Protocols

microbiomeMarker: an R/Bioconductor package for microbiome marker identification and visualization – Yang Cao – Bioinformatics

June 29, 2022

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General microbiome

Microbial Tracking-2, a metagenomics analysis of bacteria and fungi onboard the International Space Station – Urbaniak et al. – Microbiome

Engineering the human gut commensal Bacteroides thetaiotaomicron with synthetic biology – Lai, Hayashi & Lu – Current Opinion in Chemical Biology

Factors shaping the abundance and diversity of the gut archaeome across the animal kingdom – Thomas et al. – Nature Communications

Human oral microbiome

Increase in Bifidobacterium is a characteristic of the difference in the salivary microbiota of pregnant and non-pregnant women – Kato et al. – BMC Oral Health

Human urinary microbiome

Concordance of Urinary Microbiota Detected by 16S rRNA Amplicon Sequencing Versus Expanded Quantitative Urine Culture – Vaughan et al. – American Journal of Obstetrics and Gynecology

Human gut microbiome

Dietary variety relates to gut microbiota diversity and abundance in humans – Huang et al. – European Journal of Nutrition

The gut microbiota composition in patients with right- and left-sided colorectal cancer and after curative colectomy, as analyzed by 16S rRNA gene amplicon sequencing – Suga et al. – BMC Gastroenterology

Long-Term Dietary Effects on Human Gut Microbiota Composition Employing Shotgun Metagenomics Data Analysis – Troci et al. – Molecular Nutrition & Food Research

Functional changes of the gastric bypass microbiota reactivate thermogenic adipose tissue and systemic glucose control via intestinal FXR-TGR5 crosstalk in diet-induced obesity – Münzker et al. – Microbiome

Animal experiments (mouse/rat experiments, chickens/pigs on different diets)

Perinatal transmission of a probiotic Bifidobacterium strain protects against early life stress-induced mood and gastrointestinal motility disorders – Zhu et al. – Food & Function

Leveraging Existing 16SrRNA Microbial Data to Define a Composite Biomarker for Autism Spectrum Disorder – Xu et al. – Microbiology Spectrum

Animal microbiome (for animals in the wild)

Gut microbiome of century-old snail specimens stable across time in preservation – Chalifour, Elder & Li – Microbiome

Plant, root, and soil microbiome

Soil-derived bacteria endow Camellia weevil with more ability to resist plant chemical defense – Zhang et al. – Microbiome

Water and extremophile microbiome (sea, rivers, lakes, glaciers, permafrost, high-salt)

A genome and gene catalog of glacier microbiomes – Liu et al. – Nature Biotechnology

Bioinformatics / Data

Large Scale Genome-Centric Metagenomic Data from the Gut Microbiome of Food-Producing Animals and Humans – Lemos et al. – Scientific Data

Research Note: Choice of microbiota database affects data analysis and interpretation in chicken cecal microbiota – Campos et al. – Poultry Science

[PREPRINT]Predicting metabolomic profiles from microbial composition through neural ordinary differential equations – Wang et al. – bioRxiv

June 25, 2022

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Highlights!

Microbiome-associated human genetic variants impact phenome-wide disease risk – Robert H George Markowitz – PNAS → In this paper, the use of an integrative framework of case-control studies and extensive health records, authors could find associations between microbiome-associated variants (MAVs) and different phenotypes associated with human diseases.

Functional changes of the gastric bypass microbiota reactivate thermogenic adipose tissue and systemic glucose control via intestinal FXR-TGR5 crosstalk in diet-induced obesity – Julia Münzker – Microbiome → This study presents evidence for the role of the gut microbiome in the weight loss and metabolic success of gastric bypass surgery. The increment of taurine-conjugated bile acid species can activate systemic TGR5 signaling to stimulate adaptive thermogenesis, with consequences on the host metabolism.

Human and General Microbiome

Human gut microbiota composition and its predicted functional properties in people with western and healthy dietary patterns – Anna M Malinowska – European Journal of Nutrition

Identification and Characterization of Major Bile Acid 7α-Dehydroxylating Bacteria in the Human Gut – Kyung Hyun Kim – mSystems

Characteristics and interplay of esophageal microbiota in esophageal squamous cell carcinoma – Zheng Lin – BMC Cancer

Interactions among the mycobiome, bacteriome, inflammation, and diet in people living with HIV – María José Gosalbes – Gut Microbes

Disentangling the relationship of gut microbiota, functional gastrointestinal disorders and autism: a case-control study on prepubertal Chinese boys – Oscar W H Wong – Scientific Reports

Beneficial Microbes and Compounds

Dietary supplementation with biogenic selenium nanoparticles alleviate oxidative stress-induced intestinal barrier dysfunction – Lei Qiao – NPJ Science of Food

Non-Model Animal Microbiome

Glyphosate-based herbicide exposure: effects on gill microbiota of rainbow trout (Oncorhynchus mykiss) and the aquatic bacterial ecosystem – Laure Bellec – FEMS Microbiology Ecology

Social microbiota and social gland gene expression of worker honey bees by age and climate – Kirk E Anderson – Scientific Reports

Comparative evaluation of fish larval preservation methods on microbiome profiles to aid in metagenomics research – T G Sumithra – Applied Microbiology and Biotechnology

Concept: Inter-individual variation in parasite manipulation of host phenotype: a role for parasite microbiomes? – Robert Poulin – The Journal of Animal Ecology

Environmental Microbiome

Review: A Comprehensive Insight of Current and Future Challenges in Large-Scale Soil Microbiome Analyses – Jean Legeay – Microbial Ecology

The influence of bioclimate on soil microbial communities of cork oak – Daniela Costa – BMC Microbiology

Techniques

Liposome Delivery of Nucleic Acids in Bacteria: Toward In Vivo Labeling of Human Microbiota – Luís Moreira – ACS Infectious Diseases

Other

Recurrent neural networks enable design of multifunctional synthetic human gut microbiome dynamics – Mayank Baranwal – eLife

June 20, 2022

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Highlights!

Dynamic metabolic interactions and trophic roles of human gut microbes identified using a minimal microbiome exhibiting ecological properties – Sudarshan A Shetty – The ISME Journal → This study shows the experimental setting of a minimal microbiome composed of 16 bacterial species, characterizing their metabolic relationships, dynamics, and stability.  

Integrated Microbiome and Host Transcriptome Profiles Link Parkinson’s Disease to Blautia Genus: Evidence From Feces, Blood, and Brain – Xingzhi Guo – Frontiers in Microbiology → Members of Blautia, a relatively common genus in the human gut, was “consistently depleted across feces, blood, and brain samples of PD patients”. This study suggests a link between Blautia and PD.

Human and General Microbiome

A Microbiota-Dependent Response to Anticancer Treatment in an In Vitro Human Microbiota Model: A Pilot Study With Hydroxycarbamide and Daunorubicin – Claire Amaris Hobson – Frontiers in Cellular and Infection Microbiology

Examination of host genetic effects on nasal microbiome composition – Haritz Irizar – The Journal of Allergy and Clinical Immunology

Beneficial Microbes and Compounds

Kimchi improves irritable bowel syndrome: results of a randomized, double-blind placebo-controlled study – Hee-Young Kim – Food & Nutrition Research

Non-Model Animal Microbiome

Aging gut microbiota of wild macaques are equally diverse, less stable, but progressively personalized – Baptiste Sadoughi – Microbiome

Model Animal Microbiome

Sodium alginate and galactooligosaccharides ameliorate metabolic disorders and alter the composition of the gut microbiota in mice with high-fat diet-induced obesity – Yao Li – International Journal of Biological Macromolecules

Plant Microbiome

From the bacterial citrus microbiome to the selection of potentially host-beneficial microbes – Ramón Penyalver – New Biotechnology

Review: Microbiome engineering for sustainable agriculture: using synthetic biology to enhance nitrogen metabolism in plant-associated microbes – Sang-Woo Han – Current Opinion in Microbiology

Environmental Microbiome

Microbiome assembly in thawing permafrost and its feedbacks to climate – Jessica G Ernakovich – Global Change Biology

Other

Rapid sourdough yeast identification using panfungal PCR combined with high resolution melting analysis – Olga Bazalová – Journal of Microbiological Methods

June 18, 2022

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Have a nice weekend! Today, in this Digest: The effect of the gut dysbiosis on prostate cancer, microbial inheritance, bee microbiome, rhizosphere microbiota, a comparison of DNA isolation techniques for deep amplicon sequencing, and more…

Human and General Microbiome

Gut dysbiosis promotes prostate cancer progression and docetaxel resistance via activating NF-κB-IL6-STAT3 axis – Weibo Zhong – Microbiome

On the effect of inheritance of microbes in commensal microbiomes – Román Zapién-Campos – BMC Ecology and Evolution

Ureaplasma and Prevotella colonization with Lactobacillus abundance during pregnancy facilitates term birth – Sunwha Park – Scientific Reports

Deep Grouping Analysis of the Altered Cervical Canal Microbiota in Intrauterine Adhesion Patients – Xiangdong Hua – Reproductive Sciences

Intestinal microbiota transplantation: do not forget the metabolites – Benjamin H Mullish – The Lancet. Gastroenterology & Hepatology

Characterization of oral and gut microbiome and plasma metabolomics in COVID-19 patients after 1-year follow-up – Guang-Ying Cui – Military Medical Research

Congenitally underdeveloped intestine drives autism-related gut microbiota and behavior – Jie Li – Brain, Behavior, and Immunity

Beneficial Microbes and Compounds

Lacticaseibacillus rhamnosus HA-114 improves eating behaviors and mood-related factors in adults with overweight during weight loss: a randomized controlled trial – Béatrice S-Y Choi – Nutritional Neuroscience

Model Animal Microbiome

New Strains of Akkermansia muciniphila and Faecalibacterium prausnitzii are Effective for Improving the Muscle Strength of Mice with Immobilization-Induced Muscular Atrophy – Hye Rim Byeon – Journal of Medicinal food

Non-Model Animal Microbiome

Comparative metagenomics reveals expanded insights into intra- and interspecific variation among wild bee microbiomes – Wyatt A Shell – Communications Biology

Rumen multi-omics addressing diet-host-microbiome interplay in farm animals: a review – Sonam Dixit – Animal Biotechnology

Plant Microbiome

Spatio-temporal variation in the root-associated microbiota of orchard-grown apple trees – Maximilian Fernando Becker – Environmental Microbiome

Identifying plant genes shaping microbiota composition in the barley rhizosphere – Carmen Escudero-Martinez – Nature Communications

Disentangling the genetic basis of rhizosphere microbiome assembly in tomato – Ben O Oyserman – Nature Communications

Environmental Microbiome

Rapid changes in coastal ocean microbiomes uncoupled with shifts in environmental variables – Jessica L Gronniger – Environmental Microbiology

Microplastics alter nitrous oxide production and pathways through affecting microbiome in estuarine sediments – Cheng Chen – Water Research

500 metagenome-assembled microbial genomes from 30 subtropical estuaries in South China – Lei Zhou – Scientific Data

Food Microbiome

Microbiome and -omics application in food industry – Ilario Ferrocino – International Journal of Food Microbiology

Bioinformatic and Experimental Microbiome Analysis

A comparison of six DNA extraction protocols for 16S, ITS and shotgun metagenomic sequencing of microbial communities – Justin P Shaffer – BioTechniques

Review: Machine Learning Advances in Microbiology: A Review of Methods and Applications – Yiru Jiang – Frontiers in Microbiology