RESUMO
Microbial communities of fermented foods have provided humans with tools for preservation and flavor development for thousands of years. These simple, reproducible, accessible, culturable, and easy-to-manipulate systems also provide opportunities for dissecting the mechanisms of microbial community formation. Fermented foods can be valuable models for processes in less tractable microbiota.
Assuntos
Ecossistema , Fermentação , Microbiologia de Alimentos , Interações Microbianas , PaladarRESUMO
Tractable microbial communities are needed to bridge the gap between observations of patterns of microbial diversity and mechanisms that can explain these patterns. We developed cheese rinds as model microbial communities by characterizing in situ patterns of diversity and by developing an in vitro system for community reconstruction. Sequencing of 137 different rind communities across 10 countries revealed 24 widely distributed and culturable genera of bacteria and fungi as dominant community members. Reproducible community types formed independent of geographic location of production. Intensive temporal sampling demonstrated that assembly of these communities is highly reproducible. Patterns of community composition and succession observed in situ can be recapitulated in a simple in vitro system. Widespread positive and negative interactions were identified between bacterial and fungal community members. Cheese rind microbial communities represent an experimentally tractable system for defining mechanisms that influence microbial community assembly and function.
Assuntos
Bactérias/classificação , Queijo/microbiologia , Metagenômica , Sequência de Aminoácidos , Bactérias/metabolismo , Fenômenos Fisiológicos Bacterianos , Biodiversidade , Biofilmes , Fungos/classificação , Fungos/metabolismo , Dados de Sequência Molecular , Filogenia , Alinhamento de SequênciaRESUMO
Bacterial-fungal interactions (BFIs) can shape the structure of microbial communities, but the small molecules mediating these BFIs are often understudied. We explored various optimization steps for our microbial culture and chemical extraction protocols for bacterial-fungal co-cultures, and liquid chromatography-tandem mass spectrometry (LC-MS/MS) revealed that metabolomic profiles are mainly comprised of fungi derived features, indicating that fungi are the key contributors to small molecules in BFIs. LC-inductively coupled plasma MS (LC-ICP-MS) and MS/MS based dereplication using database searching revealed the presence of several known fungal specialized metabolites and structurally related analogues in these extracts, including siderophores such as desferrichrome, desferricoprogen, and palmitoylcoprogen. Among these analogues, a novel putative coprogen analogue possessing a terminal carboxylic acid motif was identified from Scopulariopsis sp. JB370, a common cheese rind fungus, and its structure was elucidated via MS/MS fragmentation. Based on these findings, filamentous fungal species appear to be capable of producing multiple siderophores with potentially different biological roles (i.e. various affinities for different forms of iron). These findings highlight that fungal species are important contributors to microbiomes via their production of abundant specialized metabolites and that elucidating their role in complex communities should continue to be a priority.
Assuntos
Sideróforos , Espectrometria de Massas em Tandem , Cromatografia Líquida/métodos , Espectrometria de Massas em Tandem/métodos , Bactérias , Metabolômica/métodosRESUMO
BACKGROUND: The Qanuinngitsiarutiksait study aimed to develop detailed profiles of Inuit health service utilization in Manitoba, by Inuit living in Manitoba (approximately 1,500) and by Inuit from the Kivalliq region of Nunavut who travel to Manitoba to access care not available in Nunavut (approximately 16,000 per year). METHODS: We used health administrative data routinely collected in Manitoba for all services provided and developed an algorithm to identify Inuit in the dataset. This paper focused on health services used by Inuit from the Kivalliq for prenatal care and birthing. RESULTS: Our study found that approximately 80 percent of births to women from the Kivalliq region occur in Manitoba, primarily in Winnipeg. When perinatal care and birthing are combined, they constitute one third of all consults happening by Kivalliq residents in Manitoba. For scale, hospitalizations for childbirths to Kivalliq women about to only 5 percent of all childbirth-related hospitalizations in Manitoba. CONCLUSIONS: The practice of evacuating women from the Kivalliq for perinatal care and birthing is rooted in colonialism, rationalized as ensuring that women whose pregnancy is at high risk have access to specialized care not available in Nunavut. While defendable, this practice is costly, and does not provide Inuit women a choice as to where to birth. Attempts at relocating birthing to the north have proven complex to operationalize. Given this, there is an urgent need to develop Inuit-centric and culturally appropriate perinatal and birthing care in Manitoba.
Assuntos
Inuíte , Parto , Gravidez , Feminino , Humanos , Manitoba/epidemiologia , Nunavut/epidemiologia , Parto ObstétricoRESUMO
Long-term dietary intake influences the structure and activity of the trillions of microorganisms residing in the human gut, but it remains unclear how rapidly and reproducibly the human gut microbiome responds to short-term macronutrient change. Here we show that the short-term consumption of diets composed entirely of animal or plant products alters microbial community structure and overwhelms inter-individual differences in microbial gene expression. The animal-based diet increased the abundance of bile-tolerant microorganisms (Alistipes, Bilophila and Bacteroides) and decreased the levels of Firmicutes that metabolize dietary plant polysaccharides (Roseburia, Eubacterium rectale and Ruminococcus bromii). Microbial activity mirrored differences between herbivorous and carnivorous mammals, reflecting trade-offs between carbohydrate and protein fermentation. Foodborne microbes from both diets transiently colonized the gut, including bacteria, fungi and even viruses. Finally, increases in the abundance and activity of Bilophila wadsworthia on the animal-based diet support a link between dietary fat, bile acids and the outgrowth of microorganisms capable of triggering inflammatory bowel disease. In concert, these results demonstrate that the gut microbiome can rapidly respond to altered diet, potentially facilitating the diversity of human dietary lifestyles.
Assuntos
Bactérias/genética , Bactérias/isolamento & purificação , Dieta , Trato Gastrointestinal/microbiologia , Metagenoma , Microbiota , Adulto , Bactérias/efeitos dos fármacos , Bacteroides/efeitos dos fármacos , Bacteroides/genética , Bacteroides/isolamento & purificação , Ácidos e Sais Biliares/análise , Ácidos e Sais Biliares/metabolismo , Bilophila/efeitos dos fármacos , Bilophila/genética , Bilophila/isolamento & purificação , Carnivoridade , Dieta/efeitos adversos , Dieta Vegetariana , Gorduras na Dieta/efeitos adversos , Gorduras na Dieta/farmacologia , Fezes/química , Fezes/microbiologia , Feminino , Fermentação/efeitos dos fármacos , Microbiologia de Alimentos , Trato Gastrointestinal/efeitos dos fármacos , Trato Gastrointestinal/virologia , Regulação Bacteriana da Expressão Gênica/efeitos dos fármacos , Herbivoria , Humanos , Doenças Inflamatórias Intestinais/microbiologia , Masculino , Metagenoma/efeitos dos fármacos , Metagenoma/genética , Microbiota/efeitos dos fármacos , Microbiota/genética , Fatores de Tempo , Adulto JovemRESUMO
In bacteria, disulfide bonds confer stability on many proteins exported to the cell envelope or beyond. These proteins include numerous bacterial virulence factors, and thus bacterial enzymes that promote disulfide bond formation represent targets for compounds inhibiting bacterial virulence. Here, we describe a new target- and cell-based screening methodology for identifying compounds that inhibit the disulfide bond-forming enzymes Escherichia coli DsbB (EcDsbB) or Mycobacterium tuberculosis VKOR (MtbVKOR), which can replace EcDsbB, although the two are not homologs. Initial screening of 51,487 compounds yielded six specifically inhibiting EcDsbB. These compounds share a structural motif and do not inhibit MtbVKOR. A medicinal chemistry approach led us to select related compounds, some of which are much more effective DsbB inhibitors than those found in the screen. These compounds inhibit purified DsbB and prevent anaerobic growth of E. coli. Furthermore, these compounds inhibit all but one of the DsbBs of nine other Gram-negative pathogenic bacteria tested.
Assuntos
Proteínas de Bactérias/antagonistas & inibidores , Proteínas de Bactérias/química , Escherichia coli/metabolismo , Proteínas de Membrana/antagonistas & inibidores , Proteínas de Membrana/química , Mycobacterium tuberculosis/metabolismo , Ágar/química , Antibacterianos/química , Domínio Catalítico , Química Farmacêutica/métodos , Técnicas de Química Combinatória , Dissulfetos , Relação Dose-Resposta a Droga , Desenho de Fármacos , Transporte de Elétrons , Proteínas de Escherichia coli/antagonistas & inibidores , Proteínas de Escherichia coli/química , Espectrometria de Massas , Testes de Sensibilidade Microbiana , Mycobacterium smegmatis/metabolismo , Conformação Proteica , Isomerases de Dissulfetos de Proteínas/antagonistas & inibidores , Isomerases de Dissulfetos de Proteínas/química , Pseudomonas aeruginosa/metabolismoRESUMO
Vitamin K epoxide reductase (VKOR) generates vitamin K hydroquinone to sustain gamma-carboxylation of many blood coagulation factors. Here, we report the 3.6 A crystal structure of a bacterial homologue of VKOR from Synechococcus sp. The structure shows VKOR in complex with its naturally fused redox partner, a thioredoxin-like domain, and corresponds to an arrested state of electron transfer. The catalytic core of VKOR is a four transmembrane helix bundle that surrounds a quinone, connected through an additional transmembrane segment with the periplasmic thioredoxin-like domain. We propose a pathway for how VKOR uses electrons from cysteines of newly synthesized proteins to reduce a quinone, a mechanism confirmed by in vitro reconstitution of vitamin K-dependent disulphide bridge formation. Our results have implications for the mechanism of the mammalian VKOR and explain how mutations can cause resistance to the VKOR inhibitor warfarin, the most commonly used oral anticoagulant.
Assuntos
Oxigenases de Função Mista/química , Modelos Moleculares , Synechococcus/enzimologia , Animais , Anticoagulantes , Proteínas de Bactérias/química , Domínio Catalítico , Dissulfetos/química , Resistência a Medicamentos/genética , Transporte de Elétrons , Humanos , Proteínas de Membrana/química , Oxigenases de Função Mista/genética , Estrutura Terciária de Proteína , Vitamina K Epóxido Redutases , VarfarinaRESUMO
Meat scavenged by early Homo could have contributed importantly to a higher-quality diet. However, it has been suggested that because carrion would normally have been contaminated by bacteria it would have been dangerous and therefore eaten rarely prior to the advent of cooking. In this study, we quantified bacterial loads on two tissues apparently eaten by hominins, meat and bone marrow. We tested the following three hypotheses: (1) the bacterial loads on exposed surfaces of raw meat increase within 24 h to potentially dangerous levels, (2) simple roasting of meat on hot coals kills most bacteria, and (3) fewer bacteria grow on marrow than on meat, making marrow a relatively safe food. Our results supported all three hypotheses. Our experimental data imply that early hominins would have found it difficult to scavenge safely without focusing on marrow, employing strategies of carrion selection to minimize pathogen load, or cooking.
Assuntos
Evolução Biológica , Culinária , Dieta , Preferências Alimentares , Hominidae/fisiologia , Animais , Medula Óssea/microbiologia , Carne/microbiologiaRESUMO
Escherichia coli uses the DsbA/DsbB system for introducing disulphide bonds into proteins in the cell envelope. Deleting either dsbA or dsbB or both reduces disulphide bond formation but does not entirely eliminate it. Whether such background disulphide bond forming activity is enzyme-catalysed is not known. To identify possible cellular factors that might contribute to the background activity, we studied the effects of overexpressing endogenous proteins on disulphide bond formation in the periplasm. We find that overexpressing PspE, a periplasmic rhodanese, partially restores substantial disulphide bond formation to a dsbA strain. This activity depends on DsbC, the bacterial disulphide bond isomerase, but not on DsbB. We show that overexpressed PspE is oxidized to the sulphenic acid form and reacts with substrate proteins to form mixed disulphide adducts. DsbC either prevents the formation of these mixed disulphides or resolves these adducts subsequently. In the process, DsbC itself gets oxidized and proceeds to catalyse disulphide bond formation. Although this PspE/DsbC system is not responsible for the background disulphide bond forming activity, we suggest that it might be utilized in other organisms lacking the DsbA/DsbB system.
Assuntos
Dissulfetos/metabolismo , Proteínas de Escherichia coli/metabolismo , Escherichia coli/metabolismo , Isomerases de Dissulfetos de Proteínas/deficiência , Isomerases de Dissulfetos de Proteínas/metabolismo , Proteínas de Bactérias/química , Proteínas de Bactérias/genética , Proteínas de Bactérias/metabolismo , Cisteína/química , Cisteína/genética , Escherichia coli/genética , Proteínas de Escherichia coli/química , Proteínas de Escherichia coli/genética , Proteínas de Membrana/química , Proteínas de Membrana/genética , Proteínas de Membrana/metabolismo , Isomerases de Dissulfetos de Proteínas/química , Isomerases de Dissulfetos de Proteínas/genética , Dobramento de ProteínaRESUMO
Microorganisms such as bacteria and fungi produce a variety of specialized metabolites that are invaluable for agriculture, biological research, and drug discovery. However, the screening of microbial metabolic output is usually a time-intensive task. Here, we utilize a liquid microjunction surface sampling probe for electrospray ionization-mass spectrometry to extract and ionize metabolite mixtures directly from living microbial colonies grown on soft nutrient agar in Petri-dishes without any sample pretreatment. To demonstrate the robustness of the method, this technique was applied to observe the metabolic output of more than 30 microorganisms, including yeast, filamentous fungi, pathogens, and marine-derived bacteria, that were collected worldwide. Diverse natural products produced from different microbes, including Streptomyces coelicolor , Bacillus subtilis , and Pseudomonas aeruginosa are further characterized.
Assuntos
Bactérias/metabolismo , Fungos/metabolismo , Metabolômica/métodos , Espectrometria de Massas por Ionização por Electrospray/métodos , Leveduras/metabolismo , Bactérias/crescimento & desenvolvimento , Fungos/crescimento & desenvolvimento , Fatores de Tempo , Leveduras/crescimento & desenvolvimentoRESUMO
Blood coagulation in humans requires the activity of vitamin K epoxide reductase (VKOR), the target of the anticoagulant warfarin (Coumadin). Bacterial homologs of VKOR were recently found to participate in a pathway leading to disulfide bond formation in secreted proteins of many bacteria. Here we show that the VKOR homolog from the bacterium Mycobacterium tuberculosis, the causative agent of human tuberculosis, is inhibited by warfarin and that warfarin-resistant mutations of mycobacterial VKOR appear in similar locations to mutations found in human patients who require higher doses of warfarin. Deletion of VKOR results in a severe growth defect in mycobacteria, and the growth of M. tuberculosis is inhibited by warfarin. The bacterial VKOR homolog may represent a target for antibiotics and a model for genetic studies of human VKOR. We present a simple assay in Escherichia coli, based on a disulfide-sensitive beta-galactosidase, which can be used to screen for stronger inhibitors of the M. tuberculosis VKOR homolog.
Assuntos
Anticoagulantes/farmacologia , Proteínas de Bactérias/metabolismo , Dissulfetos/química , Oxigenases de Função Mista/antagonistas & inibidores , Mycobacterium tuberculosis/efeitos dos fármacos , Varfarina/farmacologia , Sequência de Aminoácidos , Animais , Proteínas de Bactérias/genética , Escherichia coli/genética , Escherichia coli/metabolismo , Humanos , Oxigenases de Função Mista/química , Oxigenases de Função Mista/genética , Oxigenases de Função Mista/metabolismo , Dados de Sequência Molecular , Estrutura Molecular , Mutação , Mycobacterium tuberculosis/enzimologia , Oxirredução , Alinhamento de Sequência , Vitamina K Epóxido RedutasesRESUMO
Microbiomes are intricately intertwined with human health, geochemical cycles, and food production. While many microbiomes of interest are highly complex and experimentally intractable, cheese rind microbiomes have proven to be powerful model systems for the study of microbial interactions. To provide a more comprehensive view of the genomic potential and temporal dynamics of cheese rind communities, we combined longitudinal, multi-platform metagenomics of three ripening washed-rind cheeses with whole-genome sequencing of community isolates. Sequencing-based approaches revealed a highly reproducible microbial succession in each cheese and the coexistence of closely related Psychrobacter species and enabled the prediction of plasmid and phage diversity and their host associations. In combination with culture-based approaches, we established a genomic catalog and a paired 16-member in vitro washed-rind cheese system. The combination of multi-platform metagenomic time-series data and an in vitro model provides a rich resource for further investigation of cheese rind microbiomes both computationally and experimentally. IMPORTANCE Metagenome sequencing can provide great insights into microbiome composition and function and help researchers develop testable hypotheses. Model microbiomes, such as those composed of cheese rind bacteria and fungi, allow the testing of these hypotheses in a controlled manner. Here, we first generated an extensive longitudinal metagenomic data set. This data set reveals successional dynamics, yields a phyla-spanning bacterial genomic catalog, associates mobile genetic elements with their hosts, and provides insights into functional enrichment of Psychrobacter in the cheese environment. Next, we show that members of the washed-rind cheese microbiome lend themselves to in vitro community reconstruction. This paired metagenomic data and in vitro system can thus be used as a platform for generating and testing hypotheses related to the dynamics within, and the functions associated with, cheese rind microbiomes.
Assuntos
Queijo , Microbiota , Humanos , Queijo/microbiologia , Metagenômica , Bactérias , Metagenoma/genética , Microbiota/genéticaRESUMO
Bacterial-fungal interactions (BFIs) can shape the structure of microbial communities, but the small molecules mediating these BFIs are often understudied. We explored various optimization steps for our microbial culture and chemical extraction protocols for bacterial-fungal co-cultures, and liquid chromatography-tandem mass spectrometry (LC-MS/MS) revealed that metabolomic profiles are mainly comprised of fungi derived features, indicating that fungi are the key contributors to small molecule mediated BFIs. LC-inductively coupled plasma MS (LC-ICP-MS) and MS/MS based dereplication using database searching revealed the presence of several known fungal specialized metabolites and structurally related analogues in these extracts, including siderophores such as desferrichrome, desferricoprogen, and palmitoylcoprogen. Among these analogues, a novel putative coprogen analogue possessing a terminal carboxylic acid motif was identified from Scopulariopsis spp. JB370, a common cheese rind fungus, and its structure was elucidated via MS/MS fragmentation. Based on these findings, filamentous fungal species appear to be capable of producing multiple siderophores with potentially different biological roles (i.e. various affinities for different forms of iron). These findings highlight that fungal species are important contributors to microbiomes via their production of abundant specialized metabolites and their role in complex communities should continue to be a priority.
RESUMO
We document community responses to the COVID-19 pandemic among Inuit living in the province of Manitoba, Canada. This study was conducted by the Manitoba Inuit Association and a Council of Inuit Elders, in partnership with researchers from the University of Manitoba. We present findings from 12 health services providers and decision-makers, collected in 2021.Although Public Health orders led to the closure of the Manitoba Inuit Association's doors to community events and drop-in activities, it also created opportunities for the creation of programming and events delivered virtually and through outreach. The pandemic exacerbated pre-existing health and social system's shortcomings (limited access to safe housing, food insecurity) and trauma-related tensions within the community. The Manitoba Inuit Association achieved unprecedented visibility with the provincial government, receiving bi-weekly reports of COVID-19 testing, results and vaccination rates for Inuit. We conclude that after over a decade of advocacy received with at best tepid enthusiasm by federal and provincial governments, the Manitoba Inuit Association was able effectively advocate for Inuit-centric programming, and respond to Inuit community's needs, bringing visibility to a community that had until then been largely invisible. Still, many programs have been fueled with COVID-19 funding, raising the issue of sustainability.
Assuntos
COVID-19 , Inuíte , Humanos , COVID-19/epidemiologia , Teste para COVID-19 , Manitoba/epidemiologia , PandemiasRESUMO
Across Canada, the COVID-19 pandemic placed considerable stress on territorial and provincial healthcare systems. For Nunavut, the need to continue to provide access to critical care to its citizens meant that medical travel to provincial points of care (Edmonton, Winnipeg and Ottawa) had to continue through the pandemic. This complexity created challenges related to the need to keep Nunavut residents safe while accessing care, and to manage the risk of outbreaks in Nunavut resultant from patients returning home. A number of strategies were adopted to mitigate risk, including the expansion of virtual care, self-isolation requirements before returning from Winnipeg, and a level of cross-jurisdictional coordination previously unprecedented. Structural limitations in Nunavut however limited opportunities to expand virtual care, and to allow providers from Manitoba to access the Nunavut's electronic medical records of patients requiring follow up. Thus, known and long-standing issues exacerbated vulnerabilities within the Nunavut healthcare system. We conclude that addressing cross-jurisdictional issues would be well served by the development of a more formal Nunavut-Manitoba agreement (with similar agreements with Ontario and Alberta), outlining mutual obligations and accountabilities.
Assuntos
COVID-19 , Acessibilidade aos Serviços de Saúde , Humanos , Inuíte , Manitoba/epidemiologia , Nunavut , Ontário , Pandemias , Atenção à SaúdeRESUMO
We recently discovered that some bacteriophages establish a nucleus-like replication compartment (phage nucleus), but the core genes that define nucleus-based phage replication and their phylogenetic distribution were unknown. By studying phages that encode the major phage nucleus protein chimallin, including previously sequenced yet uncharacterized phages, we discovered that chimallin-encoding phages share a set of 72 highly conserved genes encoded within seven distinct gene blocks. Of these, 21 core genes are unique to this group, and all but one of these unique genes encode proteins of unknown function. We propose that phages with this core genome comprise a novel viral family we term Chimalliviridae. Fluorescence microscopy and cryo-electron tomography studies of Erwinia phage vB_EamM_RAY confirm that many of the key steps of nucleus-based replication encoded in the core genome are conserved among diverse chimalliviruses, and reveal that non-core components can confer intriguing variations on this replication mechanism. For instance, unlike previously studied nucleus-forming phages, RAY doesn't degrade the host genome, and its PhuZ homolog appears to form a five-stranded filament with a lumen. This work expands our understanding of phage nucleus and PhuZ spindle diversity and function, providing a roadmap for identifying key mechanisms underlying nucleus-based phage replication.
RESUMO
We recently discovered that some bacteriophages establish a nucleus-like replication compartment (phage nucleus), but the core genes that define nucleus-based phage replication and their phylogenetic distribution were still to be determined. Here, we show that phages encoding the major phage nucleus protein chimallin share 72 conserved genes encoded within seven gene blocks. Of these, 21 core genes are unique to nucleus-forming phage, and all but one of these genes encode proteins of unknown function. We propose that these phages comprise a novel viral family we term Chimalliviridae. Fluorescence microscopy and cryoelectron tomography studies of Erwinia phage vB_EamM_RAY confirm that many of the key steps of nucleus-based replication are conserved among diverse chimalliviruses and reveal variations on this replication mechanism. This work expands our understanding of phage nucleus and PhuZ spindle diversity and function, providing a roadmap for identifying key mechanisms underlying nucleus-based phage replication.
Assuntos
Bacteriófagos , Erwinia , Bacteriófagos/genética , Bacteriófagos/metabolismo , Erwinia/genética , Erwinia/metabolismo , Filogenia , Genoma Viral , DNA Viral/genética , DNA Viral/metabolismoRESUMO
PURPOSE OF REVIEW: Humans harbor microbial communities throughout the gastrointestinal tract that both respond to and modify orally ingested macronutrients, bioactive compounds, and xenobiotics; for example, the metabolism of polyphenols, heterocyclic amines, and phosphatidylcholine. However, the composition and physiological impact of our diet is also linked to the methods of food production, preparation, and consumption, which are altered by environmental and food-borne microbial communities. Metagenomic analyses spanning these various steps in human nutrition will be critical for a more comprehensive view. RECENT FINDINGS: Studies in humans and animal models have highlighted the key role that diet plays in shaping gut microbial ecology, and how the trillions of microbes in the gut (microbiota) enable the digestion of substrates inaccessible to our own human enzymes. These transformations have been implicated in a variety of diseases and disorders, ranging from obesity, inflammatory bowel disease, heart disease, to cancer. SUMMARY: In order to move towards personalized nutrition and medicine, it is important to take into account both our host and microbial genomes. The resulting metagenomic view of human nutrition, ranging from the initial biotransformations of food to digestion and the end result on human physiology, could have wide-ranging implications for food science, human evolutionary biology, and microbial ecology.
Assuntos
Dieta , Digestão , Microbiologia de Alimentos , Trato Gastrointestinal/microbiologia , Metagenoma , Metagenômica , Animais , Trato Gastrointestinal/metabolismo , HumanosRESUMO
Microbial interactions are key aspects of the biology of microbiomes. Recently, there has been a shift in the field towards studying interactions in more representative contexts, whether using multispecies model microbial communities or by looking at interactions in situ. Across diverse microbial systems, these studies have begun to identify common interaction mechanisms. These mechanisms include interactions related to toxic molecules, nutrient competition and cross-feeding, access to metals, signaling pathways, pH changes, and interactions within biofilms. Leveraging technological innovations, many of these studies have used an interdisciplinary approach combining genetic, metabolomic, imaging, and/or microfluidic techniques to gain insight into mechanisms of microbial interactions and into the impact of these interactions on microbiomes.