Steven A. Wilbert’s research while affiliated with California Institute of Technology and other places

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Publications (11)


Fig. 1. N 2 O production via NO detoxification under anoxic conditions may explain environmental SP values. (A) Measured in situ SP values for environmental sources (Soil, Marine, Freshwater) vs. in vitro measurements of N 2 O-producing biogenic end-members (bacterial and fungal denitrification, AOB, AOA) and N 2 O-producing abiotic reactions; black line shows median; blue lines show end-member values for AOB (8). Histogram height is normalized to each category; see SI Appendix, Fig. S11 for outlier values and more details. (B) Number of bacterial genomes hits at the phylum level for flavohemoglobin protein (Fhp) and nitrous oxide reductase (NorBC) alone or in combination from Annotree (9); minimum amino acid sequence similarity of 30% was used. See SI Appendix, Fig. S1 and Tables S2 and S3 for phylogenetic distribution. (C) Relevant N-oxide pathways of P. aeruginosa UCBPP-PA14 (Pa), the model organism used in this study. Pa possesses the full denitrification pathway as well as Fhp. (D) SP of N 2 O produced by Pa and mutant strains with fhp and/or nosZ genes deleted (ΔnosZΔfhp; ΔnosZ) in denitrifying conditions sampled at late-exponential or late-stationary growth phases; see SI Appendix, Fig. S2 for more details. (E) N 2 O SP of Pa strains with rhamnose-induced expression of norBCD (iNOR) or fhp (iFhp) alone as well as A. baumannii and S. aureus, which only have Fhp. P value was calculated via Welch's t test. Each data point in (D and E) represents an individual biological replicate.
Widespread detoxifying NO reductases impart a distinct isotopic fingerprint on N2O under anoxia
  • Article
  • Full-text available

June 2024

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14 Reads

Proceedings of the National Academy of Sciences

Renée Z Wang

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Zachery R Lonergan

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Steven A Wilbert

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[...]

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Dianne K Newman

Nitrous oxide (N 2 O), a potent greenhouse gas, can be generated by multiple biological and abiotic processes in diverse contexts. Accurately tracking the dominant sources of N 2 O has the potential to improve our understanding of N 2 O fluxes from soils as well as inform the diagnosis of human infections. Isotopic “Site Preference” (SP) values have been used toward this end, as bacterial and fungal nitric oxide reductases (NORs) produce N 2 O with different isotopic fingerprints, spanning a large range. Here, we show that flavohemoglobin (Fhp), a hitherto biogeochemically neglected yet widely distributed detoxifying bacterial NO reductase, imparts a distinct SP value onto N 2 O under anoxic conditions (~+10‰) that correlates with typical environmental N 2 O SP measurements. Using Pseudomonas aeruginosa as a model organism, we generated strains that only contained Fhp or the dissimilatory NOR, finding that in vivo N 2 O SP values imparted by these enzymes differ by over 10‰. Depending on the cellular physiological state, the ratio of Fhp:NOR varies significantly in wild-type cells and controls the net N 2 O SP biosignature: When cells grow anaerobically under denitrifying conditions, NOR dominates; when cells experience rapid, increased nitric oxide concentrations under anoxic conditions but are not growing, Fhp dominates. Other bacteria that only make Fhp generate similar N 2 O SP biosignatures to those measured from our P. aeruginosa Fhp-only strain. Fhp homologs in sequenced bacterial genomes currently exceed NOR homologs by nearly a factor of four. Accordingly, we suggest a different framework to guide the attribution of N 2 O biological sources in nature and disease.

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Metagenome-assembled genomes of DPANN archaea from oxygen-deficient zones. (A) Locations of metagenomes from ETNP, ETSP, and Arabian Sea used for metagenome assembly, MAG binning, and relative abundance mapping. (B) Relative abundances of DPANN MAGs across metagenome samples, color-coded by phylum-level taxonomy. Depths are listed for each of the samples. Arabian Sea: all samples are from 2007 (45); ETNP: ^ indicates samples from 2016 (45), ‡ indicates samples from 2018 (45), * indicates samples from 2013 (46), # indicates samples from 2012 (42), + indicates samples from 2013 (47); and ETSP: † indicates samples from 2008 (48), and ° indicates samples from 2010 (49). Map is adapted from Zhang et al. (45).
Species tree of DPANN MAGs and genomes from JGI, NCBI, ODZs, and TARA Oceans collections. Each group is colored by phylum-level taxonomy. Only DPANN phyla containing ODZ or TARA MAGs are shown. Black outlined circles indicate ODZ MAGs, blue outlined circles indicate TARA Oceans MAGs, and circles without outlines indicate NCBI or JGI genomes. Stars next to tips indicate the presence of a putative nosZ-like gene. Numbers by nodes correspond to bootstrap supports.
Metabolic analysis of unique DPANN MAGs. Circles show the presence/absence of key metabolic pathways, grouped by color according to general metabolism categories. Darker circles indicate >70% of genes within the pathway are present, while lighter circles indicate partial pathways (33%–70% present). White circles indicate <33% of genes are present, and the pathway is considered absent. Completion/contamination and size of MAGs are shown on the right.
Protein tree of DPANN nosZ-like proteins (green) within the larger tree of canonical nosZ proteins (typical TAT type in teal, atypical Sec type in orange, and type unknown in pink). Tree is rooted on cytochrome c oxidase subunit II proteins, shown in yellow. Diamonds at nodes correspond to ultrafast bootstrap (UFboot) supports, while numbers are SH-aLRT values. (B) Sequence motifs for the conserved CuA copper-binding site for each protein. (C) Historical nitrous oxide concentration profiles are replotted from the oxygen-deficient zones of the Eastern Tropical North Pacific (80), Eastern Tropical South Pacific (81, 82), and the Arabian Sea (83).
(A) Schematic showing the spatial N2O concentration for two inter-cell distances of d = 0 µm (attached) and d = 2 µm (free living). The relative surface N2O concentration for the producer is set to 1, while the relative surface N2O concentration of the consumer is set to 0. The radius of the producer, the radius of the consumer, and the distance between the cells are varied according to the values in Table S2. (B) Volume-normalized uptake rate of N2O for the consumer at 0 µm separation (attached) and 2 µm separation (free living) for all values of the consumer and producer cell sizes. Numbers indicate the actual volume-normalized uptake rates (multiplied by 10⁻¹²). (C) Uptake rates as a function of the inter-cell distance normalized to the attached scenario of the same consumer-producer cell size combination. A value of, e.g., 0.2 indicates that this combination of producer and consumer cell size shows a reduction of 80% in the consumer N2O uptake rate at this distance compared to if they were attached. The spread within a given inter-cell distance is a result of varying the producer and consumer cell sizes (cross-combining five consumer with four producer sizes as shown in panel B). n = 20 simulations plotted for each bar, with box representing ±1 s.d. and the whiskers showing ±2 s.d.
Uncultivated DPANN archaea are ubiquitous inhabitants of global oxygen-deficient zones with diverse metabolic potential

February 2024

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132 Reads

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8 Citations

Archaea belonging to the DPANN (Diapherotrites, Parvarchaeota, Aenigmarchaeota, Nanoarchaeota, and Nanohaloarchaeota) superphylum have been found in an expanding number of environments and perform a variety of biogeochemical roles, including contributing to carbon, sulfur, and nitrogen cycling. Generally characterized by ultrasmall cell sizes and reduced genomes, DPANN archaea may form mutualistic, commensal, or parasitic interactions with various archaeal and bacterial hosts, influencing the ecology and functioning of microbial communities. While DPANN archaea reportedly comprise a sizeable fraction of the archaeal community within marine oxygen-deficient zone (ODZ) water columns, little is known about their metabolic capabilities in these ecosystems. We report 33 novel metagenome-assembled genomes (MAGs) belonging to the DPANN phyla Nanoarchaeota, Pacearchaeota, Woesearchaeota, Undinarchaeota, Iainarchaeota, and SpSt-1190 from pelagic ODZs in the Eastern Tropical North Pacific and the Arabian Sea. We find these archaea to be permanent, stable residents of all three major ODZs only within anoxic depths, comprising up to 1% of the total microbial community and up to 25%–50% of archaea as estimated from read mapping to MAGs. ODZ DPANN appear to be capable of diverse metabolic functions, including fermentation, organic carbon scavenging, and the cycling of sulfur, hydrogen, and methane. Within a majority of ODZ DPANN, we identify a gene homologous to nitrous oxide reductase. Modeling analyses indicate the feasibility of a nitrous oxide reduction metabolism for host-attached symbionts, and the small genome sizes and reduced metabolic capabilities of most DPANN MAGs suggest host-associated lifestyles within ODZs. IMPORTANCE Archaea from the DPANN (Diapherotrites, Parvarchaeota, Aenigmarchaeota, Nanoarchaeota, and Nanohaloarchaeota) superphylum have diverse metabolic capabilities and participate in multiple biogeochemical cycles. While metagenomics and enrichments have revealed that many DPANN are characterized by ultrasmall genomes, few biosynthetic genes, and episymbiotic lifestyles, much remains unknown about their biology. We report 33 new DPANN metagenome-assembled genomes originating from the three global marine oxygen-deficient zones (ODZs), the first from these regions. We survey DPANN abundance and distribution within the ODZ water column, investigate their biosynthetic capabilities, and report potential roles in the cycling of organic carbon, methane, and nitrogen. We test the hypothesis that nitrous oxide reductases found within several ODZ DPANN genomes may enable ultrasmall episymbionts to serve as nitrous oxide consumers when attached to a host nitrous oxide producer. Our results indicate DPANN archaea as ubiquitous residents within the anoxic core of ODZs with the potential to produce or consume key compounds.


Uncultivated DPANN archaea are ubiquitous inhabitants of global oxygen deficient zones with diverse metabolic potential

October 2023

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41 Reads

Archaea belonging to the DPANN superphylum have been found within an expanding number of environments and perform a variety of biogeochemical roles, including contributing to carbon, sulfur, and nitrogen cycling. Generally characterized by ultrasmall cell sizes and reduced genomes, DPANN archaea may form mutualistic, commensal, or parasitic interactions with various archaeal and bacterial hosts, influencing the ecology and functioning of microbial communities. While DPANN archaea reportedly comprise 15–26% of the archaeal community within marine oxygen deficient zone (ODZ) water columns, little is known about their metabolic capabilities in these ecosystems. We report 33 novel metagenome-assembled genomes belonging to DPANN phyla Nanoarchaeota, Pacearchaeota, Woesarchaeota, Undinarchaeota, Iainarchaeota, and SpSt-1190 from pelagic ODZs in the Eastern Tropical North Pacific and Arabian Sea. We find these archaea to be permanent, stable residents of all 3 major ODZs only within anoxic depths, comprising up to 1% of the total microbial community and up to 25–50% of archaea. ODZ DPANN appear capable of diverse metabolic functions, including fermentation, organic carbon scavenging, and the cycling of sulfur, hydrogen, and methane. Within a majority of ODZ DPANN, we identify a gene homologous to nitrous oxide reductase. Modeling analyses indicate the feasibility of a nitrous oxide reduction metabolism for host-attached symbionts, and the small genome sizes and reduced metabolic capabilities of most DPANN MAGs suggest host-associated lifestyles within ODZs. Importance Archaea from the DPANN superphylum have diverse metabolic capabilities and participate in multiple biogeochemical cycles. While metagenomics and enrichments have revealed that many DPANN are characterized by ultrasmall genomes, few biosynthetic genes, and episymbiotic lifestyles, much remains unknown about their biology. We report 33 new DPANN metagenome-assembled genomes originating from the 3 global marine oxygen deficient zones (ODZs), the first from these regions. We survey DPANN abundance and distribution within the ODZ water column, investigate their biosynthetic capabilities, and report potential roles in the cycling of organic carbon, methane, and nitrogen. We test the hypothesis that nitrous oxide reductases found within several ODZ DPANN genomes may enable ultrasmall episymbionts to serve as nitrous oxide consumers when attached to a host nitrous oxide producer. Our results indicate DPANN archaea as ubiquitous residents within the anoxic core of ODZs with the potential to produce or consume key compounds.


Widespread detoxifying NO reductases impart a distinct isotopic fingerprint on N2O under anoxia

October 2023

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23 Reads

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1 Citation

Nitrous oxide (N 2 O), a potent greenhouse gas, can be generated by compositionally complex microbial populations in diverse contexts. Accurately tracking the dominant biological sources of N 2 O has the potential to improve our understanding of N 2 O fluxes from soils as well as inform the diagnosis of human infections. Isotopic “Site Preference” (SP) values have been used towards this end, as bacterial and fungal nitric oxide reductases produce N 2 O with different isotopic fingerprints. Here we show that flavohemoglobin, a hitherto biogeochemically neglected yet widely distributed detoxifying bacterial NO reductase, imparts a distinct SP value onto N 2 O under anoxic conditions that correlates with typical environmental N 2 O SP measurements. We suggest a new framework to guide the attribution of N 2 O biological sources in nature and disease. One-Sentence Summary Detoxifying nitric oxide reductases impart a distinct isotopic biosignature on nitrous oxide.


The contrasting roles of nitric oxide drive microbial community organization as a function of oxygen presence

October 2022

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44 Reads

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12 Citations

Current Biology

Microbial assemblages are omnipresent in the biosphere, forming communities on the surfaces of roots and rocks and within living tissues. These communities can exhibit strikingly beautiful compositional structures, with certain members reproducibly occupying particular spatiotemporal microniches. Despite this reproducibility, we lack the ability to explain these spatial patterns. We hypothesize that certain spatial patterns in microbial communities may be explained by the exchange of redox-active metabolites whose biological function is sensitive to microenvironmental gradients. To test this, we developed a simple community consisting of synthetic Pseudomonas aeruginosa strains with a partitioned denitrification pathway: a strict consumer and strict producer of nitric oxide (NO), a key pathway intermediate. Because NO can be both toxic or beneficial depending on the amount of oxygen present, this system provided an opportunity to investigate whether dynamic oxygen gradients can tune metabolic cross-feeding and fitness outcomes in a predictable fashion. Using a combination of genetic analysis, controlled growth environments, and imaging, we show that oxygen availability dictates whether NO cross-feeding is deleterious or mutually beneficial and that this organizing principle maps to the microscale. More generally, this work underscores the importance of considering the double-edged and microenvironmentally tuned roles redox-active metabolites can play in shaping microbial communities.


The double-edged role of nitric oxide drives predictable microbial community organization according to the microenvironment

December 2021

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16 Reads

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2 Citations

Microbial assemblages are omnipresent in the biosphere, forming communities on the surfaces of roots, rocks, and within living tissues. These communities can exhibit strikingly beautiful compositional structures, with certain members reproducibly occupying particular spatiotemporal microniches. Yet often, we lack the ability to explain the spatial patterns we see within them. To test the hypothesis that certain spatial patterns in microbial communities may be explained by the exchange of redox-active metabolites whose biological function is sensitive to environmental gradients, here we developed a simple community consisting of synthetic Pseudomonas aeruginosa strains with a partitioned denitrification pathway: a strict consumer and strict producer of nitric oxide (NO), a key pathway intermediate. Because NO can be both toxic or beneficial depending on the amount of oxygen present, this system provided an opportunity to investigate whether dynamic oxygen gradients can tune metabolic cross-feeding in a predictable fashion. Using a combination of genetic analysis, different growth environments and imaging, we show that oxygen availability controls whether NO cross-feeding is commensal or mutually beneficial, and that this organizing principle maps to the microscale. More generally, this work underscores the importance of considering the double-edged roles redox-active metabolites can play in shaping microbial communities.


The double-edged role of nitric oxide drives predictable microbial community organization according to the microenvironment

December 2021

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52 Reads

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2 Citations

Microbial assemblages are omnipresent in the biosphere, forming communities on the surfaces of roots, rocks, and within living tissues. These communities can exhibit strikingly beautiful compositional structures, with certain members reproducibly occupying particular spatiotemporal microniches. Yet often, we lack the ability to explain the spatial patterns we see within them. To test the hypothesis that certain spatial patterns in microbial communities may be explained by the exchange of redox-active metabolites whose biological function is sensitive to environmental gradients, here we developed a simple community consisting of synthetic Pseudomonas aeruginosa strains with a partitioned denitrification pathway: a strict consumer and strict producer of nitric oxide (NO), a key pathway intermediate. Because NO can be both toxic or beneficial depending on the amount of oxygen present, this system provided an opportunity to investigate whether dynamic oxygen gradients can tune metabolic cross-feeding in a predictable fashion. Using a combination of genetic analysis, different growth environments and imaging, we show that oxygen availability controls whether NO cross-feeding is commensal or mutually beneficial, and that this organizing principle maps to the microscale. More generally, this work underscores the importance of considering the double-edged roles redox-active metabolites can play in shaping microbial communities.


Spatial Ecology of the Human Tongue Dorsum Microbiome

March 2020

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288 Reads

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125 Citations

Cell Reports

A fundamental question in microbial ecology is how microbes are spatially organized with respect to each other and their host. A test bed for examining this question is the tongue dorsum, which harbors a complex and important microbial community. Here, we use multiplexed fluorescence spectral imaging to investigate the organization of the tongue microbiome at micron to hundred-micron scales. We design oligonucleotide probes for taxa both abundant and prevalent, as determined by sequence analysis. Imaging reveals a highly structured spatial organization of microbial consortia, ranging in linear dimension from tens to hundreds of microns. The consortia appear to develop from a core of epithelial cells, with taxa clustering in domains suggestive of clonal expansion. Quantitative proximity analysis provides the basis for a model of tongue dorsum microbiome organization and dynamics. Our work illustrates how high-resolution analysis of micron-scale organization provides insights into physiological functions and microbiome-host interactions.


Semi-blind sparse affine spectral unmixing of autofluorescence-contaminated micrographs

August 2019

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53 Reads

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12 Citations

Bioinformatics

Motivation Spectral unmixing methods attempt to determine the concentrations of different fluorophores present at each pixel location in an image by analyzing a set of measured emission spectra. Unmixing algorithms have shown great promise for applications where samples contain many fluorescent labels; however, existing methods perform poorly when confronted with autofluorescence-contaminated images. Results We propose an unmixing algorithm designed to separate fluorophores with overlapping emission spectra from contamination by autofluorescence and background fluorescence. First, we formally define a generalization of the linear mixing model, called the affine mixture model (AMM), that specifically accounts for background fluorescence. Second, we use the AMM to derive an affine nonnegative matrix factorization method for estimating fluorophore endmember spectra from reference images. Lastly, we propose a semi-blind sparse affine spectral unmixing (SSASU) algorithm that uses knowledge of the estimated endmembers to learn the autofluorescence and background fluorescence spectra on a per-image basis. When unmixing real-world spectral images contaminated by autofluorescence, SSASU greatly improved proportion indeterminacy as compared to existing methods for a given relative reconstruction error. Availability and implementation The source code used for this paper was written in Julia and is available with the test data at https://github.com/brossetti/ssasu.


Fig. 1. Comparison of seven Mean and ANMF estimated endmember spectra with fluorometer measurements. The shaded regions represent the fluorometer data, the dotted lines represent the Mean estimates, and the dashed lines represent the ANMF estimates. The gray vertical lines show the wavelength where dichroic mirrors blocked the measurement of emitted light (i.e. locations of missing spectral data).
Fig. 2. Comparison of unmixing performance for SSASU, NLS, and PoissonNMF across ten test images taken from five samples. The relative reconstruction error (top) evaluates each method's ability to reconstruct the observed spectra image. The proportion indeterminacy (bottom) measures the non-orthogonality of the weight matrices and illustrates how well each method separates the fluorophore endmembers in the presence of autofluorescence.
Fig. 3. Montage of unmixed images for NLS (top) and SSASU (bottom). Panels A-P show the unmixed channels for autofluorescence (A, I); S. mitis/DY-415 (B, J); S. salivarius/DY-490 (C, K); Prevotella/ATTO 520 (D, L); Veillonella/ATTO 550 (E, M); Actinomyces/Texas Red-X (F, N); Neisseriaceae/ATTO 620 (G, O); and Rothia/ATTO 655 (H, P). A larger composite view of the non-autofluorescence unmixed channels is shown for NLS in panel Q and for SSASU in panel R. The scale bar in panel R indicates 10 µm.
Fig. 4. Comparison of the autofluorescence endmember estimated from the no-probe control reference image (gray region) to the autofluorescence endmembers learned by SSASU.
Semi-blind sparse affine spectral unmixing of autofluorescence-contaminated micrographs

January 2019

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125 Reads

Spectral unmixing methods attempt to determine the concentrations of different fluorophores present at each pixel location in an image by analyzing a set of measured emission spectra. Unmixing algorithms have shown great promise for applications where samples contain many fluorescent labels; however, existing methods perform poorly when confronted with autofluorescence-contaminated images. We propose an unmixing algorithm designed to separate fluorophores with overlapping emission spectra from contamination by autofluorescence and background fluorescence. First, we formally define a generalization of the linear mixing model, called the affine mixture model (AMM), that specifically accounts for background fluorescence. Second, we use the AMM to derive an affine nonnegative matrix factorization method for estimating endmember spectra from reference images. Lastly, we propose a semi-blind sparse affine spectral unmixing (SSASU) algorithm that uses knowledge of the estimated endmembers to learn the autofluorescence and background fluorescence spectra on a per-image basis. When unmixing real-world spectral images contaminated by autofluorescence, SSASU was shown to have a similar reconstruction error but greatly improved proportion indeterminacy as compared to existing methods. The source code used for this paper was written in Julia and is available with the test data at https://github.com/brossetti/ssasu.


Citations (7)


... [12][13][14] The functional role of DPANN archaea in the biosphere remains largely enigmatic. 15,16 Are they friends or foes in natural environments, and do they play an important and cohesive role in microbial consortia that decompose waste? Here, we take a closer look at a three-membered, extremely halophilic natural consortium consisting of the xylan-degrading Halorhabdus sp. ...

Reference:

DPANN symbiont of Haloferax volcanii accelerates xylan degradation by the non-host haloarchaeon Halorhabdus sp
Uncultivated DPANN archaea are ubiquitous inhabitants of global oxygen-deficient zones with diverse metabolic potential

... Natural abundance isotopomer work has shown that N 2 O production from NO − 3 could be an important source of N 2 O in the anoxic core of ODZs, as long as it has a positive δ( 15 N sp ) (Casciotti et al., 2018;Kelly et al., 2021;Monreal et al., 2022). While denitrification is generally accepted to produce N 2 O with δ( 15 N sp ) ≈ 0 ‰ (Sutka et al., 2006;other refs), some strains of denitrifying bacteria can produce N 2 O with δ( 15 N sp ) = 10 ‰-22 ‰ (Toyoda et al., 2005;Wang et al., 2023) and denitrifying fungi produce N 2 O with δ( 15 N sp ) = 35 ‰-37 ‰ (Lazo-Murphy et al., 2022;Rohe et al., 2014;Sutka et al., 2008;Yang et al., 2014). Here, the dominance of N 2 O production from 15 N-NO − 3 , combined with parallel natural abundance isotopomer studies, suggest that strains of denitrifying bacteria and fungi that produce N 2 O with a high site preference may be important contributors to N 2 O in the core of ODZs. ...

Widespread detoxifying NO reductases impart a distinct isotopic fingerprint on N2O under anoxia

... While motility can also influence how microbes spread through their surroundings, in many natural settings, microbial communities predominantly expand through proliferation, which we, thus, focus on in this work. Under these conditions, it is now well known that a broad array of factors-e.g., differences in competition for nutrients, friction with or adhesion to the underlying substrate, interactions with exogenous or cell-secreted compounds, random fluctuations in proliferation, and mutations [3,5,18,19,[33][34][35][36][37][38][39]42,-cause different types of microbes to segregate into monoclonal domains on large scales. But what determines the shape of the interfaces between these domains is far less well understood, despite the fact that these interfaces are where the interactions between the different constituents [5,17] take place. ...

The contrasting roles of nitric oxide drive microbial community organization as a function of oxygen presence
  • Citing Article
  • October 2022

Current Biology

... Strains used in this study include P. aeruginosa UCBPP-PA14 (wild type [WT]) and isogenic ∆narGHJI (Spero & Newman, 2018), ∆lasR (Basta et al., 2017), ∆lon (Basta et al., 2020), ∆nirS, and ∆norBC (Wilbert & Newman, 2021) (Spero & Newman, 2018, Figure 4d), such that any decrease in percent survival results from death rather than growth inhibition relative to the untreated sample. ...

The double-edged role of nitric oxide drives predictable microbial community organization according to the microenvironment

... Alternatively, N. mucosa, N. elongata, and K. oralis could each be specialized for a distinctive microhabitat within plaque, and the abundance of each taxon in a given plaque sample could be a consequence of patchy distribution of these microhabitats. Other oral bacteria are known to specialize for microhabitats within plaque (61), and oral biofilms are inhomogeneous, with patches dominated by one or a few taxa (62,63). Further research is needed to disentangle these factors and better understand the drivers of microbial dominance in this habitat. ...

Spatial Ecology of the Human Tongue Dorsum Microbiome

Cell Reports

... In the nares, a few genera (i.e., Cutibacterium, Corynebacterium, and Staphylococcus) comprised the majority of identified microbes, which was concordant with other characterizations of healthy adult nasal microbiomes [11,12] (Fig. 1B). Tongue dorsum samples were more diverse, including Rothia mucilaginosa, Prevotella spp., Streptococcus spp., Veillonella spp., Neisseria subflava, and Haemophilus parainfluenzae, which have previously been reported as highly abundant at this oral site [11,27] ( Fig. 1C). ...

Spatial Ecology of the Human Tongue Dorsum Microbiome

SSRN Electronic Journal

... These approaches aim to extract the spectral signatures of f luorophores from recorded images and determine the abundance of each f luorophore in every pixel. To tackle unmixing problems in different scenarios, various regularized learning methods have been developed in the literature [1][2][3][4][5][6][7][8][9][10][11][12]. From a machine learning perspective, these methods essentially represent single-view learning where models are trained and predictions are made based on a single group of features that describes the field of interest, i.e. the emitted spectral profile of the f luorophores. ...

Semi-blind sparse affine spectral unmixing of autofluorescence-contaminated micrographs
  • Citing Article
  • August 2019

Bioinformatics