1
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Butt L, Meyer JR, Lindsay RJ, Beardmore RE, Gudelj I. Bacterial resistance response and resource availability mediate viral coexistence. J Evol Biol 2024; 37:371-382. [PMID: 38386697 DOI: 10.1093/jeb/voae022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 11/14/2023] [Accepted: 02/20/2024] [Indexed: 02/24/2024]
Abstract
Viruses that infect bacteria, known as bacteriophages or phages, are the most prevalent entities on Earth. Their genetic diversity in nature is well documented, and members of divergent lineages can be found sharing the same ecological niche. This viral diversity can be influenced by a number of factors, including productivity, spatial structuring of the environment, and host-range trade-offs. Rapid evolution is also known to promote diversity by buffering ecological systems from extinction. There is, however, little known about the impact of coevolution on the maintenance of viral diversity within a microbial community. To address this, we developed a 4 species experimental system where two bacterial hosts, a generalist and a specialist phage, coevolved in a spatially homogenous environment over time. We observed the persistence of both viruses if the resource availability was sufficiently high. This coexistence occurred in the absence of any detectable host-range trade-offs that are costly for generalists and thus known to promote viral diversity. However, the coexistence was lost if two bacteria were not permitted to evolve alongside the phages or if two phages coevolved with a single bacterial host. Our findings indicate that a host's resistance response in mixed-species communities plays a significant role in maintaining viral diversity in the environment.
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Affiliation(s)
- Lisa Butt
- Biosciences and Living Systems Institute, University of Exeter, Exeter, United Kingdom
| | - Justin R Meyer
- Biological Sciences, Section in Ecology, Behaviour and Evolution, University of California, San Diego, CA, United States
| | - Richard J Lindsay
- Biosciences and Living Systems Institute, University of Exeter, Exeter, United Kingdom
| | - Robert E Beardmore
- Biosciences and Living Systems Institute, University of Exeter, Exeter, United Kingdom
| | - Ivana Gudelj
- Biosciences and Living Systems Institute, University of Exeter, Exeter, United Kingdom
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2
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Strobel HM, Labador SD, Basu D, Sane M, Corbett KD, Meyer JR. Viral Receptor-Binding Protein Evolves New Function through Mutations That Cause Trimer Instability and Functional Heterogeneity. Mol Biol Evol 2024; 41:msae056. [PMID: 38586942 PMCID: PMC10999833 DOI: 10.1093/molbev/msae056] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Revised: 02/07/2024] [Accepted: 03/11/2024] [Indexed: 04/09/2024] Open
Abstract
When proteins evolve new activity, a concomitant decrease in stability is often observed because the mutations that confer new activity can destabilize the native fold. In the conventional model of protein evolution, reduced stability is considered a purely deleterious cost of molecular innovation because unstable proteins are prone to aggregation and are sensitive to environmental stressors. However, recent work has revealed that nonnative, often unstable protein conformations play an important role in mediating evolutionary transitions, raising the question of whether instability can itself potentiate the evolution of new activity. We explored this question in a bacteriophage receptor-binding protein during host-range evolution. We studied the properties of the receptor-binding protein of bacteriophage λ before and after host-range evolution and demonstrated that the evolved protein is relatively unstable and may exist in multiple conformations with unique receptor preferences. Through a combination of structural modeling and in vitro oligomeric state analysis, we found that the instability arises from mutations that interfere with trimer formation. This study raises the intriguing possibility that protein instability might play a previously unrecognized role in mediating host-range expansions in viruses.
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Affiliation(s)
- Hannah M Strobel
- School of Biological Sciences, University of California San Diego, La Jolla, CA, USA
| | - Sweetzel D Labador
- School of Biological Sciences, University of California San Diego, La Jolla, CA, USA
| | - Dwaipayan Basu
- Department of Chemistry and Biochemistry, University of California San Diego, La Jolla, CA, USA
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
| | - Mrudula Sane
- School of Biological Sciences, University of California San Diego, La Jolla, CA, USA
| | - Kevin D Corbett
- School of Biological Sciences, University of California San Diego, La Jolla, CA, USA
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
| | - Justin R Meyer
- School of Biological Sciences, University of California San Diego, La Jolla, CA, USA
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3
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Seurat J, Gerbino KR, Meyer JR, Borin JM, Weitz JS. Design, optimization, and inference of multiphasic decay of infectious virus particles. bioRxiv 2024:2024.02.23.581735. [PMID: 38464262 PMCID: PMC10925204 DOI: 10.1101/2024.02.23.581735] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/12/2024]
Abstract
The loss of virus particles is typically considered to arise from a first-order kinetic process. Signals of deviations from this exponential decay are often de-prioritized. Here, we propose methods to evaluate if a design is adequate to evaluate evidence for multiphasic virus particle decay and to optimize the sampling times of decay experiments, accounting for uncertainties in viral kinetics. First, we evaluate 1500 synthetic scenarios of biphasic decays, with varying decay rates and initial proportions of subpopulations. Robust inference of multiphasic decay is more likely when the faster decaying subpopulation predominates insofar as early samples are taken to resolve the faster decay rate. Overall, we find that design optimization leads to a better precision of estimation while reducing the number of samples. It helps to estimate adequately the fastest decay in 54% of situations vs. 41% using a non-optimized design. We then apply these methods to infer multiple decay rates associated with the decay of ΦD9, an evolved isolate derived from phage Φ21. A pilot experiment confirmed that ΦD9 decay is multiphasic, but was unable to resolve the rate or proportion of the fast decay subpopulation(s). We then applied optimal design methods to propose new ΦD9 sampling times. Using this strategy, we were able to robustly estimate both decay rates and their respective subpopulations. Notably, we conclude that the vast majority (94%) of the population decays at a rate 16-fold higher than a slow decaying population. Altogether, these results provide methods to quantitatively estimate heterogeneity in viral decay.
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Affiliation(s)
- Jérémy Seurat
- Institut de Biologie, École Normale Supérieure, 75005 Paris, France
| | - Krista R. Gerbino
- Division of Biological Sciences, University of California San Diego, La Jolla, CA 92093, USA
| | - Justin R. Meyer
- Division of Biological Sciences, University of California San Diego, La Jolla, CA 92093, USA
| | - Joshua M. Borin
- Division of Biological Sciences, University of California San Diego, La Jolla, CA 92093, USA
| | - Joshua S. Weitz
- Institut de Biologie, École Normale Supérieure, 75005 Paris, France
- Department of Biology, University of Maryland, College Park, MD 20742, USA
- Department of Physics, University of Maryland, College Park, MD 20742, USA
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4
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Doud MB, Gupta A, Li V, Medina SJ, De La Fuente CA, Meyer JR. Competition-driven eco-evolutionary feedback reshapes bacteriophage lambda's fitness landscape and enables speciation. Nat Commun 2024; 15:863. [PMID: 38286804 PMCID: PMC10825149 DOI: 10.1038/s41467-024-45008-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2023] [Accepted: 01/11/2024] [Indexed: 01/31/2024] Open
Abstract
A major challenge in evolutionary biology is explaining how populations navigate rugged fitness landscapes without getting trapped on local optima. One idea illustrated by adaptive dynamics theory is that as populations adapt, their newly enhanced capacities to exploit resources alter fitness payoffs and restructure the landscape in ways that promote speciation by opening new adaptive pathways. While there have been indirect tests of this theory, to our knowledge none have measured how fitness landscapes deform during adaptation, or test whether these shifts promote diversification. Here, we achieve this by studying bacteriophage [Formula: see text], a virus that readily speciates into co-existing receptor specialists under controlled laboratory conditions. We use a high-throughput gene editing-phenotyping technology to measure [Formula: see text]'s fitness landscape in the presence of different evolved-[Formula: see text] competitors and find that the fitness effects of individual mutations, and their epistatic interactions, depend on the competitor. Using these empirical data, we simulate [Formula: see text]'s evolution on an unchanging landscape and one that recapitulates how the landscape deforms during evolution. [Formula: see text] heterogeneity only evolves in the shifting landscape regime. This study provides a test of adaptive dynamics, and, more broadly, shows how fitness landscapes dynamically change during adaptation, potentiating phenomena like speciation by opening new adaptive pathways.
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Affiliation(s)
- Michael B Doud
- Department of Medicine, Division of Infectious Diseases and Global Public Health, University of California San Diego, San Diego, CA, USA
- Department of Ecology, Behavior and Evolution, University of California San Diego, San Diego, CA, USA
| | - Animesh Gupta
- Department of Ecology, Behavior and Evolution, University of California San Diego, San Diego, CA, USA
| | - Victor Li
- Department of Ecology, Behavior and Evolution, University of California San Diego, San Diego, CA, USA
| | - Sarah J Medina
- Department of Ecology, Behavior and Evolution, University of California San Diego, San Diego, CA, USA
| | - Caesar A De La Fuente
- Department of Ecology, Behavior and Evolution, University of California San Diego, San Diego, CA, USA
| | - Justin R Meyer
- Department of Ecology, Behavior and Evolution, University of California San Diego, San Diego, CA, USA.
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5
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Lucia-Sanz A, Peng S, Leung CY(J, Gupta A, Meyer JR, Weitz JS. Inferring strain-level mutational drivers of phage-bacteria interaction phenotypes. bioRxiv 2024:2024.01.08.574707. [PMID: 38260415 PMCID: PMC10802490 DOI: 10.1101/2024.01.08.574707] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
The enormous diversity of bacteriophages and their bacterial hosts presents a significant challenge to predict which phages infect a focal set of bacteria. Infection is largely determined by complementary -and largely uncharacterized- genetics of adsorption, injection, and cell take-over. Here we present a machine learning (ML) approach to predict phage-bacteria interactions trained on genome sequences of and phenotypic interactions amongst 51 Escherichia coli strains and 45 phage λ strains that coevolved in laboratory conditions for 37 days. Leveraging multiple inference strategies and without a priori knowledge of driver mutations, this framework predicts both who infects whom and the quantitative levels of infections across a suite of 2,295 potential interactions. The most effective ML approach inferred interaction phenotypes from independent contributions from phage and bacteria mutations, predicting phage host range with 86% mean classification accuracy while reducing the relative error in the estimated strength of the infection phenotype by 40%. Further, transparent feature selection in the predictive model revealed 18 of 176 phage λ and 6 of 18 E. coli mutations that have a significant influence on the outcome of phage-bacteria interactions, corroborating sites previously known to affect phage λ infections, as well as identifying mutations in genes of unknown function not previously shown to influence bacterial resistance. While the genetic variation studied was limited to a focal, coevolved phage-bacteria system, the method's success at recapitulating strain-level infection outcomes provides a path forward towards developing strategies for inferring interactions in non-model systems, including those of therapeutic significance.
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Affiliation(s)
- Adriana Lucia-Sanz
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, Georgia, USA
| | | | | | - Animesh Gupta
- Department of Physics, University of California San Diego, La Jolla, California, USA
| | - Justin R. Meyer
- Department of Ecology, Behavior and Evolution, University of California San Diego, La Jolla, California, USA
| | - Joshua S. Weitz
- Department of Biology, University of Maryland, College Park, MD, USA
- Department of Physics, University of Maryland, College Park, MD, USA
- Institut d’Biologie, École Normale Supérieure, Paris, France
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6
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Overton MS, Guy SE, Chen X, Martsul A, Carolino K, Akbari OS, Meyer JR, Kryazhimskiy S. Upper Bound on the Mutational Burden Imposed by a CRISPR-Cas9 Gene-Drive Element. bioRxiv 2023:2023.11.28.569142. [PMID: 38076841 PMCID: PMC10705488 DOI: 10.1101/2023.11.28.569142] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/21/2023]
Abstract
CRISPR-Cas9 gene drives (CCGDs) are powerful tools for genetic control of wild populations, useful for eradication of disease vectors, conservation of endangered species and other applications. However, Cas9 alone and in a complex with gRNA can cause double-stranded DNA breaks at off-target sites, which could increase the mutational load and lead to loss of heterozygosity (LOH). These undesired effects raise potential concerns about the long-term evolutionary safety of CCGDs, but the magnitude of these effects is unknown. To estimate how the presence of a CCGD or a Cas9 alone in the genome affects the rates of LOH events and de novo mutations, we carried out a mutation accumulation experiment in yeast Saccharomyces cerevisiae. Despite its substantial statistical power, our experiment revealed no detectable effect of CCGD or Cas9 alone on the genome-wide rates of mutations or LOH events, suggesting that these rates are affected by less than 30%. Nevertheless, we found that Cas9 caused a slight but significant shift towards more interstitial and fewer terminal LOH events, and the CCGD caused a significant difference in the distribution of LOH events on Chromosome V. Taken together, our results show that these genetic elements impose a weak and likely localized additional mutational burden in the yeast model. Although the mutagenic effects of CCGDs need to be further evaluated in other systems, our results suggest that the effect of CCGDs on off-target mutation rates and genetic diversity may be acceptable.
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Affiliation(s)
- Michael S. Overton
- Department of Ecology, Behavior and Evolution, School of Biological Sciences, University of California San Diego, La Jolla, CA 92093
| | - Sean E. Guy
- Department of Ecology, Behavior and Evolution, School of Biological Sciences, University of California San Diego, La Jolla, CA 92093
- Current address: Bionano Genomics, San Diego, CA 92121
| | - Xingsen Chen
- Department of Ecology, Behavior and Evolution, School of Biological Sciences, University of California San Diego, La Jolla, CA 92093
- Current address: Department of Entomology, University of Arizona, Tucson, Arizona, USA
| | - Alena Martsul
- Department of Ecology, Behavior and Evolution, School of Biological Sciences, University of California San Diego, La Jolla, CA 92093
- Current address: Illumina Inc., San Diego, CA 92122
| | - Krypton Carolino
- Department of Ecology, Behavior and Evolution, School of Biological Sciences, University of California San Diego, La Jolla, CA 92093
| | - Omar S. Akbari
- Department of Cell and Developmental Biology, School of Biological Sciences, University of California San Diego, La Jolla, CA 92093, USA
| | - Justin R. Meyer
- Department of Ecology, Behavior and Evolution, School of Biological Sciences, University of California San Diego, La Jolla, CA 92093
| | - Sergey Kryazhimskiy
- Department of Ecology, Behavior and Evolution, School of Biological Sciences, University of California San Diego, La Jolla, CA 92093
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Borin JM, Lee JJ, Lucia-Sanz A, Gerbino KR, Weitz JS, Meyer JR. Rapid bacteria-phage coevolution drives the emergence of multiscale networks. Science 2023; 382:674-678. [PMID: 37943920 DOI: 10.1126/science.adi5536] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2023] [Accepted: 09/28/2023] [Indexed: 11/12/2023]
Abstract
Interactions between species catalyze the evolution of multiscale ecological networks, including both nested and modular elements that regulate the function of diverse communities. One common assumption is that such complex pattern formation requires spatial isolation or long evolutionary timescales. We show that multiscale network structure can evolve rapidly under simple ecological conditions without spatial structure. In just 21 days of laboratory coevolution, Escherichia coli and bacteriophage Φ21 coevolve and diversify to form elaborate cross-infection networks. By measuring ~10,000 phage-bacteria infections and testing the genetic basis of interactions, we identify the mechanisms that create each component of the multiscale pattern. Our results demonstrate how multiscale networks evolve in parasite-host systems, illustrating Darwin's idea that simple adaptive processes can generate entangled banks of ecological interactions.
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Affiliation(s)
- Joshua M Borin
- Division of Biological Sciences, University of California San Diego, La Jolla, CA 92093, USA
| | - Justin J Lee
- Division of Biological Sciences, University of California San Diego, La Jolla, CA 92093, USA
| | - Adriana Lucia-Sanz
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA 30332, USA
| | - Krista R Gerbino
- Division of Biological Sciences, University of California San Diego, La Jolla, CA 92093, USA
| | - Joshua S Weitz
- Department of Biology, University of Maryland, College Park, MD 20742, USA
- Department of Physics, University of Maryland, College Park, MD 20742, USA
- Institut de Biologie, École Normale Supérieure, 75005 Paris, France
| | - Justin R Meyer
- Division of Biological Sciences, University of California San Diego, La Jolla, CA 92093, USA
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8
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Birkholz EA, Morgan CJ, Laughlin TG, Lau RK, Prichard A, Rangarajan S, Meza GN, Lee J, Armbruster EG, Suslov S, Pogliano K, Meyer JR, Villa E, Corbett KD, Pogliano J. A mobile intron facilitates interference competition between co-infecting viruses. bioRxiv 2023:2023.09.30.560319. [PMID: 37808663 PMCID: PMC10557746 DOI: 10.1101/2023.09.30.560319] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/10/2023]
Abstract
Mobile introns containing homing endonucleases are widespread in nature and have long been assumed to be selfish elements that provide no benefit to the host organism. These genetic elements are common in viruses, but whether they confer a selective advantage is unclear. Here we studied a mobile intron in bacteriophage ΦPA3 and found its homing endonuclease gp210 contributes to viral competition by interfering with the virogenesis of co-infecting phage ΦKZ. We show that gp210 targets a specific sequence in its competitor ΦKZ, preventing the assembly of progeny viruses. This work reports the first demonstration of how a mobile intron can be deployed to engage in interference competition and provide a reproductive advantage. Given the ubiquity of introns, this selective advantage likely has widespread evolutionary implications in nature.
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9
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Doud MB, Gupta A, Li V, Medina SJ, De La Fuente CA, Meyer JR. Competition-driven eco-evolutionary feedback reshapes bacteriophage lambda's fitness landscape and enables speciation. bioRxiv 2023:2023.08.11.553017. [PMID: 37645887 PMCID: PMC10461988 DOI: 10.1101/2023.08.11.553017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/31/2023]
Abstract
A major challenge in evolutionary biology is explaining how populations navigate rugged fitness landscapes without getting trapped on local optima. One idea illustrated by adaptive dynamics theory is that as populations adapt, their newly enhanced capacities to exploit resources alter fitness payoffs and restructure the landscape in ways that promote speciation by opening new adaptive pathways. While there have been indirect tests of this theory, none have measured how fitness landscapes deform during adaptation, or test whether these shifts promote diversification. Here, we achieve this by studying bacteriophage λ, a virus that readily speciates into co-existing receptor specialists under controlled laboratory conditions. We used a high-throughput gene editing-phenotyping technology to measure λ's fitness landscape in the presence of different evolved-λ competitors and found that the fitness effects of individual mutations, and their epistatic interactions, depend on the competitor. Using these empirical data, we simulated λ's evolution on an unchanging landscape and one that recapitulates how the landscape deforms during evolution. λ heterogeneity only evolved in the shifting landscape regime. This study provides a test of adaptive dynamics, and, more broadly, shows how fitness landscapes dynamically change during adaptation, potentiating phenomena like speciation by opening new adaptive pathways.
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Affiliation(s)
- Michael B. Doud
- Department of Medicine, Division of Infectious Diseases and Global Public Health, University of California San Diego, San Diego, CA, USA
- Department of Ecology, Behavior and Evolution, University of California San Diego, San Diego, CA, USA
| | - Animesh Gupta
- Department of Ecology, Behavior and Evolution, University of California San Diego, San Diego, CA, USA
| | - Victor Li
- Department of Ecology, Behavior and Evolution, University of California San Diego, San Diego, CA, USA
| | - Sarah J. Medina
- Department of Ecology, Behavior and Evolution, University of California San Diego, San Diego, CA, USA
| | - Caesar A. De La Fuente
- Department of Ecology, Behavior and Evolution, University of California San Diego, San Diego, CA, USA
| | - Justin R. Meyer
- Department of Ecology, Behavior and Evolution, University of California San Diego, San Diego, CA, USA
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Borin JM, Liu R, Wang Y, Wu TC, Chopyk J, Huang L, Kuo P, Ghose C, Meyer JR, Tu XM, Schnabl B, Pride DT. Fecal virome transplantation is sufficient to alter fecal microbiota and drive lean and obese body phenotypes in mice. bioRxiv 2023:2023.02.03.527064. [PMID: 36778328 PMCID: PMC9915734 DOI: 10.1101/2023.02.03.527064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Background The gastrointestinal microbiome plays a significant role in numerous host processes and has an especially large impact on modulating the host metabolism. Prior studies have shown that when mice receive fecal transplants from obese donors that were fed high-fat diets (HFD) (even when recipient mice are fed normal diets after transplantation), they develop obese phenotypes. These studies demonstrate the prominent role that the gut microbiota play in determining lean and obese phenotypes. While much of the credit has been given to gut bacteria, studies have not measured the impact of gut viruses on these phenotypes. To address this shortcoming, we gavaged mice with viromes isolated from donors fed HFD or normal chow. By characterizing the mice’s gut bacterial biota and weight-gain phenotypes over time, we demonstrate that viruses can shape the gut bacterial community and affect weight gain or loss. Results We gavaged mice longitudinally over 4 weeks while measuring their body weights and collecting fecal samples for 16S rRNA amplicon sequencing. We evaluated mice that were fed normal chow or high-fat diets, and gavaged each group with either chow-derived fecal viromes, HFD-derived fecal viromes, or phosphate buffered saline controls. We found a significant effect of gavage type, where mice fed chow but gavaged with HFD-derived viromes gained significantly more weight than their counterparts receiving chow-derived viromes. The converse was also true: mice fed HFD but gavaged with chow-derived viromes gained significantly less weight than their counterparts receiving HFD-derived viromes. These results were replicated in two separate experiments and the phenotypic changes were accompanied by significant and identifiable differences in the fecal bacterial biota. Notably, there were differences in Lachnospirales and Clostridia in mice fed chow but gavaged with HFD-derived fecal viromes, and in Peptostreptococcales, Oscillospirales, and Lachnospirales in mice fed HFD but gavaged with chow-derived fecal viromes. Due to methodological limitations, we were unable to identify specific bacterial species or strains that were responsible for respective phenotypic changes. Conclusions This study confirms that virome-mediated perturbations can alter the fecal microbiome in an in vivo model and indicates that such perturbations are sufficient to drive lean and obese phenotypes in mice.
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Affiliation(s)
- Joshua M Borin
- Division of Biological Sciences, University of California San Diego, La Jolla, CA, USA
- Department of Pathology, University of California San Diego, La Jolla, CA, USA
| | - Roland Liu
- Department of Pathology, University of California San Diego, La Jolla, CA, USA
| | - Yanhan Wang
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Tsung-Chin Wu
- Division of Biostatistics and Bioinformatics, Department of Family Medicine and Public Health, University of California San Diego, La Jolla, CA, USA
| | - Jessica Chopyk
- Department of Pathology, University of California San Diego, La Jolla, CA, USA
| | - Lina Huang
- Department of Pathology, University of California San Diego, La Jolla, CA, USA
| | - Peiting Kuo
- Department of Pathology, University of California San Diego, La Jolla, CA, USA
| | | | - Justin R Meyer
- Division of Biological Sciences, University of California San Diego, La Jolla, CA, USA
| | - Xin M Tu
- Division of Biostatistics and Bioinformatics, Department of Family Medicine and Public Health, University of California San Diego, La Jolla, CA, USA
| | - Bernd Schnabl
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - David T Pride
- Department of Pathology, University of California San Diego, La Jolla, CA, USA
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
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11
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Borin JM, Liu R, Wang Y, Wu TC, Chopyk J, Huang L, Kuo P, Ghose C, Meyer JR, Tu XM, Schnabl B, Pride DT. Fecal virome transplantation is sufficient to alter fecal microbiota and drive lean and obese body phenotypes in mice. Gut Microbes 2023; 15:2236750. [PMID: 37475473 PMCID: PMC10364654 DOI: 10.1080/19490976.2023.2236750] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/03/2023] [Accepted: 07/10/2023] [Indexed: 07/22/2023] Open
Abstract
The gastrointestinal microbiome plays a significant role in modulating numerous host processes, including metabolism. Prior studies show that when mice receive fecal transplants from obese donors on high-fat diets (HFD) (even when recipient mice are fed normal diets after transplantation), they develop obese phenotypes, demonstrating the prominent role that gut microbiota play in determining lean and obese phenotypes. While much of the credit has been given to gut bacteria, the impact of gut viruses on these phenotypes is understudied. To address this shortcoming, we gavaged mice with viromes isolated from donors fed HFD or normal chow over a 4-week study. By characterizing the gut bacterial biota via 16S rRNA amplicon sequencing and measuring mouse weights over time, we demonstrate that transplanted viruses affect the gut bacterial community, as well as weight gain/loss. Notably, mice fed chow but gavaged with HFD-derived viromes gained more weight than their counterparts receiving chow-derived viromes. The converse was also true: mice fed HFD but gavaged with chow-derived viromes gained less weight than their counterparts receiving HFD-derived viromes. Results were replicated in two independent experiments and phenotypic changes were accompanied by significant and identifiable differences in the fecal bacterial biota. Due to methodological limitations, we were unable to identify the specific bacterial strains responsible for respective phenotypic changes. This study confirms that virome-mediated perturbations can alter the fecal microbiome in vivo and indicates that such perturbations are sufficient to drive lean and obese phenotypes in mice.
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Affiliation(s)
- Joshua M. Borin
- Division of Biological Sciences, University of California San Diego, La Jolla, CA, USA
- Department of Pathology, University of California San Diego, La Jolla, CA, USA
| | - Roland Liu
- Department of Pathology, University of California San Diego, La Jolla, CA, USA
| | - Yanhan Wang
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Tsung-Chin Wu
- Division of Biostatistics and Bioinformatics, Department of Family Medicine and Public Health, University of California San Diego, La Jolla, CA, USA
| | - Jessica Chopyk
- Department of Pathology, University of California San Diego, La Jolla, CA, USA
| | - Lina Huang
- Department of Pathology, University of California San Diego, La Jolla, CA, USA
| | - Peiting Kuo
- Department of Pathology, University of California San Diego, La Jolla, CA, USA
| | | | - Justin R. Meyer
- Division of Biological Sciences, University of California San Diego, La Jolla, CA, USA
| | - Xin M. Tu
- Division of Biostatistics and Bioinformatics, Department of Family Medicine and Public Health, University of California San Diego, La Jolla, CA, USA
| | - Bernd Schnabl
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - David T. Pride
- Department of Pathology, University of California San Diego, La Jolla, CA, USA
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
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12
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Borin JM, Lee JJ, Gerbino KR, Meyer JR. Comparison of bacterial suppression by phage cocktails, dual-receptor generalists, and coevolutionarily trained phages. Evol Appl 2022; 16:152-162. [PMID: 36699129 PMCID: PMC9850009 DOI: 10.1111/eva.13518] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2022] [Revised: 11/08/2022] [Accepted: 11/28/2022] [Indexed: 12/14/2022] Open
Abstract
The evolution and spread of antibiotic-resistant bacteria have renewed interest in phage therapy, the use of bacterial viruses (phages) to combat bacterial infections. The delivery of phages in cocktails where constituent phages target different modalities (e.g., receptors) may improve treatment outcomes by making it more difficult for bacteria to evolve resistance. However, the multipartite nature of cocktails may lead to unintended evolutionary and ecological outcomes. Here, we compare a 2-phage cocktail with a largely unconsidered group of phages: generalists that can infect through multiple, independent receptors. We find that λ phage generalists and cocktails that target the same receptors (LamB and OmpF) suppress Escherichia coli similarly for ~2 days. Yet, a "trained" generalist phage, which previously adapted to its host via 28 days of coevolution, demonstrated superior suppression. To understand why the trained generalist was more effective, we measured the resistance of bacteria against each of our phages. We find that, when bacteria were assailed by two phages in the cocktail, they evolved mutations in manXYZ, a host inner-membrane transporter that λ uses to move its DNA across the periplasmic space and into the cell for infection. This provided cross-resistance against the cocktail and untrained generalist. However, these mutations were ineffective at blocking the trained generalist because, through coevolutionary training, it evolved to bypass manXYZ resistance. The trained generalist's past experiences in training make it exceedingly difficult for bacteria to evolve resistance, further demonstrating the utility of coevolutionary phage training for improving the therapeutic properties of phages.
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Affiliation(s)
- Joshua M. Borin
- Division of Biological SciencesUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Justin J. Lee
- Division of Biological SciencesUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Krista R. Gerbino
- Division of Biological SciencesUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Justin R. Meyer
- Division of Biological SciencesUniversity of California San DiegoLa JollaCaliforniaUSA
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13
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Beardmore R, Hewlett M, Peña-Miller R, Gudelj I, Meyer JR. Canonical host-pathogen tradeoffs subverted by mutations with dual benefits. Am Nat 2022; 201:659-679. [PMID: 37130231 DOI: 10.1086/723413] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
AbstractHost-parasite coevolution is expected to drive the evolution of genetic diversity because the traits used in arms races-namely, host range and parasite resistance-are hypothesized to trade off with traits used in resource competition. We therefore tested data for several trade-offs among 93 isolates of bacteriophage λ and 51 Escherichia coli genotypes that coevolved during a laboratory experiment. Surprisingly, we found multiple trade-ups (positive trait correlations) but little evidence of several canonical trade-offs. For example, some bacterial genotypes evaded a trade-off between phage resistance and absolute fitness, instead evolving simultaneous improvements in both traits. This was surprising because our experimental design was predicted to expose resistance-fitness trade-offs by culturing E. coli in a medium where the phage receptor, LamB, is also used for nutrient acquisition. On reflection, LamB mediates not one but many trade-offs, allowing for more complex trait interactions than just pairwise trade-offs. Here, we report that mathematical reasoning and laboratory data highlight how trade-ups should exist whenever an evolutionary system exhibits multiple interacting trade-offs. Does this mean that coevolution should not promote genetic diversity? No, quite the contrary. We deduce that whenever positive trait correlations are observed in multidimensional traits, other traits may trade off and so provide the right circumstances for diversity maintenance. Overall, this study reveals that there are predictive limits when data account only for pairwise trait correlations, and it argues that a wider range of circumstances than previously anticipated can promote genetic and species diversity.
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14
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Strobel HM, Stuart EC, Meyer JR. A Trait-Based Approach to Predicting Viral Host-Range Evolvability. Annu Rev Virol 2022; 9:139-156. [PMID: 36173699 DOI: 10.1146/annurev-virology-091919-092003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Predicting the evolution of virus host range has proven to be extremely difficult, in part because of the sheer diversity of viruses, each with unique biology and ecological interactions. We have not solved this problem, but to make the problem more tractable, we narrowed our focus to three traits intrinsic to all viruses that may play a role in host-range evolvability: mutation rate, recombination rate, and phenotypic heterogeneity. Although each trait should increase evolvability, they cannot do so unbounded because fitness trade-offs limit the ability of all three traits to maximize evolvability. By examining these constraints, we can begin to identify groups of viruses with suites of traits that make them especially concerning, as well as ecological and environmental conditions that might push evolution toward accelerating host-range expansion.
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Affiliation(s)
- Hannah M Strobel
- Division of Biological Sciences, University of California, San Diego, La Jolla, California, USA;
| | - Elizabeth C Stuart
- Division of Biological Sciences, University of California, San Diego, La Jolla, California, USA;
| | - Justin R Meyer
- Division of Biological Sciences, University of California, San Diego, La Jolla, California, USA;
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15
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Gupta A, Zaman L, Strobel HM, Gallie J, Burmeister AR, Kerr B, Tamar ES, Kishony R, Meyer JR. Host-parasite coevolution promotes innovation through deformations in fitness landscapes. eLife 2022; 11:76162. [PMID: 35793223 PMCID: PMC9259030 DOI: 10.7554/elife.76162] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Accepted: 06/20/2022] [Indexed: 01/14/2023] Open
Abstract
During the struggle for survival, populations occasionally evolve new functions that give them access to untapped ecological opportunities. Theory suggests that coevolution between species can promote the evolution of such innovations by deforming fitness landscapes in ways that open new adaptive pathways. We directly tested this idea by using high-throughput gene editing-phenotyping technology (MAGE-Seq) to measure the fitness landscape of a virus, bacteriophage λ, as it coevolved with its host, the bacterium Escherichia coli. An analysis of the empirical fitness landscape revealed mutation-by-mutation-by-host-genotype interactions that demonstrate coevolution modified the contours of λ’s landscape. Computer simulations of λ’s evolution on a static versus shifting fitness landscape showed that the changes in contours increased λ’s chances of evolving the ability to use a new host receptor. By coupling sequencing and pairwise competition experiments, we demonstrated that the first mutation λ evolved en route to the innovation would only evolve in the presence of the ancestral host, whereas later steps in λ’s evolution required the shift to a resistant host. When time-shift replays of the coevolution experiment were run where host evolution was artificially accelerated, λ did not innovate to use the new receptor. This study provides direct evidence for the role of coevolution in driving evolutionary novelty and provides a quantitative framework for predicting evolution in coevolving ecological communities.
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Affiliation(s)
- Animesh Gupta
- Department of Physics, University of California San Diego
| | - Luis Zaman
- Department of Ecology and Evolutionary Biology, University of Michigan
| | - Hannah M Strobel
- Department of Ecology, Behavior and Evolution, University of California San Diego
| | - Jenna Gallie
- Department of Evolutionary Theory, Max Planck Institute for Evolutionary Biology
| | | | | | - Einat S Tamar
- Department of Biology, Technion – Israel Institute of Technology
| | - Roy Kishony
- Department of Biology, Technion – Israel Institute of Technology
| | - Justin R Meyer
- Department of Ecology, Behavior and Evolution, University of California San Diego
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16
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Abstract
Viruses are highly evolvable, but what traits endow this property? The high mutation rates of viruses certainly play a role, but factors that act above the genetic code, like protein thermostability, are also expected to contribute. We studied how the thermostability of a model virus, bacteriophage λ, affects its ability to evolve to use a new receptor, a key evolutionary transition that can cause host-range evolution. Using directed evolution and synthetic biology techniques we generated a library of host-recognition protein variants with altered stabilities and then tested their capacity to evolve to use a new receptor. Variants fell within three stability classes: stable, unstable, and catastrophically unstable. The most evolvable were the two unstable variants, whereas seven of eight stable variants were significantly less evolvable, and the two catastrophically unstable variants could not grow. The slowly evolving stable variants were delayed because they required an additional destabilizing mutation. These results are particularly noteworthy because they contradict a widely supported contention that thermostabilizing mutations enhance evolvability of proteins by increasing mutational robustness. Our work suggests that the relationship between thermostability and evolvability is more complex than previously thought, provides evidence for a new molecular model of host-range expansion evolution, and identifies instability as a potential predictor of viral host-range evolution. Understanding how viruses evolve to infect new hosts is critical for predicting host shifts as well as tuning host-range in phage therapy applications. Yet a mechanistic understanding of the molecular steps required to shift hosts has not been achieved. For this study we examined the evolutionary potential of different strains of a model virus, bacteriophage λ, to gain the ability to use a new receptor, a key step in host shifts. We discovered that λ variants with destabilized host-recognition proteins were more likely to evolve the necessary mutations to use the new receptor than stabilized variants. However, destabilization was only beneficial to a certain point and variants with overly unstable proteins lost all function. These results led us to propose a new molecular model for receptor use evolution in λ; 1) destabilizing mutations evolve that provide protein structural flexibility that allows new protein conformations to form that are able to interact with the new receptors, and 2) mutations evolve that alter the binding surface chemical properties to assist interactions with the new receptor. Our work with a model virus-host system, points to the potential use of viral stability as a phenotypic indicator of the capacity for virus host-range evolution.
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Affiliation(s)
- Hannah M. Strobel
- Division of Biological Sciences, University of California San Diego, La Jolla, California, United States of America
| | - Elijah K. Horwitz
- Division of Biological Sciences, University of California San Diego, La Jolla, California, United States of America
| | - Justin R. Meyer
- Division of Biological Sciences, University of California San Diego, La Jolla, California, United States of America
- * E-mail:
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17
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Gupta A, Peng S, Leung CY, Borin JM, Medina S, Weitz JS, Meyer JR. Leapfrog dynamics in phage‐bacteria coevolution revealed by joint analysis of cross‐infection phenotypes and whole genome sequencing. Ecol Lett 2022; 25:876-888. [PMID: 35092147 PMCID: PMC10167754 DOI: 10.1111/ele.13965] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Revised: 10/21/2021] [Accepted: 11/10/2021] [Indexed: 01/21/2023]
Abstract
Viruses and their hosts can undergo coevolutionary arms races where hosts evolve increased resistance and viruses evolve counter-resistance. Given these arms race dynamics (ARD), both players are predicted to evolve along a single trajectory as more recently evolved genotypes replace their predecessors. By coupling phenotypic and genomic analyses of coevolving populations of bacteriophage λ and Escherichia coli, we find conflicting evidence for ARD. Virus-host infection phenotypes fit the ARD model, yet genomic analyses revealed fluctuating selection dynamics. Rather than coevolution unfolding along a single trajectory, cryptic genetic variation emerges and is maintained at low frequency for generations until it eventually supplants dominant lineages. These observations suggest a hybrid 'leapfrog' dynamic, revealing weaknesses in the predictive power of standard coevolutionary models. The findings shed light on the mechanisms that structure coevolving ecological networks and reveal the limits of using phenotypic or genomic data alone to differentiate coevolutionary dynamics.
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Affiliation(s)
- Animesh Gupta
- Department of Physics University of California San Diego La Jolla California USA
| | - Shengyun Peng
- School of Biological Sciences Georgia Institute of Technology Atlanta Georgia USA
| | - Chung Yin Leung
- School of Biological Sciences Georgia Institute of Technology Atlanta Georgia USA
| | - Joshua M. Borin
- Division of Biological Science University of California San Diego La Jolla California USA
| | - Sarah J. Medina
- Division of Biological Science University of California San Diego La Jolla California USA
| | - Joshua S. Weitz
- School of Biological Sciences Georgia Institute of Technology Atlanta Georgia USA
- School of Physics Georgia Institute of Technology Atlanta Georgia USA
| | - Justin R. Meyer
- Division of Biological Science University of California San Diego La Jolla California USA
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18
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Borin JM, Avrani S, Barrick JE, Petrie KL, Meyer JR. Coevolutionary phage training leads to greater bacterial suppression and delays the evolution of phage resistance. Proc Natl Acad Sci U S A 2021; 118:e2104592118. [PMID: 34083444 PMCID: PMC8201913 DOI: 10.1073/pnas.2104592118] [Citation(s) in RCA: 54] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
The evolution of antibiotic-resistant bacteria threatens to become the leading cause of worldwide mortality. This crisis has renewed interest in the practice of phage therapy. Yet, bacteria's capacity to evolve resistance may debilitate this therapy as well. To combat the evolution of phage resistance and improve treatment outcomes, many suggest leveraging phages' ability to counter resistance by evolving phages on target hosts before using them in therapy (phage training). We found that in vitro, λtrn, a phage trained for 28 d, suppressed bacteria ∼1,000-fold for three to eight times longer than its untrained ancestor. Prolonged suppression was due to a delay in the evolution of resistance caused by several factors. Mutations that confer resistance to λtrn are ∼100× less common, and while the target bacterium can evolve complete resistance to the untrained phage in a single step, multiple mutations are required to evolve complete resistance to λtrn. Mutations that confer resistance to λtrn are more costly than mutations for untrained phage resistance. Furthermore, when resistance does evolve, λtrn is better able to suppress these forms of resistance. One way that λtrn improved was through recombination with a gene in a defunct prophage in the host genome, which doubled phage fitness. This transfer of information from the host genome is an unexpected but highly efficient mode of training phage. Lastly, we found that many other independently trained λ phages were able to suppress bacterial populations, supporting the important role training could play during phage therapeutic development.
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Affiliation(s)
- Joshua M Borin
- Division of Biological Sciences, University of California San Diego, San Diego, CA 92093
| | - Sarit Avrani
- Department of Evolutionary and Environmental Biology and The Institute of Evolution, University of Haifa, 3498838 Haifa, Israel
| | - Jeffrey E Barrick
- Department of Molecular Biosciences, The University of Texas at Austin, Austin, TX 78712
| | - Katherine L Petrie
- Division of Biological Sciences, University of California San Diego, San Diego, CA 92093
- Earth-Life Science Institute, Tokyo Institute of Technology, 145-0061 Tokyo, Japan
| | - Justin R Meyer
- Division of Biological Sciences, University of California San Diego, San Diego, CA 92093;
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19
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Waterton J, Mazer SJ, Meyer JR, Cleland EE. Trade-off drives Pareto optimality of within- and among-year emergence timing in response to increasing aridity. Evol Appl 2021; 14:658-673. [PMID: 33767742 PMCID: PMC7980269 DOI: 10.1111/eva.13145] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2020] [Revised: 08/20/2020] [Accepted: 09/22/2020] [Indexed: 11/30/2022] Open
Abstract
Adaptation to current and future climates can be constrained by trade-offs between fitness-related traits. Early seedling emergence often enhances plant fitness in seasonal environments, but if earlier emergence in response to seasonal cues is genetically correlated with lower potential to spread emergence among years (i.e., bet-hedging), then this functional trade-off could constrain adaptive evolution. Consequently, selection favoring both earlier within-year emergence and greater spread of emergence among years-as is expected in more arid environments-may constrain adaptive responses to trait value combinations at which a performance gain in either function (i.e., evolving earlier within- or greater among-year emergence) generates a performance loss in the other. All such trait value combinations that cannot be improved for both functions simultaneously are described as Pareto optimal and together constitute the Pareto front. To investigate how this potential emergence timing trade-off might constrain adaptation to increasing aridity, we sourced seeds of two grasses, Stipa pulchra and Bromus diandrus, from multiple maternal lines within populations across an aridity gradient in California and examined their performance in a greenhouse experiment. We monitored emergence and assayed ungerminated seeds for viability to determine seed persistence, a metric of potential among-year emergence spread. In both species, maternal lines with larger fractions of persistent seeds emerged later, indicating a trade-off between within-year emergence speed and potential among-year emergence spread. In both species, populations on the Pareto front for both earlier emergence and larger seed persistence fraction occupied significantly more arid sites than populations off the Pareto front, consistent with the hypothesis that more arid sites impose the strongest selection for earlier within-year emergence and greater among-year emergence spread. Our results provide an example of how evaluating genetically based correlations within populations and applying Pareto optimality among populations can be used to detect evolutionary constraints and adaptation across environmental gradients.
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Affiliation(s)
- Joseph Waterton
- Ecology, Behavior & Evolution SectionUniversity of California San DiegoLa JollaCAUSA
| | - Susan J. Mazer
- Department of Ecology, Evolution and Marine BiologyUniversity of California Santa BarbaraSanta BarbaraCAUSA
| | - Justin R. Meyer
- Ecology, Behavior & Evolution SectionUniversity of California San DiegoLa JollaCAUSA
| | - Elsa E. Cleland
- Ecology, Behavior & Evolution SectionUniversity of California San DiegoLa JollaCAUSA
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20
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Gupta A, Soto AN, Medina SJ, Petrie KL, Meyer JR. Bacteriophage lambda overcomes a perturbation in its host-viral genetic network through mutualism and evolution of life history traits. Evolution 2020; 74:764-774. [PMID: 31891185 DOI: 10.1111/evo.13920] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2019] [Revised: 12/19/2019] [Accepted: 12/26/2019] [Indexed: 11/27/2022]
Abstract
An important driver of evolution in viruses is natural selection to optimize the use of their hosts' genetic network. To learn how viruses respond to this pressure, we disrupted the genetic network of Escherichia coli to inhibit replication of its virus, bacteriophage lambda, and then observed how λ evolved to compensate. We deleted E. coli's dnaJ gene, which lambda uses to initiate DNA replication. Lambda partially restored its ability to reproduce with just two adaptive mutations associated with genes J and S. The location of the mutations was unexpected because they were not in genes that directly interact with DnaJ, rather they affected seemingly unrelated life history traits. A nonsynonymous J mutation increased lambda's adsorption rate and an S regulatory mutation delayed lysis timing. Lambda also recovered some of its reproductive potential through intracellular mutualism. This study offers two important lessons: first, viruses can rapidly adapt to disruptive changes in their host's genetic network. Second, organisms can employ mechanisms thought to operate at the population scale, such as evolution of life history traits and social interactions, in order to overcome hurdles at the molecular level. As life science research progresses and new fields become increasingly specialized, these results remind us of the importance of multiscale and interdisciplinary approaches to understand adaptation.
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Affiliation(s)
- Animesh Gupta
- Division of Physics, University of California San Diego, La Jolla, California
| | - Anechelle N Soto
- Division of Biological Science, University of California San Diego, La Jolla, California
| | - Sarah J Medina
- Division of Physics, University of California San Diego, La Jolla, California
| | - Katherine L Petrie
- Division of Physics, University of California San Diego, La Jolla, California.,Earth-Life Science Institute, Tokyo Institute of Technology, Tokyo, Japan
| | - Justin R Meyer
- Division of Physics, University of California San Diego, La Jolla, California
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21
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Maddamsetti R, Johnson DT, Spielman SJ, Petrie KL, Marks DS, Meyer JR. Gain-of-function experiments with bacteriophage lambda uncover residues under diversifying selection in nature. Evolution 2018; 72:2234-2243. [PMID: 30152871 PMCID: PMC6646904 DOI: 10.1111/evo.13586] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2018] [Revised: 08/05/2018] [Accepted: 08/13/2018] [Indexed: 12/25/2022]
Abstract
Viral gain‐of‐function mutations frequently evolve during laboratory experiments. Whether the specific mutations that evolve in the lab also evolve in nature and whether they have the same impact on evolution in the real world is unknown. We studied a model virus, bacteriophage λ, that repeatedly evolves to exploit a new host receptor under typical laboratory conditions. Here, we demonstrate that two residues of λ’s J protein are required for the new function. In natural λ variants, these amino acid sites are highly diverse and evolve at high rates. Insertions and deletions at these locations are associated with phylogenetic patterns indicative of ecological diversification. Our results show that viral evolution in the laboratory mirrors that in nature and that laboratory experiments can be coupled with protein sequence analyses to identify the causes of viral evolution in the real world. Furthermore, our results provide evidence for widespread host‐shift evolution in lambdoid viruses.
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Affiliation(s)
- Rohan Maddamsetti
- Department of Biological Sciences, Old Dominion University, Norfolk, Virginia
| | - Daniel T Johnson
- Division of Biological Sciences, University of California San Diego, La Jolla, California
| | | | - Katherine L Petrie
- Division of Biological Sciences, University of California San Diego, La Jolla, California.,Earth-Life Science Institute, Tokyo Institute of Technology, Japan
| | - Debora S Marks
- Department of Systems Biology, Harvard Medical School, Boston, Massachusetts
| | - Justin R Meyer
- Division of Biological Sciences, University of California San Diego, La Jolla, California
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22
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Chaudhry WN, Pleška M, Shah NN, Weiss H, McCall IC, Meyer JR, Gupta A, Guet CC, Levin BR. Leaky resistance and the conditions for the existence of lytic bacteriophage. PLoS Biol 2018; 16:e2005971. [PMID: 30114198 PMCID: PMC6112682 DOI: 10.1371/journal.pbio.2005971] [Citation(s) in RCA: 45] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2018] [Revised: 08/28/2018] [Accepted: 07/26/2018] [Indexed: 12/16/2022] Open
Abstract
In experimental cultures, when bacteria are mixed with lytic (virulent) bacteriophage, bacterial cells resistant to the phage commonly emerge and become the dominant population of bacteria. Following the ascent of resistant mutants, the densities of bacteria in these simple communities become limited by resources rather than the phage. Despite the evolution of resistant hosts, upon which the phage cannot replicate, the lytic phage population is most commonly maintained in an apparently stable state with the resistant bacteria. Several mechanisms have been put forward to account for this result. Here we report the results of population dynamic/evolution experiments with a virulent mutant of phage Lambda, λVIR, and Escherichia coli in serial transfer cultures. We show that, following the ascent of λVIR-resistant bacteria, λVIR is maintained in the majority of cases in maltose-limited minimal media and in all cases in nutrient-rich broth. Using mathematical models and experiments, we show that the dominant mechanism responsible for maintenance of λVIR in these resource-limited populations dominated by resistant E. coli is a high rate of either phenotypic or genetic transition from resistance to susceptibility—a hitherto undemonstrated mechanism we term "leaky resistance." We discuss the implications of leaky resistance to our understanding of the conditions for the maintenance of phage in populations of bacteria—their “existence conditions.” While it is clear that bacteriophage abound in bacterial communities, their role in the ecology and evolution of these communities remains poorly understood. Fundamental questions remain unanswered, such as, are phage regulating the population densities of their host bacteria? And how are virulent phage maintained in bacterial communities, following the seemingly inevitable evolution of resistant bacteria? Here we present a theoretical and experimental investigation to provide evidence for a new mechanism for maintaining phage in populations dominated by resistant bacteria. This mechanism, which we term “leaky resistance,” is based on a high rate of either phenotypic or genetic transition from resistance to susceptibility.
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Affiliation(s)
- Waqas N. Chaudhry
- Department of Biology, Emory University, Atlanta, Georgia, United States of America
| | - Maroš Pleška
- Institute of Science and Technology Austria, Klosterneuburg, Austria
| | - Nilang N. Shah
- Department of Biology, Emory University, Atlanta, Georgia, United States of America
| | - Howard Weiss
- School of Mathematics, Georgia Institute of Technology, Atlanta, Georgia, United States of America
| | - Ingrid C. McCall
- Department of Biology, Emory University, Atlanta, Georgia, United States of America
| | - Justin R. Meyer
- Division of Biological Sciences, University of California San Diego, La Jolla, California, United States of America
| | - Animesh Gupta
- Department of Physics, University of California San Diego, La Jolla, California, United States of America
| | - Călin C. Guet
- Institute of Science and Technology Austria, Klosterneuburg, Austria
| | - Bruce R. Levin
- Department of Biology, Emory University, Atlanta, Georgia, United States of America
- * E-mail:
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23
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Jackson EM, Nolde JA, Kim M, Kim CS, Cleveland ER, Affouda CA, Canedy CL, Vurgaftman I, Meyer JR, Aifer EH, Lorentzen J. Two-dimensional plasmonic grating for increased quantum efficiency in midwave infrared nBn detectors with thin absorbers. Opt Express 2018; 26:13850-13864. [PMID: 29877431 DOI: 10.1364/oe.26.013850] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/15/2018] [Accepted: 04/16/2018] [Indexed: 06/08/2023]
Abstract
We demonstrate a strategy for increasing the operating temperatures of nBn midwave infrared (MWIR) focal plane arrays, based on the use of two-dimensional plasmonic gratings to enhance the quantum efficiency (QE) of structures with very thin absorbers. Reducing the absorber volume correspondingly reduces the dark current in a diffusion-limited photodiode, while light trapping mediated by the plasmonic grating increases the net absorbance to maintain high QE. The plasmonically enhanced nBn MWIR sensors with absorber thicknesses of only 0.5 μm exhibit peak internal QEs as high as 57%, which enables a 5-fold reduction in dark current. Numerical simulations indicate the potential for further improvement.
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24
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Petrie KL, Palmer ND, Johnson DT, Medina SJ, Yan SJ, Li V, Burmeister AR, Meyer JR. Destabilizing mutations encode nongenetic variation that drives evolutionary innovation. Science 2018; 359:1542-1545. [PMID: 29599247 DOI: 10.1126/science.aar1954] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2017] [Accepted: 02/08/2018] [Indexed: 12/18/2022]
Abstract
Evolutionary innovations are often achieved by repurposing existing genes to perform new functions; however, the mechanisms enabling the transition from old to new remain controversial. We identified mutations in bacteriophage λ's host-recognition gene J that confer enhanced adsorption to λ's native receptor, LamB, and the ability to access a new receptor, OmpF. The mutations destabilize λ particles and cause conformational bistability of J, which yields progeny of multiple phenotypic forms, each proficient at different receptors. This work provides an example of how nongenetic protein variation can catalyze an evolutionary innovation. We propose that cases where a single genotype can manifest as multiple phenotypes may be more common than previously expected and offer a general mechanism for evolutionary innovation.
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Affiliation(s)
- Katherine L Petrie
- Division of Biological Sciences, University of California (UC) San Diego, La Jolla, CA 92093, USA. .,Earth-Life Science Institute (ELSI), Tokyo Institute of Technology, Tokyo, Japan
| | - Nathan D Palmer
- Division of Biological Sciences, University of California (UC) San Diego, La Jolla, CA 92093, USA
| | - Daniel T Johnson
- Division of Biological Sciences, University of California (UC) San Diego, La Jolla, CA 92093, USA
| | - Sarah J Medina
- Division of Biological Sciences, University of California (UC) San Diego, La Jolla, CA 92093, USA
| | - Stephanie J Yan
- Division of Biological Sciences, University of California (UC) San Diego, La Jolla, CA 92093, USA
| | - Victor Li
- Division of Biological Sciences, University of California (UC) San Diego, La Jolla, CA 92093, USA
| | - Alita R Burmeister
- Department of Ecology and Evolution, Yale University, New Haven, CT 06520, USA
| | - Justin R Meyer
- Division of Biological Sciences, University of California (UC) San Diego, La Jolla, CA 92093, USA.
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Turner CB, Wade BD, Meyer JR, Sommerfeld BA, Lenski RE. Evolution of organismal stoichiometry in a long-term experiment with Escherichia coli. R Soc Open Sci 2017; 4:170497. [PMID: 28791173 PMCID: PMC5541568 DOI: 10.1098/rsos.170497] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/11/2017] [Accepted: 06/21/2017] [Indexed: 05/25/2023]
Abstract
Organismal stoichiometry refers to the relative proportion of chemical elements in the biomass of organisms, and it can have important effects on ecological interactions from population to ecosystem scales. Although stoichiometry has been studied extensively from an ecological perspective, much less is known about the rates and directions of evolutionary changes in elemental composition. We measured carbon, nitrogen and phosphorus content of 12 Escherichia coli populations that evolved under controlled carbon-limited, serial-transfer conditions for 50 000 generations. The bacteria evolved higher relative nitrogen and phosphorus content, consistent with selection for increased use of the more abundant elements. Total carbon assimilated also increased, indicating more efficient use of the limiting element. We also measured stoichiometry in one population repeatedly through time. Stoichiometry changed more rapidly in early generations than later on, similar to the trajectory seen for competitive fitness. Altogether, our study shows that stoichiometry evolved over long time periods, and that it did so in a predictable direction, given the carbon-limited environment.
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Affiliation(s)
- Caroline B. Turner
- Ecology, Evolutionary Biology and Behavior Program, Michigan State University, East Lansing, MI, USA
- BEACON Center for the Study of Evolution in Action, Michigan State University, East Lansing, MI, USA
- Department of Microbiology and Molecular Genetics, University of Pittsburgh, Pittsburgh, PA, USA
| | - Brian D. Wade
- Department of Plant, Soil and Microbial Sciences, Michigan State University, East Lansing, MI, USA
| | - Justin R. Meyer
- Division of Biological Sciences, University of California, San Diego, La Jolla, CA, USA
| | - Brooke A. Sommerfeld
- Department of Integrative Biology, Michigan State University, East Lansing, MI, USA
| | - Richard E. Lenski
- Ecology, Evolutionary Biology and Behavior Program, Michigan State University, East Lansing, MI, USA
- BEACON Center for the Study of Evolution in Action, Michigan State University, East Lansing, MI, USA
- Department of Plant, Soil and Microbial Sciences, Michigan State University, East Lansing, MI, USA
- Department of Integrative Biology, Michigan State University, East Lansing, MI, USA
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, MI, USA
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Meyer JR, Dobias DT, Medina SJ, Servilio L, Gupta A, Lenski RE. Ecological speciation of bacteriophage lambda in allopatry and sympatry. Science 2016; 354:1301-1304. [PMID: 27884940 DOI: 10.1126/science.aai8446] [Citation(s) in RCA: 60] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2016] [Accepted: 11/09/2016] [Indexed: 12/31/2022]
Abstract
Understanding the conditions that allow speciation to occur is difficult because most research has focused on either long-lived organisms or asexual microorganisms. We propagated bacteriophage λ, a virus with rapid generations and frequent recombination, on two Escherichia coli host genotypes that expressed either the LamB or OmpF receptor. When supplied with either single host (allopatry), phage λ improved its binding to the available receptor while losing its ability to use the alternative. When evolving on both hosts together (sympatry), the viruses split into two lineages with divergent receptor preferences. Although the level of divergence varied among replicates, some lineages evolved reproductive isolation via genetic incompatibilities. This outcome indicates that, under suitable conditions, allopatric and sympatric speciation can occur with similar ease.
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Affiliation(s)
- Justin R Meyer
- Division of Biology, University of California San Diego (UCSD), La Jolla, CA 92093, USA.
| | - Devin T Dobias
- Department of Biology, Washington University, St. Louis, MO 63130, USA.,Department of Biology, Loyola University Chicago, 1032 West Sheridan Road, Chicago, IL 60660, USA
| | - Sarah J Medina
- Division of Biology, University of California San Diego (UCSD), La Jolla, CA 92093, USA
| | - Lisa Servilio
- Division of Biology, University of California San Diego (UCSD), La Jolla, CA 92093, USA
| | - Animesh Gupta
- Department of Physics, UCSD, La Jolla, CA 92093, USA
| | - Richard E Lenski
- Department of Microbiology and Molecular Genetics and BEACON Center for the Study of Evolution in Action, Michigan State University, East Lansing, MI 48824, USA
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Abstract
The origin of new and complex structures and functions is fundamental for shaping the diversity of life. Such key innovations are rare because they require multiple interacting changes. We sought to understand how the adaptive landscape led to an innovation whereby bacteriophage λ evolved the new ability to exploit a receptor, OmpF, on Escherichia coli cells. Previous work showed that this ability evolved repeatedly, despite requiring four mutations in one virus gene. Here, we examine how this innovation evolved by studying six intermediate genotypes of λ isolated during independent transitions to exploit OmpF and comparing them to their ancestor. All six intermediates showed large increases in their adsorption rates on the ancestral host. Improvements in adsorption were offset, in large part, by the evolution of host resistance, which occurred by reduced expression of LamB, the usual receptor for λ. As a consequence of host coevolution, the adaptive landscape of the virus changed such that selection favouring four of the six virus intermediates became stronger after the host evolved resistance, thereby accelerating virus populations along the path to using the new OmpF receptor. This dependency of viral fitness on host genotype thus shows an important role for coevolution in the origin of the new viral function.
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Affiliation(s)
- Alita R Burmeister
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, MI, USA Program in Ecology, Evolutionary Biology and Behavior, Michigan State University, East Lansing, MI, USA BEACON Center for the Study of Evolution in Action, Michigan State University, East Lansing, MI, USA
| | - Richard E Lenski
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, MI, USA Program in Ecology, Evolutionary Biology and Behavior, Michigan State University, East Lansing, MI, USA BEACON Center for the Study of Evolution in Action, Michigan State University, East Lansing, MI, USA
| | - Justin R Meyer
- Division of Biological Sciences, University of California, San Diego, La Jolla, CA, USA
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Trofimov IE, Canedy CL, Kim CS, Kim M, Bewley WW, Merritt CL, Vurgaftman I, Meyer JR, Le LT. Interband cascade lasers with long lifetimes. Appl Opt 2015; 54:9441-9445. [PMID: 26560770 DOI: 10.1364/ao.54.009441] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
Narrow-ridge interband cascade lasers were subjected to accelerated aging. The aging curves were statistically evaluated by a log-normal distribution of the failure time, and by the mixed effects of the degradation parameters. Based on 10,000 h of output power trend data for lasers operating at 90°C and the maximum cw power, an unexpectedly long lifetime is predicted. The projected lifetimes range from about 500,000 h (57 years) for the linear degradation model to 183,000 h (21 years) for the exponential one.
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Merritt CD, Bewley WW, Kim CS, Canedy CL, Vurgaftman I, Meyer JR, Kim M. Gain and loss as a function of current density and temperature in interband cascade lasers. Appl Opt 2015; 54:F1-F7. [PMID: 26560596 DOI: 10.1364/ao.54.0000f1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
We characterize the internal efficiency, internal loss, and optical gain versus current density in 7-stage interband cascade lasers operating at λ=3.1 and 3.45 μm using a cavity-length study of the external differential quantum efficiency (EDQE) and threshold current density at temperatures between 300 and 345 K. We find that the pronounced efficiency droop of the EDQE at high current densities is primarily due to an increase in the internal loss rather than a reduction in the internal efficiency. On the other hand, if the current density J is fixed, the temperature variation of the EDQE at that J is due primarily to a decrease of the internal efficiency. The gain versus current density is fit well by a logarithmic relationship, although the magnitude of the experimental gain is >20% below the theoretical estimate.
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Northern JH, O'Hagan S, Fletcher B, Gras B, Ewart P, Kim CS, Kim M, Merritt CD, Bewley WW, Canedy CL, Abell J, Vurgaftman I, Meyer JR. Mid-infrared multi-mode absorption spectroscopy using interband cascade lasers for multi-species sensing. Opt Lett 2015; 40:4186-9. [PMID: 26368743 DOI: 10.1364/ol.40.004186] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
An interband cascade laser (ICL) operating at 3.7 μm has been used to perform multimode absorption spectroscopy, MUMAS, at scan rates up to 10 kHz. Line widths of individual modes in the range 10-80 MHz were derived from isolated lines in the MUMAS signatures of HCl. MUMAS data for methane covering a spectral range of 30 nm yielded a detection level of 30 μbar·m for 1 s measurement time at 100 Hz. Simultaneous detection of methane, acetylene, and formaldehyde in a gas mixture containing all three species is reported.
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Zaman L, Meyer JR, Devangam S, Bryson DM, Lenski RE, Ofria C. Coevolution drives the emergence of complex traits and promotes evolvability. PLoS Biol 2014; 12:e1002023. [PMID: 25514332 PMCID: PMC4267771 DOI: 10.1371/journal.pbio.1002023] [Citation(s) in RCA: 81] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2014] [Accepted: 10/31/2014] [Indexed: 02/03/2023] Open
Abstract
The evolution of complex organismal traits is obvious as a historical fact, but the underlying causes--including the role of natural selection--are contested. Gould argued that a random walk from a necessarily simple beginning would produce the appearance of increasing complexity over time. Others contend that selection, including coevolutionary arms races, can systematically push organisms toward more complex traits. Methodological challenges have largely precluded experimental tests of these hypotheses. Using the Avida platform for digital evolution, we show that coevolution of hosts and parasites greatly increases organismal complexity relative to that otherwise achieved. As parasites evolve to counter the rise of resistant hosts, parasite populations retain a genetic record of past coevolutionary states. As a consequence, hosts differentially escape by performing progressively more complex functions. We show that coevolution's unique feedback between host and parasite frequencies is a key process in the evolution of complexity. Strikingly, the hosts evolve genomes that are also more phenotypically evolvable, similar to the phenomenon of contingency loci observed in bacterial pathogens. Because coevolution is ubiquitous in nature, our results support a general model whereby antagonistic interactions and natural selection together favor both increased complexity and evolvability.
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Affiliation(s)
- Luis Zaman
- BEACON Center for the Study of Evolution in Action, Michigan State University, East Lansing, Michigan, United States of America
- Department of Computer Science and Engineering, Michigan State University, East Lansing, Michigan, United States of America
| | - Justin R. Meyer
- Department of Systems Biology, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Suhas Devangam
- School of Medicine, Wayne State University, Detroit, Michigan, United States of America
| | - David M. Bryson
- BEACON Center for the Study of Evolution in Action, Michigan State University, East Lansing, Michigan, United States of America
| | - Richard E. Lenski
- BEACON Center for the Study of Evolution in Action, Michigan State University, East Lansing, Michigan, United States of America
- Microbiology and Molecular Genetics, Michigan State University, East Lansing, Michigan, United States of America
| | - Charles Ofria
- BEACON Center for the Study of Evolution in Action, Michigan State University, East Lansing, Michigan, United States of America
- Department of Computer Science and Engineering, Michigan State University, East Lansing, Michigan, United States of America
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Prager JM, Thomas C, Ankenbrandt WJ, Meyer JR, Gao Y, Ragin A, Sidharthan S, Hutten R, Wu YG. Association of white matter hyperintensities with low serum 25-hydroxyvitamin D levels. AJNR Am J Neuroradiol 2014; 35:1145-9. [PMID: 24436348 DOI: 10.3174/ajnr.a3840] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
BACKGROUND AND PURPOSE Vitamin D deficiency is associated with cognitive impairment in the elderly and with increased white matter T2 hyperintensities in elderly debilitated patients. We investigated the relationship between serum vitamin D and brain MR findings in adult outpatients. MATERIALS AND METHODS Brain MR studies of 56 patients ages 30-69 years were selected when vitamin D level had been obtained within 90 days of the MRI. White matter T2 hyperintensities were characterized by size and location by two neuroradiologists. Manual volumetric analysis was assessed in patients more than 50 years of age. RESULTS The entire cohort showed a significant negative relationship between serum 25-hydroxyvitamin D and the number of confluent juxtacortical white matter T2 hyperintensities (P = .047). The cohort ages 50 years and older showed stronger correlation between confluent white matter T2 hyperintensities and serum 25-hydroxyvitamin D in the juxtacortical region; number (P = .015) and size of white matter T2 hyperintensities (P = .048). Atrophy was not significantly related to serum 25-hydroxyvitamin D by radiologist visual analysis or by the bicaudate ratio. CONCLUSIONS We found a significant relationship between vitamin D and white matter T2 hyperintensities in independent adult outpatients, especially over the age of 50 years.
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Affiliation(s)
- J M Prager
- From the Department of Radiology (J.M.P., W.J.A., J.R.M., R.H., Y.G.W.), NorthShore University Health System, Evanston, Illinois
| | - C Thomas
- Department of Endocrinology (C.T.), University of Chicago, Chicago, Illinois
| | - W J Ankenbrandt
- From the Department of Radiology (J.M.P., W.J.A., J.R.M., R.H., Y.G.W.), NorthShore University Health System, Evanston, Illinois
| | - J R Meyer
- From the Department of Radiology (J.M.P., W.J.A., J.R.M., R.H., Y.G.W.), NorthShore University Health System, Evanston, Illinois
| | - Y Gao
- Departments of Statistics (Y.G.)
| | - A Ragin
- Radiology (A.R.), Northwestern University, Evanston, Illinois
| | - S Sidharthan
- Department of Radiology (S.S.), Monmouth Medical Center, Long Branch, New Jersey
| | - R Hutten
- From the Department of Radiology (J.M.P., W.J.A., J.R.M., R.H., Y.G.W.), NorthShore University Health System, Evanston, Illinois
| | - Y G Wu
- From the Department of Radiology (J.M.P., W.J.A., J.R.M., R.H., Y.G.W.), NorthShore University Health System, Evanston, Illinois
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Weitz JS, Poisot T, Meyer JR, Flores CO, Valverde S, Sullivan MB, Hochberg ME. Phage-bacteria infection networks. Trends Microbiol 2012; 21:82-91. [PMID: 23245704 DOI: 10.1016/j.tim.2012.11.003] [Citation(s) in RCA: 193] [Impact Index Per Article: 16.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2012] [Revised: 11/07/2012] [Accepted: 11/09/2012] [Indexed: 01/21/2023]
Abstract
Phage and their bacterial hosts are the most abundant and genetically diverse group of organisms on the planet. Given their dominance, it is no wonder that many recent studies have found that phage-bacteria interactions strongly influence global biogeochemical cycles, incidence of human diseases, productivity of industrial microbial commodities, and patterns of microbial genome diversity. Unfortunately, given the extreme diversity and complexity of microbial communities, traditional analyses fail to characterize interaction patterns and underlying processes. Here, we review emerging systems approaches that combine empirical data with rigorous theoretical analysis to study phage-bacterial interactions as networks rather than as coupled interactions in isolation.
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Affiliation(s)
- Joshua S Weitz
- School of Biology, Georgia Institute of Technology, Atlanta, GA, USA.
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Meyer JR. Book Review. Am J Hum Biol 2012. [DOI: 10.1002/ajhb.22275] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
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Abstract
The processes responsible for the evolution of key innovations, whereby lineages acquire qualitatively new functions that expand their ecological opportunities, remain poorly understood. We examined how a virus, bacteriophage λ, evolved to infect its host, Escherichia coli, through a novel pathway. Natural selection promoted the fixation of mutations in the virus's host-recognition protein, J, that improved fitness on the original receptor, LamB, and set the stage for other mutations that allowed infection through a new receptor, OmpF. These viral mutations arose after the host evolved reduced expression of LamB, whereas certain other host mutations prevented the phage from evolving the new function. This study shows the complex interplay between genomic processes and ecological conditions that favor the emergence of evolutionary innovations.
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Affiliation(s)
- Justin R Meyer
- Department of Zoology, Michigan State University, East Lansing, MI 48824, USA.
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Bergh JC, Zhang A, Meyer JR, Kim D. Response of grape root borer (Lepidoptera: Sesiidae) neonates to root extracts from Vitaceae species and rootstocks. Environ Entomol 2011; 40:880-888. [PMID: 22251689 DOI: 10.1603/en10281] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
Observations at regular intervals of the location of newly hatched grape root borer, Vitacea polistiformis (Harris), larvae moving freely within circular petri dish bioassays were used to measure and compare their response to dry filter paper discs treated with ethanol- or hexane-based extracts of roots from known and potential Vitaceae hosts and a nonhost. Larvae responded most strongly to discs treated with ethanol extracts, suggesting the presence of behaviorally active, polar compounds associated with roots. In single extract bioassays comparing extract versus solvent treated discs, larvae responded positively to ethanol extracts from all Vitis species and rootstocks and Virginia creeper [Parthenocissus quinquefolia (L.) Planch.], but not to apple (Malus domestica Borkh). Paired extract bioassays, in which an extract from the commercially important 3309 rootstock was used as the standard and presented simultaneously with extracts from other root sources, revealed examples of equal, significantly weaker and significantly stronger responses to the 3309 extract. Extracts of the 420 A and V. riparia 'Gloire' rootstocks appeared to possess qualities that elicited a consistently greater response than to 3309 extract in these pair-wise comparisons. The active compounds were eluted in ethanol during a 30-min extraction; larvae responded equally to 30- and 60-min 3309 root extracts in paired extract bioassays. Larvae responded equally to extracts of 3309 roots from three spatially separate vineyards in northern Virginia. These results are discussed in relation to the subterranean, plant-insect interactions of grape root borer neonates with the numerous native and non-native Vitis species that may serve as hosts in the eastern United States.
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Affiliation(s)
- J C Bergh
- Virginia Tech, Alson H. Smith, Jr. Agricultural Research and Extension Center, Winchester, VA 22602, USA.
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Meyer JR, Roychowdhury S, Cybulski G, Russell EJ. Solitary intramedullary plasmacytoma of the skull base mimicking aggressive meningioma. Skull Base Surg 2011; 7:101-5. [PMID: 17170997 PMCID: PMC1656598 DOI: 10.1055/s-2008-1058616] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
The authors present an unusual case of solitary intramedullary plasmacytoma. Awareness of this entity can facilitate appropriate surgical planning, which may include a limited biopsy prior to considering more extensive skull base surgery.
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Abstract
Interactions between bacteria and the viruses that infect them (i.e., phages) have profound effects on biological processes, but despite their importance, little is known on the general structure of infection and resistance between most phages and bacteria. For example, are bacteria-phage communities characterized by complex patterns of overlapping exploitation networks, do they conform to a more ordered general pattern across all communities, or are they idiosyncratic and hard to predict from one ecosystem to the next? To answer these questions, we collect and present a detailed metaanalysis of 38 laboratory-verified studies of host-phage interactions representing almost 12,000 distinct experimental infection assays across a broad spectrum of taxa, habitat, and mode of selection. In so doing, we present evidence that currently available host-phage infection networks are statistically different from random networks and that they possess a characteristic nested structure. This nested structure is typified by the finding that hard to infect bacteria are infected by generalist phages (and not specialist phages) and that easy to infect bacteria are infected by generalist and specialist phages. Moreover, we find that currently available host-phage infection networks do not typically possess a modular structure. We explore possible underlying mechanisms and significance of the observed nested host-phage interaction structure. In addition, given that most of the available host-phage infection networks examined here are composed of taxa separated by short phylogenetic distances, we propose that the lack of modularity is a scale-dependent effect, and then, we describe experimental studies to test whether modular patterns exist at macroevolutionary scales.
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Affiliation(s)
- Cesar O. Flores
- School of Physics, Georgia Institute of Technology, Atlanta, GA 30332
| | - Justin R. Meyer
- Department of Zoology, Michigan State University, East Lansing, MI 48824
| | - Sergi Valverde
- Complex Systems Lab and Institute of Evolutionary Biology, University Pompeu Fabra, E-08003 Barcelona, Spain; and
| | - Lauren Farr
- School of Biology, Georgia Institute of Technology, Atlanta, GA 30332
| | - Joshua S. Weitz
- School of Physics, Georgia Institute of Technology, Atlanta, GA 30332
- School of Biology, Georgia Institute of Technology, Atlanta, GA 30332
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Flynn RA, Kim CS, Vurgaftman I, Kim M, Meyer JR, Mäkinen AJ, Bussmann K, Cheng L, Choa FS, Long JP. A room-temperature semiconductor spaser operating near 1.5 μm. Opt Express 2011; 19:8954-8961. [PMID: 21643148 DOI: 10.1364/oe.19.008954] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
Abstract
Room temperature spasing of surface plasmon polaritons at 1.46 μm wavelength has been demonstrated by sandwiching a gold-film plasmonic waveguide between optically pumped InGaAs quantum-well gain media. The spaser exhibits gain narrowing, the expected transverse-magnetic polarization, and mirror feedback provided by cleaved facets in a 1-mm long cavity fabricated with a flip-chip approach. The 1.06-μm pump-threshold of ~60 kW/cm2 is in good agreement with calculations. The architecture is readily adaptable to all-electrical operation on an integrated microchip.
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Affiliation(s)
- R A Flynn
- Optical Sciences Division, Naval Research Laboratory, Washington, DC 20375, USA
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Gudelj I, Weitz JS, Ferenci T, Claire Horner-Devine M, Marx CJ, Meyer JR, Forde SE. An integrative approach to understanding microbial diversity: from intracellular mechanisms to community structure. Ecol Lett 2010; 13:1073-84. [PMID: 20576029 PMCID: PMC3069490 DOI: 10.1111/j.1461-0248.2010.01507.x] [Citation(s) in RCA: 69] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Trade-offs have been put forward as essential to the generation and maintenance of diversity. However, variation in trade-offs is often determined at the molecular level, outside the scope of conventional ecological inquiry. In this study, we propose that understanding the intracellular basis for trade-offs in microbial systems can aid in predicting and interpreting patterns of diversity. First, we show how laboratory experiments and mathematical models have unveiled the hidden intracellular mechanisms underlying trade-offs key to microbial diversity: (i) metabolic and regulatory trade-offs in bacteria and yeast; (ii) life-history trade-offs in bacterial viruses. Next, we examine recent studies of marine microbes that have taken steps toward reconciling the molecular and the ecological views of trade-offs, despite the challenges in doing so in natural settings. Finally, we suggest avenues for research where mathematical modelling, experiments and studies of natural microbial communities provide a unique opportunity to integrate studies of diversity across multiple scales.
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Affiliation(s)
- Ivana Gudelj
- Department of Mathematics, Imperial College London, London SW72A7, UK
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41
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Meyer JR, Agrawal AA, Quick RT, Dobias DT, Schneider D, Lenski RE. Parallel changes in host resistance to viral infection during 45,000 generations of relaxed selection. Evolution 2010; 64:3024-34. [PMID: 20550574 DOI: 10.1111/j.1558-5646.2010.01049.x] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
The dynamics of host susceptibility to parasites are often influenced by trade-offs between the costs and benefits of resistance. We assayed changes in the resistance to three viruses in six lines of Escherichia coli that had been evolving for almost 45,000 generations in their absence. The common ancestor of these lines was completely resistant to T6, partially resistant to T6* (a mutant of T6 with altered host range), and sensitive to λ. None of the populations changed with respect to resistance to T6, whereas all six evolved increased susceptibility to T6*, probably ameliorating a cost of resistance. More surprisingly, however, the majority of lines evolved complete resistance to λ, despite not encountering that virus during this period. By coupling our results with previous work, we infer that resistance to λ evolved as a pleiotropic effect of a beneficial mutation that downregulated an unused metabolic pathway. The strong parallelism between the lines implies that selection had almost deterministic effects on the evolution of these patterns of host resistance. The opposite outcomes for resistance to T6* and λ demonstrate that the evolution of host resistance under relaxed selection cannot be fully predicted by simple trade-off models.
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Affiliation(s)
- Justin R Meyer
- Program in Ecology, Evolutionary Biology & Behavior, Michigan State University, East Lansing, Michigan 48824, USA.
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Abstract
The history of life is punctuated by repeated periods of unusually rapid evolutionary diversification called adaptive radiation. The dynamics of diversity during a radiation reflect an overshooting pattern with an initial phase of exponential-like increase followed by a slower decline. Much attention has been paid to the factors that drive the increase phase, but far less is known about the causes of the decline phase. Decreases in diversity are rarely associated with climatic changes or catastrophic events, suggesting that they may be an intrinsic consequence of diversification. We experimentally identify the factors responsible for losses in diversity during the later stages of the model adaptive radiation of the bacterium Pseudomonas fluorescens. Proximately, diversity declines because of the loss of biofilm-forming niche specialist morphotypes. We show that this loss occurs despite the presence of strong divergent selection late in the radiation and is associated with continued adaptation of resident niche specialists to both the biotic and abiotic environments. These results suggest that losses of diversity in the latter stages of an adaptive radiation may be a general consequence of diversification through competition and lends support to the idea that the conditions favouring the emergence of diversity are different from those that ensure its long-term maintenance.
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Affiliation(s)
- Justin R Meyer
- Department of Zoology, Michigan State University, MI 48824, USA.
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Kim CS, Vurgaftman I, Flynn RA, Kim M, Lindle JR, Bewley WW, Bussmann K, Meyer JR, Long JP. An integrated surface-plasmon source. Opt Express 2010; 18:10609-10615. [PMID: 20588913 DOI: 10.1364/oe.18.010609] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/29/2023]
Abstract
A compact and versatile source of coherent surface-plasmon polaritions (SPPs) is demonstrated by end-coupling a laser diode operating at 1.46 microm to a plasmonic waveguide integrated on the same microchip. With an optimized overlap between the spatial-modes of the laser and a planar-stripe waveguide, a high coupling efficiency of approximately 36% is achieved, that computations show could approach approximately 60% with smaller, readily achievable gaps between laser and waveguide. This integrated and electrically-activated source, with an available SPP power limited only by the laser diode, appears ideally suited for directly driving plasmonic circuitry or surface-enhanced sensors.
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Affiliation(s)
- C S Kim
- Optical Sciences Division, Naval Research Laboratory, Washington, D.C. 20375, USA
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Patel SA, Meyer JR, Greco SJ, Corcoran KE, Bryan M, Rameshwar P. Mesenchymal stem cells protect breast cancer cells through regulatory T cells: role of mesenchymal stem cell-derived TGF-beta. J Immunol 2010; 184:5885-94. [PMID: 20382885 DOI: 10.4049/jimmunol.0903143] [Citation(s) in RCA: 271] [Impact Index Per Article: 19.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Mesenchymal stem cells (MSCs) have been shown to support breast cancer growth. Because MSCs also increase the frequency of regulatory T cells (T(regs)), this study tested the hypothesis that human MSCs, via Tregs, protect breast cancer cells (BCCs) from immune clearance MSCs suppressed the proliferation of PBMCs when the latter were exposed to gamma-irradiated BCCs. Similarly, MSCs showed significant inhibition of PBMC migration toward BCCs and a corresponding decrease in CXCL12. MSCs also inhibited NK cell and CTL functions, which correlated with reduced numbers of CD8(+) and CD56(+) cells compared with parallel cultures without MSCs. The reduced NK and CTL activities correlated with a decrease in intracellular and secreted granzyme B. To explain these immunosuppressive findings, we compared T(reg) levels after coculture with MSCs and found an approximately 2-fold increase in T(regs), with associated decreases in antitumor Th1 cytokines and increases in Th2 cytokines. MSC-derived TGF-beta1 was largely responsible for the increase in T(regs) based on knockdown studies. In the presence of T(reg) depletion, PBMC proliferation and effector functions were partially restored. Together, these studies show an MSC-mediated increase in T(regs) in cocultures of PBMCs and BCCs. The results could be explained, in part, by the increase in Th2-type cytokines and MSC-generated TGF-beta1. These findings demonstrate immune protection by MSCs to BCCs. The reduction in immune cell proliferation and recruitment mediated by MSCs has implications for treatment of breast cancer with chemotherapy.
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Affiliation(s)
- Shyam A Patel
- Division of Hematology and Oncology, Department of Medicine, New Jersey Medical School, Newark, NJ 07103, USA
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Abstract
It is argued that the use of induced pluripotent stem cells for regenerative therapy may soon be ethically practicable and could sidestep the various objections pertaining to other types of stem cell (human embryonic stem cells, and stem cells obtained by altered nuclear transfer or somatic cell nuclear transfer).
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Affiliation(s)
- J R Meyer
- Prelature of Opus Dei, San Francisco, CA 94118, USA.
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Meyer JR, Kassen R. The effects of competition and predation on diversification in a model adaptive radiation. Nature 2007; 446:432-5. [PMID: 17377581 DOI: 10.1038/nature05599] [Citation(s) in RCA: 135] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2006] [Accepted: 01/15/2007] [Indexed: 11/09/2022]
Abstract
Much of life's diversity is thought to have arisen through successive rounds of adaptive radiation-the rapid diversification of a lineage into a range of ecologically and phenotypically distinct species. Both resource competition and predation have been suggested as mechanisms driving this process, although the former is better studied than the latter. Here we show experimentally how predation by a protist, Tetrahymena thermophila, affects diversification in a model adaptive radiation of the bacterial prey, Pseudomonas fluorescens. We estimate the frequency-dependent fitness functions of competing niche-specialist prey in the presence and absence of predation, and use these to test hypotheses about the extent (measured as the number of new genotypes) and rate of diversification. Competition and predation independently generated diversifying selection that we show is capable of driving prey diversification to similar extents but at different rates, diversification being markedly delayed in the presence of predators. The cause of this delay stems from weaker diversifying selection due to the reduction in prey density caused by predation. Our results suggest that predation may play an under-appreciated role in driving adaptive radiations.
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Affiliation(s)
- Justin R Meyer
- Department of Biology and Center for Advanced Research in Environmental Genomics, University of Ottawa, Ottawa K1N 6N5, Canada.
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Meyer JR, Ellner SP, Hairston NG, Jones LE, Yoshida T. Prey evolution on the time scale of predator-prey dynamics revealed by allele-specific quantitative PCR. Proc Natl Acad Sci U S A 2006; 103:10690-5. [PMID: 16807296 PMCID: PMC1502293 DOI: 10.1073/pnas.0600434103] [Citation(s) in RCA: 87] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Using rotifer-algal microcosms, we tracked rapid evolution resulting from temporally changing natural selection in ecological predator-prey dynamics. We previously demonstrated that predator-prey oscillations in rotifer-algal laboratory microcosms are qualitatively altered by the presence of genetic variation within the prey. In that study, changes in algal gene frequencies were inferred from their effects on population dynamics but not observed directly. Here, we document rapid prey evolution in this system by directly observing changes in Chlorella vulgaris genotype frequencies as the abundances of these algae and their consumer, Brachionus calyciflorus, change through time. We isolated a group of algal clones that we could distinguish by using microsatellite-DNA markers, and developed an allele-specific quantitative PCR technique (AsQ-PCR) to quantify the frequencies of pairs of clones in mixed culture. We showed that two of these genotypes exhibited a fitness tradeoff in which one was more resistant to predation (more digestion-resistant), and the other had faster population growth under limiting nitrogen concentrations. A fully specified mathematical model for the rotifer-algal population and evolutionary dynamics predicted that these two clones would undergo a single oscillation in clonal frequencies followed by asymptotic fixation of the more resistant clone, rather than the recurrent oscillations previously observed with other algal clones. We used AsQ-PCR to confirm this prediction: the superior competitor dominated initially, but as rotifer densities increased, the more predator-resistant clone predominated.
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Affiliation(s)
- Justin R Meyer
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY 14853, USA.
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Pearson GA, Dillery S, Meyer JR. Modeling intra-sexual competition in a sex pheromone system: how much can female movement affect female mating success? J Theor Biol 2005; 231:549-55. [PMID: 15488531 DOI: 10.1016/j.jtbi.2004.07.010] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2003] [Revised: 06/23/2004] [Accepted: 07/12/2004] [Indexed: 10/26/2022]
Abstract
Mating disruption theory predicts that high concentrations of female pheromone, and/or large numbers of release sites, should confuse males orienting to "calling" females, reduce the number of successful matings, and decrease the reproductive potential of the population. In this scenario, females are regarded as stationary point sources of pheromone. Past behavioral observations, however, have shown virgin female grape root borers, Vitacea polistiformis Harris, significantly alter their behavior in mating disruption treatments. Treated females call at different heights, move less before call initiation, and move more after call initiation than control females. Pheromone gland dragging and wing fanning also increase significantly during pheromone treatments. These behavioral differences are significant only if they alter the mating success of females. Because long-term field studies are impractical, we used known behavior of male and female GRB to build a Fortran language time step model, adding the effects of female movement to past models of male pheromone plume following. Females were distributed randomly, and then assigned a conditional movement strategy. If females were within the competitive portion of another female's plume, the downwind female moved. Except in the lowest population density tested, females moving upwind and crosswind when in a competing female's pheromone plume mated significantly more often than females remaining stationary. In all population simulations, mating success was significantly reduced when females moved downwind. These field and simulation studies provide strong evidence for female movement as a previously overlooked potential mechanism for resistance to mating disruption treatments, as well as a shaping behavior in the evolution of pheromone communication systems.
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Affiliation(s)
- G A Pearson
- Department of Biology, Albion College, Albion, MI 49224, USA.
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Abbasi RU, Abu-Zayyad T, Amann JF, Archbold G, Bellido JA, Belov K, Belz JW, Bergman DR, Cao Z, Clay RW, Cooper MD, Dai H, Dawson BR, Everett AA, Fedorova YA, Girard JHV, Gray RC, Hanlon WF, Hoffman CM, Holzscheiter MH, Hüntemeyer P, Jones BF, Jui CCH, Kieda DB, Kim K, Kirn MA, Loh EC, Manago N, Marek LJ, Martens K, Martin G, Matthews JAJ, Matthews JN, Meyer JR, Moore SA, Morrison P, Moosman AN, Mumford JR, Munro MW, Painter CA, Perera L, Reil K, Riehle R, Roberts M, Sarracino JS, Sasaki M, Schnetzer SR, Shen P, Simpson KM, Sinnis G, Smith JD, Sokolsky P, Song C, Springer RW, Stokes BT, Taylor SF, Thomas SB, Thompson TN, Thomson GB, Tupa D, Westerhoff S, Wiencke LR, VanderVeen TD, Zech A, Zhang X. Measurement of the flux of ultrahigh energy cosmic rays from monocular observations by the High Resolution Fly's Eye experiment. Phys Rev Lett 2004; 92:151101. [PMID: 15169276 DOI: 10.1103/physrevlett.92.151101] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/12/2002] [Revised: 05/28/2003] [Indexed: 05/24/2023]
Abstract
We have measured the cosmic ray spectrum above 10(17.2) eV using the two air-fluorescence detectors of the High Resolution Fly's Eye observatory operating in monocular mode. We describe the detector, phototube, and atmospheric calibrations, as well as the analysis techniques for the two detectors. We fit the spectrum to a model consisting of galactic and extragalactic sources.
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Affiliation(s)
- R U Abbasi
- Department of Physics and High Energy Astrophysics Institute, University of Utah, Salt Lake City, Utah 84112, USA
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