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Majumdar S, Almeida IC, Arigi EA, Choi H, VerBerkmoes NC, Trujillo-Reyes J, Flores-Margez JP, White JC, Peralta-Videa JR, Gardea-Torresdey JL. Environmental Effects of Nanoceria on Seed Production of Common Bean (Phaseolus vulgaris): A Proteomic Analysis. Environ Sci Technol 2015; 49:13283-13293. [PMID: 26488752 DOI: 10.1021/acs.est.5b03452] [Citation(s) in RCA: 50] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
The rapidly growing literature on the response of edible plants to nanoceria has provided evidence of its uptake and bioaccumulation, which delineates a possible route of entry into the food chain. However, little is known about how the residing organic matter in soil may affect the bioavailability and resulting impacts of nanoceria on plants. Here, we examined the effect of nanoceria exposure (62.5-500 mg/kg) on kidney bean (Phaseolus vulgaris) productivity and seed quality as a function of soil organic matter content. Cerium accumulation in the seeds produced from plants in organic matter enriched soil showed a dose-dependent increase, unlike in low organic matter soil treatments. Seeds obtained upon nanoceria exposure in soils with higher organic matter were more susceptible to changes in nutrient quality. A quantitative proteomic analysis of the seeds produced upon nanoceria exposure provided evidence for upregulation of stress-related proteins at 62.5 and 125 mg/kg nanoceria treatments. Although the plants did not exhibit overt toxicity, the major seed proteins primarily associated with nutrient storage (phaseolin) and carbohydrate metabolism (lectins) were significantly down-regulated in a dose dependent manner upon nanoceria exposure. This study thus suggests that nanoceria exposures may negatively affect the nutritional quality of kidney beans at the cellular and molecular level. More confirmatory studies with nanoceria along different species using alternative and orthogonal "omic" tools are currently under active investigation, which will enable the identification of biomarkers of exposure and susceptibility.
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Affiliation(s)
- Sanghamitra Majumdar
- Department of Chemistry, The University of Texas at El Paso , 500 West University Ave., El Paso, Texas 79968, United States
- University of California Center for Environmental Implications of Nanotechnology (UC CEIN) , El Paso, Texas United States
| | - Igor C Almeida
- Border Biomedical Research Center, Department of Biological Sciences, The University of Texas at El Paso , 500 West University Ave., El Paso, Texas 79968, United States
| | - Emma A Arigi
- Border Biomedical Research Center, Department of Biological Sciences, The University of Texas at El Paso , 500 West University Ave., El Paso, Texas 79968, United States
| | - Hyungwon Choi
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System , Singapore
| | - Nathan C VerBerkmoes
- Border Biomedical Research Center, Department of Biological Sciences, The University of Texas at El Paso , 500 West University Ave., El Paso, Texas 79968, United States
| | - Jesica Trujillo-Reyes
- Department of Chemistry, The University of Texas at El Paso , 500 West University Ave., El Paso, Texas 79968, United States
| | - Juan P Flores-Margez
- Autonomous University of Ciudad Juarez , Departamento de Química y Biología, Instituto de Ciencias Biomédicas, Anillo envolvente PRONAF y Estocolmo, Ciudad Juarez, Chihuahua 32310, México
| | - Jason C White
- Department of Analytical Chemistry, The Connecticut Agricultural Experiment Station, 123 Huntington Street, New Haven, Connecticut 06504, United States
| | - Jose R Peralta-Videa
- Department of Chemistry, The University of Texas at El Paso , 500 West University Ave., El Paso, Texas 79968, United States
- Environmental Science and Engineering PhD Program, The University of Texas at El Paso , 500 West University Ave., El Paso, Texas 79968, United States
- University of California Center for Environmental Implications of Nanotechnology (UC CEIN) , El Paso, Texas United States
| | - Jorge L Gardea-Torresdey
- Department of Chemistry, The University of Texas at El Paso , 500 West University Ave., El Paso, Texas 79968, United States
- Environmental Science and Engineering PhD Program, The University of Texas at El Paso , 500 West University Ave., El Paso, Texas 79968, United States
- University of California Center for Environmental Implications of Nanotechnology (UC CEIN) , El Paso, Texas United States
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2
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Luck AN, Anderson KG, McClung CM, VerBerkmoes NC, Foster JM, Michalski ML, Slatko BE. Tissue-specific transcriptomics and proteomics of a filarial nematode and its Wolbachia endosymbiont. BMC Genomics 2015; 16:920. [PMID: 26559510 PMCID: PMC4642636 DOI: 10.1186/s12864-015-2083-2] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [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: 04/16/2015] [Accepted: 10/15/2015] [Indexed: 11/12/2022] Open
Abstract
Background Filarial nematodes cause debilitating human diseases. While treatable, recent evidence suggests drug resistance is developing, necessitating the development of novel targets and new treatment options. Although transcriptomic and proteomic studies around the nematode life cycle have greatly enhanced our knowledge, whole organism approaches have not provided spatial resolution of gene expression, which can be gained by examining individual tissues. Generally, due to their small size, tissue dissection of human-infecting filarial nematodes remains extremely challenging. However, canine heartworm disease is caused by a closely related and much larger filarial nematode, Dirofilaria immitis. As with many other filarial nematodes, D. immitis contains Wolbachia, an obligate bacterial endosymbiont present in the hypodermis and developing oocytes within the uterus. Here, we describe the first concurrent tissue-specific transcriptomic and proteomic profiling of a filarial nematode (D. immitis) and its Wolbachia (wDi) in order to better understand tissue functions and identify tissue-specific antigens that may be used for the development of new diagnostic and therapeutic tools. Methods Adult D. immitis worms were dissected into female body wall (FBW), female uterus (FU), female intestine (FI), female head (FH), male body wall (MBW), male testis (MT), male intestine (MI), male head (MH) and 10.1186/s12864-015-2083-2 male spicule (MS) and used to prepare transcriptomic and proteomic libraries. Results Transcriptomic and proteomic analysis of several D. immitis tissues identified many biological functions enriched within certain tissues. Hierarchical clustering of the D. immitis tissue transcriptomes, along with the recently published whole-worm adult male and female D. immitis transcriptomes, revealed that the whole-worm transcriptome is typically dominated by transcripts originating from reproductive tissue. The uterus appeared to have the most variable transcriptome, possibly due to age. Although many functions are shared between the reproductive tissues, the most significant differences in gene expression were observed between the uterus and testis. Interestingly, wDi gene expression in the male and female body wall is fairly similar, yet slightly different to that of Wolbachia gene expression in the uterus. Proteomic methods verified 32 % of the predicted D. immitis proteome, including over 700 hypothetical proteins of D. immitis. Of note, hypothetical proteins were among some of the most abundant Wolbachia proteins identified, which may fulfill some important yet still uncharacterized biological function. Conclusions The spatial resolution gained from this parallel transcriptomic and proteomic analysis adds to our understanding of filarial biology and serves as a resource with which to develop future therapeutic strategies against filarial nematodes and their Wolbachia endosymbionts. Electronic supplementary material The online version of this article (doi:10.1186/s12864-015-2083-2) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Ashley N Luck
- Genome Biology Division, New England Biolabs, Inc., 240 County Road, Ipswich, MA, 01938, USA
| | - Kathryn G Anderson
- Department of Biology and Microbiology, University of Wisconsin Oshkosh, Oshkosh, WI, 54901, USA
| | - Colleen M McClung
- Chemical Biology Division, New England Biolabs, Inc., 240 County Road, Ipswich, MA, 01938, USA
| | - Nathan C VerBerkmoes
- Chemical Biology Division, New England Biolabs, Inc., 240 County Road, Ipswich, MA, 01938, USA
| | - Jeremy M Foster
- Genome Biology Division, New England Biolabs, Inc., 240 County Road, Ipswich, MA, 01938, USA
| | - Michelle L Michalski
- Department of Biology and Microbiology, University of Wisconsin Oshkosh, Oshkosh, WI, 54901, USA
| | - Barton E Slatko
- Genome Biology Division, New England Biolabs, Inc., 240 County Road, Ipswich, MA, 01938, USA.
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Cortes LK, Vainauskas S, Dai N, McClung CM, Shah M, Benner JS, Corrêa IR, VerBerkmoes NC, Taron CH. Proteomic identification of mammalian cell surface derived glycosylphosphatidylinositol-anchored proteins through selective glycan enrichment. Proteomics 2015; 14:2471-84. [PMID: 25262930 PMCID: PMC4260145 DOI: 10.1002/pmic.201400148] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [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: 04/18/2014] [Revised: 07/16/2014] [Accepted: 09/23/2014] [Indexed: 11/09/2022]
Abstract
Glycosylphosphatidylinositol-anchored proteins (GPI-APs) are an important class of glycoproteins that are tethered to the surface of mammalian cells via the lipid GPI. GPI-APs have been implicated in many important cellular functions including cell adhesion, cell signaling, and immune regulation. Proteomic identification of mammalian GPI-APs en masse has been limited technically by poor sensitivity for these low abundance proteins and the use of methods that destroy cell integrity. Here, we present methodology that permits identification of GPI-APs liberated directly from the surface of intact mammalian cells through exploitation of their appended glycans to enrich for these proteins ahead of LC-MS/MS analyses. We validate our approach in HeLa cells, identifying a greater number of GPI-APs from intact cells than has been previously identified from isolated HeLa membranes and a lipid raft preparation. We further apply our approach to define the cohort of endogenous GPI-APs that populate the distinct apical and basolateral membrane surfaces of polarized epithelial cell monolayers. Our approach provides a new method to achieve greater sensitivity in the identification of low abundance GPI-APs from the surface of live cells and the nondestructive nature of the method provides new opportunities for the temporal or spatial analysis of cellular GPI-AP expression and dynamics.
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Schleicher TR, VerBerkmoes NC, Shah M, Nyholm SV. Colonization state influences the hemocyte proteome in a beneficial squid-Vibrio symbiosis. Mol Cell Proteomics 2014; 13:2673-86. [PMID: 25038065 DOI: 10.1074/mcp.m113.037259] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
The squid Euprymna scolopes and the luminescent bacterium Vibrio fischeri form a highly specific beneficial light organ symbiosis. Not only does the host have to select V. fischeri from the environment, but it must also prevent subsequent colonization by non-symbiotic microorganisms. Host macrophage-like hemocytes are believed to play a role in mediating the symbiosis with V. fischeri. Previous studies have shown that the colonization state of the light organ influences the host's hemocyte response to the symbiont. To further understand the molecular mechanisms behind this process, we used two quantitative mass-spectrometry-based proteomic techniques, isobaric tags for relative and absolute quantification (iTRAQ) and label-free spectral counting, to compare and quantify the adult hemocyte proteomes from colonized (sym) and uncolonized (antibiotic-treated/cured) squid. Overall, iTRAQ allowed for the quantification of 1,024 proteins with two or more peptides. Thirty-seven unique proteins were determined to be significantly different between sym and cured hemocytes (p value < 0.05), with 20 more abundant proteins and 17 less abundant in sym hemocytes. The label-free approach resulted in 1,241 proteins that were identified in all replicates. Of 185 unique proteins present at significantly different amounts in sym hemocytes (as determined by spectral counting), 92 were more abundant and 93 were less abundant. Comparisons between iTRAQ and spectral counting revealed that 30 of the 37 proteins quantified via iTRAQ exhibited trends similar to those identified by the label-free method. Both proteomic techniques mutually identified 16 proteins that were significantly different between the two groups of hemocytes (p value < 0.05). The presence of V. fischeri in the host light organ influenced the abundance of proteins associated with the cytoskeleton, adhesion, lysosomes, proteolysis, and the innate immune response. These data provide evidence that colonization by V. fischeri alters the hemocyte proteome and reveals proteins that may be important for maintaining host-symbiont specificity.
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Affiliation(s)
- Tyler R Schleicher
- From the ‡Department of Molecular and Cell Biology, University of Connecticut, Storrs, Connecticut, 06269
| | - Nathan C VerBerkmoes
- §Chemical Biology Division, New England Biolabs Inc., Ipswich, Massachusetts, 01938
| | - Manesh Shah
- ‖Graduate School of Genome Science and Technology, University of Tennessee, Knoxville, Tennessee, 37996
| | - Spencer V Nyholm
- From the ‡Department of Molecular and Cell Biology, University of Connecticut, Storrs, Connecticut, 06269;
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Goltsman DSA, Dasari M, Thomas BC, Shah MB, VerBerkmoes NC, Hettich RL, Banfield JF. New group in the Leptospirillum clade: cultivation-independent community genomics, proteomics, and transcriptomics of the new species "Leptospirillum group IV UBA BS". Appl Environ Microbiol 2013; 79:5384-93. [PMID: 23645189 PMCID: PMC3753937 DOI: 10.1128/aem.00202-13] [Citation(s) in RCA: 40] [Impact Index Per Article: 3.6] [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: 01/18/2013] [Accepted: 04/09/2013] [Indexed: 11/20/2022] Open
Abstract
Leptospirillum spp. are widespread members of acidophilic microbial communities that catalyze ferrous iron oxidation, thereby increasing sulfide mineral dissolution rates. These bacteria play important roles in environmental acidification and are harnessed for bioleaching-based metal recovery. Known members of the Leptospirillum clade of the Nitrospira phylum are Leptospirillum ferrooxidans (group I), Leptospirillum ferriphilum and "Leptospirillum rubarum" (group II), and Leptospirillum ferrodiazotrophum (group III). In the Richmond Mine acid mine drainage (AMD) system, biofilm formation is initiated by L. rubarum; L. ferrodiazotrophum appears in later developmental stages. Here we used community metagenomic data from unusual, thick floating biofilms to identify distinguishing metabolic traits in a rare and uncultivated community member, the new species "Leptospirillum group IV UBA BS." These biofilms typically also contain a variety of Archaea, Actinobacteria, and a few other Leptospirillum spp. The Leptospirillum group IV UBA BS species shares 98% 16S rRNA sequence identity and 70% average amino acid identity between orthologs with its closest relative, L. ferrodiazotrophum. The presence of nitrogen fixation and reverse tricarboxylic acid (TCA) cycle proteins suggest an autotrophic metabolism similar to that of L. ferrodiazotrophum, while hydrogenase proteins suggest anaerobic metabolism. Community transcriptomic and proteomic analyses demonstrate expression of a multicopper oxidase unique to this species, as well as hydrogenases and core metabolic genes. Results suggest that the Leptospirillum group IV UBA BS species might play important roles in carbon fixation, nitrogen fixation, hydrogen metabolism, and iron oxidation in some acidic environments.
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Holmfeldt K, Solonenko N, Shah M, Corrier K, Riemann L, VerBerkmoes NC, Sullivan MB. Twelve previously unknown phage genera are ubiquitous in global oceans. Proc Natl Acad Sci U S A 2013; 110:12798-803. [PMID: 23858439 PMCID: PMC3732932 DOI: 10.1073/pnas.1305956110] [Citation(s) in RCA: 149] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Viruses are fundamental to ecosystems ranging from oceans to humans, yet our ability to study them is bottlenecked by the lack of ecologically relevant isolates, resulting in "unknowns" dominating culture-independent surveys. Here we present genomes from 31 phages infecting multiple strains of the aquatic bacterium Cellulophaga baltica (Bacteroidetes) to provide data for an underrepresented and environmentally abundant bacterial lineage. Comparative genomics delineated 12 phage groups that (i) each represent a new genus, and (ii) represent one novel and four well-known viral families. This diversity contrasts the few well-studied marine phage systems, but parallels the diversity of phages infecting human-associated bacteria. Although all 12 Cellulophaga phages represent new genera, the podoviruses and icosahedral, nontailed ssDNA phages were exceptional, with genomes up to twice as large as those previously observed for each phage type. Structural novelty was also substantial, requiring experimental phage proteomics to identify 83% of the structural proteins. The presence of uncommon nucleotide metabolism genes in four genera likely underscores the importance of scavenging nutrient-rich molecules as previously seen for phages in marine environments. Metagenomic recruitment analyses suggest that these particular Cellulophaga phages are rare and may represent a first glimpse into the phage side of the rare biosphere. However, these analyses also revealed that these phage genera are widespread, occurring in 94% of 137 investigated metagenomes. Together, this diverse and novel collection of phages identifies a small but ubiquitous fraction of unknown marine viral diversity and provides numerous environmentally relevant phage-host systems for experimental hypothesis testing.
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Affiliation(s)
- Karin Holmfeldt
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ 85721
| | - Natalie Solonenko
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ 85721
| | - Manesh Shah
- Chemical Science Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831; and
| | - Kristen Corrier
- Chemical Science Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831; and
| | - Lasse Riemann
- Department of Biology, University of Copenhagen, 3000 Helsingor, Denmark
| | | | - Matthew B. Sullivan
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ 85721
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7
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Moise L, Gutierrez AH, Bailey-Kellogg C, Terry F, Leng Q, Abdel Hady KM, VerBerkmoes NC, Sztein MB, Losikoff PT, Martin WD, Rothman AL, De Groot AS. The two-faced T cell epitope: examining the host-microbe interface with JanusMatrix. Hum Vaccin Immunother 2013; 9:1577-86. [PMID: 23584251 PMCID: PMC3974887 DOI: 10.4161/hv.24615] [Citation(s) in RCA: 77] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Advances in the field of T cell immunology have contributed to the understanding that cross-reactivity is an intrinsic characteristic of the T cell receptor (TCR), and that each TCR can potentially interact with many different T cell epitopes. To better define the potential for TCR cross-reactivity between epitopes derived from the human genome, the human microbiome, and human pathogens, we developed a new immunoinformatics tool, JanusMatrix, that represents an extension of the validated T cell epitope mapping tool, EpiMatrix. Initial explorations, summarized in this synopsis, have uncovered what appear to be important differences in the TCR cross-reactivity of selected regulatory and effector T cell epitopes with other epitopes in the human genome, human microbiome, and selected human pathogens. In addition to exploring the T cell epitope relationships between human self, commensal and pathogen, JanusMatrix may also be useful to explore some aspects of heterologous immunity and to examine T cell epitope relatedness between pathogens to which humans are exposed (Dengue serotypes, or HCV and Influenza, for example). In Hand-Foot-Mouth disease (HFMD) for example, extensive enterovirus and human microbiome cross-reactivity (and limited cross-reactivity with the human genome) seemingly predicts immunodominance. In contrast, more extensive cross-reactivity with proteins contained in the human genome as compared to the human microbiome was observed for selected Treg epitopes. While it may be impossible to predict all immune response influences, the availability of sequence data from the human genome, the human microbiome, and an array of human pathogens and vaccines has made computationally–driven exploration of the effects of T cell epitope cross-reactivity now possible. This is the first description of JanusMatrix, an algorithm that assesses TCR cross-reactivity that may contribute to a means of predicting the phenotype of T cells responding to selected T cell epitopes. Whether used for explorations of T cell phenotype or for evaluating cross-conservation between related viral strains at the TCR face of viral epitopes, further JanusMatrix studies may contribute to developing safer, more effective vaccines.
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Affiliation(s)
- Leonard Moise
- Institute for Immunology and Informatics; University of Rhode Island; Providence, RI, USA; EpiVax Inc.; Providence, RI USA
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8
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Handley KM, VerBerkmoes NC, Steefel CI, Williams KH, Sharon I, Miller CS, Frischkorn KR, Chourey K, Thomas BC, Shah MB, Long PE, Hettich RL, Banfield JF. Biostimulation induces syntrophic interactions that impact C, S and N cycling in a sediment microbial community. ISME J 2013; 7:800-16. [PMID: 23190730 PMCID: PMC3603403 DOI: 10.1038/ismej.2012.148] [Citation(s) in RCA: 84] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/11/2012] [Revised: 09/28/2012] [Accepted: 10/08/2012] [Indexed: 11/09/2022]
Abstract
Stimulation of subsurface microorganisms to induce reductive immobilization of metals is a promising approach for bioremediation, yet the overall microbial community response is typically poorly understood. Here we used proteogenomics to test the hypothesis that excess input of acetate activates complex community functioning and syntrophic interactions among autotrophs and heterotrophs. A flow-through sediment column was incubated in a groundwater well of an acetate-amended aquifer and recovered during microbial sulfate reduction. De novo reconstruction of community sequences yielded near-complete genomes of Desulfobacter (Deltaproteobacteria), Sulfurovum- and Sulfurimonas-like Epsilonproteobacteria and Bacteroidetes. Partial genomes were obtained for Clostridiales (Firmicutes) and Desulfuromonadales-like Deltaproteobacteria. The majority of proteins identified by mass spectrometry corresponded to Desulfobacter-like species, and demonstrate the role of this organism in sulfate reduction (Dsr and APS), nitrogen fixation and acetate oxidation to CO2 during amendment. Results indicate less abundant Desulfuromonadales, and possibly Bacteroidetes, also actively contributed to CO2 production via the tricarboxylic acid (TCA) cycle. Proteomic data indicate that sulfide was partially re-oxidized by Epsilonproteobacteria through nitrate-dependent sulfide oxidation (using Nap, Nir, Nos, SQR and Sox), with CO2 fixed using the reverse TCA cycle. We infer that high acetate concentrations, aimed at stimulating anaerobic heterotrophy, led to the co-enrichment of, and carbon fixation in Epsilonproteobacteria. Results give an insight into ecosystem behavior following addition of simple organic carbon to the subsurface, and demonstrate a range of biological processes and community interactions were stimulated.
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Affiliation(s)
- Kim M Handley
- Department of Earth and Planetary Science,
University of California, Berkeley, CA,
USA
| | - Nathan C VerBerkmoes
- Chemical Sciences and Biosciences Divisions,
Oak Ridge National Laboratory (ORNL), Oak Ridge, TN,
USA
| | - Carl I Steefel
- Earth Science Division, Lawrence Berkeley
National Laboratory (LBNL), Berkeley, CA,
USA
| | - Kenneth H Williams
- Earth Science Division, Lawrence Berkeley
National Laboratory (LBNL), Berkeley, CA,
USA
| | - Itai Sharon
- Department of Earth and Planetary Science,
University of California, Berkeley, CA,
USA
| | - Christopher S Miller
- Department of Earth and Planetary Science,
University of California, Berkeley, CA,
USA
| | - Kyle R Frischkorn
- Department of Earth and Planetary Science,
University of California, Berkeley, CA,
USA
| | - Karuna Chourey
- Chemical Sciences and Biosciences Divisions,
Oak Ridge National Laboratory (ORNL), Oak Ridge, TN,
USA
| | - Brian C Thomas
- Department of Earth and Planetary Science,
University of California, Berkeley, CA,
USA
| | - Manesh B Shah
- Chemical Sciences and Biosciences Divisions,
Oak Ridge National Laboratory (ORNL), Oak Ridge, TN,
USA
| | - Philip E Long
- Earth Science Division, Lawrence Berkeley
National Laboratory (LBNL), Berkeley, CA,
USA
| | - Robert L Hettich
- Chemical Sciences and Biosciences Divisions,
Oak Ridge National Laboratory (ORNL), Oak Ridge, TN,
USA
| | - Jillian F Banfield
- Department of Earth and Planetary Science,
University of California, Berkeley, CA,
USA
- Earth Science Division, Lawrence Berkeley
National Laboratory (LBNL), Berkeley, CA,
USA
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9
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Sharma R, Dill BD, Chourey K, Shah M, VerBerkmoes NC, Hettich RL. Coupling a detergent lysis/cleanup methodology with intact protein fractionation for enhanced proteome characterization. J Proteome Res 2012; 11:6008-18. [PMID: 23126408 DOI: 10.1021/pr300709k] [Citation(s) in RCA: 66] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
The expanding use of surfactants for proteome sample preparations has prompted the need to systematically optimize the application and removal of these MS-deleterious agents prior to proteome measurements. Here we compare four detergent cleanup methods (trichloroacetic acid (TCA) precipitation, chloroform/methanol/water (CMW) extraction, a commercial detergent removal spin column method (DRS) and filter-aided sample preparation (FASP)) to provide efficiency benchmarks with respect to protein, peptide, and spectral identifications in each case. Our results show that for protein-limited samples, FASP outperforms the other three cleanup methods, while at high protein amounts, all the methods are comparable. This information was used to investigate and contrast molecular weight-based fractionated with unfractionated lysates from three increasingly complex samples ( Escherichia coli K-12, a five microbial isolate mixture, and a natural microbial community groundwater sample), all of which were prepared with an SDS-FASP approach. The additional fractionation step enhanced the number of protein identifications by 8% to 25% over the unfractionated approach across the three samples.
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Affiliation(s)
- Ritin Sharma
- UT-ORNL Graduate School of Genome Science and Technology, University of Tennessee, Knoxville-Tennessee 37996, United States
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10
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Huang EL, Orsat V, Shah MB, Hettich RL, VerBerkmoes NC, Lefsrud MG. The temporal analysis of yeast exponential phase using shotgun proteomics as a fermentation monitoring technique. J Proteomics 2012; 75:5206-14. [DOI: 10.1016/j.jprot.2012.06.005] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2011] [Revised: 05/07/2012] [Accepted: 06/04/2012] [Indexed: 01/23/2023]
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11
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Young JC, Dill BD, Pan C, Hettich RL, Banfield JF, Shah M, Fremaux C, Horvath P, Barrangou R, VerBerkmoes NC. Phage-induced expression of CRISPR-associated proteins is revealed by shotgun proteomics in Streptococcus thermophilus. PLoS One 2012; 7:e38077. [PMID: 22666452 PMCID: PMC3364186 DOI: 10.1371/journal.pone.0038077] [Citation(s) in RCA: 70] [Impact Index Per Article: 5.8] [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: 01/20/2012] [Accepted: 04/30/2012] [Indexed: 12/26/2022] Open
Abstract
The CRISPR/Cas system, comprised of clustered regularly interspaced short palindromic repeats along with their associated (Cas) proteins, protects bacteria and archaea from viral predation and invading nucleic acids. While the mechanism of action for this acquired immunity is currently under investigation, the response of Cas protein expression to phage infection has yet to be elucidated. In this study, we employed shotgun proteomics to measure the global proteome expression in a model system for studying the CRISPR/Cas response in S. thermophilus DGCC7710 infected with phage 2972. Host and viral proteins were simultaneously measured following inoculation at two different multiplicities of infection and across various time points using two-dimensional liquid chromatography tandem mass spectrometry. Thirty-seven out of forty predicted viral proteins were detected, including all proteins of the structural virome and viral effector proteins. In total, 1,013 of 2,079 predicted S. thermophilus proteins were detected, facilitating the monitoring of host protein synthesis changes in response to virus infection. Importantly, Cas proteins from all four CRISPR loci in the S. thermophilus DGCC7710 genome were detected, including loci previously thought to be inactive. Many Cas proteins were found to be constitutively expressed, but several demonstrated increased abundance following infection, including the signature Cas9 proteins from the CRISPR1 and CRISPR3 loci, which are key players in the interference phase of the CRISPR/Cas response. Altogether, these results provide novel insights into the proteomic response of S. thermophilus, specifically CRISPR-associated proteins, upon phage 2972 infection.
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Affiliation(s)
- Jacque C. Young
- Graduate School for Genome Science and Technology, University of Tennessee, Knoxville, Tennessee, United States of America
- Chemical Sciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America
| | - Brian D. Dill
- Chemical Sciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America
| | - Chongle Pan
- Chemical Sciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America
| | - Robert L. Hettich
- Chemical Sciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America
| | - Jillian F. Banfield
- Department of Earth and Planetary Sciences, University of California, Berkeley, California, United States of America
| | - Manesh Shah
- Chemical Sciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America
| | | | | | - Rodolphe Barrangou
- DuPont Nutrition and Health, Madison, Wisconsin, United States of America
| | - Nathan C. VerBerkmoes
- Chemical Sciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, United States of America
- * E-mail:
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12
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Cantarel BL, Erickson AR, VerBerkmoes NC, Erickson BK, Carey PA, Pan C, Shah M, Mongodin EF, Jansson JK, Fraser-Liggett CM, Hettich RL. Strategies for metagenomic-guided whole-community proteomics of complex microbial environments. PLoS One 2011; 6:e27173. [PMID: 22132090 PMCID: PMC3223167 DOI: 10.1371/journal.pone.0027173] [Citation(s) in RCA: 46] [Impact Index Per Article: 3.5] [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: 06/16/2011] [Accepted: 10/11/2011] [Indexed: 11/05/2022] Open
Abstract
Accurate protein identification in large-scale proteomics experiments relies upon a detailed, accurate protein catalogue, which is derived from predictions of open reading frames based on genome sequence data. Integration of mass spectrometry-based proteomics data with computational proteome predictions from environmental metagenomic sequences has been challenging because of the variable overlap between proteomic datasets and corresponding short-read nucleotide sequence data. In this study, we have benchmarked several strategies for increasing microbial peptide spectral matching in metaproteomic datasets using protein predictions generated from matched metagenomic sequences from the same human fecal samples. Additionally, we investigated the impact of mass spectrometry-based filters (high mass accuracy, delta correlation), and de novo peptide sequencing on the number and robustness of peptide-spectrum assignments in these complex datasets. In summary, we find that high mass accuracy peptide measurements searched against non-assembled reads from DNA sequencing of the same samples significantly increased identifiable proteins without sacrificing accuracy.
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Affiliation(s)
- Brandi L. Cantarel
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
| | - Alison R. Erickson
- Oak Ridge National Laboratory, Chemical Sciences Division, Oak Ridge, Tennessee, United States of America
- Graduate School of Genome Science & Technology, University of Tennessee, Knoxville, Tennessee, United States of America
| | - Nathan C. VerBerkmoes
- Oak Ridge National Laboratory, Chemical Sciences Division, Oak Ridge, Tennessee, United States of America
| | - Brian K. Erickson
- Oak Ridge National Laboratory, Chemical Sciences Division, Oak Ridge, Tennessee, United States of America
- Graduate School of Genome Science & Technology, University of Tennessee, Knoxville, Tennessee, United States of America
| | - Patricia A. Carey
- Oak Ridge National Laboratory, Chemical Sciences Division, Oak Ridge, Tennessee, United States of America
| | - Chongle Pan
- Oak Ridge National Laboratory, Chemical Sciences Division, Oak Ridge, Tennessee, United States of America
| | - Manesh Shah
- Oak Ridge National Laboratory, Chemical Sciences Division, Oak Ridge, Tennessee, United States of America
| | - Emmanuel F. Mongodin
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
| | - Janet K. Jansson
- Lawrence Berkeley National Laboratory, Earth Sciences Division, Department of Ecology, Berkeley, California, United States of America
| | - Claire M. Fraser-Liggett
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
| | - Robert L. Hettich
- Oak Ridge National Laboratory, Chemical Sciences Division, Oak Ridge, Tennessee, United States of America
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13
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Jiao Y, D'haeseleer P, Dill BD, Shah M, VerBerkmoes NC, Hettich RL, Banfield JF, Thelen MP. Identification of biofilm matrix-associated proteins from an acid mine drainage microbial community. Appl Environ Microbiol 2011; 77:5230-7. [PMID: 21685158 PMCID: PMC3147463 DOI: 10.1128/aem.03005-10] [Citation(s) in RCA: 48] [Impact Index Per Article: 3.7] [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: 12/22/2010] [Accepted: 06/03/2011] [Indexed: 01/01/2023] Open
Abstract
In microbial communities, extracellular polymeric substances (EPS), also called the extracellular matrix, provide the spatial organization and structural stability during biofilm development. One of the major components of EPS is protein, but it is not clear what specific functions these proteins contribute to the extracellular matrix or to microbial physiology. To investigate this in biofilms from an extremely acidic environment, we used shotgun proteomics analyses to identify proteins associated with EPS in biofilms at two developmental stages, designated DS1 and DS2. The proteome composition of the EPS was significantly different from that of the cell fraction, with more than 80% of the cellular proteins underrepresented or undetectable in EPS. In contrast, predicted periplasmic, outer membrane, and extracellular proteins were overrepresented by 3- to 7-fold in EPS. Also, EPS proteins were more basic by ∼2 pH units on average and about half the length. When categorized by predicted function, proteins involved in motility, defense, cell envelope, and unknown functions were enriched in EPS. Chaperones, such as histone-like DNA binding protein and cold shock protein, were overrepresented in EPS. Enzymes, such as protein peptidases, disulfide-isomerases, and those associated with cell wall and polysaccharide metabolism, were also detected. Two of these enzymes, identified as β-N-acetylhexosaminidase and cellulase, were confirmed in the EPS fraction by enzymatic activity assays. Compared to the differences between EPS and cellular fractions, the relative differences in the EPS proteomes between DS1 and DS2 were smaller and consistent with expected physiological changes during biofilm development.
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Affiliation(s)
| | - Patrik D'haeseleer
- Computations Directorate, Lawrence Livermore National Laboratory, Livermore, California 94550
| | | | - Manesh Shah
- Biosciences Divisions, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831
| | | | | | - Jillian F. Banfield
- Department of Environmental Science, Policy, and Management, University of California, Berkeley, California 94720
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14
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Mueller RS, Dill BD, Pan C, Belnap CP, Thomas BC, VerBerkmoes NC, Hettich RL, Banfield JF. Proteome changes in the initial bacterial colonist during ecological succession in an acid mine drainage biofilm community. Environ Microbiol 2011; 13:2279-92. [PMID: 21518216 DOI: 10.1111/j.1462-2920.2011.02486.x] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
Proteomes of acid mine drainage biofilms at different stages of ecological succession were examined to understand microbial responses to changing community membership. We evaluated the degree of reproducibility of the community proteomes between samples of the same growth stage and found stable and predictable protein abundance patterns across time and sampling space, allowing for a set of 50 classifier proteins to be identified for use in predicting growth stages of undefined communities. Additionally, physiological changes in the dominant species, Leptospirillum Group II, were analysed as biofilms mature. During early growth stages, this population responds to abiotic stresses related to growth on the acid mine drainage solution. Enzymes involved in protein synthesis, cell division and utilization of 1- and 2-carbon compounds were more abundant in early growth stages, suggesting rapid growth and a reorganization of metabolism during biofilm initiation. As biofilms thicken and diversify, external stresses arise from competition for dwindling resources, which may inhibit cell division of Leptospirillum Group II through the SOS response. This population also represses translation and synthesizes more complex carbohydrates and amino acids in mature biofilms. These findings provide unprecedented insight into the physiological changes that may result from competitive interactions within communities in natural environments.
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Affiliation(s)
- Ryan S Mueller
- University of California, Berkeley, California 94720, USA.
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15
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Callister SJ, Wilkins MJ, Nicora CD, Williams KH, Banfield JF, VerBerkmoes NC, Hettich RL, N'Guessan L, Mouser PJ, Elifantz H, Smith RD, Lovley DR, Lipton MS, Long PE. Analysis of biostimulated microbial communities from two field experiments reveals temporal and spatial differences in proteome profiles. Environ Sci Technol 2010; 44:8897-903. [PMID: 21058662 DOI: 10.1021/es101029f] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/07/2023]
Abstract
Stimulated by an acetate-amendment field experiment conducted in 2007, anaerobic microbial populations in the aquifer at the Rifle Integrated Field Research Challenge site in Colorado reduced mobile U(VI) to insoluble U(IV). During this experiment, planktonic biomass was sampled at various time points to quantitatively evaluate proteomes. In 2008, an acetate-amended field experiment was again conducted in a similar manner to the 2007 experiment. As there was no comprehensive metagenome sequence available for use in proteomics analysis, we systematically evaluated 12 different organism genome sequences to generate sets of aggregate genomes, or "pseudo-metagenomes", for supplying relative quantitative peptide and protein identifications. Proteomics results support previous observations of the dominance of Geobacteraceae during biostimulation using acetate as sole electron donor, and revealed a shift from an early stage of iron reduction to a late stage of iron reduction. Additionally, a shift from iron reduction to sulfate reduction was indicated by changes in the contribution of proteome information contributed by different organism genome sequences within the aggregate set. In addition, the comparison of proteome measurements made between the 2007 field experiment and 2008 field experiment revealed differences in proteome profiles. These differences may be the result of alterations in abundance and population structure within the planktonic biomass samples collected for analysis.
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Affiliation(s)
- Stephen J Callister
- Pacific Northwest National Laboratory, Richland Washington 99352, United States
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16
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Wilmes P, Bowen BP, Thomas BC, Mueller RS, Denef VJ, VerBerkmoes NC, Hettich RL, Northen TR, Banfield JF. Metabolome-proteome differentiation coupled to microbial divergence. mBio 2010; 1:e00246-10. [PMID: 20978538 PMCID: PMC2962434 DOI: 10.1128/mbio.00246-10] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.9] [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] [Received: 09/23/2010] [Accepted: 09/28/2010] [Indexed: 11/20/2022] Open
Abstract
Tandem high-throughput proteomics and metabolomics were employed to functionally characterize natural microbial biofilm communities. Distinct molecular signatures exist for each analyzed sample. Deconvolution of the high-resolution molecular data demonstrates that identified proteins and detected metabolites exhibit organism-specific correlation patterns. These patterns are reflective of the functional differentiation of two bacterial species that share the same genus and that co-occur in the sampled microbial communities. Our analyses indicate that the two species have similar niche breadths and are not in strong competition with one another.
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Affiliation(s)
- Paul Wilmes
- Department of Earth and Planetary Science, University of California, Berkeley, California, USA
| | - Benjamin P. Bowen
- Life Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA
| | - Brian C. Thomas
- Department of Earth and Planetary Science, University of California, Berkeley, California, USA
| | - Ryan S. Mueller
- Department of Earth and Planetary Science, University of California, Berkeley, California, USA
| | - Vincent J. Denef
- Department of Earth and Planetary Science, University of California, Berkeley, California, USA
| | - Nathan C. VerBerkmoes
- Chemical Sciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, USA; and
| | - Robert L. Hettich
- Chemical Sciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee, USA; and
| | - Trent R. Northen
- Life Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, California, USA
| | - Jillian F. Banfield
- Department of Earth and Planetary Science, University of California, Berkeley, California, USA
- Department of Environmental Science, Policy and Management, University of California, Berkeley, California, USA
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17
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Erickson BK, Mueller RS, VerBerkmoes NC, Shah M, Singer SW, Thelen MP, Banfield JF, Hettich RL. Computational prediction and experimental validation of signal peptide cleavages in the extracellular proteome of a natural microbial community. J Proteome Res 2010; 9:2148-59. [PMID: 20218729 DOI: 10.1021/pr900877a] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [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
An integrated computational/experimental approach was used to predict and identify signal peptide cleavages among microbial proteins of environmental biofilm communities growing in acid mine drainage (AMD). SignalP-3.0 was employed to computationally query the AMD protein database of >16,000 proteins, which resulted in 1,480 predicted signal peptide cleaved proteins. LC-MS/MS analyses of extracellular (secretome) microbial preparations from different locations and developmental states empirically confirmed 531 of these signal peptide cleaved proteins. The majority of signal-cleavage proteins (58.4%) are annotated to have unknown functions; however, Pfam domain analysis revealed that many may be involved in extracellular functions expected within the AMD system. Examination of the abundances of signal-cleaved proteins across 28 proteomes from biofilms collected over a 4-year period demonstrated a strong correlation with the developmental state of the biofilm. For example, class I cytochromes are abundant in early growth states, whereas cytochrome oxidases from the same organism increase in abundance later in development. These results likely reflect shifts in metabolism that occur as biofilms thicken and communities diversify. In total, these results provide experimental confirmation of proteins that are designed to function in the extreme acidic extracellular environment and will serve as targets for future biochemical analysis.
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Affiliation(s)
- Brian K Erickson
- Graduate School of Genome Science & Technology, University of Tennessee, Knoxville, Tennessee 37830, USA
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18
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Hettich RL, Russell AL, VerBerkmoes NC, Shah M, Fraser-Liggett C, Jansson JK. Integrating experimental and computational approaches for the proteogenomic characterizations of microbial communities. BMC Bioinformatics 2010. [PMCID: PMC3290060 DOI: 10.1186/1471-2105-11-s4-o6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
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19
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Singer SW, Erickson BK, VerBerkmoes NC, Hwang M, Shah MB, Hettich RL, Banfield JF, Thelen MP. Posttranslational modification and sequence variation of redox-active proteins correlate with biofilm life cycle in natural microbial communities. ISME J 2010; 4:1398-409. [DOI: 10.1038/ismej.2010.64] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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20
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Thompson DK, Chourey K, Wickham GS, Thieman SB, VerBerkmoes NC, Zhang B, McCarthy AT, Rudisill MA, Shah M, Hettich RL. Proteomics reveals a core molecular response of Pseudomonas putida F1 to acute chromate challenge. BMC Genomics 2010; 11:311. [PMID: 20482812 PMCID: PMC2996968 DOI: 10.1186/1471-2164-11-311] [Citation(s) in RCA: 52] [Impact Index Per Article: 3.7] [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: 09/05/2009] [Accepted: 05/19/2010] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Pseudomonas putida is a model organism for bioremediation because of its remarkable metabolic versatility, extensive biodegradative functions, and ubiquity in contaminated soil environments. To further the understanding of molecular pathways responding to the heavy metal chromium(VI) [Cr(VI)], the proteome of aerobically grown, Cr(VI)-stressed P. putida strain F1 was characterized within the context of two disparate nutritional environments: rich (LB) media and minimal (M9L) media containing lactate as the sole carbon source. RESULTS Growth studies demonstrated that F1 sensitivity to Cr(VI) was impacted substantially by nutrient conditions, with a carbon-source-dependent hierarchy (lactate > glucose >> acetate) observed in minimal media. Two-dimensional HPLC-MS/MS was employed to identify differential proteome profiles generated in response to 1 mM chromate under LB and M9L growth conditions. The immediate response to Cr(VI) in LB-grown cells was up-regulation of proteins involved in inorganic ion transport, secondary metabolite biosynthesis and catabolism, and amino acid metabolism. By contrast, the chromate-responsive proteome derived under defined minimal growth conditions was characterized predominantly by up-regulated proteins related to cell envelope biogenesis, inorganic ion transport, and motility. TonB-dependent siderophore receptors involved in ferric iron acquisition and amino acid adenylation domains characterized up-regulated systems under LB-Cr(VI) conditions, while DNA repair proteins and systems scavenging sulfur from alternative sources (e.g., aliphatic sulfonates) tended to predominate the up-regulated proteome profile obtained under M9L-Cr(VI) conditions. CONCLUSIONS Comparative analysis indicated that the core molecular response to chromate, irrespective of the nutritional conditions tested, comprised seven up-regulated proteins belonging to six different functional categories including transcription, inorganic ion transport/metabolism, and amino acid transport/metabolism. These proteins might potentially serve as indicators of chromate stress in natural microbial communities.
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Affiliation(s)
- Dorothea K Thompson
- Department of Biological Sciences, Purdue University, West Lafayette, IN 47907, USA.
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21
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Baker BJ, Comolli LR, Dick GJ, Hauser LJ, Hyatt D, Dill BD, Land ML, VerBerkmoes NC, Hettich RL, Banfield JF. Enigmatic, ultrasmall, uncultivated Archaea. Proc Natl Acad Sci U S A 2010; 107:8806-11. [PMID: 20421484 PMCID: PMC2889320 DOI: 10.1073/pnas.0914470107] [Citation(s) in RCA: 204] [Impact Index Per Article: 14.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Metagenomics has provided access to genomes of as yet uncultivated microorganisms in natural environments, yet there are gaps in our knowledge-particularly for Archaea-that occur at relatively low abundance and in extreme environments. Ultrasmall cells (<500 nm in diameter) from lineages without cultivated representatives that branch near the crenarchaeal/euryarchaeal divide have been detected in a variety of acidic ecosystems. We reconstructed composite, near-complete approximately 1-Mb genomes for three lineages, referred to as ARMAN (archaeal Richmond Mine acidophilic nanoorganisms), from environmental samples and a biofilm filtrate. Genes of two lineages are among the smallest yet described, enabling a 10% higher coding density than found genomes of the same size, and there are noncontiguous genes. No biological function could be inferred for up to 45% of genes and no more than 63% of the predicted proteins could be assigned to a revised set of archaeal clusters of orthologous groups. Some core metabolic genes are more common in Crenarchaeota than Euryarchaeota, up to 21% of genes have the highest sequence identity to bacterial genes, and 12 belong to clusters of orthologous groups that were previously exclusive to bacteria. A small subset of 3D cryo-electron tomographic reconstructions clearly show penetration of the ARMAN cell wall and cytoplasmic membranes by protuberances extended from cells of the archaeal order Thermoplasmatales. Interspecies interactions, the presence of a unique internal tubular organelle [Comolli, et al. (2009) ISME J 3:159-167], and many genes previously only affiliated with Crenarchaea or Bacteria indicate extensive unique physiology in organisms that branched close to the time that Cren- and Euryarchaeotal lineages diverged.
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Affiliation(s)
| | - Luis R. Comolli
- Lawrence Berkeley National Laboratories, Berkeley, CA 94720; and
| | | | | | | | - Brian D. Dill
- Chemical Sciences Divisions, Oak Ridge National Laboratory, Oak Ridge, TN 37831
| | | | | | - Robert L. Hettich
- Chemical Sciences Divisions, Oak Ridge National Laboratory, Oak Ridge, TN 37831
| | - Jillian F. Banfield
- Department of Earth and Planetary Science and
- Environmental Science, Policy, and Management, University of California, Berkeley, CA 94720
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22
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Pan C, Park BH, McDonald WH, Carey PA, Banfield JF, VerBerkmoes NC, Hettich RL, Samatova NF. A high-throughput de novo sequencing approach for shotgun proteomics using high-resolution tandem mass spectrometry. BMC Bioinformatics 2010; 11:118. [PMID: 20205730 PMCID: PMC2838866 DOI: 10.1186/1471-2105-11-118] [Citation(s) in RCA: 49] [Impact Index Per Article: 3.5] [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: 07/21/2009] [Accepted: 03/05/2010] [Indexed: 12/04/2022] Open
Abstract
Background High-resolution tandem mass spectra can now be readily acquired with hybrid instruments, such as LTQ-Orbitrap and LTQ-FT, in high-throughput shotgun proteomics workflows. The improved spectral quality enables more accurate de novo sequencing for identification of post-translational modifications and amino acid polymorphisms. Results In this study, a new de novo sequencing algorithm, called Vonode, has been developed specifically for analysis of such high-resolution tandem mass spectra. To fully exploit the high mass accuracy of these spectra, a unique scoring system is proposed to evaluate sequence tags based primarily on mass accuracy information of fragment ions. Consensus sequence tags were inferred for 11,422 spectra with an average peptide length of 5.5 residues from a total of 40,297 input spectra acquired in a 24-hour proteomics measurement of Rhodopseudomonas palustris. The accuracy of inferred consensus sequence tags was 84%. According to our comparison, the performance of Vonode was shown to be superior to the PepNovo v2.0 algorithm, in terms of the number of de novo sequenced spectra and the sequencing accuracy. Conclusions Here, we improved de novo sequencing performance by developing a new algorithm specifically for high-resolution tandem mass spectral data. The Vonode algorithm is freely available for download at http://compbio.ornl.gov/Vonode.
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Affiliation(s)
- Chongle Pan
- Computer Science and Mathematics Division, Oak Ridge National Laboratory, Oak Ridge, TN, USA.
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23
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Denef VJ, Kalnejais LH, Mueller RS, Wilmes P, Baker BJ, Thomas BC, VerBerkmoes NC, Hettich RL, Banfield JF. Proteogenomic basis for ecological divergence of closely related bacteria in natural acidophilic microbial communities. Proc Natl Acad Sci U S A 2010; 107:2383-90. [PMID: 20133593 PMCID: PMC2823883 DOI: 10.1073/pnas.0907041107] [Citation(s) in RCA: 105] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Bacterial species concepts are controversial. More widely accepted is the need to understand how differences in gene content and sequence lead to ecological divergence. To address this relationship in ecosystem context, we investigated links between genotype and ecology of two genotypic groups of Leptospirillum group II bacteria in comprehensively characterized, natural acidophilic biofilm communities. These groups share 99.7% 16S rRNA gene sequence identity and 95% average amino acid identity between their orthologs. One genotypic group predominates during early colonization, and the other group typically proliferates in later successional stages, forming distinct patches tens to hundreds of micrometers in diameter. Among early colonizing populations, we observed dominance of five genotypes that differed from each other by the extent of recombination with the late colonizing type. Our analyses suggest that the specific recombinant variant within the early colonizing group is selected for by environmental parameters such as temperature, consistent with recombination as a mechanism for ecological fine tuning. Evolutionary signatures, and strain-resolved expression patterns measured via mass spectrometry-based proteomics, indicate increased cobalamin biosynthesis, (de)methylation, and glycine cleavage in the late colonizer. This may suggest environmental changes within the biofilm during development, accompanied by redirection of compatible solutes from osmoprotectants toward metabolism. Across 27 communities, comparative proteogenomic analyses show that differential regulation of shared genes and expression of a small subset of the approximately 15% of genes unique to each genotype are involved in niche partitioning. In summary, the results show how subtle genetic variations can lead to distinct ecological strategies.
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Affiliation(s)
| | | | | | - Paul Wilmes
- University of California, Berkeley, CA 94720; and
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24
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Thompson MR, Chourey K, Froelich JM, Erickson BK, VerBerkmoes NC, Hettich RL. Experimental approach for deep proteome measurements from small-scale microbial biomass samples. Anal Chem 2009; 80:9517-25. [PMID: 19072265 DOI: 10.1021/ac801707s] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Many methods of microbial proteome characterizations require large quantities of cellular biomass (>1-2 g) for sample preparation and protein identification. Our experimental approach differs from traditional techniques by providing the ability to identify the proteomic state of a microbe from a few milligrams of starting cellular material. The small-scale, guanidine lysis method minimizes sample loss by achieving cellular lysis and protein digestion in a single-tube experiment. For this experimental approach, the freshwater microbe Shewanella oneidensis MR-1 and the purple non-sulfur bacterium Rhodopseudomonas palustris CGA0010 were used as model organisms for technology development and evaluation. A 2-D LC-MS/MS comparison between a standard sonication lysis method and the small-scale guanidine lysis techniques demonstrates that the guanidine lysis method is more efficient with smaller sample amounts of cell pellet (i.e., down to 1 mg). The described methodology enables deeper proteome measurements from a few milliliters of confluent bacterial cultures. We also report a new protocol for efficient lysis from small amounts of natural biofilm samples for deep proteome measurements, which should greatly enhance the emerging field of environmental microbial community proteomics. This straightforward sample boiling protocol is complementary to the small-scale guanidine lysis technique, is amenable for small sample quantities, and requires no special reagents that might complicate the MS measurements.
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Affiliation(s)
- Melissa R Thompson
- Graduate School of Genome Science and Technology, Oak Ridge National Laboratory-University of Tennessee, Knoxville, Tennessee 37830, USA
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25
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Unell M, Abraham PE, Shah M, Zhang B, Rückert C, VerBerkmoes NC, Jansson JK. Impact of phenolic substrate and growth temperature on the Arthrobacter chlorophenolicus proteome. J Proteome Res 2009; 8:1953-64. [PMID: 19714879 DOI: 10.1021/pr800897c] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
We compared the Arthrobacter chlorophenolicus proteome during growth on 4-chlorophenol, 4-nitrophenol, or phenol at 5 and 28 degrees C, both for the wild-type and a mutant strain with mass spectrometry based proteomics. A label-free workflow employing spectral counting identified 3749 proteins across all growth conditions, representing over 70% of the predicted genome and 739 of these proteins form the core proteome. Statistically significant differences were found in the proteomes of cells grown under different conditions including differentiation of hundreds of unknown proteins. The 4-chlorophenol-degradation pathway was confirmed, but not that for phenol.
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Affiliation(s)
- Maria Unell
- Department of Microbiology, Swedish University of Agricultural Sciences, Box 7025, 750 07 Uppsala, Sweden
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26
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VerBerkmoes NC, Denef VJ, Hettich RL, Banfield JF. Functional analysis of natural microbial consortia using community proteomics. Nat Rev Microbiol 2009; 7:196-205. [DOI: 10.1038/nrmicro2080] [Citation(s) in RCA: 195] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
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27
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Chourey K, Thompson MR, Shah M, Zhang B, VerBerkmoes NC, Thompson DK, Hettich RL. Comparative Temporal Proteomics of a Response Regulator (SO2426)-Deficient Strain and Wild-Type Shewanella oneidensis MR-1 During Chromate Transformation. J Proteome Res 2009; 8:59-71. [DOI: 10.1021/pr800776d] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Karuna Chourey
- Environmental Sciences Division, Graduate School of Genome Science and Technology, ORNL-UTK, Chemical Sciences Division, Biosciences Division, Oak Ridge National Laboratory, Tennessee 37831, Department of Biomedical Informatics, Vanderbilt University, Nashville, Tennessee 37232, and Department of Biological Sciences, Purdue University, West Lafayette, Indiana 47907
| | - Melissa R. Thompson
- Environmental Sciences Division, Graduate School of Genome Science and Technology, ORNL-UTK, Chemical Sciences Division, Biosciences Division, Oak Ridge National Laboratory, Tennessee 37831, Department of Biomedical Informatics, Vanderbilt University, Nashville, Tennessee 37232, and Department of Biological Sciences, Purdue University, West Lafayette, Indiana 47907
| | - Manesh Shah
- Environmental Sciences Division, Graduate School of Genome Science and Technology, ORNL-UTK, Chemical Sciences Division, Biosciences Division, Oak Ridge National Laboratory, Tennessee 37831, Department of Biomedical Informatics, Vanderbilt University, Nashville, Tennessee 37232, and Department of Biological Sciences, Purdue University, West Lafayette, Indiana 47907
| | - Bing Zhang
- Environmental Sciences Division, Graduate School of Genome Science and Technology, ORNL-UTK, Chemical Sciences Division, Biosciences Division, Oak Ridge National Laboratory, Tennessee 37831, Department of Biomedical Informatics, Vanderbilt University, Nashville, Tennessee 37232, and Department of Biological Sciences, Purdue University, West Lafayette, Indiana 47907
| | - Nathan C. VerBerkmoes
- Environmental Sciences Division, Graduate School of Genome Science and Technology, ORNL-UTK, Chemical Sciences Division, Biosciences Division, Oak Ridge National Laboratory, Tennessee 37831, Department of Biomedical Informatics, Vanderbilt University, Nashville, Tennessee 37232, and Department of Biological Sciences, Purdue University, West Lafayette, Indiana 47907
| | - Dorothea K. Thompson
- Environmental Sciences Division, Graduate School of Genome Science and Technology, ORNL-UTK, Chemical Sciences Division, Biosciences Division, Oak Ridge National Laboratory, Tennessee 37831, Department of Biomedical Informatics, Vanderbilt University, Nashville, Tennessee 37232, and Department of Biological Sciences, Purdue University, West Lafayette, Indiana 47907
| | - Robert L. Hettich
- Environmental Sciences Division, Graduate School of Genome Science and Technology, ORNL-UTK, Chemical Sciences Division, Biosciences Division, Oak Ridge National Laboratory, Tennessee 37831, Department of Biomedical Informatics, Vanderbilt University, Nashville, Tennessee 37232, and Department of Biological Sciences, Purdue University, West Lafayette, Indiana 47907
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Denef VJ, VerBerkmoes NC, Shah MB, Abraham P, Lefsrud M, Hettich RL, Banfield JF. Proteomics-inferred genome typing (PIGT) demonstrates inter-population recombination as a strategy for environmental adaptation. Environ Microbiol 2008; 11:313-25. [PMID: 18826438 DOI: 10.1111/j.1462-2920.2008.01769.x] [Citation(s) in RCA: 46] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Analyses of ecological and evolutionary processes that shape microbial consortia are facilitated by comprehensive studies of ecosystems with low species richness. In the current study we evaluated the role of recombination in altering the fitness of chemoautotrophic bacteria in their natural environment. Proteomics-inferred genome typing (PIGT) was used to genotype the dominant Leptospirillum group II populations in 27 biofilms sampled from six locations in the Richmond Mine acid mine drainage system (Iron Mountain, CA) over a 4-year period. We observed six distinct genotypes that are recombinants comprised of segments from two 'parental' genotypes. Community genomic analyses revealed additional low abundance recombinant variants. The dominance of some genotypes despite a larger available genome pool, and patterns of spatiotemporal distribution within the ecosystem, indicate selection for distinct recombinants. Genes involved in motility, signal transduction and transport were over-represented in the tens to hundreds of kilobase recombinant blocks, whereas core metabolic functions were significantly under-represented. Our findings demonstrate the power of PIGT and reveal that recombination is a mechanism for fine-scale adaptation in this system.
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29
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Singer SW, Chan CS, Zemla A, VerBerkmoes NC, Hwang M, Hettich RL, Banfield JF, Thelen MP. Characterization of cytochrome 579, an unusual cytochrome isolated from an iron-oxidizing microbial community. Appl Environ Microbiol 2008; 74:4454-62. [PMID: 18469132 PMCID: PMC2493166 DOI: 10.1128/aem.02799-07] [Citation(s) in RCA: 51] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2007] [Accepted: 03/26/2008] [Indexed: 11/20/2022] Open
Abstract
A novel, soluble cytochrome with an unusual visible spectral signature at 579 nm (Cyt(579)) has been characterized after isolation from several different microbial biofilms collected in an extremely acidic ecosystem. Previous proteogenomic studies of an Fe(II)-oxidizing community indicated that this abundant red cytochrome could be extracted from the biofilms with dilute sulfuric acid. Here, we found that the Fe(II)-dependent reduction of Cyt(579) was thermodynamically favorable at a pH of >3, raising the possibility that Cyt(579) acts as an accessory protein for electron transfer. The results of transmission electron microscopy of immunogold-labeled biofilm indicated that Cyt(579) is localized near the bacterial cell surface, consistent with periplasmic localization. The results of further protein analysis of Cyt(579), using preparative chromatofocusing and sodium dodecyl sulfate-polyacrylamide gel electrophoresis, revealed three forms of the protein that correspond to different N-terminal truncations of the amino acid sequence. The results of intact-protein analysis corroborated the posttranslational modifications of these forms and identified a genomically uncharacterized Cyt(579) variant. Homology modeling was used to predict the overall cytochrome structure and heme binding site; the positions of nine amino acid substitutions found in three Cyt(579) variants all map to the surface of the protein and away from the heme group. Based on this detailed characterization of Cyt(579), we propose that Cyt(579) acts as an electron transfer protein, shuttling electrons derived from Fe(II) oxidation to support critical metabolic functions in the acidophilic microbial community.
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Affiliation(s)
- Steven W Singer
- Chemistry Directorate, Lawrence Livermore National Laboratory, Livermore, CA 94550, USA
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30
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Wilmes P, Andersson AF, Lefsrud MG, Wexler M, Shah M, Zhang B, Hettich RL, Bond PL, VerBerkmoes NC, Banfield JF. Community proteogenomics highlights microbial strain-variant protein expression within activated sludge performing enhanced biological phosphorus removal. ISME J 2008; 2:853-64. [PMID: 18449217 DOI: 10.1038/ismej.2008.38] [Citation(s) in RCA: 117] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
Enhanced biological phosphorus removal (EBPR) selects for polyphosphate accumulating microorganisms to achieve phosphate removal from wastewater. We used high-resolution community proteomics to identify key metabolic pathways in 'Candidatus Accumulibacter phosphatis' (A. phosphatis)-mediated EBPR and to evaluate the contributions of co-existing strains within the dominant population. Overall, 702 proteins from the A. phosphatis population were identified. Results highlight the importance of denitrification, fatty acid cycling and the glyoxylate bypass in EBPR. Strong similarity in protein profiles under anaerobic and aerobic conditions was uncovered (only 3% of A. phosphatis-associated proteins exhibited statistically significant abundance differences). By comprehensive genome-wide alignment of 13,930 orthologous proteins, we uncovered substantial differences in protein abundance for enzyme variants involved in both core-metabolism and EBPR-specific pathways among the A. phosphatis population. These findings suggest an essential role for genetic diversity in maintaining the stable performance of EBPR systems and, hence, demonstrate the power of integrated cultivation-independent genomics and proteomics for the analysis of complex biotechnological systems.
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Affiliation(s)
- Paul Wilmes
- Department of Earth and Planetary Sciences, University of California at Berkeley, Berkeley, CA 94720, USA
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31
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Lee BK, Jung KS, Son C, Kim H, VerBerkmoes NC, Arshava B, Naider F, Becker JM. Affinity purification and characterization of a G-protein coupled receptor, Saccharomyces cerevisiae Ste2p. Protein Expr Purif 2007; 56:62-71. [PMID: 17646109 PMCID: PMC2065862 DOI: 10.1016/j.pep.2007.06.002] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2007] [Revised: 06/01/2007] [Accepted: 06/10/2007] [Indexed: 11/28/2022]
Abstract
We present an example of expression and purification of a biologically active G-protein coupled receptor (GPCR) from yeast. An expression vector was constructed to encode the Saccharomyces cerevisiae GPCR alpha-factor receptor (Ste2p, the STE2 gene product) containing a 9-amino acid sequence of rhodopsin that served as an epitope/affinity tag. In the construct, two glycosylation sites and two cysteine residues were removed to aid future structural and functional studies. The receptor was expressed in yeast cells and was detected as a single band in a western blot indicating the absence of glycosylation. Ligand binding and signaling assays of the epitope-tagged, mutated receptor showed it maintained the full wild-type biological activity. For extraction of Ste2p, yeast membranes were solubilized with 0.5% n-dodecyl maltoside (DM). Approximately 120 microg of purified alpha-factor receptor was obtained per liter of culture by single-step affinity chromatography using a monoclonal antibody to the rhodopsin epitope. The binding affinity (K(d)) of the purified alpha-factor receptor in DM micelles was 28 nM as compared to K(d)=12.7 nM for Ste2p in cell membranes, and approximately 40% of the purified receptor was correctly folded as judged by ligand saturation binding. About 50% of the receptor sequence was retrieved from MALDI-TOF and nanospray mass spectrometry after CNBr digestion of the purified receptor. The methods described will enable structural studies of the alpha-factor receptor and may provide an efficient technique to purify other GPCRs that have been functionally expressed in yeast.
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Affiliation(s)
- Byung-Kwon Lee
- Department of Microbiology, University of Tennessee, Knoxville, TN, 37996 USA
| | - Kyung-Sik Jung
- Department of Microbiology, University of Tennessee, Knoxville, TN, 37996 USA
| | - Cagdas Son
- Department of Microbiology, University of Tennessee, Knoxville, TN, 37996 USA
| | - Heejung Kim
- Department of Microbiology, University of Tennessee, Knoxville, TN, 37996 USA
| | | | - Boris Arshava
- Department of Chemistry, College of Staten Island, CUNY, Staten Island, NY 10301 USA
| | - Fred Naider
- Department of Chemistry, College of Staten Island, CUNY, Staten Island, NY 10301 USA
- The Leonard and Esther Term Professor at the College of Staten Island
| | - Jeffrey M. Becker
- Department of Microbiology, University of Tennessee, Knoxville, TN, 37996 USA
- *Address reprint requests to: Jeffrey M. Becker, Tel: 865-974-3006, Fax: 865-974-4007, E-mail address:
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32
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Thompson MR, VerBerkmoes NC, Chourey K, Shah M, Thompson DK, Hettich RL. Dosage-Dependent Proteome Response of Shewanella oneidensis MR-1 to Acute Chromate Challenge. J Proteome Res 2007; 6:1745-57. [PMID: 17385904 DOI: 10.1021/pr060502x] [Citation(s) in RCA: 51] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Proteome alterations in the metal-reducing bacterium Shewanella oneidensis MR-1 in response to different acute dose challenges (0.3, 0.5, or 1 mM) of the toxic metal chromate [Cr(VI)] were characterized with multidimensional HPLC-MS/MS. Proteome measurements were performed and compared on both quadrupole ion traps as well as linear trapping quadrupole mass spectrometers. We have found that the implementation of multidimensional liquid chromatography on-line with the rapid scanning, high throughput linear trapping quadrupole platform resulted in a dramatic increase in the number of measured peptides and, thus, the number of identified proteins. A total of 2406 functionally diverse, nonredundant proteins were identified in this study, representing a relatively deep proteome coverage for this organism. The core molecular response to chromate challenge under all three concentrations consisted predominantly of proteins with annotated functions in transport and binding (e.g., components of the TonB1 iron transport system, TonB-dependent receptors, and sulfate transporters) as well as a functionally undefined DNA-binding response regulator (SO2426) that might play a role in mediating metal stress responses. In addition, proteins annotated as a cytochrome c, a putative azoreductase, and various proteins involved in general stress protection were up-regulated at the higher Cr(VI) doses (0.5 and 1 mM) only. Proteins down-regulated in response to metal treatment were distributed across diverse functional categories, with energy metabolism proteins dominating. The results presented in this work demonstrate the dynamic dosage response of S. oneidensis to sub-toxic levels of chromate.
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Affiliation(s)
- Melissa R Thompson
- Graduate School of Genome Science and Technology, Oak Ridge National Laboratory-University of Tennessee-Knoxville, Tennessee 37830, USA
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33
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Zhang B, VerBerkmoes NC, Langston MA, Uberbacher E, Hettich RL, Samatova NF. Detecting differential and correlated protein expression in label-free shotgun proteomics. J Proteome Res 2007; 5:2909-18. [PMID: 17081042 DOI: 10.1021/pr0600273] [Citation(s) in RCA: 299] [Impact Index Per Article: 17.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Recent studies have revealed a relationship between protein abundance and sampling statistics, such as sequence coverage, peptide count, and spectral count, in label-free liquid chromatography-tandem mass spectrometry (LC-MS/MS) shotgun proteomics. The use of sampling statistics offers a promising method of measuring relative protein abundance and detecting differentially expressed or coexpressed proteins. We performed a systematic analysis of various approaches to quantifying differential protein expression in eukaryotic Saccharomyces cerevisiae and prokaryotic Rhodopseudomonas palustris label-free LC-MS/MS data. First, we showed that, among three sampling statistics, the spectral count has the highest technical reproducibility, followed by the less-reproducible peptide count and relatively nonreproducible sequence coverage. Second, we used spectral count statistics to measure differential protein expression in pairwise experiments using five statistical tests: Fisher's exact test, G-test, AC test, t-test, and LPE test. Given the S. cerevisiae data set with spiked proteins as a benchmark and the false positive rate as a metric, our evaluation suggested that the Fisher's exact test, G-test, and AC test can be used when the number of replications is limited (one or two), whereas the t-test is useful with three or more replicates available. Third, we generalized the G-test to increase the sensitivity of detecting differential protein expression under multiple experimental conditions. Out of 1622 identified R. palustris proteins in the LC-MS/MS experiment, the generalized G-test detected 1119 differentially expressed proteins under six growth conditions. Finally, we studied correlated expression of these 1119 proteins by analyzing pairwise expression correlations and by delineating protein clusters according to expression patterns. Through pairwise expression correlation analysis, we demonstrated that proteins co-located in the same operon were much more strongly coexpressed than those from different operons. Combining cluster analysis with existing protein functional annotations, we identified six protein clusters with known biological significance. In summary, the proposed generalized G-test using spectral count sampling statistics is a viable methodology for robust quantification of relative protein abundance and for sensitive detection of biologically significant differential protein expression under multiple experimental conditions in label-free shotgun proteomics.
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Affiliation(s)
- Bing Zhang
- Computer Science and Mathematics Division, Computational Biology Institute, Chemical Science Division, and Life Science Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, USA.
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34
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Pan C, Kora G, McDonald WH, Tabb DL, VerBerkmoes NC, Hurst GB, Pelletier DA, Samatova NF, Hettich RL. ProRata: A Quantitative Proteomics Program for Accurate Protein Abundance Ratio Estimation with Confidence Interval Evaluation. Anal Chem 2006; 78:7121-31. [PMID: 17037911 DOI: 10.1021/ac060654b] [Citation(s) in RCA: 82] [Impact Index Per Article: 4.6] [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: 11/29/2022]
Abstract
A profile likelihood algorithm is proposed for quantitative shotgun proteomics to infer the abundance ratios of proteins from the abundance ratios of isotopically labeled peptides derived from proteolysis. Previously, we have shown that the estimation variability and bias of peptide abundance ratios can be predicted from their profile signal-to-noise ratios. Given multiple quantified peptides for a protein, the profile likelihood algorithm probabilistically weighs the peptide abundance ratios by their inferred estimation variability, accounts for their expected estimation bias, and suppresses contribution from outliers. This algorithm yields maximum likelihood point estimation and profile likelihood confidence interval estimation of protein abundance ratios. This point estimator is more accurate than an estimator based on the average of peptide abundance ratios. The confidence interval estimation provides an "error bar" for each protein abundance ratio that reflects its estimation precision and statistical uncertainty. The accuracy of the point estimation and the precision and confidence level of the interval estimation were benchmarked with standard mixtures of isotopically labeled proteomes. The profile likelihood algorithm was integrated into a quantitative proteomics program, called ProRata, freely available at www.MSProRata.org.
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Affiliation(s)
- Chongle Pan
- Chemical Sciences Division, Computational Biology Institute, Genome Science and Technology Graduate School, Oak Ridge National Laboratory-University of Tennessee, Oak Ridge, Tennessee 37830, USA
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35
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Abstract
The emergence of advanced liquid chromatography mass spectrometry technologies for characterizing very complex mixtures of proteins has greatly propelled the field of proteomics, the goal of which is the simultaneous examination of all the proteins expressed by an organism. This research area represents a paradigm shift in molecular biology by attempting to provide a top-down qualitative and quantitative view of all the proteins (including their modifications and interactions) that are essential for an organism's life cycle, rather than targeting a particular protein family. This level of global protein information about an organism such as a bacterium can be combined with genomic and metabolomic data to enable a systems biology approach for understanding how these organisms live and function.
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Affiliation(s)
- Nathan C VerBerkmoes
- Genome Science & Technology Graduate School, University of Tennessee, Knoxville, TN 37996, USA
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36
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VerBerkmoes NC, Shah MB, Lankford PK, Pelletier DA, Strader MB, Tabb DL, McDonald WH, Barton JW, Hurst GB, Hauser L, Davison BH, Beatty JT, Harwood CS, Tabita FR, Hettich RL, Larimer FW. Determination and comparison of the baseline proteomes of the versatile microbe Rhodopseudomonas palustris under its major metabolic states. J Proteome Res 2006; 5:287-98. [PMID: 16457594 DOI: 10.1021/pr0503230] [Citation(s) in RCA: 65] [Impact Index Per Article: 3.6] [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: 11/29/2022]
Abstract
Rhodopseudomonas palustris is a purple nonsulfur anoxygenic phototrophic bacterium that is ubiquitous in soil and water. R. palustris is metabolically versatile with respect to energy generation and carbon and nitrogen metabolism. We have characterized and compared the baseline proteome of a R. palustris wild-type strain grown under six metabolic conditions. The methodology for proteome analysis involved protein fractionation by centrifugation, subsequent digestion with trypsin, and analysis of peptides by liquid chromatography coupled with tandem mass spectrometry. Using these methods, we identified 1664 proteins out of 4836 predicted proteins with conservative filtering constraints. A total of 107 novel hypothetical proteins and 218 conserved hypothetical proteins were detected. Qualitative analyses revealed over 311 proteins exhibiting marked differences between conditions, many of these being hypothetical or conserved hypothetical proteins showing strong correlations with different metabolic modes. For example, five proteins encoded by genes from a novel operon appeared only after anaerobic growth with no evidence of these proteins in extracts of aerobically grown cells. Proteins known to be associated with specialized growth states such as nitrogen fixation, photoautotrophic, or growth on benzoate, were observed to be up-regulated under those states.
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Affiliation(s)
- Nathan C VerBerkmoes
- Chemical Sciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, USA.
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Tabb DL, Thompson MR, Khalsa-Moyers G, VerBerkmoes NC, McDonald WH. MS2Grouper: group assessment and synthetic replacement of duplicate proteomic tandem mass spectra. J Am Soc Mass Spectrom 2005; 16:1250-61. [PMID: 15979332 DOI: 10.1016/j.jasms.2005.04.010] [Citation(s) in RCA: 39] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/02/2005] [Revised: 04/18/2005] [Accepted: 04/19/2005] [Indexed: 05/03/2023]
Abstract
Shotgun proteomics experiments require the collection of thousands of tandem mass spectra; these sets of data will continue to grow as new instruments become available that can scan at even higher rates. Such data contain substantial amounts of redundancy with spectra from a particular peptide being acquired many times during a single LC-MS/MS experiment. In this article, we present MS2Grouper, an algorithm that detects spectral duplication, assesses groups of related spectra, and replaces these groups with synthetic representative spectra. Errors in detecting spectral similarity are corrected using a paraclique criterion-spectra are only assessed as groups if they are part of a clique of at least three completely interrelated spectra or are subsequently added to such cliques by being similar to all but one of the clique members. A greedy algorithm constructs a representative spectrum for each group by iteratively removing the tallest peaks from the spectral collection and matching to peaks in the other spectra. This strategy is shown to be effective in reducing spectral counts by up to 20% in LC-MS/MS datasets from protein standard mixtures and proteomes, reducing database search times without a concomitant reduction in identified peptides.
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Affiliation(s)
- David L Tabb
- Life Sciences Division, Oak Ridge Laboratory, Oak Ridge, Tennessee 37831, USA
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38
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Razumovskaya J, Olman V, Xu D, Uberbacher EC, VerBerkmoes NC, Hettich RL, Xu Y. A computational method for assessing peptide- identification reliability in tandem mass spectrometry analysis with SEQUEST. Proteomics 2004; 4:961-9. [PMID: 15048978 DOI: 10.1002/pmic.200300656] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.2] [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: 11/06/2022]
Abstract
High-throughput protein identification in mass spectrometry is predominantly achieved by first identifying tryptic peptides by a database search and then by combining the peptide hits for protein identification. One of the popular tools used for the database search is SEQUEST. Peptide identification is carried out by selecting SEQUEST hits above a specified threshold, the value of which is typically chosen empirically in an attempt to separate true identifications from false ones. These SEQUEST scores are not normalized with respect to the composition, length and other parameters of the peptides. Furthermore, there is no rigorous reliability estimate assigned to the protein identifications derived from these scores. Hence, the interpretation of SEQUEST hits generally requires human involvement, making it difficult to scale up the identification process for genome-scale applications. To overcome these limitations, we have developed a method, which combines a neural network and a statistical model, for normalizing SEQUEST scores, and also for providing a reliability estimate for each SEQUEST hit. This method improves the sensitivity and specificity of peptide identification compared to the standard filtering procedure used in the SEQUEST package, and provides a basis for estimating the reliability of protein identifications.
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39
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Naider F, Ding FX, VerBerkmoes NC, Arshava B, Becker JM. Synthesis and Biophysical Characterization of a Multidomain Peptide from a Saccharomyces cerevisiae G Protein-coupled Receptor. J Biol Chem 2003; 278:52537-45. [PMID: 14570873 DOI: 10.1074/jbc.m309467200] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
We attached peptides corresponding to the seventh transmembrane domain (TMD7) of the alpha-mating factor receptor (Ste2p) of Saccharomyces cerevisiae to a hydrophilic, 40-residue fragment of the carboxyl terminus of this G protein-coupled receptor. Peptides corresponding to (a) the 40-residue portion of the carboxyl tail (T-40), (b) the tail plus a part of TMD7 (M7-12-T40), and (c) to the tail plus the full TMD7 (M7-24-T40) were chemically synthesized and purified. The molecular mass and primary sequence of these peptides were confirmed by mass spectrometry and tandem mass spectrometry procedures. Circular dichroism (CD) revealed that T-40 was disordered in phosphate buffer and in the presence of 1,2-dimyristoyl-sn-glycero-3-phosphocholine/1,2-dimyristoyl-sn-glycero-3-[phospho-racemic-(1-glycerol)] bilayers. In contrast, M7-12-T40 and M7-24-T40 peptides were partially helical in the presence of vesicles, and difference CD spectroscopy showed that the transmembrane regions of these peptides were 42 and 94% helical, respectively. CD analysis also demonstrated that M7-24-T40 retained its secondary structure in the presence of 1-palmitoyl-2-hydroxy-sn-glycero-3-[phospho-racemic-(1-glycerol)] micelles at 0.5 mm concentration. Thus, the tail and the transmembrane domain of the multidomain 64-amino acid residue peptide manifest individual conformational preferences. Measurement of tryptophan fluorescence indicated that the transmembrane domain integrated into bilayers in a manner similar to that expected for this region in the native state of the receptor. This study demonstrated that the tail of Ste2p can be used as a hydrophilic template to study transmembrane domain structure using techniques such as CD and NMR spectroscopy.
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Affiliation(s)
- Fred Naider
- Department of Chemistry, College of Staten Island and Institute for Macromolecular Assemblies, City University of New York, Staten Island, New York 10314, USA.
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40
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VerBerkmoes NC, Strader MB, Smiley RD, Howell EE, Hurst GB, Hettich RL, Stephenson JL. Intact protein analysis for site-directed mutagenesis overexpression products: plasmid-encoded R67 dihydrofolate reductase. Anal Biochem 2002; 305:68-81. [PMID: 12018947 DOI: 10.1006/abio.2002.5636] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.6] [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: 11/22/2022]
Abstract
Mass spectrometry is currently the method of choice for the analysis of recombinant protein expression products. By combining proteolytic digestion with peptide mapping and tandem mass spectrometry techniques, verification of site-directed mutagenesis products can be obtained. The proteolytic digestion step converts a purified recombinant protein into a mixture that must be reseparated, thus greatly increasing the analysis time associated with the confirmation of site-directed mutagenesis products. Ion/ion reaction chemistry combined with quadrupole ion trap mass spectrometry provides a fast and efficient way to analyze intact proteins for the correct site-directed mutagenesis products, without heavy reliance on the proteolytic digestion step. Analysis of a series of protein variants (I68M, I68Q, Y69F, and Q67Y) from plasmid-encoded R67 dihydrofolate reductase using ion/ion reaction chemistry confirmed the presence of the correct site-directed mutagenesis products. For the I68M mutant, ion/ion separations detected the presence of extensive degradation from the N-terminal end of the protein. In the case of the Q67Y mutant, a mixture of Q67Y and Q67C species was detected by employing tandem mass spectrometry combined with ion/ion reactions. The ion/ion reaction technique was also performed on a partially purified lysate of the Q67Y/C mixture and successfully screened for the presence of both components in a complex mixture. The ion/ion reaction approach achieved the same results as the proteolytic-digestion-based methodology in a much shorter analysis time.
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Affiliation(s)
- Nathan C VerBerkmoes
- Organic and Biological Mass Spectrometry Group, Oak Ridge National Laboratory, Building 5510, Oak Ridge, TN 37831-6365, USA
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41
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VerBerkmoes NC, Bundy JL, Hauser L, Asano KG, Razumovskaya J, Larimer F, Hettich RL, Stephenson JL. Integrating 'top-down" and "bottom-up" mass spectrometric approaches for proteomic analysis of Shewanella oneidensis. J Proteome Res 2002; 1:239-52. [PMID: 12645901 DOI: 10.1021/pr025508a] [Citation(s) in RCA: 112] [Impact Index Per Article: 5.1] [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: 11/28/2022]
Abstract
Here we present a comprehensive method for proteome analysis that integrates both intact protein measurement ("top-down") and proteolytic fragment characterization ("bottom-up") mass spectrometric approaches, capitalizing on the unique capabilities of each method. This integrated approach was applied in a preliminary proteomic analysis of Shewanella oneidensis, a metal-reducing microbe of potential importance to the field of bioremediation. Cellular lysates were examined directly by the "bottom-up" approach as well as fractionated via anion-exchange liquid chromatography for integrated studies. A portion of each fraction was proteolytically digested, with the resulting peptides characterized by on-line liquid chromatography/tandem mass spectrometry. The remaining portion of each fraction containing the intact proteins was examined by high-resolution Fourier transform mass spectrometry. This "top-down" technique provided direct measurement of the molecular masses for the intact proteins and thereby enabled confirmation of post-translational modifications, signal peptides, and gene start sites of proteins detected in the "bottom-up" experiments. A total of 868 proteins from virtually every functional class, including hypotheticals, were identified from this organism.
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Affiliation(s)
- Nathan C VerBerkmoes
- Organic and Biological Mass Spectrometry Group, Chemical Sciences Division, Oak Ridge National Laboratory, P.O. Box 2008, Oak Ridge, Tennessee 37831-6365, USA
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42
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Ding FX, Schreiber D, VerBerkmoes NC, Becker JM, Naider F. The chain length dependence of helix formation of the second transmembrane domain of a G protein-coupled receptor of Saccharomyces cerevisiae. J Biol Chem 2002; 277:14483-92. [PMID: 11854278 DOI: 10.1074/jbc.m111382200] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
The chain length dependence of helix formation of transmembrane peptides in lipids was investigated using fragments corresponding to the second transmembrane domain of the alpha-factor receptor from Saccharomyces cerevisiae. Seven peptides with chain lengths of 10 (M2-10; FKYLLSNYSS), 14 (M2-14), 18 (M2-18), 22 (M2-22), 26 (M2-26), 30 (M2-30) and 35 (M2-35; RSRKTPIFIINQVSLFLIILHSALYFKYLLSNYSS) residues, respectively, were synthesized. CD spectra revealed that M2-10 was disordered, and all of the other peptides assumed partially alpha-helical secondary structures in 99% trifluoroethanol (TFE)/H(2)O. In 50% TFE/H(2)O, M2-30 assumed a beta-like structure. The other six peptides exhibited the same CD patterns as those found in 99% TFE/H(2)O. In 1,2-dimyristoyl-sn-glycero-3-phosphocholine/1,2-dimyristoyl-sn-glycero-3-phospho-rac-(1-glycerol) (4:1 ratio) vesicles, M2-22, M2-26, and M2-35 formed alpha-helical structures, whereas the other peptides formed beta-like structures. Fourier transform infrared spectroscopy in 1,2-dimyristoyl-sn-glycero-3-phosphocholine/1,2-dimyristoyl-sn-glycero-3-phospho-rac-(1-glycerol) (4:1) multilayers showed that M2-10, M2-14, M2-18, and M2-30 assumed beta-structures in this environment. Another homologous 30-residue peptide (M2-30B), missing residues SNYSS from the N terminus and extending to RSRKT on the C terminus, was helical in lipid bilayers, suggesting that residues at the termini of transmembrane domains influence their biophysical properties. Attenuated total reflection Fourier transform infrared spectroscopy revealed that M2-22, M2-26, M2-30B, and M2-35 were alpha-helical and oriented at angles of 12 degrees, 13 degrees, 36 degrees, and 34 degrees, respectively, with respect to the multilayer normal. This study showed that chain length must be taken into consideration when using peptides representing single transmembrane domains as surrogates for regions of an intact receptor. Furthermore, this work indicates that the tilt angle and conformation of transmembrane portions of G protein-coupled receptors may be estimated by detailed spectroscopic measurements of single transmembrane peptides.
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Affiliation(s)
- Fa-Xiang Ding
- Department of Chemistry, The College of Staten Island of the City University of New York, Staten Island, New York 10314, USA
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Strader MB, Smiley RD, Stinnett LG, VerBerkmoes NC, Howell EE. Role of S65, Q67, I68, and Y69 residues in homotetrameric R67 dihydrofolate reductase. Biochemistry 2001; 40:11344-52. [PMID: 11560482 DOI: 10.1021/bi0110544] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
R67 dihydrofolate reductase (DHFR) shares no sequence or structural homology with chromosomal DHFRs. This enzyme arose recently in response to the clinical use of the antibacterial drug trimethoprim. R67 DHFR is a homotetramer possessing a single active site pore. A high-resolution crystal structure shows the homotetramer possesses exact 222 symmetry [Narayana, N., et al. (1995) Nat. Struct. Biol. 2, 1018-1025]. This symmetry dictates four symmetry-related binding sites must exist for each substrate as well as each cofactor. Isothermal titration calorimetry studies, however, indicate only two molecules bind: either two dihydrofolate molecules, two NADPH molecules, or one substrate and one cofactor [Bradrick, T. D., et al. (1996) Biochemistry 35, 11414-11424]. The latter is the productive ternary complex. To evaluate the role of S65, Q67, I68, and Y69 residues, located near the center of the active site pore, site-directed mutagenesis was performed. One mutation in the gene creates four mutations per active site pore which typically result in large cumulative effects. Steady state kinetic data indicate the mutants have altered K(m) values for both cofactor and substrate. For example, the Y69F R67 DHFR displays an 8-fold increase in the K(m) for dihydrofolate and a 20-fold increase in the K(m) for NADPH. Residues involved in ligand binding in R67 DHFR display very little, if any, specificity, consistent with their possessing dual roles in binding. These results support a model where R67 DHFR utilizes an unusual "hot spot" binding surface capable of binding both ligands and indicate this enzyme has adopted a novel yet simple approach to catalysis.
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Affiliation(s)
- M B Strader
- Department of Biochemistry and Cellular and Molecular Biology, University of Tennessee, Knoxville, Tennessee 37996-0840, USA
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