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Ferrari M, Muto A, Bruno L, Cozza R. DNA Methylation in Algae and Its Impact on Abiotic Stress Responses. PLANTS (BASEL, SWITZERLAND) 2023; 12:241. [PMID: 36678953 PMCID: PMC9861306 DOI: 10.3390/plants12020241] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Revised: 01/02/2023] [Accepted: 01/03/2023] [Indexed: 06/17/2023]
Abstract
Epigenetics, referring to heritable gene regulatory information that is independent of changes in DNA sequences, is an important mechanism involved both in organism development and in the response to environmental events. About the epigenetic marks, DNA methylation is one of the most conserved mechanisms, playing a pivotal role in organism response to several biotic and abiotic stressors. Indeed, stress can induce changes in gene expression through hypo- or hyper-methylation of DNA at specific loci and/or in DNA methylation at the genome-wide level, which has an adaptive significance and can direct genome evolution. Exploring DNA methylation in responses to abiotic stress could have important implications for improving stress tolerance in algae. This article summarises the DNA methylation pattern in algae and its impact on abiotic stress, such as heavy metals, nutrients and temperature. Our discussion provides information for further research in algae for a better comprehension of the epigenetic response under abiotic stress, which could favour important implications to sustain algae growth under abiotic stress conditions, often related to high biosynthesis of interesting metabolites.
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Slocombe SP, Zúñiga-Burgos T, Chu L, Wood NJ, Camargo-Valero MA, Baker A. Fixing the Broken Phosphorus Cycle: Wastewater Remediation by Microalgal Polyphosphates. FRONTIERS IN PLANT SCIENCE 2020; 11:982. [PMID: 32695134 PMCID: PMC7339613 DOI: 10.3389/fpls.2020.00982] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/31/2020] [Accepted: 06/16/2020] [Indexed: 05/06/2023]
Abstract
Phosphorus (P), in the form of phosphate derived from either inorganic (Pi) or organic (Po) forms is an essential macronutrient for all life. P undergoes a biogeochemical cycle within the environment, but anthropogenic redistribution through inefficient agricultural practice and inadequate nutrient recovery at wastewater treatment works have resulted in a sustained transfer of P from rock deposits to land and aquatic environments. Our present and near future supply of P is primarily mined from rock P reserves in a limited number of geographical regions. To help ensure that this resource is adequate for humanity's food security, an energy-efficient means of recovering P from waste and recycling it for agriculture is required. This will also help to address excess discharge to water bodies and the resulting eutrophication. Microalgae possess the advantage of polymeric inorganic polyphosphate (PolyP) storage which can potentially operate simultaneously with remediation of waste nitrogen and phosphorus streams and flue gases (CO2, SOx, and NOx). Having high productivity in photoautotrophic, mixotrophic or heterotrophic growth modes, they can be harnessed in wastewater remediation strategies for biofuel production either directly (biodiesel) or in conjunction with anaerobic digestion (biogas) or dark fermentation (biohydrogen). Regulation of algal P uptake, storage, and mobilization is intertwined with the cellular status of other macronutrients (e.g., nitrogen and sulphur) in addition to the manufacture of other storage products (e.g., carbohydrate and lipids) or macromolecules (e.g., cell wall). A greater understanding of controlling factors in this complex interaction is required to facilitate and improve P control, recovery, and reuse from waste streams. The best understood algal genetic model is Chlamydomonas reinhardtii in terms of utility and shared resources. It also displays mixotrophic growth and advantageously, species of this genus are often found growing in wastewater treatment plants. In this review, we focus primarily on the molecular and genetic aspects of PolyP production or turnover and place this knowledge in the context of wastewater remediation and highlight developments and challenges in this field.
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Affiliation(s)
- Stephen P. Slocombe
- Centre for Plant Sciences and Astbury Centre for Structural Molecular Biology, Faculty of Biological Sciences, School of Molecular and Cellular Biology, University of Leeds, Leeds, United Kingdom
| | - Tatiana Zúñiga-Burgos
- Centre for Plant Sciences and Astbury Centre for Structural Molecular Biology, Faculty of Biological Sciences, School of Molecular and Cellular Biology, University of Leeds, Leeds, United Kingdom
- BioResource Systems Research Group, School of Civil Engineering, University of Leeds, Leeds, United Kingdom
| | - Lili Chu
- Centre for Plant Sciences and Astbury Centre for Structural Molecular Biology, Faculty of Biological Sciences, School of Molecular and Cellular Biology, University of Leeds, Leeds, United Kingdom
| | - Nicola J. Wood
- Centre for Plant Sciences and Astbury Centre for Structural Molecular Biology, Faculty of Biological Sciences, School of Molecular and Cellular Biology, University of Leeds, Leeds, United Kingdom
- Centre for Doctoral Training in Bioenergy, School of Chemical and Process Engineering, University of Leeds, Leeds, United Kingdom
| | - Miller Alonso Camargo-Valero
- BioResource Systems Research Group, School of Civil Engineering, University of Leeds, Leeds, United Kingdom
- Departamento de Ingeniería Química, Universidad Nacional de Colombia, Manizales, Colombia
| | - Alison Baker
- Centre for Plant Sciences and Astbury Centre for Structural Molecular Biology, Faculty of Biological Sciences, School of Molecular and Cellular Biology, University of Leeds, Leeds, United Kingdom
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Petrova EV, Kukarskikh GP, Krendeleva TE, Antal TK. The Mechanisms and Role of Photosynthetic Hydrogen Production by Green Microalgae. Microbiology (Reading) 2020. [DOI: 10.1134/s0026261720030169] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
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Xu L, Fan J, Wang Q. Omics Application of Bio-Hydrogen Production Through Green Alga Chlamydomonas reinhardtii. Front Bioeng Biotechnol 2019; 7:201. [PMID: 31497598 PMCID: PMC6712067 DOI: 10.3389/fbioe.2019.00201] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2019] [Accepted: 08/06/2019] [Indexed: 12/19/2022] Open
Abstract
This article summarizes the current knowledge regarding omics approaches, which include genomics, transcriptomics, proteomics and metabolomics, in the context of bio-hydrogen production in Chlamydomonas reinhardtii. In this paper, critical genes (HydA1, Hyd A2, Sulp, Tla1, Sta7, PFL1) involved in H2 metabolism were identified and analyzed for their function in H2 accumulation. Furthermore, the advantages of gene microarrays and RNA-seq were compared, as well as their applications in transcriptomic analysis of H2 production. Moreover, as a useful tool, proteomic analysis could identify different proteins that participate in H2 metabolism. This review provides fundamental theory and an experimental basis for H2 production, and further research effort is needed in this field.
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Affiliation(s)
- Lili Xu
- Department of Biology, College of Life Sciences, Shanghai Normal University, Shanghai, China
| | - Jianhua Fan
- State Key Laboratory of South China Sea Marine Resource Utilization, Hainan University, Haikou, China.,State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, China
| | - Quanxi Wang
- Department of Biology, College of Life Sciences, Shanghai Normal University, Shanghai, China
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Reinecke DL, Zarka A, Leu S, Boussiba S. Cloning, molecular characterization, and phylogeny of two evolutionary distinct glutamine synthetase isoforms in the green microalga Haematococcus pluvialis (Chlorophyceae). JOURNAL OF PHYCOLOGY 2016; 52:961-972. [PMID: 27402429 DOI: 10.1111/jpy.12444] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/07/2016] [Accepted: 05/19/2016] [Indexed: 06/06/2023]
Abstract
Haematococcus pluvialis (Chlorophyta) is a widely used microalga of great economic potential, yet its molecular genetics and evolution are largely unknown. We present new detailed molecular and phylogenetic analysis of two glutamine synthetase (GS) enzymes and genes (gln) under the Astaxanthin-inducing conditions of light- and nitrogen-stress. Structure analysis identified key residues and confirmed two decameric GS2 holoenzymes, a cytoplasmic enzyme, termed GS2c , and a plastidic form, termed GS2p , due to chloroplast-transit peptides at its N-terminus. Gene expression analysis showed dissociation of mRNA, protein, and enzyme activity levels for both GS2 under different growth conditions, indicating the strong post-transcriptional regulation. Data-mining identified novel and specified published gln genes from Prasinophyceae, Chlorophyta, Trebouxiophyceae, Charophyceae, Bryophyta, Lycopodiophyta, Spermatophyta, and Rhodophyta. Phylogenetic analysis found homologues to the cytosolic GS2c of H. pluvialis in all other photo- and non-photosynthetic Eukaryota. The chloroplastic GS2p was restricted to Chlorophyta, Bryophyta, some Proteobacteria and Fungii; no homologues were identified in Spermatophyta or other Eukaryota. This indicates two independent prokaryotic donors for these two gln genes in H. pluvialis. Combined phylogenetic analysis of GS, chl-b synthase, elongation factor, and light harvesting complex homologues project a newly refined model of Viridiplantae evolution. Herein, a GS1 evolved into the cytosolic GS2c and was passed on to all Eukaryota. Later, the chloroplastic GS2p entered the Archaeplastida lineage via a horizontal gene transfer at the divergence of Chlorophyta and Rhodophyta lineages. GS2p persisted in Chlorophyta and Bryophyta, but was lost during Spermatophyta evolution. These data suggest the revision of GS classification and nomenclature, and extend our understanding of the photosynthetic Eukaryota evolution.
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Affiliation(s)
- Diana L Reinecke
- Food and Bioprocess Engineering Group, Wageningen University, P.O. Box 8129, 6700 EV, Wageningen, the Netherlands
| | - Aliza Zarka
- Microalgal Biotechnology Lab, Blaustein Institutes of Desert Research, Ben-Gurion University of the Negev, Sede-Boqer Campus, Sede-Boqer, 84990, Israel
| | - Stefan Leu
- Microalgal Biotechnology Lab, Blaustein Institutes of Desert Research, Ben-Gurion University of the Negev, Sede-Boqer Campus, Sede-Boqer, 84990, Israel
| | - Sammy Boussiba
- Microalgal Biotechnology Lab, Blaustein Institutes of Desert Research, Ben-Gurion University of the Negev, Sede-Boqer Campus, Sede-Boqer, 84990, Israel
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Rai V, Karthikaichamy A, Das D, Noronha S, Wangikar PP, Srivastava S. Multi-omics Frontiers in Algal Research: Techniques and Progress to Explore Biofuels in the Postgenomics World. OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY 2016; 20:387-99. [DOI: 10.1089/omi.2016.0065] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Affiliation(s)
- Vineeta Rai
- Department of Biosciences and Bioengineering, Proteomics Laboratory, Indian Institute of Technology Bombay, Mumbai, India
| | | | - Debasish Das
- Department of Biosciences and Bioengineering, Indian Institute of Technology, Guwahati, India
- DBT PAN IIT Centre for Bioenergy, Indian Institute of Technology, Bombay, Mumbai, India
| | - Santosh Noronha
- DBT PAN IIT Centre for Bioenergy, Indian Institute of Technology, Bombay, Mumbai, India
- Wadhwani Research Center for Bioengineering, Indian Institute of Technology Bombay, Mumbai, India
- Department of Chemical Engineering, Indian Institute of Technology Bombay, Mumbai, India
| | - Pramod P. Wangikar
- DBT PAN IIT Centre for Bioenergy, Indian Institute of Technology, Bombay, Mumbai, India
- Wadhwani Research Center for Bioengineering, Indian Institute of Technology Bombay, Mumbai, India
- Department of Chemical Engineering, Indian Institute of Technology Bombay, Mumbai, India
| | - Sanjeeva Srivastava
- Department of Biosciences and Bioengineering, Proteomics Laboratory, Indian Institute of Technology Bombay, Mumbai, India
- DBT PAN IIT Centre for Bioenergy, Indian Institute of Technology, Bombay, Mumbai, India
- Wadhwani Research Center for Bioengineering, Indian Institute of Technology Bombay, Mumbai, India
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Lopez D, Hamaji T, Kropat J, De Hoff P, Morselli M, Rubbi L, Fitz-Gibbon S, Gallaher SD, Merchant SS, Umen J, Pellegrini M. Dynamic Changes in the Transcriptome and Methylome of Chlamydomonas reinhardtii throughout Its Life Cycle. PLANT PHYSIOLOGY 2015; 169:2730-43. [PMID: 26450704 PMCID: PMC4677889 DOI: 10.1104/pp.15.00861] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/09/2015] [Accepted: 10/07/2015] [Indexed: 05/02/2023]
Abstract
The green alga Chlamydomonas reinhardtii undergoes gametogenesis and mating upon nitrogen starvation. While the steps involved in its sexual reproductive cycle have been extensively characterized, the genome-wide transcriptional and epigenetic changes underlying different life cycle stages have yet to be fully described. Here, we performed transcriptome and methylome sequencing to quantify expression and DNA methylation from vegetative and gametic cells of each mating type and from zygotes. We identified 361 gametic genes with mating type-specific expression patterns and 627 genes that are specifically induced in zygotes; furthermore, these sex-related gene sets were enriched for secretory pathway and alga-specific genes. We also examined the C. reinhardtii nuclear methylation map with base-level resolution at different life cycle stages. Despite having low global levels of nuclear methylation, we detected 23 hypermethylated loci in gene-poor, repeat-rich regions. We observed mating type-specific differences in chloroplast DNA methylation levels in plus versus minus mating type gametes followed by chloroplast DNA hypermethylation in zygotes. Lastly, we examined the expression of candidate DNA methyltransferases and found three, DMT1a, DMT1b, and DMT4, that are differentially expressed during the life cycle and are candidate DNA methylases. The expression and methylation data we present provide insight into cell type-specific transcriptional and epigenetic programs during key stages of the C. reinhardtii life cycle.
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Affiliation(s)
- David Lopez
- Molecular Biology Institute (D.L.), Department of Molecular, Cell, and Developmental Biology (D.L., M.M., L.R., S.F.-G., M.P.), Department of Chemistry and Biochemistry (J.K., S.F.-G., S.D.G., S.S.M.), and Institute for Genomics and Proteomics (S.S.M., M.P.), University of California, Los Angeles, California 90095;Donald Danforth Plant Science Center, St. Louis, Missouri 63132 (T.H., J.U.); andSalk Institute for Biological Studies, La Jolla, California 92037 (P.D.H.)
| | - Takashi Hamaji
- Molecular Biology Institute (D.L.), Department of Molecular, Cell, and Developmental Biology (D.L., M.M., L.R., S.F.-G., M.P.), Department of Chemistry and Biochemistry (J.K., S.F.-G., S.D.G., S.S.M.), and Institute for Genomics and Proteomics (S.S.M., M.P.), University of California, Los Angeles, California 90095;Donald Danforth Plant Science Center, St. Louis, Missouri 63132 (T.H., J.U.); andSalk Institute for Biological Studies, La Jolla, California 92037 (P.D.H.)
| | - Janette Kropat
- Molecular Biology Institute (D.L.), Department of Molecular, Cell, and Developmental Biology (D.L., M.M., L.R., S.F.-G., M.P.), Department of Chemistry and Biochemistry (J.K., S.F.-G., S.D.G., S.S.M.), and Institute for Genomics and Proteomics (S.S.M., M.P.), University of California, Los Angeles, California 90095;Donald Danforth Plant Science Center, St. Louis, Missouri 63132 (T.H., J.U.); andSalk Institute for Biological Studies, La Jolla, California 92037 (P.D.H.)
| | - Peter De Hoff
- Molecular Biology Institute (D.L.), Department of Molecular, Cell, and Developmental Biology (D.L., M.M., L.R., S.F.-G., M.P.), Department of Chemistry and Biochemistry (J.K., S.F.-G., S.D.G., S.S.M.), and Institute for Genomics and Proteomics (S.S.M., M.P.), University of California, Los Angeles, California 90095;Donald Danforth Plant Science Center, St. Louis, Missouri 63132 (T.H., J.U.); andSalk Institute for Biological Studies, La Jolla, California 92037 (P.D.H.)
| | - Marco Morselli
- Molecular Biology Institute (D.L.), Department of Molecular, Cell, and Developmental Biology (D.L., M.M., L.R., S.F.-G., M.P.), Department of Chemistry and Biochemistry (J.K., S.F.-G., S.D.G., S.S.M.), and Institute for Genomics and Proteomics (S.S.M., M.P.), University of California, Los Angeles, California 90095;Donald Danforth Plant Science Center, St. Louis, Missouri 63132 (T.H., J.U.); andSalk Institute for Biological Studies, La Jolla, California 92037 (P.D.H.)
| | - Liudmilla Rubbi
- Molecular Biology Institute (D.L.), Department of Molecular, Cell, and Developmental Biology (D.L., M.M., L.R., S.F.-G., M.P.), Department of Chemistry and Biochemistry (J.K., S.F.-G., S.D.G., S.S.M.), and Institute for Genomics and Proteomics (S.S.M., M.P.), University of California, Los Angeles, California 90095;Donald Danforth Plant Science Center, St. Louis, Missouri 63132 (T.H., J.U.); andSalk Institute for Biological Studies, La Jolla, California 92037 (P.D.H.)
| | - Sorel Fitz-Gibbon
- Molecular Biology Institute (D.L.), Department of Molecular, Cell, and Developmental Biology (D.L., M.M., L.R., S.F.-G., M.P.), Department of Chemistry and Biochemistry (J.K., S.F.-G., S.D.G., S.S.M.), and Institute for Genomics and Proteomics (S.S.M., M.P.), University of California, Los Angeles, California 90095;Donald Danforth Plant Science Center, St. Louis, Missouri 63132 (T.H., J.U.); andSalk Institute for Biological Studies, La Jolla, California 92037 (P.D.H.)
| | - Sean D Gallaher
- Molecular Biology Institute (D.L.), Department of Molecular, Cell, and Developmental Biology (D.L., M.M., L.R., S.F.-G., M.P.), Department of Chemistry and Biochemistry (J.K., S.F.-G., S.D.G., S.S.M.), and Institute for Genomics and Proteomics (S.S.M., M.P.), University of California, Los Angeles, California 90095;Donald Danforth Plant Science Center, St. Louis, Missouri 63132 (T.H., J.U.); andSalk Institute for Biological Studies, La Jolla, California 92037 (P.D.H.)
| | - Sabeeha S Merchant
- Molecular Biology Institute (D.L.), Department of Molecular, Cell, and Developmental Biology (D.L., M.M., L.R., S.F.-G., M.P.), Department of Chemistry and Biochemistry (J.K., S.F.-G., S.D.G., S.S.M.), and Institute for Genomics and Proteomics (S.S.M., M.P.), University of California, Los Angeles, California 90095;Donald Danforth Plant Science Center, St. Louis, Missouri 63132 (T.H., J.U.); andSalk Institute for Biological Studies, La Jolla, California 92037 (P.D.H.)
| | - James Umen
- Molecular Biology Institute (D.L.), Department of Molecular, Cell, and Developmental Biology (D.L., M.M., L.R., S.F.-G., M.P.), Department of Chemistry and Biochemistry (J.K., S.F.-G., S.D.G., S.S.M.), and Institute for Genomics and Proteomics (S.S.M., M.P.), University of California, Los Angeles, California 90095;Donald Danforth Plant Science Center, St. Louis, Missouri 63132 (T.H., J.U.); andSalk Institute for Biological Studies, La Jolla, California 92037 (P.D.H.)
| | - Matteo Pellegrini
- Molecular Biology Institute (D.L.), Department of Molecular, Cell, and Developmental Biology (D.L., M.M., L.R., S.F.-G., M.P.), Department of Chemistry and Biochemistry (J.K., S.F.-G., S.D.G., S.S.M.), and Institute for Genomics and Proteomics (S.S.M., M.P.), University of California, Los Angeles, California 90095;Donald Danforth Plant Science Center, St. Louis, Missouri 63132 (T.H., J.U.); andSalk Institute for Biological Studies, La Jolla, California 92037 (P.D.H.)
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Kleessen S, Irgang S, Klie S, Giavalisco P, Nikoloski Z. Integration of transcriptomics and metabolomics data specifies the metabolic response of Chlamydomonas to rapamycin treatment. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2015; 81:822-35. [PMID: 25600836 DOI: 10.1111/tpj.12763] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/19/2014] [Accepted: 12/19/2014] [Indexed: 05/19/2023]
Abstract
Flux phenotypes predicted by constraint-based methods can be refined by the inclusion of heterogeneous data. While recent advances facilitate the integration of transcriptomics and proteomics data, purely stoichiometry-based approaches for the prediction of flux phenotypes by considering metabolomics data are lacking. Here we propose a constraint-based method, termed TREM-Flux, for integrating time-resolved metabolomics and transcriptomics data. We demonstrate the applicability of TREM-Flux in the dissection of the metabolic response of Chlamydomonas reinhardtii to rapamycin treatment by integrating the expression levels of 982 genes and the content of 45 metabolites obtained from two growth conditions. The findings pinpoint cysteine and methionine metabolism to be most affected by the rapamycin treatment. Our study shows that the integration of time-resolved unlabeled metabolomics data in addition to transcriptomics data can specify the metabolic pathways involved in the system's response to a studied treatment.
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Abstract
As major contributors to global oxygen levels and producers of fatty acids, carotenoids, sterols, and phycocolloids, algae have significant ecological and commercial roles. Early algal models have contributed much to our understanding of circadian clocks at physiological and biochemical levels. The genetic and molecular approaches that identified clock components in other taxa have not been as widely applied to algae. We review results from seven species: the chlorophytes Chlamydomonas reinhardtii, Ostreococcus tauri, and Acetabularia spp.; the dinoflagellates Lingulodinium polyedrum and Symbiodinium spp.; the euglenozoa Euglena gracilis; and the red alga Cyanidioschyzon merolae. The relative simplicity, experimental tractability, and ecological and evolutionary diversity of algal systems may now make them particularly useful in integrating quantitative data from "omic" technologies (e.g., genomics, transcriptomics, metabolomics, and proteomics) with computational and mathematical methods.
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Affiliation(s)
- Zeenat B Noordally
- SynthSys and School of Biological Sciences, University of Edinburgh , Edinburgh EH9 3BF, United Kingdom
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10
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Kao CF, Chuang LC, Kuo PH. Risk and information evaluation of prioritized genes for complex traits: application to bipolar disorder. Am J Med Genet B Neuropsychiatr Genet 2014; 165B:596-606. [PMID: 25123107 DOI: 10.1002/ajmg.b.32263] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/11/2013] [Accepted: 06/26/2014] [Indexed: 01/01/2023]
Abstract
Many susceptibility genes for complex traits were identified without conclusive findings. There is a strong need to integrate rapidly accumulated genomic data from multi-dimensional platforms, and to conduct risk evaluation for potential therapeutic and diagnostic usages. We set up an algorithm to computationally search for optimal weight-vector for various data sources, while minimized potential noises. Through gene-prioritization framework, combined scores for the resulting prioritized gene-set were calculated using a genome-wide association (GWA) dataset, following with evaluation using weighted genetic risk score and risk-attributed information using an independent GWA dataset. The significance of association of GWA data was corrected for gene length. Enriched functional pathways were identified for the prioritized gene-set using the Gene Ontology analysis. We illustrated our framework with bipolar disorder. 233 prioritized genes were identified from 10,830 candidates that curated from six platforms. The prioritized genes were significantly enriched (P(adjusted) < 1 × 10(-5)) in 18 biological functions and molecular mechanisms including membrane, synaptic transmission, transmission of nerve impulse, integral to membrane, and plasma membrane. Our risk evaluation demonstrated higher weighted genetic risk score in bipolar patients than controls (P-values ranged from 0.002 to 3.8 × 10(-6)). Substantial risk-information (71%) was extracted from prioritized genes for bipolar illness than other candidate-gene sets. Our evidence-based prioritized gene-set provides opportunity to explore the complex network and to conduct follow-up basic and clinical studies for complex traits.
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Affiliation(s)
- Chung-Feng Kao
- Department of Public Health & Institute of Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, Taipei, Taiwan
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11
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Kiyota H, Hirai MY, Ikeuchi M. NblA1/A2-Dependent Homeostasis of Amino Acid Pools during Nitrogen Starvation in Synechocystis sp. PCC 6803. Metabolites 2014; 4:517-31. [PMID: 24983765 PMCID: PMC4192677 DOI: 10.3390/metabo4030517] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2014] [Revised: 06/14/2014] [Accepted: 06/23/2014] [Indexed: 01/21/2023] Open
Abstract
Nutrient balance is important for photosynthetic growth and biomass production in microalgae. Here, we investigated and compared metabolic responses of amino acid pools to nitrogen and sulfur starvation in a unicellular model cyanobacterium, Synechocystis sp. PCC 6803, and its mutant nblA1/A2. It is known that NblA1/A2-dependent and -independent breakdown of abundant photosynthetic phycobiliproteins and other cellular proteins supply nutrients to the organism. However, the contribution of the NblA1/A2-dependent nutrient supply to amino acid pool homeostasis has not been studied. Our study demonstrates that changes in the pool size of many amino acids during nitrogen starvation can be categorized as NblA1/A2-dependent (Gln, Glu, glutathione, Gly, Ile, Leu, Met, Phe, Pro, Ser, Thr, Tyr and Val) and NblA1/A2-independent (Ala, Asn, Lys, and Trp). We also report unique changes in amino acid pool sizes during sulfur starvation in wild type and the mutant and found a generally marked increase in the Lys pool in cyanobacteria during nutrient starvation. In conclusion, the NblA1/A2-dependent protein turnover contributes to the maintenance of many amino acid pools during nitrogen starvation.
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Affiliation(s)
- Hiroshi Kiyota
- Department of Biological Sciences, Graduate School of Science, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan.
| | - Masami Yokota Hirai
- RIKEN Center for Sustainable Resource Science, 1-7-22 Suehiro-cho, Tsurumi-ku, Yokohama, Kanagawa 230-0045, Japan.
| | - Masahiko Ikeuchi
- Department of Biological Sciences, Graduate School of Science, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-0033, Japan.
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Phytotoxicity evaluation of type B trichothecenes using a Chlamydomonas reinhardtii model system. Toxins (Basel) 2014; 6:453-63. [PMID: 24476708 PMCID: PMC3942745 DOI: 10.3390/toxins6020453] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2013] [Revised: 01/14/2014] [Accepted: 01/15/2014] [Indexed: 11/17/2022] Open
Abstract
Type B trichothecenes, which consist of deoxynivalenol (DON) and nivalenol (NIV) as the major end products, are produced by phytotoxic fungi, such as the Fusarium species, and pollute arable fields across the world. The DON toxicity has been investigated using various types of cell systems or animal bioassays. The evaluation of NIV toxicity, however, has been relatively restricted because of its lower level compared with DON. In this study, the Chlamydomonas reinhardtii testing system, which has been reported to have adequate NIV sensitivity, was reinvestigated under different mycotoxin concentrations and light conditions. The best concentration of DON and NIV, and their derivatives, for test conditions was found to be 25 ppm (2.5 × 10(-2) mg/mL). In all light test conditions, DON, NIV, and fusarenon-X (FusX) indicated significant growth inhibition regardless of whether a light source existed, or under differential wavelength conditions. FusX growth was also influenced by changes in photon flux density. These results suggest that C. reinhardtii is an appropriate evaluation system for type B trichothecenes.
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Valledor L, Furuhashi T, Recuenco-Muñoz L, Wienkoop S, Weckwerth W. System-level network analysis of nitrogen starvation and recovery in Chlamydomonas reinhardtii reveals potential new targets for increased lipid accumulation. BIOTECHNOLOGY FOR BIOFUELS 2014; 7:171. [PMID: 25663847 PMCID: PMC4320484 DOI: 10.1186/s13068-014-0171-1] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/01/2014] [Accepted: 11/17/2014] [Indexed: 05/18/2023]
Abstract
BACKGROUND Nitrogen starvation is known to cause drastic alterations in physiology and metabolism leading to the accumulation of lipid bodies in many microalgae, and it thus presents an important alternative for biofuel production. However, despite the importance of this process, the molecular mechanisms that mediate the metabolic remodeling induced by N starvation and especially by stress recovery are still poorly understood, and new candidates for bioengineering are needed to make this process useful for biofuel production. RESULTS We have studied the molecular changes involved in the adaptive mechanisms to N starvation and full recovery of the vegetative cells in the microalga Chlamydomonas reinhardtii during a four-day time course. High throughput mass spectrometry was employed to integrate the proteome and the metabolome with physiological changes. N starvation led to an accumulation of oil bodies and reduced Fv/Fm.. Distinct enzymes potentially participating in the carbon-concentrating mechanism (CAH7, CAH8, PEPC1) are strongly accumulated. The membrane composition is changed, as indicated by quantitative lipid profiles. A reprogramming of protein biosynthesis was observed by increased levels of cytosolic ribosomes, while chloroplastidic were dramatically reduced. Readdition of N led to, the identification of early responsive proteins mediating stress recovery, indicating their key role in regaining and sustaining normal vegetative growth. Analysis of the data with multivariate correlation analysis, Granger causality, and sparse partial least square (sPLS) provided a functional network perspective of the molecular processes. Cell growth and N metabolism were clearly linked by the branched chain amino acids, suggesting an important role in this stress. Lipid accumulation was also tightly correlated to the COP II protein, involved in vesicle and lysosome coating, and a major lipid droplet protein. This protein, together with other key proteins mediating signal transduction and adaption (BRI1, snRKs), constitute a series of new metabolic and regulatory targets. CONCLUSIONS This work not only provides new insights and corrects previous models by analyzing a complex dataset, but also increases our biochemical understanding of the adaptive mechanisms to N starvation in Chlamydomonas, pointing to new bioengineering targets for increased lipid accumulation, a key step for a sustainable and profitable microalgae-based biofuel production.
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Affiliation(s)
- Luis Valledor
- />Department of Ecogenomics and Systems Biology, Faculty of Life Sciences, University of Vienna, Althanstrasse 14, A-1090 Vienna, Austria
- />Cyanoteam, Global Change Research Center-Czechglobe, Academy of Sciences of the Czech Republic, Belidla 4, 603 00 Brno, Czech Republic
- />Present address: Plant Physiology, University of Oviedo, Catedrático Rodrígo Uría s/n, E-33006 Oviedo, Spain
| | - Takeshi Furuhashi
- />Department of Ecogenomics and Systems Biology, Faculty of Life Sciences, University of Vienna, Althanstrasse 14, A-1090 Vienna, Austria
| | - Luis Recuenco-Muñoz
- />Department of Ecogenomics and Systems Biology, Faculty of Life Sciences, University of Vienna, Althanstrasse 14, A-1090 Vienna, Austria
| | - Stefanie Wienkoop
- />Department of Ecogenomics and Systems Biology, Faculty of Life Sciences, University of Vienna, Althanstrasse 14, A-1090 Vienna, Austria
| | - Wolfram Weckwerth
- />Department of Ecogenomics and Systems Biology, Faculty of Life Sciences, University of Vienna, Althanstrasse 14, A-1090 Vienna, Austria
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14
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Sato A, Matsumura R, Hoshino N, Tsuzuki M, Sato N. Responsibility of regulatory gene expression and repressed protein synthesis for triacylglycerol accumulation on sulfur-starvation in Chlamydomonas reinhardtii. FRONTIERS IN PLANT SCIENCE 2014; 5:444. [PMID: 25309550 PMCID: PMC4160968 DOI: 10.3389/fpls.2014.00444] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/17/2014] [Accepted: 08/18/2014] [Indexed: 05/20/2023]
Abstract
Triacylglycerol (TG) synthesis is induced for energy and carbon storage in algal cells under nitrogen(N)-starved conditions, and helps prevent reactive oxygen species (ROS) production through fatty acid synthesis that consumes excessive reducing power. Here, the regulatory mechanism for the TG content in sulfur(S)-starved cells of Chlamydomonas reinhardtii was examined, in comparison to that in N- or phosphorus(P)-starved cells. S- and N- starved cells exhibited markedly increased TG contents with up-regulation of mRNA levels of diacylglycerol acyltransferase (DGAT) genes. S-Starvation also induced expression of the genes for phosphatidate synthesis. In contrast, P-starved cells exhibited little alteration of the TG content with almost no induction of these genes. The results implied deficient nutrient-specific regulation of the TG content. An arg9 disruptant defective in arginine synthesis, even without nutritional deficiencies, exhibited an increased TG content upon removal of supplemented arginine, which repressed protein synthesis. Repression of protein synthesis thus seemed crucial for TG accumulation in S- or N- starved cells. Meanwhile, the results of inhibitor experiments involving cells inferred that TG accumulation during S-starvation is supported by photosynthesis and de novo fatty acid synthesis. During S-starvation, sac1 and snrk2.2 disruptants, which are defective in the response to the ambient S-status, accumulated TG at lower and higher levels, respectively, than the wild type. The sac1 and snrk2.2 disruptants showed no or much greater up-regulation of DGAT genes, respectively. In conclusion, TG synthesis would be activated in S-starved cells, through the diversion of metabolic carbon-flow from protein to TG synthesis, and simultaneously through up-regulation of the expression of a particular set of genes for TG synthesis at proper levels through the actions of SAC1 and SNRK2.2.
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Affiliation(s)
- Atsushi Sato
- School of Life Sciences, Tokyo University of Pharmacy and Life SciencesHachioji, Japan
- Japan Science and Technology Agency, Core Research for Evolutionary Science and TechnologyChiyoda-ku, Japan
| | - Rie Matsumura
- School of Life Sciences, Tokyo University of Pharmacy and Life SciencesHachioji, Japan
| | - Naomi Hoshino
- School of Life Sciences, Tokyo University of Pharmacy and Life SciencesHachioji, Japan
| | - Mikio Tsuzuki
- School of Life Sciences, Tokyo University of Pharmacy and Life SciencesHachioji, Japan
- Japan Science and Technology Agency, Core Research for Evolutionary Science and TechnologyChiyoda-ku, Japan
| | - Norihiro Sato
- School of Life Sciences, Tokyo University of Pharmacy and Life SciencesHachioji, Japan
- Japan Science and Technology Agency, Core Research for Evolutionary Science and TechnologyChiyoda-ku, Japan
- *Correspondence: Norihiro Sato, School of Life Sciences, Tokyo University of Pharmacy and Life Sciences, Horinouchi 1432-1, Hachioji, Tokyo 192-0392, Japan e-mail:
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15
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Wei L, Derrien B, Gautier A, Houille-Vernes L, Boulouis A, Saint-Marcoux D, Malnoë A, Rappaport F, de Vitry C, Vallon O, Choquet Y, Wollman FA. Nitric oxide-triggered remodeling of chloroplast bioenergetics and thylakoid proteins upon nitrogen starvation in Chlamydomonas reinhardtii. THE PLANT CELL 2014; 26:353-72. [PMID: 24474630 PMCID: PMC3963581 DOI: 10.1105/tpc.113.120121] [Citation(s) in RCA: 86] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/29/2013] [Revised: 12/04/2013] [Accepted: 01/10/2014] [Indexed: 05/18/2023]
Abstract
Starving microalgae for nitrogen sources is commonly used as a biotechnological tool to boost storage of reduced carbon into starch granules or lipid droplets, but the accompanying changes in bioenergetics have been little studied so far. Here, we report that the selective depletion of Rubisco and cytochrome b6f complex that occurs when Chlamydomonas reinhardtii is starved for nitrogen in the presence of acetate and under normoxic conditions is accompanied by a marked increase in chlororespiratory enzymes, which converts the photosynthetic thylakoid membrane into an intracellular matrix for oxidative catabolism of reductants. Cytochrome b6f subunits and most proteins specifically involved in their biogenesis are selectively degraded, mainly by the FtsH and Clp chloroplast proteases. This regulated degradation pathway does not require light, active photosynthesis, or state transitions but is prevented when respiration is impaired or under phototrophic conditions. We provide genetic and pharmacological evidence that NO production from intracellular nitrite governs this degradation pathway: Addition of a NO scavenger and of two distinct NO producers decrease and increase, respectively, the rate of cytochrome b6f degradation; NO-sensitive fluorescence probes, visualized by confocal microscopy, demonstrate that nitrogen-starved cells produce NO only when the cytochrome b6f degradation pathway is activated.
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Affiliation(s)
- Lili Wei
- Unité Mixte de Recherche 7141,
CNRS/Université Pierre et Marie Curie, Institut de Biologie
Physico-Chimique, F-75005 Paris, France
| | - Benoit Derrien
- Unité Mixte de Recherche 7141,
CNRS/Université Pierre et Marie Curie, Institut de Biologie
Physico-Chimique, F-75005 Paris, France
| | - Arnaud Gautier
- École Normale Supérieure,
Département de Chimie, Unité Mixte de Recherche, CNRS–Ecole
Normale Supérieure–Université Pierre et Marie Curie 8640,
75231 Paris Cedex 05, France
| | - Laura Houille-Vernes
- Unité Mixte de Recherche 7141,
CNRS/Université Pierre et Marie Curie, Institut de Biologie
Physico-Chimique, F-75005 Paris, France
| | - Alix Boulouis
- Unité Mixte de Recherche 7141,
CNRS/Université Pierre et Marie Curie, Institut de Biologie
Physico-Chimique, F-75005 Paris, France
| | - Denis Saint-Marcoux
- Unité Mixte de Recherche 7141,
CNRS/Université Pierre et Marie Curie, Institut de Biologie
Physico-Chimique, F-75005 Paris, France
| | - Alizée Malnoë
- Unité Mixte de Recherche 7141,
CNRS/Université Pierre et Marie Curie, Institut de Biologie
Physico-Chimique, F-75005 Paris, France
| | - Fabrice Rappaport
- Unité Mixte de Recherche 7141,
CNRS/Université Pierre et Marie Curie, Institut de Biologie
Physico-Chimique, F-75005 Paris, France
| | - Catherine de Vitry
- Unité Mixte de Recherche 7141,
CNRS/Université Pierre et Marie Curie, Institut de Biologie
Physico-Chimique, F-75005 Paris, France
| | - Olivier Vallon
- Unité Mixte de Recherche 7141,
CNRS/Université Pierre et Marie Curie, Institut de Biologie
Physico-Chimique, F-75005 Paris, France
| | - Yves Choquet
- Unité Mixte de Recherche 7141,
CNRS/Université Pierre et Marie Curie, Institut de Biologie
Physico-Chimique, F-75005 Paris, France
| | - Francis-André Wollman
- Unité Mixte de Recherche 7141,
CNRS/Université Pierre et Marie Curie, Institut de Biologie
Physico-Chimique, F-75005 Paris, France
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16
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Toepel J, Illmer-Kephalides M, Jaenicke S, Straube J, May P, Goesmann A, Kruse O. New insights into Chlamydomonas reinhardtii hydrogen production processes by combined microarray/RNA-seq transcriptomics. PLANT BIOTECHNOLOGY JOURNAL 2013; 11:717-33. [PMID: 23551401 DOI: 10.1111/pbi.12062] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/11/2012] [Revised: 01/07/2013] [Accepted: 02/09/2013] [Indexed: 05/06/2023]
Abstract
Hydrogen production with Chlamydomonas reinhardtii induced by sulphur starvation is a multiphase process while the cell internal metabolism is completely remodelled. The first cellular response is characterized by induction of genes with regulatory functions, followed by a total remodelling of the metabolism to provide reduction equivalents for cellular processes. We were able to characterize all major processes that provide energy and reduction equivalents during hydrogen production. Furthermore, C. reinhardtii showed a strong transcript increase for gene models responsible for stress response and detoxification of oxygen radicals. Finally, we were able to determine potential bottlenecks and target genes for manipulation to increase hydrogen production or to prolong the hydrogen production phase. The investigation of transcriptomic changes during the time course of hydrogen production in C. reinhardtii with microarrays and RNA-seq revealed new insights into the regulation and remodelling of the cell internal metabolism. Both methods showed a good correlation. The microarray platform can be used as a reliable standard tool for routine gene expression analysis. RNA-seq additionally allowed a detailed time-dependent study of gene expression and determination of new genes involved in the hydrogen production process.
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Affiliation(s)
- Jörg Toepel
- Algae Biotechnology & Bioenergy Group, Department of Biology/Center for Biotechnology, Bielefeld University, Bielefeld, Germany
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17
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Malasarn D, Kropat J, Hsieh SI, Finazzi G, Casero D, Loo JA, Pellegrini M, Wollman FA, Merchant SS. Zinc deficiency impacts CO2 assimilation and disrupts copper homeostasis in Chlamydomonas reinhardtii. J Biol Chem 2013; 288:10672-83. [PMID: 23439652 DOI: 10.1074/jbc.m113.455105] [Citation(s) in RCA: 52] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023] Open
Abstract
Zinc is an essential nutrient because of its role in catalysis and in protein stabilization, but excess zinc is deleterious. We distinguished four nutritional zinc states in the alga Chlamydomonas reinhardtii: toxic, replete, deficient, and limited. Growth is inhibited in zinc-limited and zinc-toxic cells relative to zinc-replete cells, whereas zinc deficiency is visually asymptomatic but distinguished by the accumulation of transcripts encoding ZIP family transporters. To identify targets of zinc deficiency and mechanisms of zinc acclimation, we used RNA-seq to probe zinc nutrition-responsive changes in gene expression. We identified genes encoding zinc-handling components, including ZIP family transporters and candidate chaperones. Additionally, we noted an impact on two other regulatory pathways, the carbon-concentrating mechanism (CCM) and the nutritional copper regulon. Targets of transcription factor Ccm1 and various CAH genes are up-regulated in zinc deficiency, probably due to reduced carbonic anhydrase activity, validated by quantitative proteomics and immunoblot analysis of Cah1, Cah3, and Cah4. Chlamydomonas is therefore not able to grow photoautotrophically in zinc-limiting conditions, but supplementation with 1% CO2 restores growth to wild-type rates, suggesting that the inability to maintain CCM is a major consequence of zinc limitation. The Crr1 regulon responds to copper limitation and is turned on in zinc deficiency, and Crr1 is required for growth in zinc-limiting conditions. Zinc-deficient cells are functionally copper-deficient, although they hyperaccumulate copper up to 50-fold over normal levels. We suggest that zinc-deficient cells sequester copper in a biounavailable form, perhaps to prevent mismetallation of critical zinc sites.
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Affiliation(s)
- Davin Malasarn
- Department of Chemistry and Biochemistry, UCLA, Los Angeles, California 90095, USA
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18
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Cakmak T, Angun P, Ozkan AD, Cakmak Z, Olmez TT, Tekinay T. Nitrogen and sulfur deprivation differentiate lipid accumulation targets of Chlamydomonas reinhardtii. Bioengineered 2012; 3:343-6. [PMID: 22892589 DOI: 10.4161/bioe.21427] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
Nitrogen (N) and sulfur (S) have inter-related and distinct impacts on microalgal metabolism; with N starvation having previously been reported to induce elevated levels of the biodiesel feedstock material triacylglycerol (TAG), while S deprivation is extensively studied for its effects on biohydrogen production in microalgae. ( 1) (,) ( 2) We have previously demonstrated that N- and S-starved cells of Chlamydomonas reinhardtii display different metabolic trends, suggesting that different response mechanisms exist to compensate for the absence of those two elements. ( 3) We used C. reinhardtii CC-124 mt(-) and CC-125 mt(+) strains to test possible metabolic changes related to TAG accumulation in response to N and S deprivation, considering that gamete differentiation in this organism is mainly regulated by N. ( 4) Our findings contribute to the understanding of microalgal response to element deprivation and potential use of element deprivation for biodiesel feedstock production using microalgae, but much remains to be elucidated on the precise contribution of both N and S starvation on microalgal metabolism.
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Affiliation(s)
- Turgay Cakmak
- Laboratory of Sustainable Technologies; UNAM Institute of Materials Science and Nanotechnology, Bilkent University, Ankara, Turkey
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19
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Abstract
Volvocine algae are a group of chlorophytes that together comprise a unique model for evolutionary and developmental biology. The species Chlamydomonas reinhardtii and Volvox carteri represent extremes in morphological diversity within the Volvocine clade. Chlamydomonas is unicellular and reflects the ancestral state of the group, while Volvox is multicellular and has evolved numerous innovations including germ-soma differentiation, sexual dimorphism, and complex morphogenetic patterning. The Chlamydomonas genome sequence has shed light on several areas of eukaryotic cell biology, metabolism and evolution, while the Volvox genome sequence has enabled a comparison with Chlamydomonas that reveals some of the underlying changes that enabled its transition to multicellularity, but also underscores the subtlety of this transition. Many of the tools and resources are in place to further develop Volvocine algae as a model for evolutionary genomics.
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Affiliation(s)
- James G Umen
- Donald Danforth Plant Science Center, 975 North Warson Rd., St. Louis, MO 63132 USA
| | - Bradley J S C Olson
- Molecular Cellular and Developmental Biology, Ecological Genomics Institute, Division of Biology, Kansas State University, Manhattan, KS 66506 USA
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