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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2017.00858</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The Mechanism of Starch Over-Accumulation in <italic>Chlamydomonas reinhardtii</italic> High-Starch Mutants Identified by Comparative Transcriptome Analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Koo</surname> <given-names>Kwang M.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Jung</surname> <given-names>Sera</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Lee</surname> <given-names>Beom S.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Kim</surname> <given-names>Jin-Baek</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Jo</surname> <given-names>Yeong D.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Choi</surname> <given-names>Hong-Il</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Kang</surname> <given-names>Si-Yong</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Chung</surname> <given-names>Gook-H.</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Jeong</surname> <given-names>Won-Joong</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/196425/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Ahn</surname> <given-names>Joon-Woo</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/381759/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Advanced Radiation Technology Institute, Korea Atomic Energy Research Institute</institution> <country>Jeongeup, South Korea</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Biological Sciences, Chonbuk National University</institution> <country>Jeonju, South Korea</country></aff>
<aff id="aff3"><sup>3</sup><institution>Molecular Biofarming Research Center, Korea Research Institute of Bioscience and Biotechnology</institution> <country>Daejeon, South Korea</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: <italic>Weiwen Zhang, Tianjin University, China</italic></p></fn>
<fn fn-type="edited-by"><p>Reviewed by: <italic>Song Xue, Dalian Institute of Chemical Physics (CAS), China; Jon Pittman, University of Manchester, United Kingdom</italic></p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x002A;Correspondence: <italic>Joon-Woo Ahn, <email>joon@kaeri.re.kr</email> Won-Joong Jeong, <email>wonjoong@kribb.re.kr</email></italic></p></fn>
<fn fn-type="other" id="fn002"><p>This article was submitted to Microbial Physiology and Metabolism, a section of the journal Frontiers in Microbiology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>05</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="collection">
<year>2017</year>
</pub-date>
<volume>8</volume>
<elocation-id>858</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>10</month>
<year>2016</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>04</month>
<year>2017</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2017 Koo, Jung, Lee, Kim, Jo, Choi, Kang, Chung, Jeong and Ahn.</copyright-statement>
<copyright-year>2017</copyright-year>
<copyright-holder>Koo, Jung, Lee, Kim, Jo, Choi, Kang, Chung, Jeong and Ahn</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>The focus of this study was the mechanism of starch accumulation in <italic>Chlamydomonas reinhardtii</italic> high-starch mutants. Three <italic>C</italic>. <italic>reinhardtii</italic> mutants showing high-starch content were generated using gamma irradiation. When grown under nitrogen-deficient conditions, these mutants had more than twice as much starch than a wild-type control. The mechanism of starch over-accumulation in these mutants was studied with comparative transcriptome analysis. In all mutants, induction of <italic>phosphoglucomutase 1</italic> (<italic>PGM1</italic>) expression was detected; PGM1 catalyzes the inter-conversion of glucose 1-phosphate and glucose 6-phosphate in both starch biosynthetic and glycolytic pathway. Interestingly, transcript levels of <italic>phosphoglucose isomerase 1</italic> (<italic>PGI1</italic>), <italic>fructose 1,6-bisphosphate aldolase 1</italic> and <italic>2</italic> (<italic>FBA1</italic> and <italic>FBA2</italic>) were down-regulated in all mutants; PGI1, FBA1, and FBA2 act on downstream of glucose 6-phosphate conversion in glycolytic pathway. Therefore, down-regulations of <italic>PGI1, FBA1</italic>, and <italic>FBA2</italic> may lead to accumulation of upstream metabolites, notably glucose 6-phosphate, resulting in induction of <italic>PGM1</italic> expression through feed-forward regulation and that <italic>PGM1</italic> overexpression caused starch over-accumulation in mutants. These results suggest that PGI1, FBA1, FBA2, and PGM1 correlate with each other in terms of coordinated transcriptional regulation and play central roles for starch over-accumulation in <italic>C</italic>. <italic>reinhardtii</italic>.</p>
</abstract>
<kwd-group>
<kwd>starch biosynthesis</kwd>
<kwd>glycolysis</kwd>
<kwd>comparative transcriptome analysis</kwd>
<kwd>microalgae</kwd>
<kwd><italic>Chlamydomonas reinhardtii</italic></kwd>
</kwd-group>
<counts>
<fig-count count="8"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="40"/>
<page-count count="12"/>
<word-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec><title>Introduction</title>
<p>The energy demands of the world are large and increasing and, for many reasons, cannot be met by traditional energy sources alone. Bioenergy is a promising alternative source of energy, particularly appealing as it is renewable. Biofuels are mostly obtained from food crops (<xref ref-type="bibr" rid="B7">Chisti, 2007</xref>; <xref ref-type="bibr" rid="B32">Sharma et al., 2012</xref>). However, because their production requires cultivable land, producers of bioenergy crops are in competition with food growers for agricultural lands. Microalgae have potential as a source for bioethanol and biodiesel (<xref ref-type="bibr" rid="B7">Chisti, 2007</xref>; <xref ref-type="bibr" rid="B8">de Faria Silva and Bertucco, 2016</xref>), and their growth does not require agricultural land (<xref ref-type="bibr" rid="B20">Li et al., 2008</xref>). These organisms produce a larger amount of biomass than do crop plants and green algae also produce starch, which can be used as the production of bioethanol (<xref ref-type="bibr" rid="B11">Doana et al., 2012</xref>).</p>
<p>Starch is a polysaccharide, a storage form of carbohydrate that is present in plastids, produced in the chloroplasts of higher plants and some algae during photosynthesis. Starch is composed of amylopectin and amylose. Amylopectin, a branched chain of glucose units, is the major component of starch. The other molecule that comprises starch is amylose, which can be helical or linear (<xref ref-type="bibr" rid="B5">Buleon et al., 1998</xref>). Starch biosynthesis has been widely studied in many plants, including the unicellular green alga <italic>Chlamydomonas reinhardtii</italic> (<xref ref-type="bibr" rid="B5">Buleon et al., 1998</xref>; <xref ref-type="bibr" rid="B37">Streb and Zeeman, 2012</xref>; <xref ref-type="bibr" rid="B6">Busi et al., 2015</xref>). To explore molecular mechanisms of starch and lipid biosynthesis in response to nitrogen deprivation in <italic>C</italic>. <italic>reinhardtii</italic>, transcriptomic and proteomic analysis were performed using starchless mutant <italic>sta6</italic>; this mutant displayed up-regulation of both glyoxylate and gluconeogenesis pathway under nitrogen starvation, which resulted in over-accumulation of TAG (<xref ref-type="bibr" rid="B4">Blaby et al., 2013</xref>; <xref ref-type="bibr" rid="B15">Goodenough et al., 2014</xref>; <xref ref-type="bibr" rid="B29">Schmollinger et al., 2014</xref>). In addition, systems biology analysis for <italic>C</italic>. <italic>reinhardtii</italic> in response to nitrogen starvation was reported by <xref ref-type="bibr" rid="B23">Park et al. (2015)</xref>, which provided fundamental insight for starch and TAG biosynthesis. <xref ref-type="bibr" rid="B31">Schulz-Raffelt et al. (2016)</xref> reported <italic>starch degradation 1</italic> (<italic>std1</italic>) mutant showed hyper-accumulation of both starch and TAG under photoautotrophic condition under nutrient deprivation. <italic>C</italic>. <italic>reinhardtii</italic> produces starch by photosynthetic carbon fixation under phototrophic condition and also uses carbon-reduced compounds such as acetate under heterotrophic and mixotrophic condition (<xref ref-type="bibr" rid="B18">Johnson and Alric, 2013</xref>). There are two pathways for acetate assimilation to synthesis acetyl coenzyme A (Acetyl-CoA) in <italic>C</italic>. <italic>reinhardtii</italic>; acetyl-CoA synthetase (ACS) only involves in the one step conversion, or both acetate kinase (ACK) and phosphate acetyltransferase (PAT) participate in the two step conversion (<xref ref-type="bibr" rid="B16">Harris, 2009</xref>; <xref ref-type="bibr" rid="B35">Spalding, 2009</xref>; <xref ref-type="bibr" rid="B18">Johnson and Alric, 2013</xref>).</p>
<p>The glycolysis pathway, common to all cells, converts glucose to pyruvate. Several enzymes in the upper steps of the glycolysis pathway also participate in starch biosynthesis (<xref ref-type="bibr" rid="B9">Denis and Greyson, 1987</xref>). The glycolytic pathway is made up of three stages (<xref ref-type="bibr" rid="B3">Berg et al., 2002</xref>). In stage 1, glucose is converted to fructose 1,6-bisphosphate through three steps: phosphorylation, isomerization, and another phosphorylation. In stage 2, fructose 1,6-bisphosphate is cleaved into two three-carbon molecules. Finally, in stage 3, the three-carbon compounds are oxidized to pyruvate, generating ATP. In non-plants, glycolysis occurs in the cytoplasm; in plants, it takes place in both the cytoplasm and plastids. In higher plants, sucrose and starch are required as substrates for cytosolic and plastidic glycolysis, respectively (<xref ref-type="bibr" rid="B26">Plaxton, 1996</xref>). Some of the enzymes for cytosolic glycolysis do not appear to be present in many green algae species, which implies that sucrose is relatively less important compound for carbon flux in green algae (<xref ref-type="bibr" rid="B34">Singh et al., 2008</xref>).</p>
<p>In the present study, the molecular mechanism of starch over-accumulation was investigated using <italic>C</italic>. <italic>reinhardtii</italic> mutants displaying high-starch content through comparative transcriptome analysis. Key genes that regulate starch biosynthesis and glycolysis/gluconeogenesis for starch over-accumulation were identified. This comparative transcriptome study also offers fundamental information about starch biosynthesis and glycolysis/gluconeogenesis in green algae.</p>
</sec>
<sec id="s1" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec><title>Mutant Generation and Culture Conditions</title>
<p>High-starch <italic>C</italic>. <italic>reinhardtii</italic> mutants (Sm142, Sm162, and Sm181) were used in this study, which were generated from <italic>C</italic>. <italic>reinhardtii</italic> strain cc124 (wild-type) by gamma irradiation. For generation of high-starch mutants, <italic>C</italic>. <italic>reinhardtii</italic> wild-type (strain cc124) cells grown in liquid Tris-acetate-phosphate (TAP) medium (<xref ref-type="bibr" rid="B16">Harris, 2009</xref>) were treated with 100 Gy gamma radiation for 1 h. The irradiated cells were spread onto solid TAP media and incubated for 10 days at 25&#x00B0;C under dim light. Over 500 colonies grown in TAP media were transferred onto solid nitrogen-deficient TAP (TAP-N; NH<sub>4</sub>Cl was replaced with KCl) media and incubated for 5 days to induce starch accumulation. To select high-starch mutant candidates, iodine vapor staining for colonies was performed. For selected mutant candidates, starch contents were analyzed using starch assay kit as mentioned below. For liquid culture used in this study, approximately 1 &#x00D7; 10<sup>5</sup> cells were inoculated to 50 ml TAP medium. Culture was shaken continuously at 150 rpm at 25&#x00B0;C under constant white light (40 &#x03BC;mol m<sup>-2</sup> s<sup>-1</sup>). For treatment of nitrogen starvation, 5-day-old sample grown in TAP medium was transferred to TAP-N medium and then cultured for 7 days under same condition as mentioned above. <xref ref-type="bibr" rid="B33">Siaut et al. (2011)</xref> reported that starch accumulation was rapidly increased for 2&#x223C;3 days and then gradually induced until day 7 after treatment of nitrogen deprivation. So, in this study, two time points (at days 2 and 7) were used to identify effect of nitrogen starvation on starch accumulation in <italic>C</italic>. <italic>reinhardtii</italic> mutants.</p>
</sec>
<sec><title>Analysis of Transmission Electron Microscopy</title>
<p>Three-day-old cells grown in nitrogen-deficient TAP media were washed with 250 mM phosphate buffer (pH 7.0). Fixation was carried out using 1% (v/v) osmium tetroxide and 2.5% (v/v) glutaraldehyde. Graded ethanol series (50&#x2013;100%) were utilized for dehydration. After dehydration, samples were embedded in Spurr&#x2019;s resin and thin sections prepared using an ultramicrotome (Ultracut UCT, LEICA, Germany). Specimens were observed using a transmission electron microscope (TEM; Tecnai, FEI, Netherlands).</p>
</sec>
<sec><title>Measurements of Growth Rate and Starch Content</title>
<p>Samples grown in nitrogen-deficient TAP media for 3 days were used. Starch content was evaluated using Starch assay kit (Sigma, St. Louis, MO, USA) according to manufacturer&#x2019;s instruction. For measurement of growth rate, approximately 1 &#x00D7; 10<sup>5</sup> cells were inoculated in 50 ml of TAP medium and incubated under the same condition as mentioned above. Optical density (OD) at 750 nm was measured every 24 h using a spectrophotometer (Shimazu, Kyoto, Japan).</p>
</sec>
<sec><title>RNA Isolation</title>
<p>For RNA extraction, samples were taken at days 3 and 7 after transfer samples to nitrogen-deficient TAP media. Approximately 1 &#x00D7; 10<sup>7</sup> cells were used for RNA extraction for each sample. RNA was extracted using TRIzol reagent (Invitrogen, Carlsbad, CA, USA) according to the manufacturer&#x2019;s instructions. To remove genomic DNA contamination, one unit of RNase-free DNase (Takara, Kyoto, Japan) was treated to the total RNA for 30 min. RNA samples were purified according to the manufacturer&#x2019;s instructions.</p>
</sec>
<sec><title>RNA Sequencing and Data Analysis</title>
<p>Three biological replicates of each sample grown in nitrogen-deficient condition were prepared. Procedure of RNA isolation was followed as mentioned above. RNA-Seq paired end libraries were prepared using the Illumina TruSeq RNA Sample Preparation Kit v2 (Illumina, San Diego, CA, USA) according to the manufacturer&#x2019;s instruction. The constructed library was quantified using the KAPA library quantification kit (Kapa Biosystems, Wilmington, MA, USA) following the manufacturer&#x2019;s protocol. cDNA libraries were sequenced with Illumina <italic>HiSeq2000</italic> (San Diego, CA, USA). To generate unigene sequences, total RNA (10 &#x03BC;g) from each sample was prepared for creating a normalized cDNA and then amplified according to the Illumina RNA-seq protocol. Sequencing was carried out using Illumina HiSeq2000. Sequence data (quality of bp is upper than Q he) were selected using SolexaQA. All sequence reads from different samples were utilized to optimize the <italic>de novo</italic> assembly using the software Velvet (<xref ref-type="bibr" rid="B40">Zerbino and Birney, 2008</xref>) and Oases (<xref ref-type="bibr" rid="B30">Schulz et al., 2012</xref>). Transcripts of unigenes assembled with the total reads were validated by comparison with <italic>C</italic>. <italic>reinhardtii</italic> transcript sequences in Phytozome v11 (Plant Comparative Genomics portal of the Department of Energy&#x2019;s [USA] Joint Genome Institute<sup><xref ref-type="fn" rid="fn01">1</xref></sup>) using BLASTx (<italic>e</italic>-value &#x2264; 1e<sup>-10</sup>). For short read mapping, reads were mapped to the assembled unigenes using the bowtie software (<xref ref-type="bibr" rid="B19">Langmead et al., 2009</xref>). The number of mapped clean reads for each assembled unigene was counted and then normalization of DESeq package performed (<xref ref-type="bibr" rid="B1">Anders and Huber, 2010</xref>). Identification of differentially expressed genes (DEGs) between a control and mutants was conducted using fold change and <italic>t</italic>-test data. False discovery rate (FDR) was applied to identify the threshold of the <italic>p</italic>-value in multiple tests using DESeq. Correlation and hierarchical clustering analysis were carried out via AMAP library in R. Functional enrichment analysis for Gene Ontology (GO) and KEGG pathway were conducted using Gene Ontology Database and DAVID<sup><xref ref-type="fn" rid="fn02">2</xref></sup>, respectively (<xref ref-type="bibr" rid="B17">Huang et al., 2009</xref>).</p>
</sec>
<sec><title>Quantitative Reverse Transcription-PCR Analyses</title>
<p>Reverse transcription (RT) were performed using 5 &#x03BC;g total RNA with 200 units of superscript<sup>&#x00AE;</sup>III reverse transcriptase (Invitrogen, Carlsbad, CA, USA), according to manufacturer&#x2019;s instruction. For quantitative RT-PCR, cDNA was amplified by SYBER Premix Ex Taq<sup>TM</sup>II (Takara, Kyoto, Japan) using CFX<sup>TM</sup> Real-Time System (Bio-Rad, Hercules, CA, USA). Reactions were carried out with the following program: 40 cycles at 92&#x00B0;C for 20 s, at 55&#x2013;60&#x00B0;C for 20 s and at 72&#x00B0;C for 20 s. To confirm maximum efficiency of PCR, standard curve analysis was conducted using serial dilutions of primer pairs. Primer sequences are as follows: <italic>PGM1</italic>, 5&#x2032;-GAT TAC GAG GAG TGC GCC AG-3&#x2032; and 5&#x2032;-GGG AGC CAT CTG TGA ACA CG-3&#x2032;; <italic>ACS2</italic>, 5&#x2032;-TGC TGC TGG GCT GTG CAT GA-3&#x2032; and 5&#x2032;-ACG CAG ACA CGA GCG GCT CT-3&#x2032;; <italic>ACS3</italic>, 5&#x2032;-TGA TAA ATT GTC ACG TCG TT-3&#x2032; and 5&#x2032;-GCC TAA ACG GGC CTA GTC-3&#x2032;; <italic>FBA1</italic>, 5&#x2032;-ATT TTG GGA GAG AGC GTT GAG-3&#x2032; and 5&#x2032;-ACA ACA CCA GCA CAA AGC AC-3&#x2032;; <italic>FBA2</italic>, 5&#x2032;-CAG AGC AAC TGC AAC GAG AG-3&#x2032; and 5&#x2032;-GCA CTT CAT CCC TGC TCT TC-3&#x2032;; <italic>STA1</italic>, 5&#x2032;-AAC GCC GAC ATC ACC ATC-3&#x2032; and 5&#x2032;- TCT TGA ACA CGT AGA TGC CC-3&#x2032;; <italic>STA3</italic>, 5&#x2032;-TTC ATC GAG CCC AAG AAC G-3&#x2032; and 5&#x2032;-AGT TGA GGT TGT GGA TGG TG-3&#x2032;; <italic>STA6</italic>, 5&#x2032;-CGT CTG TAT CCT CTG ACC AAG-3&#x2032; and 5&#x2032;-TGG GTG AGG CAG TAA ATC TTG-3&#x2032;; <italic>TubA</italic>, 5&#x2032;-CTC GCT TCG CTT TGA CGG TG-3&#x2032; and 5&#x2032;-CGT GGT ACG CCT TCT CGG C-3&#x2032;. Specificity of PCR products was tested by melting curve analysis and gel electrophoresis. <italic>TubA</italic> was served as an internal control. Normalization and quantification were performed using Bio-Rad CFX manager 3.1 program (Bio-Rad, Hercules, CA, USA).</p>
</sec>
<sec><title>Statistical Analyses</title>
<p>Statistical analyses for quantitative RT-PCR and growth measurement were performed with one-way analysis (ANOVA) using R program (version 3.25<sup><xref ref-type="fn" rid="fn03">3</xref></sup>).</p>
</sec>
</sec>
<sec><title>Results</title>
<sec><title>Identification for Starch Over-Accumulation in Mutants</title>
<p><italic>Chlamydomonas reinhardtii</italic> mutants showing high-starch contents were generated from <italic>C</italic>. <italic>reinhardtii</italic> strain cc124 (wild-type) after 100 Gy gamma irradiation (data not shown). Each mutant contained specific mutations compared to cc124 control, which was analyzed using transcriptome in/del analysis (Supplementary Table <xref ref-type="supplementary-material" rid="SM1">1</xref>). Three mutants (Sm142, Sm162, and Sm181) displayed more than twice the amount of starch than cc124 wild-type control under nitrogen deprivation (<bold>Figure <xref ref-type="fig" rid="F1">1A</xref></bold>). All mutants also showed higher starch contents than cc124 wild-type grown in nitrogen-replete condition (TAP media) for 5 days (data not shown). To determine growth rates of these mutants in TAP media, ODs were measured every 24 h for 7 days. Sm162 and Sm181 displayed similar growth rate with cc124 control until day 2, whereas Sm162 showed lower OD value than cc124 control until day 4 (<bold>Figure <xref ref-type="fig" rid="F1">1B</xref></bold>). In the stationary phase, all mutants had greater OD values than a wild-type control. To identify morphological variation on starch accumulation in high-starch mutants, TEM analysis was also conducted (<bold>Figure <xref ref-type="fig" rid="F2">2</xref></bold>). All mutants grown in nitrogen-deficient TAP media for 3 days accumulated large number of starch granules compared to cc124 control.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p><bold>Measurement of starch content and growth rate for mutants. (A)</bold> Determination of starch content in high-starch mutants. Samples grown in nitrogen-deficient Tris-acetate-phosphate (TAP) media for 3 days were used. <bold>(B)</bold> Measurement of growth rate for high-starch mutants. Optical density (OD) values were measured at 750 nm using a spectrophotometer. <bold>(A,B)</bold> Values represent mean &#x00B1; standard deviation (SD); <italic>n</italic> = 3. Wild-type control; cc124, high-starch mutants; Sm124, Sm162, and Sm181. Statistical analyses were conducted by one-way ANOVA.</p></caption>
<graphic xlink:href="fmicb-08-00858-g001.tif"/>
</fig>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p><bold>Accumulation of starch granule in high-starch mutant cells.</bold> Ultrastructure of mutant cells by TEM analysis. Arrows indicate starch granule. Mutants and wild-type cultured in nitrogen-deficient TAP media for 3 days were used. Wild-type control; cc124, high-starch mutants; Sm124, Sm162, and Sm181.</p></caption>
<graphic xlink:href="fmicb-08-00858-g002.tif"/>
</fig>
</sec>
<sec><title>RNA Sequencing and Comparison of Gene Expression between Mutants</title>
<p>To investigate mechanism of starch over-accumulation in mutants, comparative transcriptome analysis was performed. From each sample, over 13 million trimmed reads were generated using RNA sequencing (<bold>Table <xref ref-type="table" rid="T1">1</xref></bold>), which provide at least 10&#x00D7; transcriptome coverage. Trimmed reads from each sample were mapped to the <italic>C</italic>. <italic>reinhardtii</italic> genome database (version 5.5) in Phytozome. All samples had over 95% mapped rates (<bold>Table <xref ref-type="table" rid="T1">1</xref></bold>). Three biological replicates were hired for reducing errors of sample preparation and sequencing. For comparison of gene expression between high-starch mutants and cc124 control, analysis of DEGs was performed (<bold>Figure <xref ref-type="fig" rid="F3">3</xref></bold>). Sm142, Sm 162, and Sm 181 displayed 883, 571, and 518 up-regulated DEGs at day 3 after treatment of nitrogen starvation in comparison with cc124 control, respectively (<bold>Figure <xref ref-type="fig" rid="F3">3A</xref></bold> and Supplementary Table <xref ref-type="supplementary-material" rid="SM2">2</xref>). Twenty three up-regulated DEGs were commonly found in all mutants. Down-regulated DEGs at day 3 were also detected in Sm142 (953), Sm162 (782), and Sm181 (505); all mutants displayed 174 overlapped DEGs (<bold>Figure <xref ref-type="fig" rid="F3">3B</xref></bold> and Supplementary Table <xref ref-type="supplementary-material" rid="SM3">3</xref>). As shown in <bold>Figures <xref ref-type="fig" rid="F4">4</xref>, <xref ref-type="fig" rid="F5">5</xref></bold>, total DEGs contained large number of genes encoding starch biosynthetic and glycolytic enzymes. Treatment of nitrogen starvation for 7 days reduced total number of up- and down-regulated DEGs compared to these from day 3, however, overlapped DEGs in mutants increased (data not shown). Up- and down-regulated DEGs from samples at day 3 were used for GO enrichment analysis using GO Database. Large numbers of DEGs at day 3 were classified as nitrogen compound metabolic process, cellular metabolic process, and transferase activity of GO Terms (<bold>Figure <xref ref-type="fig" rid="F3">3C</xref></bold> and Supplementary Table <xref ref-type="supplementary-material" rid="SM4">4</xref>).</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Total number of trimmed and mapped reads for control and each mutant grown in nitrogen-deficient condition.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Sample</th>
<th valign="top" align="center">Total trimmed reads<sup>&#x2217;</sup></th>
<th valign="top" align="center">Mapped read</th>
<th valign="top" align="center">Mapped rate (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">cc124</td>
<td valign="top" align="center">20,527,427</td>
<td valign="top" align="center">19,813,851</td>
<td valign="top" align="center">96.5</td>
</tr>
<tr>
<td valign="top" align="left">sm142</td>
<td valign="top" align="center">18,584,829</td>
<td valign="top" align="center">17,785,911</td>
<td valign="top" align="center">95.7</td>
</tr>
<tr>
<td valign="top" align="left">sm162</td>
<td valign="top" align="center">19,517,890</td>
<td valign="top" align="center">18,748,577</td>
<td valign="top" align="center">96.1</td>
</tr>
<tr>
<td valign="top" align="left">sm181</td>
<td valign="top" align="center">13,033,402</td>
<td valign="top" align="center">12,554,252</td>
<td valign="top" align="center">96.3</td></tr>
</tbody></table>
<table-wrap-foot>
<attrib><italic><sup>&#x2217;</sup>All trimmed read were summed from the three biological replicates of each sample.</italic></attrib>
</table-wrap-foot>
</table-wrap>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p><bold>Comparative differentially expressed genes (DEGs) analysis between high-starch mutants. (A&#x2013;C)</bold> Venn Diagrams display number of up- and down-regulated DEGs in mutants compared to cc124 control. Samples were grown in nitrogen-deficient TAP media for 3 days. <bold>(A)</bold> Number of up-regulated genes. <bold>(B)</bold> Number of down-regulated genes. <bold>(C)</bold> GO analysis of up- and down-regulated DEGs.</p></caption>
<graphic xlink:href="fmicb-08-00858-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p><bold>Transcript levels of genes involved in starch biosynthesis in high-starch mutants by transcriptome analysis.</bold> Samples incubated in nitrogen-deficient TAP media for 3 and 7 days. Values indicate fold changes (log<sub>2</sub>), which were calculated by comparison with each wild-type control grown in nitrogen-deficient TAP media. Red and green color indicate induction and reduction of gene expression, respectively. <italic>AGPase, ADP-glucose pyrophosphorylase</italic>; <italic>AGL, alpha-glucosidase</italic>; <italic>AMY, alpha-amylase, DPE, 4-alpha-glucanotransferase</italic>; <italic>FAP228, flagellar associated protein</italic>; <italic>GAD, UDP-<sc>D</sc>-glucuronic acid decarboxylase</italic>; <italic>PGM, phosphoglucomutase</italic>; <italic>GTR, glycosyl transferase</italic>; <italic>HXK, hexokinase</italic>; <italic>PGI, phosphoglucose isomerase</italic>; <italic>PHO, starch phosphorylase</italic>; <italic>SBE, starch branching enzyme</italic>; <italic>SNE, NAD-dependent epimerase</italic>/<italic>dehydratase</italic>; <italic>SSS, soluble starch synthase</italic>; <italic>STA1, ADP-glucose pyrophosphorylase large subunit</italic>; <italic>STA11, 4-alpha-glucanotransferase</italic>; <italic>STA3, soluble starch synthase III</italic>; <italic>STA6, ADP-glucose pyrophosphorylase small subunit</italic>; <italic>TPS, trehalose-6-phosphate synthase/phosphatase</italic>; <italic>UGD, UDP-glucose dehydrogenase</italic>; <italic>UGP, UDP-glucose pyrophosphorylase</italic>.</p></caption>
<graphic xlink:href="fmicb-08-00858-g004.tif"/>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p><bold>Confirmation of starch synthase (STAs) expression in mutants. (A&#x2013;C)</bold> All mutants and cc124 control grown in nitrogen-deficient TAP media for 3 days were used. Transcript levels were determined by quantitative RT-PCR. Data are expressed as &#x00B1; SD (<italic>n</italic> = 3). Statistical analyses were carried out by one-way ANOVA. <sup>&#x2217;</sup><italic>p</italic>-value &#x003C; 0.05.</p></caption>
<graphic xlink:href="fmicb-08-00858-g005.tif"/>
</fig>
</sec>
<sec><title>Expression Pattern of Genes Participated in Starch Biosynthesis and Glycolysis/Gluconeogenesis in Mutants</title>
<p>To understand mechanism of starch over-accumulation in mutants, expression patterns of genes on starch biosynthesis were investigated by KEGG pathway mapping using transcriptome data (<bold>Figure <xref ref-type="fig" rid="F4">4</xref></bold> and Supplementary Table <xref ref-type="supplementary-material" rid="SM5">5</xref>). High induction of <italic>phosphoglucomutase 1</italic> (<italic>PGM1</italic>) encoding starch biosynthetic enzyme was found in all mutants at days 3 and 7 after treatment of nitrogen starvation (<bold>Figure <xref ref-type="fig" rid="F4">4</xref></bold>). Whereas, transcript level of <italic>phosphoglucose isomerase 1</italic> (<italic>PGI1</italic>) also decreased in all mutants at days 3 and 7. Surprisingly, key genes encoding starch biosynthetic enzymes, such as <italic>ADP-glucose pyrophosphorylase large subunit</italic> (<italic>STA1</italic>), <italic>soluble starch synthase III</italic> (<italic>STA3</italic>), and <italic>ADP-glucose pyrophosphorylase small subunit</italic> (<italic>STA6</italic>), were significantly down-regulated in all mutants (<bold>Figure <xref ref-type="fig" rid="F4">4</xref></bold>). Quantitative RT-PCR analysis was performed to confirm expression levels of these genes. All mutants displayed down-regulations of <italic>STA1, STA3</italic>, and <italic>STA6</italic> expression at day 3 after treatment of nitrogen starvation (<bold>Figure <xref ref-type="fig" rid="F5">5</xref></bold>). <bold>Figure <xref ref-type="fig" rid="F4">4</xref></bold> also displays reductions of <italic>alpha-</italic> and <italic>beta-amylase</italic> (<italic>AMYA1, AMYA2</italic>, and <italic>AMYB1</italic>) transcript in mutant at days 3 and 7.</p>
<p>Expression levels of 48 genes which participate in glycolytic/gluconeogenic pathway including post-glycolytic process were determined between mutants by heatmap analysis (<bold>Figure <xref ref-type="fig" rid="F6">6</xref></bold> and Supplementary Table <xref ref-type="supplementary-material" rid="SM6">6</xref>). <italic>Fructose 1,6-bisphosphate aldolase 1</italic> and <italic>2</italic> (<italic>FBA1</italic> and <italic>FBA2</italic>) expression were significantly reduced at day 3 in all mutants in comparison with cc124 control (<bold>Figure <xref ref-type="fig" rid="F6">6</xref></bold>). <italic>FBA2</italic> transcript was also down-regulated at day 7, whereas no consistent pattern of <italic>FBA1</italic> expression was observed between mutants. Expression levels of <italic>phosphoenolpyruvate carboxykinase 1</italic> (<italic>PCK1</italic>), <italic>mitochondrial pyruvate dehydrogenase complex 1</italic> (<italic>PDC1</italic>), and <italic>acetyl-CoA synthetases 1</italic> and <italic>2</italic> (<italic>ACS2</italic> and <italic>ACS3</italic>) were down-regulated at days 3 and 7 in all mutants (<bold>Figure <xref ref-type="fig" rid="F6">6</xref></bold>). To confirm expression levels of these genes, quantitative RT-PCR analysis was carried out. <bold>Figure <xref ref-type="fig" rid="F7">7</xref></bold> shows expression patterns of <italic>PGM1, FBA1, FBA2, ACS2</italic>, and <italic>ACS3</italic> at day 3 after treatment of nitrogen starvation in each mutant. <italic>PGM1</italic> expression were highly up-regulated over fourfold in each mutant compared to a wild-type control. Transcript levels of <italic>FBA1, FBA2</italic>, and <italic>ACS2</italic> were significantly reduced. Down-regulations of <italic>ACS3</italic> transcripts were found in Sm162 mutant, but Sm142 and Sm181 showed slight reduction of <italic>ACS3</italic> expression. Expression patterns of these genes confirmed by quantitative RT-PCR analysis were similar with these by the transcriptome analysis.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption><p><bold>Expression levels of genes participated in glycolysis/gluconeogenesis in high-starch mutants by transcriptome analysis.</bold> Mutants and wild-type control were incubated in nitrogen-deficient TAP media for 3 and 7 days. Values indicate fold changes (log<sub>2</sub>), which were calculated by comparison with each wild-type control. Red and green color indicate induction and reduction of gene expression, respectively. <italic>ACS, acetyl-CoA synthetase</italic>; <italic>AEP, aldose-1-epimerase</italic>; <italic>ALDH, aldehyde dehydrogenase</italic>; <italic>DLA, dihydrolipoamide acetyltransferase</italic>; <italic>FBA, fructose-1,6-bisphosphate aldolase</italic>; <italic>FBP, fructose-1,6-bisphosphatase</italic>; <italic>FDH, formaldehyde dehydrogenase</italic>; <italic>GAP, glyceraldehyde 3-phosphate dehydrogenase</italic>; <italic>GAPN, glyceraldehyde 3-phosphate dehydrogenase non-phosphorylating</italic>; <italic>GCSL, dihydrolipoyl dehydrogenase</italic>; <italic>PGM, phosphoglucomutase</italic>; <italic>HXK, hexokinase</italic>; <italic>GPE</italic>; <italic>glucose-6-phosphate 1-epimerase</italic>; <italic>MINPP, multiple inositol-polyphosphate phosphatase</italic>; <italic>PCK, phosphoenolpyruvate carboxykinase</italic>; <italic>PDC, mitochondrial pyruvate dehydrogenase complex</italic>; <italic>PDC, mitochondrial pyruvate dehydrogenase complex E1 component alpha subunit</italic>; <italic>PDH, pyruvate dehydrogenase E1 beta subunit</italic>; <italic>PFK, phosphofructokinase family protein</italic>; <italic>PGH, enolase</italic>; <italic>PGI</italic>; <italic>phosphoglucose isomerase</italic>; <italic>PGK, phosphoglycerate kinase</italic>; <italic>GPM, phosphoglycerate mutase</italic>; <italic>PYK, pyruvate kinase</italic>; <italic>TPIC, triose phosphate isomerase</italic>.</p></caption>
<graphic xlink:href="fmicb-08-00858-g006.tif"/>
</fig>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption><p><bold>Expressional confirmations for key genes involved in starch over-accumulation in mutants. (A&#x2013;E)</bold> All mutants and cc124 control grown in nitrogen-deficient TAP media for 3 days were used. Transcript levels were determined by quantitative RT-PCR. Data are expressed as &#x00B1; SD (<italic>n</italic> = 3). Statistical analyses were conducted by one-way ANOVA. <sup>&#x2217;</sup><italic>p</italic>-value &#x003C; 0.05, <sup>&#x2217;&#x2217;</sup><italic>p</italic>-value &#x003C; 0.1.</p></caption>
<graphic xlink:href="fmicb-08-00858-g007.tif"/>
</fig>
</sec>
</sec>
<sec><title>Discussion</title>
<sec><title>PGM1 Plays a Key Role in Starch Accumulation in <italic>C</italic>. <italic>reinhardtii</italic></title>
<p>To investigate starch over-accumulation mechanism in high-starch mutants, 46 genes involved in starch biosynthetic pathway were selected from the RNA sequencing data by KEGG pathway mapping. Expression levels of these genes between mutants are shown in <bold>Figure <xref ref-type="fig" rid="F4">4</xref></bold>. We observed a large amount of the transcript of <italic>PGM1</italic> in all three mutants compared to a wild-type control under nitrogen-deficient condition (<bold>Figures <xref ref-type="fig" rid="F4">4</xref>, <xref ref-type="fig" rid="F6">6</xref></bold>). PGM1 catalyzes the inter-conversion between glucose 1-phosphate and glucose 6-phosphate in starch biosynthetic pathway (<xref ref-type="bibr" rid="B25">Periappuram et al., 2000</xref>). Plastidial PGM1 appears to be an important enzyme in starch biosynthesis in higher plants as well as in <italic>C. reinhardtii</italic>. Overexpression of <italic>Arabidopsis</italic> plastidial <italic>PGM</italic> enhanced starch accumulation in tobacco (<xref ref-type="bibr" rid="B38">Uematsu et al., 2012</xref>) and the <italic>PGM1</italic> knock-out mutant had lower starch content than a wild-type plant in <italic>Arabidopsis</italic> (<xref ref-type="bibr" rid="B36">Streb et al., 2009</xref>). <xref ref-type="bibr" rid="B23">Park et al. (2015)</xref> also observed that, at the initial stages of nitrogen deprivation, the <italic>PGM1</italic> transcript was up-regulated compared to the control that was not under nitrogen deprivation in <italic>C. reinhardtii</italic>. These studies indicate that PGM1 is important in starch accumulation in both higher plants and green algae. Therefore, we suggest that up-regulation of <italic>PGM1</italic> enhanced conversion of glucose 6-phosphate to glucose 1-phosphate, which resulted in starch over-accumulation in all mutants.</p>
<p>We were surprised that the transcript levels of other known genes essential for starch biosynthesis, such as <italic>STA3</italic> and <italic>STA6</italic>, were reduced at days 3 and 7 after treatment of nitrogen deprivation in all mutants (<bold>Figures <xref ref-type="fig" rid="F4">4</xref>, <xref ref-type="fig" rid="F5">5</xref></bold>). STA6 catalyzes the conversion of ATP and glucose 1-phosphate to ADP-glucose (<xref ref-type="bibr" rid="B12">Espada, 1962</xref>; <xref ref-type="bibr" rid="B39">Zabawinski et al., 2001</xref>), and STA3 mediates amylose synthesis from ADP-glucose (<xref ref-type="bibr" rid="B13">Fontaine et al., 1993</xref>). The activities of soluble starch synthases were in inverse proportion to starch content in higher plant (<xref ref-type="bibr" rid="B24">Park and Nishikawa, 2012</xref>). In <italic>C</italic>. <italic>reinhardtii</italic>, reduced expression of both <italic>soluble starch synthase</italic> and <italic>ADP-glucose pyrophosphorylase</italic> were also detected by increasing the time of nitrogen starvation (<xref ref-type="bibr" rid="B23">Park et al., 2015</xref>). Thus, it may be that expression of <italic>STA3</italic> and <italic>STA6</italic> depend on starch content. If so, down-regulation of <italic>STA3</italic> and <italic>STA6</italic> in mutants resulted from feedback regulation by the accumulated starch content.</p>
</sec>
<sec><title>Suppression of Glycolytic Pathway Enhances Starch Accumulation</title>
<p>Down-regulations of amylase <italic>alpha-</italic> and <italic>beta-amylase</italic> (<italic>AMYA1, AMYA2</italic>, and <italic>AMYB1</italic>) transcripts were observed in mutant at days 3 and 7 (<bold>Figure <xref ref-type="fig" rid="F4">4</xref></bold>). Alpha-amylase is a key enzyme that involves in degradation of storage starch granule during seed germination in higher plants (<xref ref-type="bibr" rid="B21">Lloyd et al., 2005</xref>). Beta-amylase regulates breakdown of transient starch granule in leaves. In leaves of <italic>Arabidopsis</italic> and potato, starch over-accumulation was observed by the absence of beta-amylase, due to slow starch degradation at the dark cycle (<xref ref-type="bibr" rid="B28">Scheidig et al., 2002</xref>; <xref ref-type="bibr" rid="B14">Fulton et al., 2008</xref>). Furthermore, hyper-accumulations of both starch and TAG were found in <italic>C</italic>. <italic>reinhardtii std1</italic> mutant (<xref ref-type="bibr" rid="B31">Schulz-Raffelt et al., 2016</xref>). Therefore, reductions of <italic>alpha-</italic> and <italic>beta-amylase</italic> may affect to starch over-accumulation in mutants. Expression patterns of genes involved in glycolysis/gluconeogenesis were evaluated between mutants by heatmap analysis (<bold>Figure <xref ref-type="fig" rid="F6">6</xref></bold>), because glycolytic pathway is working in conjunction with starch breakdown. Starch biosynthetic and glycolytic reaction are catalyzed by some of the same enzymes (<xref ref-type="bibr" rid="B9">Denis and Greyson, 1987</xref>). PGI1 are enzymes that participate in both glycolytic/gluconeogenic and starch biosynthetic pathway. PGI catalyzes the inter-conversion of glucose-6 phosphate and fructose-6 phosphate, which mediates connection of Calvin cycle to both starch biosynthetic pathway (<xref ref-type="bibr" rid="B10">Dietz, 1985</xref>). <italic>Arabidopsis</italic> mutant <italic>pgi1</italic> showed low starch content in leave (<xref ref-type="bibr" rid="B2">Bahaji et al., 2015</xref>), which implies critical role of <italic>PGI1</italic> in starch biosynthesis. Interestingly, in this study, reduced expression of <italic>PGI1</italic> was determined in high-starch mutants by transcriptome and quantitative RT-PCR analysis (<bold>Figures <xref ref-type="fig" rid="F6">6</xref>, <xref ref-type="fig" rid="F7">7</xref></bold>). Possible explanation of starch over-accumulation in mutants is that the down-regulation of PGI1 may reduce conversion of glucose-6 phosphate to fructose-6 phosphate in mutant cells, which could cause accumulation of glucose 6-phosphate. Accumulation of glucose 6-phosphate may have caused the up-regulation of <italic>PGM1</italic> that we observed (<bold>Figures <xref ref-type="fig" rid="F4">4</xref>, <xref ref-type="fig" rid="F6">6</xref>, <xref ref-type="fig" rid="F7">7</xref></bold>), through feed-forward regulation. This, in turn, could lead to starch over-accumulation in mutants.</p>
<p>Under nitrogen deprivation, <italic>FBA1</italic> and <italic>FBA2</italic> expression were determined at day 3 in all mutants compared to a wild-type control (<bold>Figures <xref ref-type="fig" rid="F6">6</xref>, <xref ref-type="fig" rid="F7">7</xref></bold>). Furthermore, <italic>FBA2</italic> transcript was slightly down-regulated at day 7. FBA catalyzes conversion of fructose 1,6-bisphosphate to glyceraldehyde 3-phosphate and dihydroxyacetone phosphate in glycolysis (<xref ref-type="bibr" rid="B27">Rutter, 1964</xref>). An interesting point to note here is that <xref ref-type="bibr" rid="B25">Periappuram et al. (2000)</xref> reported the inhibition of PGM enzyme activity by fructose 1,6-bisphosphate and RuBP through <italic>in vitro</italic> enzyme assay, which implicates that fructose 1,6-bisphosphate may act as intermediate compound for Calvin cycle and starch biosynthetic pathway, especially control of PGM1 activity. This previous study supports our result that there is the correlation between <italic>PGM1, FBA1</italic>, and <italic>FBA2</italic> expression in glycolytic and starch biosynthetic pathway.</p>
<p>We did not detect any consistent patterns in the expression of <italic>FBA3</italic> and <italic>FBA4</italic> between mutants compared to expression of <italic>FBA1</italic> and <italic>FBA2</italic> (<bold>Figure <xref ref-type="fig" rid="F6">6</xref></bold>). In <italic>Arabidopsis</italic>, the <italic>FBA</italic> gene family is classified into plastidic and cytosolic type and expression patterns of these genes varied with developmental stages and stresses (<xref ref-type="bibr" rid="B22">Lu et al., 2012</xref>). Recently, <xref ref-type="bibr" rid="B23">Park et al. (2015)</xref> analyzed transcriptome to nitrogen deprivation in <italic>C</italic>. <italic>reinhardtii</italic> and noted differential expression of <italic>FBA</italic> genes in response to time of nitrogen deprivation. The differential expression of <italic>FBA</italic> genes implicates functional diversity of FBA family in <italic>C</italic>. <italic>reinhardtii</italic>. Several gene transcripts encoding glycolytic/gluconeogenic enzymes (including post-glycolytic process) were significantly down-regulated, such as <italic>PCK1, ACS2</italic>, and <italic>ACS3</italic> (<bold>Figures <xref ref-type="fig" rid="F6">6</xref>, <xref ref-type="fig" rid="F7">7</xref></bold>). Gluconeogenic enzyme PCK1 catalyzes oxaloacetate to phosphoenolpyruvate and ACS converts acetate to acetyl-CoA in acetate metabolism (<xref ref-type="bibr" rid="B4">Blaby et al., 2013</xref>). Similarly with our observation, <xref ref-type="bibr" rid="B4">Blaby et al. (2013)</xref> also reported inductions of <italic>PCK1</italic> and <italic>ACS3</italic> transcript in <italic>C</italic>. <italic>reinhardtii</italic> starchless mutant <italic>sta6</italic> under nitrogen-deficient condition. Thus, the reason of reductions of <italic>PCK1, ACS2</italic>, and <italic>ACS3</italic> transcript in high-starch mutants may be due to inverse expression against starch content.</p>
</sec>
</sec>
<sec><title>Conclusion</title>
<p>Based on our results, we propose the scheme of starch over-accumulation in <italic>C</italic>. <italic>reinhardtii</italic> mutants in <bold>Figure <xref ref-type="fig" rid="F8">8</xref></bold>. In short, aberrant expression of <italic>PGM1, PGI1, FBA1</italic>, and <italic>FBA2</italic>, encoding starch biosynthetic and glycolytic enzymes, were detected in high-starch mutants. Reductions of <italic>PGI1, FBA1</italic>, and <italic>FBA2</italic> expression caused down-regulation of glycolytic pathway, which may consequently result in accumulation of glucose 6-phosphate. Induction of <italic>PGM1</italic> expression is likely due to feed-forward regulation by high level of glucose 6-phosphate content, which enhances starch over-accumulation. Therefore, we propose that PGM1, PGI1, FBA1, and FBA2 correlate each other and play key roles in starch accumulation in <italic>C</italic>. <italic>reinhardtii</italic>. Furthermore, PCK1, ACS2, and ACS3 seem to affect starch over-accumulation. This study provides fundamental information of glycolysis/gluconeogenesis and starch biosynthesis in green algae.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption><p><bold>Scheme of starch over-accumulation in <italic>Chlamydomonas reinhardtii</italic> high-starch mutants.</bold> Red and blue color indicate induction and reduction of gene expression, respectively.</p></caption>
<graphic xlink:href="fmicb-08-00858-g008.tif"/>
</fig>
</sec>
<sec><title>Author Contributions</title>
<p>J-WA and W-JJ designed experiments and wrote the manuscript. KK, SJ, and BL performed experiments. J-BK, YJ, H-IC, S-YK, and G-HC commented on the manuscript and analyzed data. All authors contributed to writing the manuscript.</p>
</sec>
<sec><title>Conflict of Interest Statement</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
</body>
<back>
<ack>
<p>This work was supported by the research program of KAERI, Republic of Korea and the Advanced Biomass R&#x0026;D Center (ABC) of Global Frontier Project funded by the Ministry of Science, ICT and Future Planning (ABC-2011-0031343).</p>
</ack>
<sec sec-type="supplementary material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="http://journal.frontiersin.org/article/10.3389/fmicb.2017.00858/full#supplementary-material">http://journal.frontiersin.org/article/10.3389/fmicb.2017.00858/full#supplementary-material</ext-link></p>
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