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Lipid distribution pattern and transcriptomic insights revealed the potential mechanism of docosahexaenoic acid traffics in Schizochytrium sp. A-2 Xiu-Hong Yue, Wen-Chao Chen, Zhi-Ming Wang, Peng-Yang Liu, XiangYu Li, Chu-Bin Lin, Shu-Huan Lu, Feng-Hong Huang, and Xia Wan J. Agric. Food Chem., Just Accepted Manuscript • DOI: 10.1021/acs.jafc.9b03536 • Publication Date (Web): 05 Aug 2019 Downloaded from pubs.acs.org on August 6, 2019
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Lipid distribution pattern and transcriptomic insights revealed the potential
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mechanism of docosahexaenoic acid traffics in Schizochytrium sp. A-2
3 4
Xiu-Hong Yuea, 1, Wen-Chao Chena, b, c, d, 1, Zhi-Ming Wange, Peng-Yang Liua, Xiang-
5
Yu Lie, Chu-Bin Lina, Shu-Huan Lue, Feng-Hong Huanga, b, c, d, Xia Wan*, a, b, c, d
6 7
aOil
8
430062, P.R. China
9
bKey
Crops Research Institute of the Chinese Academy of Agricultural Sciences, Wuhan
Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of
10
Agriculture, Wuhan 430062, P.R. China
11
cOil
12
Laboratory, Wuhan 430062, P.R. China
13
dHubei
14
eCABIO
Crops and Lipids Process Technology National & Local Joint Engineering
Key Laboratory of Lipid Chemistry and Nutrition, Wuhan 430062, P.R. China Bioitech (Wuhan) Co., Ltd, Wuhan 430223, P.R. China
15 16
Xiu-Hong Yue,
[email protected] 17
Wen-Chao Chen,
[email protected];
18
Zhi-Ming Wang,
[email protected];
19
Peng-Yang Liu,
[email protected];
20
Xiang-Yu Li,
[email protected];
21
Chu-Bin Lin,
[email protected];
22
Shu-Huan Lu,
[email protected];
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Feng-Hong Huang,
[email protected];
24 25
Corresponding author: Xia Wan,
[email protected].
26
1Xiu-Hong
Yue and Wen-Chao Chen are co-first authors.
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Abstract
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Schizochytrium sp. A-2 is a heterotrophic marine fungus used for commercial
29
production of docosahexaenoic acid (DHA). However, the pattern of DHA distribution
30
and how DHA is channeled into phospholipid (PL) and triacylglycerol (TAG) are
31
unknown. In this study, we systematically analyzed the DHA distribution in TAG and
32
PL during the cell growth. The migration of DHA from PL to TAG was presumed
33
during the fermentation cycle. DHA and docosapentaenoic acid (DPAn6) were
34
accumulated in both TAG and phosphatidylcholine (PC), whereas eicosapentaenoic
35
acid (EPA) was mainly deposited in PC. RNA-seq revealed malic enzyme may provide
36
lipogenic NADPH. In addition, long chain acyl-CoA synthase (LACS) and acyl-
37
CoA:lysophosphatidylcholine acyltransferase (LPCAT-1) may participate in DHA
38
accumulation in PL. No phosphatidylcholine:diacylglycerol cholinephosphotransferase
39
(PDCT)
40
phospholipid:diacylglycerol acyltransferase (PDAT) mediated acyl-CoA independent
41
TAG synthesis pathway and phospholipase C (PLC) may contribute to the channeling
42
of DHA from PC to TAG.
was
identified
from
the
genome
sequence.
In
contrast,
43 44
Keywords
45
Docosahexaenoic acid, Schizochytrium, triacylglycerol, phospholipid, migration.
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Introduction
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Docosahexaenoic acid (DHA, 22:6n-3) is one of omega-3 very long chain
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polyunsaturated fatty acids (ω3-VLCPUFAs), and plays an important role in human
49
cognitive, neurological and visual developments.1-2 Sufficient daily intake of DHA is
50
recommended by U.S. National Institutes of Health for both adults and children
51
(https://ods.od.nih.gov/factsheets/Omega3FattyAcids-HealthProfessional/#h4).
52
addition to fish oil-derived DHA, microorganisms, such as Schizochytrium sp. and
53
Crypthecodinium cohnii are currently used for commercial production of DHA
54
(https://www.fda.gov/media/117920/download). Of them, Schizochytrium sp., an
55
unicellular non-photosynthetic eukaryote in kingdom Stramenopila, can produce up to
56
55% oils of the cell dry weight and DHA compromises as much as 50% or above of the
57
total fatty acids.3-4
58
DHA is synthesized via two distinct biosynthetic pathways in microorganisms. The
59
aerobic pathway involving several desaturases and elongases is mainly found in animals
60
and eukaryotic microbes.5 The anaerobic biosynthetic pathway mediated by polyketide
61
synthase (PKS) is active mainly in marine bacteria and eukaryotic microorganisms.5-6
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Although both aerobic and anaerobic pathways exist in DHA-producing
63
Thraustochytrium and Schizochytrium, PKS is identified as the only active pathway for
64
de novo DHA synthesis in these species.7-9
65
Production of DHA in Schizochytrium depends on not only DHA synthesis, but also
66
DHA transportation and accumulation. Although de novo synthesis of DHA has been
67
well documented, information on the route for DHA migration and the molecular
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mechanism for DHA migration are unclear in Schizochytrium. It has been demonstrated
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that DHA is released from PKS pathway in the form of free fatty acid (FFA) in
70
Schizochytrium sp.,10 suggesting enzymes responsible for the following acyl activation
71
and channeling into phospholipid (PL) or triacylglycerol (TAG) are active in
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Schizochytrium. Notably, the in vivo biochemical results show that the released DHA
73
from PKS pathway is first incorporated into PL but not directly into TAG in
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Thraustochytrium sp. 26185, a strain closely related to Schizochytrium.7 TAG
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constitutes the majority of lipids and DHA is highly enriched in TAG during lipid
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accumulation in both Schizochytrium and Thraustochytrium.5, 11 The route for DHA
77
migration in Schizochytrium might be similar to that in Thraustochytrium. However,
78
there is no direct evidence is reported. Thus it is interesting to investigate the
79
distribution and migration of DHA as well as the key enzymes responsible for these
80
processes in Schizochytrium.
81
In this study, we first systematically analyzed the distribution of DHA in different lipids
82
including neutral lipids and PL in Schizochytrium sp. A-2. We then identified the
83
differentially expressed genes involved in DHA synthesis, modification and migration
84
during fermentation cycle based on the transcriptomic analysis. Those genes that were
85
upregulated at the stage of TAG accumulation were further analyzed.
86 87
Materials and method
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Strains, media, and growth conditions
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The strain, Schizochytrium sp. A-2, was obtained from China Center for Type Culture
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Collection (CCTCC No: M2012494). This strain is stored in 20% (v/v) glycerol at
91
−80°C. The initial culture medium contained glucose (40 g/L), yeast extract (6 g/L),
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sea salts (20 g/L). The fermentation culture medium contained glucose (50 g/L), yeast
93
extract (9 g/L), sodium glutamate (30 g/L), which were dissolved in artificial sea water.
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The pH of the medium was adjusted to 6.8 before being autoclaved at 121°C for 20
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min. Cells were cultured in initial culture medium for two generations and then 1.5 mL
96
of culture were transferred to 30 mL fermentation medium in 250 mL flasks at 28°C
97
with shaking at 220 rpm. No extra glucose was added into the medium during the
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fermentation. For time course experiment, cells were collected by centrifugation at
99
5000 g for 10 min at different time points. The collected cells were used for RNA
100
extraction or immediately stored at −80°C for lipid extraction.
101 102
Glucose Content Measurements
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Fresh cells were collected by centrifugation at 5000 g for 10 min at different time points.
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The supernatant from an amount of 1 mL of culture was used to determine glucose
105
content by the 3, 5-dinitrosalicylic acid (DNS) method.12
106 107
Analysis of fatty acid profile from TAGs and TFAs
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Collected cells were freeze-dried and weighted. Total lipids were extracted from two
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milligram of the freeze-dried cells according to our previous method.13 Before
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extraction, FFA-C21:0 or TAG-63:0 (TAG-tri-21:0) was added as an internal standard
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for the quantification of total fatty acids (TFA) or TAG. Fatty acid methyl esters
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(FAMEs) of TFA (equivalent to 2 mg dry weight cells) were generated by incubating
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extracted lipids in 0.75 mL of 5% sulfuric acid in methanol at 90°C for 90 min. The
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resulting FAMEs were analyzed using a 7890A gas chromatography (GC, Agilent
115
technologies, USA) equipped with a flame ionization detector (FID) and an HP-FFAP
116
column (30 m ×250 μm i.d. × 0.25 μm thickness).
117
To analyze the fatty acid profiles in TAG or PL, the extracted lipids were first separated
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by thin-layer chromatography (TLC) using a solvent system (hexane: diethyl ester:
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acetic
120
(chloroform:methanol:acetic acid:water = 90:15:10:3, v/v) for PL. TAG-18:1/18:1/18:1,
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FFA-18:1 and diacylglycerol (DAG)-18:1/18:1 standards (NuChek, USA) were used to
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confirm the authentic TAG, FFA and DAG bands from samples, respectively. To
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visualize the lipid bands, the silica plate was sprayed with 0.01% primuline dissolved
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in 80% acetone. The bands corresponding to TAG were recovered from TLC plates,
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methylated to FAMEs and analyzed by GC as described above.
acid
=
70:30:1,
v/v)
for
neutral
lipids,
or
a
solvent
system
126 127
Analysis of lipid profile
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Structure of TAG and PL was further analyzed by liquid chromatography-mass
129
spectrometer (LC-MS) system including 2777C UPLC system (Waters, UK) and Xevo
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G2-XS QTOF (Waters, UK). An ACQUITY UPLC CSH C18 column (10 cm x 2.1
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mm, 1.7 μm, Waters, UK) was used for the chromatographic separation. The injection
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volume was 10 μL and the flow rate was 0.4 mL/min. The mobile phase consisted of
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solvent A (ACN/H2O, 60/40, v/v+0.1% formate acid and 10 mM ammonium formate)
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and solvent B (IPA/ ACN, 90/10, v/v+0.1% formate acid and 10 mM ammonium
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formate). Gradient elution conditions were set as follows: 40-43% phase B from 0 to 2
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min; 50-54% phase B from 2.1 to 7 min; 70-99% phase B from 7.1 to 13 min; 40%
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phase B from 13.1 to 15 min. The Q-TOF was used to detect metabolites eluted from
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the column in both positive and negative ion modes. The MS data were acquired in
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Centroid MSE mode and the scanned range was from 50 to 2000 Da. The survey scan
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time was 0.2 s. All precursors were fragmented at energies ranging from 19 eV to 45
141
eV for MS/MS, and the scan time was 0.2 s. The LE signal was collected every 3 s to
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calibrate the mass accuracy during the data collection. In addition, a QC sample (Pool
143
of all samples) was run after every 10 samples for evaluating the stability of the LC-
144
MS during the whole acquisition.
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Lipid identification was based on LipidMaps. In this study, we selected the positive
146
(ESI+) scanning data and whose secondary identification scores were not equal to zero
147
for analysis, TAG and phosphatidylcholine (PC) species were identified and relatively
148
quantified. The differentially abundant lipid molecular species were determined by fold
149
change ≥1.2 or ≤0.8 and q-value < 0.05.
150 151
Transcriptomic analysis
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Schizochytrium sp. A-2 was cultured at 28°C with shaking at 220 rpm. Cells were
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collected after 8 h, 24 h, or 48 h and immediately used for RNA extraction. Total RNA
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extraction was performed with RiboPure™ RNA Purification Kit (Ambion, USA) and
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quantified using an Agilent 2100 bioanalyzer. The mRNA was enriched using Ribo-
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Zero Gold rRNA Removal Kit (Illumina, USA). Then, the mRNAs were fragmented
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and enriched, followed by the synthesis of cDNA. Afterwards, the cDNA fragments
158
were purified and ligated with sequencing adapters for the PCR amplification as
159
templates. The constructed library was analyzed quantitatively and qualitatively using
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Agilent 2100 Bioanaylzer and ABI StepOnePlus Real-Time PCR System and was
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sequenced on HiSeq 2000 platform (Illumina, USA).
162
The clean reads were obtained by removing adaptors from raw data, then they were
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matched to the reference gene sequences using Bowtie2.14 The expression levels of the
164
genes and transcripts were calculated using RSEM.15 Fragment Per Kilobase per
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Million mapped reads (FPKM) was used to quantify gene expression level. The
166
differentially expressed genes (DEGs) between different samples were identified by
167
DEGseq method.16 The false discovery rate (FDR) was corrected using Benjamini’s
168
and Hochberg’s two strategies. The genes with absolute value of the fold change ≥ 2
169
and a FDR of ≤ 0.001 were defined as the significantly differentially expressed genes.
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The unigenes of each sample were subjected to homology searches against seven
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functional database annotations as follows: Non-redundant protein sequence database
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(NR), Nucleic acid sequence database (NT), Swiss-Prot; Kyoto Encyclopedia of Genes
173
and Genomes (KEGG), Eukaryotic Orthologous Groups (KOG), Protein Families
174
(Pfam) and Gene Ontology (GO). The protein names were identified by BLASTP with
175
accession number of the top hit.
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Verification of representative genes transcription by Quantitative Real-Time
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Reverse Transcriptional PCR (qRT-PCR)
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The same samples used for RNA-seq were analyzed by qRT-PCR. cDNA was
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synthesized by using the RevertAid First Strand cDNA Synthesis Kit (Thermo Fisher,
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USA) and used for Real-Time PCR analysis. Seven genes (PfsA 、 PfsB 、 PfsC 、
182
FAS2 、 LACS 、 FACS1 、 TE) were chosen based on the result of RNA-seq. The
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relative expression values were calculated according to the 2−△△Ct method and the
184
constitutively expressed gene β -actin was used as internal standard for data
185
normalization. Primers were listed in Table S1.
186 187
Results and discussion
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Analysis of DHA content in TFAs in Schizochytrium sp. A-2 during the cell growth
189
We first carried out a time course experiment to determine the growth curve and to
190
detect the DHA distribution in TFA. As the culturing time increased from 0 to 72 h, the
191
proportion of VLCPUFAs including arachidonic acid (ARA), eicosapentaenoic acid
192
(EPA, 20:5n3), omega-6 docosapentaenoic acid (DPAn6, 22:5n6) and DHA, increased
193
from 67.2% to 83.7%. In contrast, the percentage of saturated fatty acids (SFAs), such
194
as C14:0, C15:0, C16:0, generated from the fatty acid synthase (FAS) pathway,
195
decreased as the cells grew (Table 1). DHA was the major fatty acid of VLCPUFA,
196
while C16:0 constituted the most abundant component of SFAs. The ratio of DHA to
197
DPAn6 was reduced as the percentage of DPAn6 was increased from 13.8% to 22.8%
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(Table 1). Monounsaturated fatty acids (MUFAs) including C16:1 and C18:1 were
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detected in trace amounts. After cells were cultured for 48 h, glucose was exhausted,
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while the total biomass and the lipid titer reached their maximal levels of 32.7 g/L and
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6.5 g/L (Figure 1A and 1B). The highest DHA titer of 3.5 g/L was also achieved at this
202
time point (Figure 1B). Although the percentage of DHA in TFAs continued to increase
203
to as high as 53.8% after 48 h, the titers of TFAs and DHA all dropped mainly due to
204
the decreased total biomass (Table 1 and Figure 1B). Besides, the decreased total
205
biomass at 60 and 72 h (Figure 1A) might partly due to a decrease of the lipid content
206
(Figure 1B).
207 208
The distribution of DHA in TAG during the cell growth
209
In Schizochytrium sp. 20888, DHA is synthesized and released as FFA via the anaerobic
210
PKS pathway,10 then incorporated into TAG as storage lipid or into PL as membrane
211
lipid. However, when and how the DHA is channeled into TAG or PL is still unknown
212
in Schizochytrium. Therefore, we first investigated the distribution of DHA in TAG
213
during the cell growth. TLC results showed that TAG was the major component of
214
neutral lipids regardless of culturing time (Figure 2A). The band corresponding to DAG
215
was also clearly shown in TLC plate, whereas only trace amount of FFA was observed
216
(Figure 2A). This suggested FFAs as the intermediates were efficiently utilized for the
217
synthesis of lipids in strain A-2 during the fermentation. We also noticed that the DHA
218
level in TAG reached 35.8% as early as 8 h (Figure 2B). At this time point, the cells
219
started to enter the log phase and the biomass was only 0.3 g/L. This indicated that
220
DHA was channeled into TAG directly or indirectly in a very efficient way. In the
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following 36 h, the proportion of DHA in TAG was kept at a stable level around 42%.
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Then an increase of DHA percentage was observed at 42 h when glucose was almost
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exhausted. This might be explained by that other fatty acids were consumed and thus
224
the percentage of DHA increased under carbon deprivation conditions.
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The pattern of DPAn6 increasing was similar to that of DHA (Table 1 and Figure 2B).
226
Our results and previous report
227
DHA. In fact, both DPAn6 and DHA were synthesized via the same PKS pathway.6
228
The same mechanism for synthesis and migration might apply to DPAn6 and DHA.
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The existence of abundant DPAn6 was not preferable to commercial production of
230
DHA. Thus, improvement of the percentage of DHA may be achieved by conversion
231
of DPAn6 into DHA. However, overexpression of an ω-3 desaturase from Saprolegnia
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diclina only slightly increased the conversion of DPAn6 to DHA.18 Screening of more
233
specific or more active C22-specific ω-3 desaturase may be needed in future.19 In
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addition, previous report showed that supplementation of propionic acid in the medium
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increased the ratio of DHA/DPAn6 slightly, but the concentrations of DHA and DPAn6
236
were all decreased.20 In contrast to the synchronous increase of DHA and DPAn6, the
237
percentage of EPA decreased in TAG although it increased in TFAs during the cell
238
growth (Table 1 and Figure 2B). The migration route of EPA will be discussed in the
239
section on PL.
240
We also noticed that the percentage of fatty acids synthesized by the FASI system in
241
TAG were higher than that in TFAs. Especially, MUFAs C16:1 and C18:1 comprised
242
up to 16.7% of fatty acids in TAG at 8 h (Figure 2B), in contrast to trace amount of
17
suggested that DPAn6 might be co-migrated with
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them found in TFAs (Table 1). Among those fatty acids synthesized by FASI, most of
244
them were reduced in TAG as the cells grew. However, C16:0 was an exception, which
245
was first increased from 19.6% to 25.0% in TAG at 30 h but followed by a decrease to
246
23% at 48 h (Figure 2B). PKS and FAS pathway competed for the substrate acetyl-CoA
247
generated from glycolysis, and C16:0 was the major fatty acid synthesized via FAS
248
pathway. The change of C16:0 level might be explained by that acetyl-CoA was more
249
utilized by PKS over FAS pathway when glucose was limited for glycolysis.
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The TAG profile was further investigated by using LC-MS. In total, 74 species of TAGs
251
were identified from Schizochytrium sp. A-2 (Figure 3). Among them, TAG-66:18
252
(TAG-22:6/22:6/22:6),
253
22:6/22:6/22:5n6) and TAG-60:11 (TAG-22:6/22:5n6/16:0) were the most abundant
254
species irrespective to the stages of cell growth (Figure 3A). This was consistent with
255
our previous GC results that DHA, DPAn6 and C16:0 were the major three fatty acids
256
in the TAG fraction. The percentage of TAG-66:18 and TAG-66:17 was increased
257
throughout the fermentation and both had an obvious increase at 48 h (Figure 3B).
258
However, TAG-60:12 containing C16:0 increased at the first 24 h and then decreased
259
at 48 h, which was matching to the increasing pattern of C16:0 in TAG (Figure 3B). In
260
addition to the above four abundant TAGs, other DHA-containing TAGs including but
261
not limited to TAG-14:0/22:6/22:6, TAG-16:0/22:6/16:0, TAG-15:0/22:6/15:0, TAG-
262
20:5/22:6/22:6, TAG-14:0/22:5/22:6 were also identified (Figure 3B). We also noticed
263
that the TAGs with the VLCPUFA generated from PKS pathway increased as the cells
264
grew, whereas the TAGs with the fatty acids generated from FAS pathway did not
TAG-60:12
(TAG-22:6/16:0/22:6),
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(TAG-
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change obviously throughout the cell growth (Figure 3C). This again demonstrated that
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DHA as well as other VLCPUFAs synthesized via PKS pathway were the major fatty
267
acids incorporated in TAG after cells entering the log phase. However, in
268
Schizochytrium sp. SR21, TAG-16:0/22:6/16:0 was reported as the most abundant
269
DHA-containing TAG molecule,17 while all identified TAGs contained at least one
270
SFA in Thraustochytrium sp. 26185.21 The existing of abundant TAG-22:6/22:6/22:6
271
may attribute to the very high levels of DHA in strain A-2.
272 273
The distribution of DHA in PL during the cell growth
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We next investigated the distribution of DHA in PL. The amount of total PL from
275
different time points remained stable at the levels around 20% of the total lipids (Figure
276
4A). PL as membrane lipids are crucial to the cell functions, and the content of PL is
277
strictly regulated by cells to maintain the membrane functions. TLC results clearly
278
showed that PC was the most abundant component among PL during the cell growth
279
(Figure 4B). Thus, PC profile was further analyzed by LC-MS. Twenty-two species of
280
PC were identified, with PC-42:11 (PC-20:5/22:6) and PC-44:12 (PC-22:6/22:6) as the
281
two major species, which contributed to half amount of the total PC (Figure 4C). This
282
demonstrated that both DHA and EPA were dominant in PC. Compared to the TAG
283
profile, we concluded that DHA was accumulated in both TAG and PC, while EPA was
284
mainly deposited in PC. This was also consistent with our above result that the
285
proportion of EPA slightly increased in TFAs but decreased in TAG.
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Although the amount of total PL was stable, DHA distributed in PC dropped obviously
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as the cells grew, especially, during the lipid accumulation stage (24-48 h). The
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percentage of DHA in PC dropped from 69.2% to 59.1% (Figure 4D). Combined with
289
the results from TFA and TAG profiles, DHA might be trafficked from PL to TAG,
290
especially during the stage of lipid accumulation in Schizochytrium sp. A-2. In most
291
oleaginous microbes, acyl-CoA will be directly incorporated into glycerol backbone to
292
form TAG via Kennedy pathway.22 However, in Thraustochytrium, DHA is first and
293
largely accumulated in PLs, meanwhile SFAs are more efficiently incorporated into
294
TAG.7 This suggests the existence of an efficient mechanism for DHA migration from
295
PL to TAG although uncharacterized in both Thraustochytrium and Schizochytrium.
296
In addition to neutral lipids and phospholipids, glycolipids are the third major lipid
297
existing in Schizochytrium (Figure 4A). Glycolipids were found to comprise three
298
major classes, monogalactosyldiacyl glycerol (MGDG), digalactosyl diacylglycerol
299
(DGDG) and sulfoquinovosyl diacylglycerol (SQDG) in our strain. However, DHA
300
was not detected in any glycolipid species throughout the cell growth according to LC-
301
MS result (data not shown). Therefore, we did not further analyze the glycolipid profile
302
in this test.
303
In conclusion, the total amount of PL was stable during the cell growth, while the
304
percentage of DHA in PL decreased. On the other hand, both the total amount of TAG
305
and the percentage of DHA in TAG increased during the cell growth. These suggested
306
that DHA might be channeled from PL to TAG via unknown mechanism.
307 308
Analysis of differentially expressed genes involved in the synthesis of DHA in
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Schizochytrium
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RNA-seq was used to analyze the differentially expressed genes (DEGs) related to
311
DHA synthesis and migration during the growth of Schizochytrium. Although the
312
genome sequence of strain A-2 was obtained previously (unpublished data), the
313
sequence quality was not good enough. Therefore, we carried out de novo assembly of
314
data from RNA-seq. A total of 17,140 unigenes were obtained, and 13,095 coding
315
sequences were predicted with 58% of average GC content according to online database
316
(Table S2). Among them, 759 genes were hypothesized to participate in carbohydrate
317
metabolism and 298 genes were related to lipid-related metabolism (Figure S1).
318
Normalized FPKM were calculated as described in Materials and Method section for
319
each annotated gene. From an overview of the metabolic changes that occurred during
320
different cell growth phases, a total of 1557 (24 h vs. 8 h) or 4028 (48 h vs. 24 h) genes
321
with obvious different expression levels (log2 value≥1 and p value≤0.001) were
322
identified (Figure S2). These DEGs were annotated against KEGG pathway
323
(https://www.genome.jp/kegg/pathway.html), and the majority of DEGs was classified
324
into the category of metabolism (Figure S3). To verify the transcriptomic result, seven
325
genes associated with fatty acid biosynthesis or modification were further analyzed by
326
qRT-PCR. The results confirmed that the data from transcriptomic sequencing and
327
qRT-PCR were consistent and reliable (Figure S4).
328
Both acetyl-CoA as substrate and NADPH as reduced power are essential for DHA
329
synthesis and accumulation. Thus, we first investigated DEGs involved in central
330
carbon metabolism including glycolysis, pentose phosphate pathway (PPP) and
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tricarboxylic acid cycle (TCA cycle), which are mainly responsible for the generation
332
of acetyl-CoA and NADPH (Figure 5). Citrate synthase (CS) is responsible for the
333
condensation of acetyl-CoA and oxaloacetate to generate citrate. The high expression
334
of CS gene was observed throughout the fermentation cycle in this strain (Table 2) and
335
also in reported strain Schizochytrium sp. HX-308.23 This indicated the important roles
336
of CS involved in the TCA cycle for cellular respiration. In addition, the observed
337
upregulation of CS and the low expression levels of isocitrate dehydrogenase (ICDH)
338
encoding gene (Table 2 and Figure 5) might lead to the accumulation of citrate in
339
mitochondrial and the subsequent transportation of citrate into the cytosol. Then
340
cytosolic citrate would be split into acetyl-CoA by the action of ATP:citrate lyase.
341
Two genes encoding malic enzymes (ME1 and ME2) that involved in generating
342
NADPH were all upregulated during the fermentation cycle, but only ME2 was highly
343
expressed (Table 2 and Figure 5). In addition, the gene for malate dehydrogenase (MDH)
344
which catalyzed the formation of malate was expressed at very high levels during
345
fermentation (Table 2), suggesting sufficient malate was produced and it was probably
346
catalyzed by ME1/2 subsequently for the generation of NADPH. In contrast, the genes
347
for
348
phosphogluconate dehydrogenase (6GPD) involved in PPP for generation of NADPH
349
were first upregulated at 24 h by 2.9- and 1.3-fold, then downregulated at 48 h by 2.9
350
and 1.7-fold (Figure 5). Such decrease at the lipid accumulation stage might suggest
351
G6PDH and 6GPD were not responsible for the generation of lipogenic NADPH. Taken
352
together, ME1 and ME2, especially ME2, but not G6PDH/6GPD probably provided
the
enzymes
glucose-6-phosphate
dehydrogenase
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6-
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lipogenic NDAPH in Schizochytrium sp. A-2. It was reported that all genes participated
354
in PPP were down-regulated when glycerol was used as the carbon resource and the
355
DHA proportion was elevated in Schizochytrium sp. S056.24 Although the authors did
356
not make a conclusion in the discussion section, it clearly showed that PPP was not the
357
major pathway for providing lipogenic NDAPH. Similar conclusions were conducted
358
in oleaginous fungi Mucor circinelloides and Mortierella alpina.25-26 However, in the
359
case of oleaginous Yarrowia lipolytica, G6PDH and 6GPD involved in PPP instead of
360
ME were demonstrated to contribute to the generation of lipogenic NADPH.27
361
Next, DEGs involved in the fatty acid synthetic pathways were analyzed. Acetyl-CoA
362
carboxylase (ACC) and malonyl-CoA:ACP transacylase (MAT) catalyze the formation
363
of malonyl-ACP, which is the substrate for two competing pathways, FAS and PKS
364
pathways in Schizochytrium. ACC encoding gene was highly expressed during the
365
fermentation process, whereas MAT1 and MAT2 genes did not (Table 3 and Figure 5),
366
suggesting MAT activity might be a limiting factor to the formation of sufficient
367
malonyl-ACP under the tested conditions. Overexpression of a MAT encoding gene in
368
Schizochytrium sp. MYA1381 resulted in the increased yields of total lipids and DHA,28
369
confirming that the increase of MAT activity was an effective strategy for improvement
370
of lipid and DHA production. PKS pathway is the only route for the synthesis of DHA
371
in Thraustochytrium and Schizochytrium.7-8 As expected, three genes encoding for PfsA,
372
PfsB and PfsC involved in PKS were all highly expressed and upregulated during
373
fermentation (Table 3). The genes for multi-domain FAS2 protein involved in FAS
374
pathway was slightly downregulated at cell growth stage (24 h) and then obviously
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upregulated at lipid accumulation stage (48 h) (Table 3). However, the percentage of
376
all FAS-generated fatty acids generally dropped throughout the fermentation regardless
377
of their distributions in TFA or TAG (Table 1 and Figure 2B). This might be explained
378
by that the absolute concentration of SFAs was increased although the percentage of
379
SFAs decreased (Table 1). The other possible explanation is that the very low
380
expression levels of the gene encoding acyl-ACP thioesterase (TE) (Table 3 and Figure
381
5), which might restrict the release of FFAs from acyl-ACP pool.
382
Although the desaturase/elongase pathway is demonstrated to be inactive and irrelevant
383
to DHA formation,7-8,
384
Schizochytrium sp. A-2 (Table 3). Like the genomic analysis result from
385
Thraustochytrium sp. 26185,29 no Δ9 desaturase sequence was detected in
386
Schizochytrium sp. A-2. We predicted that other desaturase(s) might possess Δ9
387
desaturase activity and catalyze the double bond formation at delta-9 position of C16:0
388
or C18:0 since both C16:1 and C18:1 were found in this strain (Table 1). We also
389
noticed that the gene encoding for a putative Δ12 desaturase was highly upregulated at
390
lipid accumulation stage with FPKM value of 628.4 (Table 3). Such observation was
391
also applied to a Δ12 desaturase gene from Schizochytrium sp. HX-308.23 However, the
392
occurrence of C18:2 was negligible in Schizochytrium. It is reported that Δ12 desaturase
393
activity is also missing in Schizochytrium sp. ATCC 20888.9 Here, the BLAST result
394
showed that Δ12 desaturase from the strain A-2 had a long Q-rich linker at the N-
395
terminus (Table S3), which was absent in other active Δ12 desaturases. Based on above
396
information, we predicted that the Δ12 desaturase might be inactive in the strain A-2
29
various desaturases and elongases were found in
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although the expression levels were high during the cell growth. The function of this
398
predicted Δ12 desaturase gene awaited further investigation.
399 400
Analysis of differentially expressed genes involved in DHA migration
401
DHA is released from PKS pathway in the form of FFA,10 and subsequently activated
402
by the action of acyl-CoA synthase (ACS) to form DHA-CoA, which is later channeled
403
into PL followed by TAG.7, 21 However, the molecular mechanism on how DHA is
404
channeled into PL or TAG pool is undetermined. In this test, DHA was also presumed
405
to be channeled from PL to TAG, especially during the lipid accumulation stage,
406
according to the above analysis of lipid profile in Schizochytrium sp. A-2. Therefore,
407
the catalytic activity and substrate specificity of long chain acyl-CoA synthase (LACS)
408
were crucial for DHA migration. There were 10 acyl-CoA synthase (ACS) encoding
409
genes uncovered in strain A-2, three of them were predicted to encode for long-chain
410
fatty acid specific enzymes, designating as LACS, LACS6 and LACS7. Only LACS
411
gene was highly upregulated at 48 h with FPKM elevated from 63.3 at 24 h to 259.5 at
412
48 h, whereas the expression levels of LACS6 and LACS7 were not obviously changed
413
and remained at low levels (Table 3). This suggested LACS might participate in the
414
transferring DHA-FFA and other VLCPUFAs into acyl-CoA pool. In addition to LACS,
415
Lysophosphatidylcholine acyltransferase (LPCAT) plays central roles in acyl editing
416
between acyl-CoA and PC pools, which is important to the incorporation of DHA into
417
PC.30 Although LPCAT is demonstrated to possess both acylation and de-acylation
418
abilities, forward acylation of lysophosphatidylcholine (LPC) to form PC by using acyl-
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CoA is the dominant reaction in vivo.30 Three LPCAT genes were identified and only
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LPCAT-1 was substantially upregulated (10.3-fold upregulation) at 48 h (Table 3),
421
suggesting LPCAT-1 might selectively catalyze the conversion of DHA between CoA
422
and PC pools. We also noticed that none of the genes involved in Kennedy pathway
423
including genes for glycerol-3-phosphate acyltransferase (GPAT), lysophosphatidic
424
acid acyltransferase (LPAT), phosphatidic acid phosphatase (PAP) and diacylglycerol
425
acyltransferase (DGAT) were obviously upregulated at 24 h (Figure 5). DGAT2-3 was
426
the only gene highly expressed during the cell growth (Table 3), which was probably a
427
major contributor to the synthesis of TAG in strain A-2. Although GPAT1-1, GPAT1-
428
2 and LPAT-3 were all upregulated during lipid accumulation stage (Figure 5), their
429
transcriptional levels were low (Table 3). Therefore, the de novo DAG synthesis via
430
Kennedy pathway was unlikely the major contributor for the incorporation of DHA into
431
TAG.
432
There are two possible routes for DHA traffics from PL to TAG. The first route is that
433
DHA
434
Phosphatidylcholine:diacylglycerol cholinephosphotransferase (PDCT) or reverse
435
activity of choline phosphotransferase (CPT), then DHA-DAG is converted to DHA-
436
TAG by DGAT. However, no PDCT was identified in strain A-2 or in
437
Thraustochytrium.29 CPT encoding gene was indeed found although the expression
438
levels did not change during the fermentation (Table 3) and the reverse activity of CPT
439
was never confirmed in vivo in any species. Therefore, both PDCT and CPT may not
440
participate in the DHA migration. Phospholipase C (PLC) is defined as
enters
into
the
DAG
flux
mediated
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the
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that
cleaves
the
proximal
441
phosphodiesterase
442
glycerophospholipid to produce DAG and phosphorylated headgroups.31 Therefore,
443
PLC may also participate in DHA migration from PL to DAG. Two predicted PLC
444
genes were found and PLC1 was slightly upregulated at 48 h (Figure 5). Three PI-PLC
445
encoding genes were also uncovered (Table 3), but they probably do not contribute to
446
the DHA migration since their exclusive activities on phosphatidylinositol (PI).
447
Alternatively, phospholipid:diacylglycerol acyltransferase (PDAT) may redirect DHA
448
from PL to TAG via acyl-CoA independent pathway. PDAT prefers to catalyze the
449
transferring the sn-2 fatty acid of PC to the sn-3 position of DAG to produce TAG.32
450
PDAT possesses broad substrate activities towards various PLs including PC,
451
phosphatidylethanolamine (PE), phosphatidic acid (PA), phosphatidylserine (PS) and
452
PI.33 The acyltransferase activity of PDAT has been well illustrated in yeast, algae and
453
plant.33-34 In addition to PDAT’s catalytic activity, many of them are described to
454
possess specific activity on transferring unusual fatty acids from PL to TAG.35-36
455
Nevertheless, no PDAT has been reported in DHA-producing strains including
456
Schizochytrium and Thraustochytrium. Here we first uncovered one predicted PDAT
457
encoding sequence. Although the relatively low expression levels during the cell
458
growth was observed, PDAT had an increased expression level at 48 h. Furthermore,
459
TAG-22:6/22:6/22:6 was observed as the most abundant TAG species in our strain A-
460
2, indicating active enzyme(s) may catalyze the channeling of DHA into the sn-3
461
positions in TAGs. All above information suggested that PDAT might be an active
462
enzyme involved in channeling fatty acids from PL to TAG. To further confirm above
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hypothesis, in vitro investigating enzyme activity and substrate specificity of PDAT,
464
LPCAT-1 and LACS should be carried out in near future.
465 466
Acknowledgment
467
We would like to acknowledge Xue-Rong Zhou from CSIRO Agriculture & Food, for
468
his critical reading of this manuscript.
469 470
Supporting Information
471
Primer sequences for qRT-PCR; the quality index of unigene and coding sequence; the
472
coding sequences of genes listed in Table 2 and 3; the distribution of functional genes
473
based on KEGG database; the statistics of differentially expressed genes; classification
474
of differentially expressed genes based on KEGG pathway; quantification of the
475
expressions levels of PfsA, PfsB, PfsC, FAS2, LACS, FACS1 and TE encoding genes
476
by qRT-PCR.
477 478
Author Contributions
479
XY, WC, SL and XW conceived this project. XY, PL and CL carried out experimental
480
work. XY, ZW, XL, FH and XW analyzed and interpreted the data. XY and XW wrote
481
the paper, all authors assisted in the process.
482 483
Funding
484
This work was financially supported by Chinese Academy of Agricultural Sciences
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(CAAS-ASTIP-2013-OCRI), “3551” Optics Valley Talent Schema (K159) and
486
Ministry of Science and Technology of the People’s Republic of China
487
(2016YFD0501209).
488 489
Competing Interest
490
The authors declare that they have no competing interests.
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References
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Figure legends Figure 1 Growth curve (A) and DHA content (B) of Schizochytrium sp. A-2. Cells were cultured in the artificial sea salt medium at 28°C with shaking at 220 rpm for 72 h.
Figure 2 Neutral lipid profile (A) and fatty acid composition of TAG (B) in Schizochytrium sp. A-2 during the cell growth. TAG: Triacylglycerol;FFA: Free fatty acid;DAG: Diacylglycerol.
Figure 3 Analysis of TAG profile in Schizochytrium sp. A-2 during the cell growth. (A) A time-course TAG profile shown in pie charts. TAGs with percentage greater than 1% were shown and TAGs greater than 5% were marked. (B) Heat map of TAG species. (C) Heat map of differential TAG species.
Figure 4 Analysis of total lipid profile (A), PL profile (B), PC profile (C) and DHAenriched PC profile (D) in Schizochytrium sp. A-2 during the cell growth. PL: phospholipid, PC: phosphatidylcholine.
Figure 5 Changes in transcript abundance of genes involved in DHA synthesis, migration and accumulation in Schizochytrium sp. A-2. Cells were cultured in medium at 28°C with shaking at 220 rpm for 8, 24 or 48 h. HXY: Hexokinase; G6PDH: Glucose6-phosphate dehydrogenase; 6GPD: 6-phosphogluconate dehydrogenase; PFK: phosphofructokinase; FBA: Fructose-bisphosphate aldolase; PYK: Pyruvate kinase;
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PYC: Pyruvate carboxylase; ME: malic enzyme; MDH: Malate dehydrogenase; ACL: ATP citrate lyase; PDH: Pyruvate dehydrogenase; CS: Citrate synthase; ICDH: Isocitrate dehydrogenase; PPP: pentose pathway; TCA Cycle: tricarboxylic acid cycle; NADPH: Nicotinamide adenine dinucleotide phosphate ; ACC: Acetyl-coA carboxylase; MAT: Malonyl-CoA: ACP transacylase; FAS: type I fatty acid synthase; PfsA: Polyunsaturated fatty acid synthase subunit A; PfsB: Polyunsaturated fatty acid synthase subunit B; PfsC: Polyunsaturated fatty acid synthase subunit C; Ppt: Phosphopantetheinyl transferase ; LACS: long chain Acyl-CoA synthase; ACS: Acyl-CoA synthase; LPCAT: lysophosphatidylcholine acyltransferase ; Glycerol-3-phosphate
acyltransferase;
LPAT:
GPAT:
1-acyl-sn-glycerol-3-phosphate
acyltransferase; PAP: Phosphatidic acid phosphatase; DGAT: Diacylglycerol acyltransferase;
CPT:
Diacylglycerol
cholinephosphotransferase;
PDCT:
Phosphatidylcholine: diacylglycerol cholinephosphotransferase; PDAT: Phospholipid: diacylglycerol acyltransferase; TAG: Triacylglycerol; CDS: CDP-DAG synthase; PSS: Phosphatidylserine ; PS: Phosphatidylserine; PSD: Phosphatidylserine decarboxylase; PE: Phosphatidylethanolamine; PEMT: Phosphatidylethanolamine methyltransferase; LPE:
Lysophosphatidylethanolamine;
LPEAT:
Lyso-Phosphatidylethanolamine
acyltransferase.
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Table 1 Fatty acid composition of total fatty acids in Schizochytrium sp. A-2 Time (h) SFAs (%) C14:0 C15:0 C16:0 C17:0 C18:0 MUFAs (%) C16:1 C18:1 PUFAs (%) ARA EPA DPAn6 DHA Others (%) FAs from FAS (%) FAs from PKS (%) FAs from FAS (g/L) FAs from PKS (g/L) DHA/DPAn6 ratio
12
24
36
48
60
72
2.6±0.1 2.1±0.0 21.6±0.7 0.9±0.0 0.4±0.0
2.8±0.3 1.5±0.0 22.3±1.5 0.6±0.0 0.8±0.0
2.6±0.1 1.5±0.0 17.9±0.2 0.4±0.0 0.7±0.0
2.1±0.3 1.1±0.0 14.9±0.7 0.3±0.1 0.6±0.0
1.0±0.1 0.5±0.0 11.2±0.3 0.3±0.0 0.4±0.1
1.2±0.1 0.6±0.0 11.8±0.3 0.1±0.0 0.5±0.0
1.2±0.2 2.2±0.2
0.7±0.0 0.5±0.1
0.5±0.0 0.0±0.0
0.4±0.0 0.1±0.1
0.3±0.1 0.0±0.0
0.3±0.2 0.0±0.0
0.0±0.0 2.7±0.1 13.8±0.1 50.6±0.7 1.9±0.0 31.0±0.9 67.2±0.9 1.1±0.0 2.4±0.0 3.7
0.8±0.0 1.5±0.1 16.8±0.8 49.2±1.1 2.7±0.1 29.2±1.9 68.2±1.9 4.3±0.3 10.0±0.3 2.9
0.7±0.0 1.1±0.0 20.1±0.4 51.8±0.0 2.8±0.0 23.6±0.3 73.6±0.3 6.2±0.1 19.2±0.1 2.6
1.1±0.1 2.0±0.2 21.7±0.2 53.2±0.3 2.6±0.1 19.4±0.9 78.0±0.8 6.3±0.3 25.5±0.3 2.4
2.2±0.1 4.9±0.4 22.7±0.2 53.8±0.3 2.5±0.1 13.8±0.2 83.7±0.1 4.2±0.1 25.7±0.0 2.4
2.2±0.2 4.6±0.3 22.8±0.2 53.4±0.1 2.5±0.1 14.6±0.5 82.9±0.4 3.9±0.1 22.2±0.1 2.3
FA: fatty acid; SFA: saturated fatty acid; MUFA: monounsaturated fatty acid; PUFA: polyunsaturated fatty acid. The data was indicated as mean percentage of total peak area ± SEM. The quantification of each fatty acid from samples was repeated in triplicate (n = 3).
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Journal of Agricultural and Food Chemistry
Table 2 Differentially expressed genes involved in the generation of acetyl-CoA and NADPH for DHA synthesis. Pathway
Protein name
PPP
G6PDH 6GPD
EMP
PFK
Transhyd -rogenase cycle
FBA PYK1 PYK2 PYK3 ME1 ME2 MDH
TCA
PDH CS ICDH
Protein description
Gene ID
Accession number of the top hit
Glucose-6-phosphate 1Dehydrogenase 6-phosphogluconate dehydrogenase ATP-dependent 6Phosphofructokinase Fructose-bisphosphate aldolase Pyruvate kinase Pyruvate kinase Pyruvate kinase NADP-dependent malic enzyme NADP-dependent malic enzyme Malate dehydrogenase
Unigene462_All
Pyruvate dehydrogenase acetylTransferring kinase Citrate synthase, mitochondrial Isocitrate dehydrogenase NADP
FPKM
Fold change
8h
24 h
48 h
24 h vs 8 h
48 h vs 24 h
GBG29497.1
61.9
180.0
62.1
2.9
-2.9
CL702.Contig1_All
GBG26375.1
234.3
312.8
186.2
1.3
-1.7
Unigene10716_All
GBG29878.1
58.4
98.8
63.2
1.7
-1.6
Unigene3041_All Unigene10866_All Unigene10631_All Unigene6809_All Unigene10526_All CL668.Contig1_All CL728.Contig2_All
GBG34196.1 GBG25431.1 GBG27442.1 GBG27457.1 GBG30842.1 GBG27767.1 XP_013759779.1
1592.4 351.4 38.0 25.4 21.2 101.3 2053.5
2190.9 366.9 55.4 26.6 38.3 154.0 2065.5
1067.5 417.8 44.6 30.7 46.9 306.3 1915.0
1.4 1.0 1.5 1.0 1.8 1.5 1.0
-2.1 1.1 -1.2 1.2 1.2 2.0 -1.1
Unigene3086_All
GBG34078.1
105.9
103.9
72.3
1.0
-1.4
Unigene1997_All CL651.Contig2_All
GBG28992.1 GBG29242.1
516.2 85.6
527.4 87.7
761.8 93.4
1.0 1.0
1.4 1.1
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Page 32 of 41
Table 3 Differentially expressed genes related to the DHA synthesis and migration Category
Protein name
Gene description
Gene ID
Accession number of the top hit
Unigene10771_All
FPKM
Fold change
8h
24 h
48 h
24 h vs 8 h
48 h vs 24 h
AHK10581.1
44.4
49.4
36.4
1.1
-1.4
Unigene8585_All
GBG23800.1
18.9
22.0
13.1
1.2
-1.7
ACC FAS2 TE
Malonyl-CoA acyl carrier protein transacylase Malonyl-CoA acyl carrier protein transacylase Acetyl-CoA carboxylase Type I fatty acid synthase (FAS2) Acyl-protein thioesterase 1
CL470.Contig2_All Unigene9070_All Unigene3159_All
GBG29850.1 ABJ98780.1 GBG25039.1
379.6 112.4 82.4
434.6 90.8 78.0
653.2 359.0 58.7
1.1 -1.2 -1.1
1.5 4.0 -1.3
PKS
PfsA PfsB PfsC PPT
Polyunsaturated fatty acid synthase subunit A Polyunsaturated fatty acid synthase subunit B Polyunsaturated fatty acid synthase subunit C Phosphopantetheinyl transferase
CL953.Contig1_All Unigene3873_All CL891.Contig2_All Unigene1616_All
AF378327.2 AAK72880.2 AF378329.2 AOG21007.1
334.9 126.0 253.8 12.6
514.6 160.3 319.7 13
687.8 182.8 582.9 9.8
1.5 1.3 1.3 1.0
1.3 1.1 1.8 -1.3
Desaturase
Des8 Des6 Des12
Delta-8 fatty acid desaturase Delta-6 fatty acid desaturase Delta-12 fatty acid desaturase
Unigene4018_All Unigene9756_All Unigene1056_All
GBG29703.1 GBG26997.1 GBG24140.1
52.0 10.4 142.5
39.7 13.0 64.3
70.4 2.0 628.4
-1.3 1.2 -2.2
1.8 -6.4 9.8
LACS6 LACS7 LACS ACSBG2 FACS-1 FACS-2 SACS
Long chain acyl-CoA ligase 6 Long chain acyl-CoA synthetase 7 Long chain acyl-CoA synthetase Long chain fatty acid CoA ligase ACSBG2 Fatty acyl-CoA synthase Fatty acyl-CoA synthase Short chain fatty acid CoA ligase
Unigene8245_All Unigene2922_All CL13.Contig4_All Unigene6223_All CL683.Contig1_All CL683.Contig2_All Unigene4066_All
GBG25108.1 EWM20588.1 CBJ33608.1 OLP88930.1 SMF20327.1 SMF20327.1 GBG34799.1
74.9 67.9 93.1 13.7 350.0 12.4 20.6
10.7 64.3 63.3 4.3 340.3 23.0 21.0
24.3 66.2 259.5 58.4 278.3 4.2 32.7
-7.0 -1.1 -1.5 -3.2 1.0 1.9 1.0
2.3 1.0 4.1 13.7 -1.2 -5.5 1.6
FAS
MAT-1 MAT-2
Acyl-CoA activation
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TAG Synthesis
ACS1 ACS2
Acyl-CoA synthetase, putative Acyl-CoA synthetase, putative
CL829.Contig3_All Unigene7252_All
GBG32653.1 GBG32654.1
9.3 19.1
16.1 31.2
29.4 44.0
1.7 1.6
1.8 1.4
GPAT3 GPAT1-1
Glycerol-3-phosphate acyltransferase 3 Glycerol-3-phosphate O-acyltransferase 1
Unigene3820_All Unigene249_All
GBG34725.1 GBG25294.1
25.1 17.7
31.3 9.5
30.0 32.2
1.2 -1.9
1.0 3.4
GPAT1-2 GPAT1-3 GPAT1-4
Glycerol-3-phosphate O-acyltransferase 1 Glycerol-3-phosphate acyltransferase 1 Glycerol-3-phosphate O-acyltransferase 1 1-acyl-sn-glycerol-3-phosphate acyltransferase 1 1-acyl-sn-glycerol-3-phosphate acyltransferase 3 1-acyl-sn-glycerol-3-phosphate acyltransferase 1-acyl-sn-glycerol-3-phosphate acyltransferase 1-acyl-sn-glycerol-3-phosphate acyltransferase Phosphatidic acid phosphatase type 2
Unigene3587_All Unigene6915_All Unigene387_All
GBG23921.1 GBG28391.1 GBG31449.1 XP_0042425 91.1
6.8 16.7 28.0
6.9 13.9 28.9
27.3 16.1 21.1
1.0 -1.2 1.0
4.0 1.2 1.4
6.3
6.7
4.1
1.1
-1.6
CL432.Contig2_All
GBG31411.1
127.6
71.9
131.2
-1.8
1.8
Unigene1916_All
GBG26176.1
3.7
4.0
7.0
1.1
1.7
Unigene10540_All
GBG34458.1
2.9
4.6
10.1
1.6
2.2
CL432.Contig1_All
GBG34458.1
0.5
0.4
2.4
-1.4
7.0
Unigene2007_All
RKP14015.1
23.1
22.3
27.3
1.0
1.2
Phospholipid phosphatase 2
Unigene7147_All
GBG34077.1
47.5
20.8
37.3
-2.3
1.8
Phospholipid phosphatase 4
Unigene704_All
GBG25135.1
40.6
16.2
32.6
-2.5
2.0
Phosphatidic acid phosphatase Diacylglycerol O-acyltransferase, partial
Unigene6321_All Unigene8010_All
CEG50069.1 AXK92625.1
24.3 10.2
22.8 8.5
40.1 15.9
-1.1 -1.2
1.8 1.9
Diacylglycerol O-acyltransferase 2
Unigene150_All
GBG31058.1
12.9
11.5
17.2
-1.1
1.5
LPAT1 LPAT3 LPAT-1 LPAT-2 LPAT-3 PAP2 PAP2like -1 PAP2like -2 PAP DGAT DGAT21
Unigene4319_All
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DGAT22 DGAT23 Acyl editing/ alternative TAG synthesis PL synthesis
LPCAT-1 LPCAT-2 LPCAT-3 PDAT CPT
Diacylglycerol O-acyltransferase 2
Unigene7108_All
GBG34349.1
8.5
10.7
6.1
1.3
-1.8
Diacylglycerol O-acyltransferase 2
Unigene3080_All
GBG31037.1
76.3
79.4
102.6
1.0
1.3
Lysophosphatidylcholine acyltransferase Lysophosphatidylcholine acyltransferase Lysophosphatidylcholine acyltransferase 2 Phospholipid:diacylglycerol acyltransferase Diacylglycerol cholinephosphotransferase
Unigene7315_All Unigene4826_All Unigene2851_All unigene5866 Unigene2860_All
GBG29045.1 GBG34814.1 GBG28807.1 GBG32689.1 GBG31343.1
51.4 12.5 12.7 7.1 56.1
43.5 14.1 13.4 6.2 55.6
449.2 18.8 13.2 12.2 53.4
-1.2 1.1 1.1 -1.1 1.0
10.3 1.3 1.0 2.0 1.0
Unigene3956_All
KZS14163.1
38.5
34.1
15.5
-1.1
2.2
CL726.Contig1_All Unigene8676_All Unigene4956_All Unigene4174_All Unigene591_All
GBG25894.1 OLQ07885.1 GBG25300.1 GBG32895.1 GBG24676.1
19.4 6.8 28.0 56.9 96.1
22.8 6.6 29.0 64.8 112.0
25.1 3.5 25.4 62.4 57.1
1.2 1.0 1.0 1.1 1.2
1.1 -1.9 1.1 1.0 -2.0
CL881.Contig2_All
GBG27905.1
20.8
23.5
36.5
1.1
1.6
Unigene5245_All Unigene2801_All
GBG27555.1 GBG27091.1
25.2 13.4
30.7 10.1
24.5 4.9
1.2 -1.3
-1.3 -2.1
EPT1 LPEAT1
Phosphatidate cytidylyltransferase, mitochondrial Phosphatidate cytidylyltransferase Phosphatidate cytidylyltransferase Phosphatidylserine synthase 2 Phosphatidylserine decarboxylase proenzyme Phosphatidylserine decarboxylase proenzyme Phosphatidylethanolamine Nmethyltransferase Ethanolaminephosphotransferase 1 Lysophospholipid acyltransferase
LPEAT2
Lysophospholipid acyltransferase
Unigene2605_All
GBG25939.1
12.6
12.5
11.3
1.0
-1.1
PI-PLC-1
Phosphoinositide phospholipase C
CL451.Contig2_All
GBG27438.1
9.9
6.5
6.7
-1.5
1.0
PI-PLC-2
Phosphoinositide phospholipase C
Unigene5763_All
GBG32084.1
12.1
8.5
5.2
-1.4
-1.6
CDS-1 CDS-2 CDS-3 PSS PSD-1 PSD-2 PEMT
Degradation of PL/TAG
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PI-PLC-3
Phosphoinositide phospholipase C
Unigene7_All
GBG32084.1
35.5
27.9
37.7
-1.3
1.3
PLC1
Phospholipase C
Unigene10280_All
GBG25581.1
16.0
18.5
37.9
1.2
2.1
PLC2
Phospholipase C
Unigene6098_All
GBG31934.1
24.8
21.9
30.1
-1.1
1.4
PLD
Phospholipase D alpha 1
Unigene3515_All
GBG34460.1
62.5
45.8
47.6
-1.4
1.0
PLD
Phospholipase D
Unigene5719_All
GBG32568.1
11.4
10.4
10.9
-1.1
1.0
GDPD
Glycerophosphodiester phosphodiesterase domain containing protein 1
Unigene5398_All
GBG25696.1
9.7
8.8
4.2
-1.1
-2.1
TAG lipase
Triacylglycerol lipase
Unigene6031_All
PBP21411.1
12.5
21.7
19.0
1.7
-1.1
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Figure 1
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Figure 2
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Figure 3
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Figure 4
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Figure 5
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Graphic for Table of Content
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