2.5 Case Study (I)
Candidate genes involved in
tanshinone and salvianolic acid biosynthesis acquired by “ingredient difference
phenotypic cloning” method.
This example is desired to
concretely introduce how to use the new method or strategy for cloning of
functional genes involved in secondary metabolism. The advantages of high
speed, high flux, and without need for clear genetic information of the method
in gene cloning will be shown in details in this chapter.
2.5.1 Materials and Methods
2.5.1.1 Plant Material and Preparation of mRNA
The S. miltiorrhiza used
for cDNA library construction was collected from Shangluo, Shanxi province.
Hairy roots were grown in MS medium, and on day 18, postinoculation was dealt
with YE and Ag + according to the reference [ 43 ]
and harvested after 24 h. For RNA extraction, 5–10 g of hairy root material was
frozen and stored in liquid nitrogen immediately after harvest.
2.5.1.2 Microarray Production
Microarray production was
performed as described previously [ 22 ]
. Briefl y, the source of the clones arrayed was an S. miltiorrhiza root
tissue cDNA library. The library was constructed in ZAP Express vector
(Stratagene, La Jolla, CA). Eight thousand seven hundred and thirty-six
individual phage clones were picked randomly and amplified by polymerase chain
reaction (PCR) using the M13 and BK universal primers with the GeneAmp PCR
system 9700 (Perkin Elmer, Foster City, CA). PCR products were purified using
MultiScreen filter plates (Millipore) and eluted in 100 m L of 0.1 × TE (pH
8.0). After analysis by agarose gel electrophoresis, 4,354 samples were dried
to completion, resuspended in 15 mL 50% DMSO (approximately 1g/L) , and then
transferred to a 384-format plate to be subsequently used for spotting. Amplified
cDNAs were spotted in duplicate onto silylated microscope slides (CEL
Associates, Houston, TX) using a 16-pin print head and a custom-built arraying
robot. After arraying, the slides were air-dried and stored in the dark. Each
of the microarray experiments was performed in duplicate with the dyes
reversed.
2.5.1.3 Preparation of Fluorescent Dye-Labeled DNA, Hybridization, Scanning, and Data Acquisition
cDNA labeled with a cyanine fl
uorescent dye (Cy5 or Cy3-dCTP) was produced by Eberwine’s linear RNA amplification
method and subsequent enzymatic reaction [ 44 ].
Specifically, double-stranded cDNAs (containing the T7 RNA polymerase promoter
sequence) were synthesized from 101g total RNA using the cDNA synthesis system
according to the manufacturer’s protocol (Takara). A T7-oligo (dT) primer (50-AAACGACGGCCAGTGATTGTAATACACTCACTATAGGCGCTTTTTTTTTTTTTTTTT3)
was used instead of the polyT primer provided in the kit.
After completion of
double-stranded cDNA synthesis, cDNA products were puri fied using a PCR purification
kit (Qiagen) and eluted with 60 m L elution buffer. One-half of the eluted
double-stranded cDNA products was vacuum evaporated to 8 mL and used as a
template in 20 m L in vitro transcription reactions at 37 °C for 3 h using the T7
RiboMAX Express large-scale RNA production system (Promega). The amplified RNA
was purified using an RNeasy minikit (Qiagen). Klenow enzyme labeling strategy
was adopted after reverse transcription. Briefly, 2mg amplified RNA was mixed
with 2 lg random hexamers, denatured at 70 °C for 5 min, and cooled on ice.
Then, 4 mL of first-strand
buffer, 2 mL of 0.1 M DTT, 1 m L 10 mM dNTP, and 1.5 mL SuperScript II
(Invitrogen) were added. The mixtures were incubated at 25 °C for 10 min, then
at 42 °C for 60 min. The cDNA products were purified using a PCR purification
kit (Qiagen) and vacuum evaporated to 10 m L. The cDNA was mixed with 2 lg
random hexamers, heated to 95°C for 3 min, and snap cooled on ice. Then, 10 mL
buffer, dNTP, and Cy5-dCTP or Cy3-dCTP (Amersham Pharmacia Biotech) were added
to final concentrations of 120 mM dATP, 120 mM dGTP, 120 mM dTTP, 60 mM dCTP,
and 40 mM Cy-dye. Klenow enzyme (1m L; Takara) was then added, and the reaction
was performed at 37 °C for 60 min. Labeled cDNA was purified using a PCR purification
kit (Qiagen) and resuspended in elution buffer. Labeled controls and test
samples were quantitatively adjusted based on the efficiency of Cy-dye
incorporation and mixed with 30 m L hybridization solution (50% formamide, 19
hybridization buffer; Amersham Biosciences). DNA in the hybridization solution
was denatured at 95 °C for 3 min prior to loading onto a microarray. Arrays
were hybridized at 42°C overnight and then washed twice (0.2% SDS, 29 SSC at 42°C
for 5 min, then 0.29 SSC for 5 min at room temperature). Microarray data were analyzed
using GenePix Pro 5.0 (Axon Instruments, Union City, CA). The scanned data were
normalized by the global normalization method [ 45 ],
which normalizes the image data between Cy3 and Cy5 channels by adjusting the
total signal intensities of two images and removing unreliable spots. The
unreliable spots were discarded based on the following screening. Spots
containing clones that had poorly amplified or multiple bands, as well as those
that were flagged because of a false intensity caused by dust or background on
the array, were removed. Spots with <65 % of the spot intensity at >1.5-fold
that of the background in both channels were ignored. Clones in one sample that
had an average induction greater than two fold in another were determined as
up- or downregulated. Data management and analyses were carried out using
Microsoft Excel and Microsoft Access database. After normalization, we
calculated the means and coefficients of variation for the observed signal intensities
in each channel and the ratio of signals from two replicates.
2.5.1.4 Sequence Analysis
cDNA clones with different expression
in the microarray experiments were sequenced using the Applied Biosystems dye terminator
cycle sequencing Read Reaction kit and a 3130 DNA sequencer. Vectors or
imprecise nucleotides, such as polyT and polyA, and double peaks were removed.
EST assembly was performed to obtain unigenes using Staden Package (gap4)
software ( http://staden.sourceforge*net
). The sequences
were fi rst compared with the GenBank database using BLASTX(http://www.ncbi.nlm.nih*gov/BLAST/). Genes with score values higher
than 80 and identity values higher than 35 % were designated as significant
homologous genes. Unigenes with E-values [ 5 ]
were designated as unknown. The undesignated genes were then identified by
comparison with sequences in the nonredundant nucleotide and EST databases of
GenBank using the BLASTn algorithm. Gene ontology (GO) (http://www.geneontology*org ) was used to describe gene and
gene product attributes. All genes were classi fi ed in terms of biological
process, cell component, and molecular function. Kyoto Encyclopedia of Genes
and Genomes (KEGG) (http://www.genome*jp/keg) [ 46 ] was used to identify biochemical pathways associated with
hairy root development stages.
2.5.2 Results
2.5.2.1 Microarray Experiments
Microarrays were used to examine
gene expressions quantitatively after hairy root dealt with YE + Ag + .
Previous research has shown that after dealt with YE + Ag + , the secondary
metabolite of tanshinone’s accumulation increased dramatically [ 47 ] . In total, 4,354 unsequenced ESTs were picked from a
cDNA library constructed from S. miltiorrhiza root tissue, ampli fi ed
by PCR, and arrayed in duplicate on chemically modified microscope slides by
using a robotic printing device. Experiments of comparing gene expression
difference in two groups of hairy root YE + Ag + and control were performed. In
each experiment, one mRNA population (target) was labeled with Cy3 and the
other with Cy5. The labeled targets were then mixed and hybridized
simultaneously to a microarray. To exclude artifacts, the researchers performed
a reciprocal labeling experiment with each pair of targets, using the same
techniques used in the first experiment except that the labels were exchanged.
Statistically, only genes for
which we had 8 data points (two duplicates per slide, two replications, and
dye-swap experiments) were considered, and approximately 201 cDNA clones were
selected for further analyses.
2.5.2.2 Detection of
Differentially Expressed Genes
Analysis of the microarray data
revealed significant changes in transcript levels of those genes for which the
expression varied by more than two fold were considered to exhibit significant
changes in expression. A total of 201 genes (significant at single test, P <
0.05) were differentially expressed in hairy roots after 24 h’ dealt with YE +
Ag + compared with that of control. After sequencing and correction for
redundancy (performed by sequence alignment), 196 unique differentially
expressed cDNA clones were identified. Sequence alignment of the cDNA clones
identi fi ed as differentially expressed by microarray analysis revealed that
several shared a high degree of sequence similarity. A total of 181 cDNA clones
were successfully sequenced and acquired 130 unique genes. Among the 130 unique
differentially expressed genes, 107 were categorized as genes of known
function, 3 were homologues with low similarity.
2.5.2.3 Expression Profile of Genes Involved in Tanshinone and Salvianolic Acid Biosynthesis
The genes differentially
expressed after dealt with YE + Ag + were then further analyzed using GO and
KEGG pathways. On the basis of GO and KEGG analysis, candidate differentially
expressed gene out of 130 unique genes were analyzed and notated. The
researchers identi fi ed five genes involved in tanshinone biosynthesis: acetoacetyl-CoA
thiolase (SmAACT, GenBank accession no. EF635969),
4-diphosphocytidyl-2-C-methyl-d-erythritol kinase (SmCMK, GenBank accession no.
EF534309), isopentenyl diphosphate isomerase 2 (SmIPPI, GenBank accession no.
EF635967), farnesyl diphosphate synthase (SmFPS, GenBank accession no.
EF635968), and ent-kaurene synthase (SmKSL, GenBank accession no. EF635966);
one gene involved in salvianolic acid biosynthesis. These genes were upregulated
after dealt with YE + Ag + (Table 2.3 ).
2.5.3 Discussion
The “ingredient difference
phenotypic cloning” being a useful and powerful method mainly involved
transcript-profiling analysis of S. miltiorrhiza hairy root under the YE
+ Ag + treatment could display differential regulation of secondary metabolism-related
genes in S. miltiorrhiza . This method helps to identify more genes
involved in biosynthesis of secondary metabolites of tanshinone and salvianolic
acid if conditions satisfied. At the same time, the power of microarrays as a useful
tool for novel gene discovery in “ingredient difference phenotypic cloning” method
has been demonstrated in this study. In addition, because the cDNA clones were
obtained from a recombinant cDNA library originating from the root of S.
miltiorrhiza , the arrays are not representative of the entire
transcriptome.
Nevertheless, the data obtained
provide an important and novel description of the expression of a large number
of S. miltiorrhiza genes.
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