- Research article
- Open Access
EST sequencing and gene expression profiling of defence-related genes from Persea americana infected with Phytophthora cinnamomi
© Mahomed and van den Berg; licensee BioMed Central Ltd. 2011
Received: 22 August 2011
Accepted: 23 November 2011
Published: 23 November 2011
Avocado (Persea americana) belongs to the Lauraceae family and is an important commercial fruit crop in over 50 countries. The most serious pathogen affecting avocado production is Phytophthora cinnamomi which causes Phytophthora root rot (PRR). Root pathogens such as P. cinnamomi and their interactions with hosts are poorly understood and despite the importance of both the avocado crop and the effect Phytophthora has on its cultivation, there is a lack of molecular knowledge underpinning our understanding of defence strategies against the pathogen. In order to initiate a better understanding of host-specific defence we have generated EST data using 454 pyrosequencing and profiled nine defence-related genes from Pc-infected avocado roots.
2.0 Mb of data was generated consisting of ~10,000 reads on a single lane of the GS FLX platform. Using the Newbler assembler 371 contigs were assembled, of which 367 are novel for Persea americana. Genes were classified according to Gene Ontology terms. In addition to identifying root-specific ESTs we were also able to identify and quantify the expression of nine defence-related genes that were differentially regulated in response to P. cinnamomi. Genes such as metallothionein, thaumatin and the pathogenesis related PsemI, mlo and profilin were found to be differentially regulated.
This is the first study in elucidating the avocado root transcriptome as well as identifying defence responses of avocado roots to the root pathogen P. cinnamomi. Our data is currently the only EST data that has been generated for avocado rootstocks, and the ESTs identified in this study have already been useful in identifying defence-related genes as well as providing gene information for other studies looking at processes such as ROS regulation as well as hypoxia in avocado roots. Our EST data will aid in the elucidation of the avocado transcriptome and identification of markers for improved rootstock breeding and screening. The characterization of the avocado transcriptome will furthermore form a basis for functional genomics of basal angiosperms.
Avocado (Persea americana Mill.) is an important agricultural crop in over 50 countries worldwide and is native to Mexico and Central America . It belongs to the genus-Persea, subgenus-Persea, family-Lauraceae and falls under the clade of magnoliids that are sister to eudicot and monodicot clades. P. americana is a diploid angiosperm consisting of 24 chromosomes with approximately 8.83 × 108 (883 Mb) base pairs (bp). To date, the avocado genome is not yet available and only a limited number (16558) of expressed sequence tags (ESTs) generated from only fruit and flowers have been sequenced, annotated and released on the NCBI database.
Phytophthora root rot (PRR), caused by Phytophthora cinnamomi Rands, is considered the most destructive pathogen-induced disease to the avocado industry [2–4] with production relying heavily on the use of phosphite trunk injections and tolerant rootstocks such as Dusa® [4, 5] supported by planting in high organic matter soils and mulching to promote antagonistic microbial growth against P. cinnamomi. Metalaxyl has also showed promising results when used in conjunction with the tolerant rootstock Duke 7 in California in the 1980s . However in South Africa it was reported that after successful application for a period of two years, metalaxyl application became inefficient in controlling the disease . Recently P. cinnamomi has shown a decrease in sensitivity to phosphite treatments after prolonged usage . The authors demonstrated that P. cinnamomi isolates exposed to long periods of phosphite treatment in south west Australia showed reduced sensitivity to the fungicide when evaluated on avocado, lupins and eucalyptus. The population of P. cinnamomi isolated from phosphite treated sites colonized phosphite treated plant material easier than isolates not previously exposed to the fungicide. This decreased sensitivity to phosphite could indicate the onset of resistance to the fungicide.
As early as 1926 avocado researchers identified that the success of the avocado industry lay in rootstock improvement . The world's largest rootstock germplasm is maintained in California since 1957, with the hope of identifying more tolerant rootstocks for cultivation [6, 10]. To date a small number of rootstocks have been identified with partial resistance to P. cinnamomi such as Thomas, Martin Grande, Barr Duke, Duke 7 and D9 . In South Africa, the devastation caused by P. cinnamomi in the 1970s prompted the importation of clonal rootstocks and the development of a large scale selection program in the 1980s. For many years Duke 7 remained the industry standard in South Africa, until 2002 with the release of the Dusa® rootstock by Westfalia Technological Services. Dusa® gave avocado farmers a better alternative to Duke 7 that showed improved tolerance to P. cinnamomi as well as good fruit yields. The avocado breeding program at Westfalia is a continuing process and uses previously identified tolerant rootstocks as parents to undergo open pollination. Recently, field trials were conducted on a selection of rootstocks in Queensland, Australia with some selections such as 'SHSR-02', 'SHSR-04', un-grafted 'Hass' and Dusa® demonstrating their tolerance to PRR .
Despite the importance of avocado and a 60 year attempt to unravel the host pathogen interaction, our knowledge is based on; the analysis of root exudates, chemical analysis of roots , the application of chemicals to aid in suppression of the pathogen , and biochemical studies . Histological studies on roots infected with P. cinnamomi have aimed to try and understand the plant pathogen interaction . It was observed that necrophylactic periderm and periclinal cell wall division occurred, which limited the pathogens progress but did not affect the viability of the pathogen or reduce its ability to infect the host plant. P. cinnamomi infect the plants roots via motile zoospores present in the soil. The attraction of zoospores was investigated by Botha and Kotze in 1989 and it was found to be influenced by the composition of 14 amino acids in avocado root exudates . Sánchez-Pérez and colleagues tested crude root exudates for P. cinnamomi mycelial inhibition and subsequently the compound known as stigmastan-3, 5-diene was identified as the inhibitory compound . García-Pineda et al. (2010) investigated reactive oxygen species (ROS) formation and the role of nitric oxide (NO) against P. cinnamomi . The authors observed an increase in ROS and NO levels and deduced that the increase in ROS observed may assist in weakening host tissue early in infection with the sharp increase in NO possibly resulting in salicylic acid (SA) accumulation. This accumulation could cause an SA mediated H2O2 burst by the suppression of H2O2 degradation. The authors hypothesize that (cytosolic tobacco catalase) CAT is bound by SA, which inhibits CATs H2O2 degrading activity. The effect of externally applied SA on root colonisation was also investigated and indicated that decreased root colonisation was associated with SA application. SA has been implicated in regulating cell death, inducing resistance responses and activating various defence genes such as pathogenesis-related (PR) genes  but the mode of action has not been elucidated. The production of NO and ROS have previously been demonstrated to activate cell death. These early attempts on investigating the interaction between avocado and P. cinnamomi have illustrated the complexity of the defence response, highlighting the need for the molecular elucidation of defence genes.
Molecular research on avocado has comprised of genetic relationship studies and the molecular characterization of the fruit and flowers. There has been some gene characterization of avocado fruit ripening genes [18–22]. The greater part of molecular detail exists due to a continuous effort in marker development to assist in either elucidating genetic relationships amongst scions [23–28], or scion improvement [29–32]. There is currently a preliminary genetic map available based on microsatellites, random amplified polymorphic DNA (RAPD) markers and DNA fingerprint (DFP) markers . The most recent molecular development in the fight against PRR was the identification of 70 microsatellite markers that were developed from over 8000 ESTs in the hope of aiding in marker assisted breeding against PRR. The ESTs were however from a floral gene database generated for comparative genomics research of basal angiosperms. Their efficacy has yet to be tested for use in identifying tolerant rootstocks, but it is known that they amplify across all avocado varieties and can be used for investigation of genetic relations [34, 35]. The University of California Riverside (UCR) has recently employed 61 polymorphic AFLP markers to characterise PRR tolerance in 83 rootstocks from various locations including South Africa and Israel with the majority of rootstocks from the UCR collection . The study concluded that resistance mechanisms vary between tolerant cultivars and no trend was observed in the cluster analysis.
The avocado/P. cinnamomi interaction has not previously been elucidated on a molecular level. Current knowledge is based on research of the non-host plant, Arabidopsis. A study conducted on Arabidopsis infected with P. cinnamomi revealed that ROS induction, HR activation, lignin synthesis and callose production was initiated upon infection. The non-host showed activation of the ethylene and jasmonic acid pathways and only a minor involvement of the SA pathway  in contrast to the study conducted by García-Pineda et al (2010) on avocado which indicated that SA is a major inhibitor of pathogen colonisation. Macroscopic changes such as callose production have also been observed during P. cinnamomi infection in maize  and although model plants like Arabidopsis provide an insight to defence responses there are differences between non-host and host-specific defence responses. In order to fully understand tolerance in avocado it is important to conduct molecular level studies on the host specific interaction between P. americana and P. cinnamomi.
Since there is no genome data available for avocado, the identification and characterisation of genes is difficult. EST generation supplements the lack of genome data by providing transcript specific information and excluding non-coding regions of the genome. High-throughput sequencing is well suited for large scale EST discovery, providing a tool for gene discovery in non-model crops to evaluate the changes in gene expression to abiotic or biotic stresses [39–41]. The cost of pyrosequencing is also lower than conventional EST sequencing, small transcripts are not lost, and the time in sequence generation from tissue isolation is greatly shortened . More specifically, it is advantageous for commercial crops that lack substantial molecular databases and will aid in their unconventional improvement . Avocado is one such commercial crop that is in need of development of molecular tools for the improvement of the crop. Avocados' importance as an agricultural crop has justified molecular investigation and the application of modern molecular tools for its improvement [26, 27, 31, 33, 42, 43]. The application of high-throughput sequencing to avocado is the next step in improving breeding of this economically important crop.
In this study ESTs of a tolerant avocado rootstock infected with Phytophthora cinnamomi were generated. The 454 GS-FLX platform was used to generate sequence data for several time points including the uninfected, 6, 12, 24, 48 and 72 hours after infection, as well as to identify transcripts that were associated with the defence response. We identified 371 transcripts from avocado and studied the gene expression of a selection of these ESTs, thereby providing the first molecular data for the avocado/P. cinnamomi interaction.
454 pyrosequencing and assembly
Excerpts of newblermetric reports from the uninfected, library 1 and library 2 libraries of Phytophthora cinnamomi infected avocado roots.
Number of Contigs
EST identification and classifications
Contig classification for cDNA libraries of Phytophthora cinnamomi infected avocado roots.
Contigs of avocado transcripts grouped into functional classes according to GO database.
Number of contigs
Biological process - cytoplasm
Response to stress
Cell wall related
Structural constituent of ribosome - translation - ribosome
Transcription factor activity - regulation of transcription
Transferase activity/cell wall biogenesis
Translation elongation factor activity - translation factor activity, nucleic acid binding
Transporter activity - transport
Water channel activity - transport - membrane
Protein folding - cellular component
Lipid binding - lipid transport
List of putative stress related genes isolated from Phytohpthora cinnamomi infected avocado roots.
library 1 library
leucine-rich repeat resistance protein-like protein
4-coumarate-CoA ligase-like protein
seven transmembrane protein Mlo
pathogenesis-related protein PsemI
metallothionein-like protein type 2
library 2 library
translationally controlled tumour protein like protein
metallothionein-like protein type 2
AP2 domain containing protein
thaumatin-like protein, putative
AP2 domain containing protein
Translationally-controlled tumour protein homolog (TCTP) translationally controlled tumour protein
putative universal stress protein
cytochrome P450 like TBP
metallothionein-like protein class II
dormancy/auxin associated family protein
putative aquaporin PIP2-1
Vitis berlandieri × Vitis rupestris
Defence-related genes isolated from Phytophthora cinnamomi infected avocado roots.
Armellaria mellea 
metallothionein-like protein type 2
Agrobacterium rhizogenes 
pathogenesis-related protein P sem I
Phellinus weirii 
putative universal stress protein
Phytophthora infestans 
Phytophthora spp 
LRR resistance protein-like protein
Phytophthora infestans 
seven transmembrane protein Mlo
Blumeria graminis f. sp. hordei 
Species similarity between avocado and other plants
Quantitative gene expression analysis
Similarities between pyrosequencing data and gene expression profiles of defence-related genes
GenBank accession number
Max qRT-PCR expression
Similarities between 454 and qRT-PCR
LRR resistance PLP
Metallothionein like protein
Uninfected, Library 1
Seven transmembrane protein MI0
Pathogenesis-related protein PsemI
Putative universal stress protein
Cytochrome P450 like TBP
Library 1 and Library 2
The pathogenesis-related (PR-10) psemI gene showed significant increases in expression at 6 & 24 hpi. At 24 hpi psemI reached the highest expression level of 1.5 when compared to all time points (Figure 4b). By 48 hpi psemI expression had decreased significantly to 0.1, reaching levels comparable to 3 hpi.
Cytochrome P450-like TBP (TATA box binding protein) showed a significant early response at 3 hr after infection with P. cinnamomi reacting with an increase of ten-fold. At 6 hpi the gene was significantly down-regulated followed by a substantial increase at 12 hpi- a similar level found at 3 hpi. The gene was then significantly down-regulated to 1.0 at 24 hpi and remained unchanged at 48 hpi (Figure 4c). Cytochrome P450-like TBP levels were constantly up- and down-regulated showing significant variation over time points. The data was consistent with the pyrosequencing data for this transcript.
The gene encoding for a metallothionein-like protein was constitutively expressed at 0.6 and showed no significant changes in expression over the first 6 hpi. This was however followed by a significant increase in the expression at 12 hpi when compared to all other time points reaching levels of 3.2, the expression then decreased to 0.5 at 24 hpi and remained unchanged at 48 hpi (Figure 4d). The data showed similarity to the pyrosequencing data for this transcript.
The profilin-like gene was expressed constitutively at 1.9 prior to infection. Three hours after infection the transcript was significantly down-regulated to 0.6 (a 3 fold decrease) and remained unchanged at 6 hpi. There was a significant up-regulation from 6 hpi to12 hpi with expression peaking at 2.6, followed by a significant decrease to 0.9 at 24 hpi and remained unchanged at 48 hpi as opposed to 12 hpi (Figure 4e).
The MLO transmembrane protein encoding gene was constitutively expressed at 2.2 followed by a significant reduction at 6 hpi compared to the uninfected time point. At 12 hpi the tolerant rootstock responded with a significant increase to 5.7. Expression at 24 hpi was significantly down-regulated when compared to 12 hpi and reached a level of 1.5 at 48 hpi (Figure 4f). The mlo expression data was in agreement with the pyrosequencing data for this transcript.
The universal stress protein showed the maximum expression at 12 hpi but did not show a significant increase when compared to 0 and 6 hpi. An overall increase in expression was viewed until 12 hpi, followed by a significant down-regulation to 0.4 at 48 hpi compared to 12 hpi (Figure 4g).
Two genes encoding respectively for the thaumatin-like protein and the leucine rich repeat (LRR) resistance protein-like protein were constitutively expressed at 0.8. Both genes showed no statistically significant change in regulation over the 48 hour time course, however similar to the majority of genes in this experiment, both genes showed the highest increase in expression at 12 hpi. The highest level of up-regulation achieved was 1.1 and 1.47 respectively (Figure 4h & 4i).
We have sequenced the first set of avocado root transcriptomic data for the avocado-P. cinnamomi interaction. A single lane of pyrosequencing on the GS FLX platform generated 2.0 Mb (of a potential 2.5 Mb) of data, consisting of 9953 reads that assembled into 371 contigs of which 367 ESTs are novel for P. americana and have not previously been identified. In addition, we were also able to identify and quantify the expression of nine defence-related genes that were regulated in response to P. cinnamomi. The primary objective of this study was to generate EST data of a tolerant avocado rootstock infected with the root pathogen P. cinnamomi. This data identified the genes involved in cellular processes and defence mechanisms thereby providing the first platform for studying molecular mechanisms underlying tolerance in the roots of one of the important agricultural hosts of P. cinnamomi.
The 371 contigs were grouped into 38 and 21 functional classes based on the KOG and GO databases respectively using the dCAS program. As expected, the majority of sequences had unknown functions. Due to the high sensitivity of sequencing, transcriptome studies identify many transcripts that have not yet been characterised and many that have unknown functions even when annotated using a database such as Gene ontology . The lack of EST and genome sequence data for avocado in general, specifically rootstocks, also accounts for the high frequency of unknown functions. The top ten functional groupings according to the GO classification revealed that 44.5% of assembled contigs were represented by unknown functions followed by the functional groups of 'other', 'cellular components', 'biological processes', 'stress responses', 'ribosome structure', 'cell wall related', 'protein binding', 'mitochondrion and 'ATP-binding'. According to the KOG database much of sequence data matched categories of 'general function prediction', which means that these transcripts show homology to transcripts that are poorly characterised according to the NCBI. The KOG database revealed that the top ten classes that the contigs grouped into were firstly; 'general function prediction' followed by 'signal transduction', 'unknown function', 'translation and ribosomal structure', 'chaperones', 'carbohydrate metabolism', 'intracellular trafficking', 'transcription', 'cytoskeleton' and 'inorganic ion transport and metabolism'. Furthermore, the presence of unidentified reads in this study is not unique to avocado, other studies have also produced sequence that did not align to any sequence present in NCBI datasets .
We investigated the sequence homology between the avocado sequence data and the plant species that our data showed homology to. Only 1% (4/371) of the sequenced contigs showed homology to P. americana, while 20-30% of the contigs generated showed similarity to grapevine (V. vinifera). The lack of similarities to any avocado sequence data observed in our study emphasizes the lack of genetic data on the NCBI. The knowledge we have gained by sequencing avocado rootstock ESTs may provide some insight into other magnoliids or phylogenetically related plants. The sequence and expression data generated in this study can form a basis for functional genomics of basal angiosperms - a group which has no other model .
As expected we isolated a number of ESTs with homology to genes previously associated with defence responses in plants against pathogens and in some cases, against oomycetes. Interesting defence ESTs included thaumatin, metallothionein, a PR10 pathogenesis-related protein, a mlo transmembrane protein and profilin. Nine genes were quantified with qRT-PCR to elucidate the early gene response of a tolerant avocado rootstock infected with P. cinnamomi as well as to validate the pyrosequencing data.
Thaumatin, a PR5 protein associated with the SA pathway [45, 46], was significantly upregulated at 48 h in response to P. cinnamomi infection. The gene showed no changes in regulation during the first 6 hours after inoculation with a mycelial suspension. At 12 and 24 hpi expression showed an insignificant but steady increase in response to the infection. PR5 is induced by biotic stress and further linked to increased pathogen resistance . García-Pineda et al (2010) showed decreased root colonization in the Arabidopsis-P. cinnamomi system linked to SA. The significant up-regulation of thaumatin in the P. cinammomi tolerant avocado rootstock indicates the importance of the SA pathway in the early inhibition of the hemibiotroph P. cinnamomi. Hemibiotrophs have an initial biotrophic phase prior to becoming necrotrophs and PR5 gene activity in the SA-dependant pathway has been previosuly shown to be effective against biotrophs .
PsemI was highly expressed at 24 hpi in tolerant avocado roots infected with P. cinnamomi. The PR10 gene was identified in the response of Douglas -fir infected with Phellinus weirii . The authors showed that very high concentrations of Pin m III (PsemI gene homologue) was responsible for resistance to the rust pathogen Cronartium ribicola. This PR-10 gene has also been used as a marker in screening for P. weirii resistance in Douglas-fir and could therefore be valuable in screening for PRR tolerance in avocado.
The gene encoding for the cytochrome P450-like TBP was the only transcript to be significantly induced by P. cinnamomi as early as 3 hpi. This enzyme features in oxidative metabolism and the production of ROS. This rapid response could be attributed to the universal nature of the protein in cell metabolism and growth. Additionally it has been reported to be involved in biotic and abiotic environmental responses as well as in the HR response to infection [44, 50–52].
Our data revealed a noticeable host response at 12 hpi with the up-regulation of four transcripts, the metallothionein-like gene, the universal stress protein, profilin & mlo. Metallothioneins inhibit programmed cell death (PCD) and Fumonisin B1-induced root death in tomato infected with Agrobacterium rhizogenes through interference of the ROS pathway. ROS accumulation was significantly reduced under metallothionein over-expression, validating its function in ROS scavenging . The significant induction of metallothionein in the highly tolerant avocado rootstock at 12 hpi implies that this protein may play a role in conferring disease tolerance to P. cinnamomi by scavenging ROS. ROS generation is indicative of the activity of the hypersensitive response (HR), which leads to cell death and is effective against biotrophic organisms .
The up-regulation of the universal stress protein at 12 hpi indicates the plant's response to the stress of infection by P. cinnamomi. Universal stress proteins are mediated by ethylene , and our results may therefore implicate the involvement of the ethylene pathway in response to P. cinnamomi, a pathway that has shown activation in the Arabidopsis/P. cinnamomi interaction .
Both profilin & mlo play a role in actin filament polarization [56, 57] and actin rearrangement has been observed in plant-fungus interactions with successful pathogen infection resulting in the suppression of the rearrangement [58, 59]. Profilin is known to localize to the site beneath the cell wall, that is penetrated by the oomycetous appresorium  and either promotes or prevents actin polymerization in the actin cytoskeleton . Cell wall thickening during fungal attack also involves the re-orientation of actin filaments as a defense response in order to prevent pathogen ingress . The up-regulation of profilin in avocado roots suggests that profilin is being produced in response to P. cinnamomi penetration. MLO, a transmembrane protein, modulates actin cytoskeleton polarization in resistant barley in response to a biotrophic fungus- Blumeria graminis f. sp. hordei . Successful defence against pathogens results in cell wall strengthening and is correlated with increased actin accumulation at sites of attempted penetration .
The thaumatin-like gene expression showed no significant response to the oomycete infection. This might be explained by the fact that it is usually induced by viral, bacterial and fungal infection , and is believed to destroy fungal cell walls using a variety of enzymatic activities . The LRR (leucine rich repeat) resistance protein-like gene also demonstrated no significant response to P. cinnamomi. Although resistance related LRR proteins have been found to interact specifically with other Phytophthora species, (Solanum tuberosum-Phytophthora infestans interaction) , no such interaction has to our knowledge been described for P. cinnamomi and its hosts, specifically avocado. However, the identification of a LRR-like gene from P. cinnamomi infected tolerant avocado roots warrants further investigation.
This study identified an interesting set of genes regulated by the infection of the hemibiotroph P. cinnamomi by using 454 pyrosequencing. Defence genes included general defence-related transcripts (universal stress protein, metallothionein and thaumatin-like genes as well as cytochrome P450) and Phytophthora specific response genes such as (thaumatin, PR-10 and the LRR resistance protein-like gene) [44–47, 49–52, 55, 64].
We inoculated avocado roots with a mycelial suspension, based on the genetic response by the plant, we hypothesize that the plant response is delayed due to the slower infection rate of mycelia as opposed to zoospores that are able to germinate and encyst within 2 hr of release from sporangia. Despite this delay five of the nine defence-related transcripts showed a significant early response to the pathogen between 3 and 12 hpi. Based on this first set of transcriptome data we hypothesize that the tolerance of the rootstock in this study is most likely polygenic and based on the early detection of P. cinnamomi followed by a response that included ROS and cell-wall strengthening. Ongoing research in our laboratory has generated a second set of transcriptome data and has included a variety of rootstocks with different levels of PRR tolerance and susceptibility as well as additional time-points.
We have successfully produced the first molecular data for the avocado-Phytophthora cinnamomi interaction and believe that this data will contribute to the understanding of host defence against this devastating pathogen thereby aiding in the selection of tolerant avocado rootstocks.
Plant material inoculation
Nine month old tolerant Dusa® clonal avocado plantlets were provided by Westfalia Technological Services (Tzaneen, South Africa) and inoculated with a Phytophthora cinnamomi mycelial suspension containing mycelia and zoospores. A total of 33 g of mycelia was homogenised in 65 L of distilled water giving a final concentration of 0.5 g/L. This was then mixed into 112 kg of vermiculite in a mistbed. Plantlets were randomly grounded in vermiculite and constantly irrigated over a period of six weeks. Scanning electron microscopy and confocal microscopy were used to confirm P. cinnamomi infection, germination and root colonization which was then used to determine time points for root harvesting. Based on the results obtained, zoospores germinated within 1 hr & hyphae were visible at 6 hr, we selected our time points accordingly. Root material was harvested at 0 hour (uninfected), 3, 6, 12, 24, 48 and 72 hours post infection (hpi), snap frozen in liquid nitrogen and stored on dry ice (-78°C) until the root material could be transported back to a -80°C freezer. A subset of plants was left in the mistbed for six weeks as a positive control for disease.
Generation of cDNA libraries for pyrosequencing
RNA isolations were done using the CTAB method . Roots were ground in liquid nitrogen and 2-3 g of root material was used per RNA extraction. The Chloroform: isoamyl alcohol wash step was repeated 6 times followed by washing with ethanol thrice. Total RNA concentrations were quantified using the Nanodrop ND-100 Spectrophotometer (Nanodrop Technologies, Inc., Montchanin, USA) and verified on a 2% non-denaturing TAE agrose gel. Total RNA from three biological replicates (per time point) was combined before mRNA purification. Three technical replicates per biological replicate were performed for RNA isolation.
Prior to mRNA isolation, different time points were combined into three libraries for pyrosequencing and designated as uninfected, library 1 and library 2. The 0 hr time point and was regarded as the uninfected library with library 1 containing the 6 & 12 hr infection time points while library 2 contained the 24, 48 and 72 h time points. Purification of mRNA was done according to manufacturer's instructions using Oligotex (Oligotex™ mRNA kit, Qiagen, Valencia, California, USA). The mRNA purification was performed twice per sample to ensure the removal of any DNA contamination as well as to reduce the amount of rRNA available in the sample.
DNA contamination was assessed by using intron flanking primers. F3H forward:
(5'-TCTGATTTCGGAGATGACTCGC-3') and F3H reverse:
(5'-TGTAGACTTGGGCCACCTCTTT-3') to amplify a 300 bp fragment of the flavanone-3-hydroxylase gene from RNA as opposed to the 1200 bp fragment which is obtained from DNA.
cDNA libraries were synthesized with the Roche cDNA synthesis system (Roche Diagnostics, Mannheim, Germany) according to manufacturer's instructions and purified using the Qiagen MinElute PCR Purification Kit (Qiagen, Valencia, California, USA) before being sequenced. DNA contamination was assessed in cDNA as previously mentioned.
Pyrosequencing and Bioinformatics
Libraries were sequenced by Inqaba Biotec (Sunnyside, South Africa) on the GS-FLX platform. Approximately 3 μg of cDNA was supplied for each library. A third of each library was tagged with a different ten nucleotide tag (Uninfected tag- 5'CGTGTCTCTA'3, library 1 infection tag- 5'CTCGCGTGTC'3, library 2 infection tag- 5'TAGTATCAGC'3) and sequenced on a single lane.
A total of 9950 reads were assembled into 371 contigs using the Newbler assembler version 1.1.02.15 (Roche). Reads were trimmed before contig assembly. Low quality reads were not included and the assembly was analyzed and annotated using dCAS (Desktop cDNA Annotation System) Version 1.4.1 Build 3791 and CLC Free Workbench software (CLC bio, Cambridge, MA). The BLASTX tool was used (using the PAM 30 matrix) in order to produce short and nearly exact matches. The sequence data generated in this study is available on the NCBI Transcriptome Shotgun Assembly Sequence Database BioProjectID: PRJNA72155. Gene sequences for genes quantified are available through accession numbers TSA JO840460-JO840468.
Quantitative gene expression analysis
Nine genes were selected for gene expression analysis and included: Thaumatin, thaumatin-like, metallothionein-like, leucine rich repeat resistance protein-like, pathogenesis-related protein PsemI, putative universal stress, profilin-like, transmembrane protein MLO and cytochrome P450-like TBP (TATA box binding protein). Reference genes chosen for the study were actin and 18s rRNA genes. The time points used to analyze the gene expression were 0 hours prior infection and, 3, 6, 12, 24 and 48 hours post infection.
cDNA synthesis was performed for qRT-PCR with starting material of 1-2 μg total RNA of each time point. The ImProm-II™ single strand cDNA system from Promega (Promega Corporation, Madison, Wisconsin, USA) was used in conjunction with random hexamer primers from Invitrogen (Invitrogen Life Technologies, Mississauga, ON, Canada). Reverse transcription was carried out under the following conditions: 25°C for 5 min, 42°C for 60 min and 70°C for 10 min.
Primers were designed using Primer Designer 4 for Windows, version 4.2©, (scientific and educational software, Durham, NC) based on sequence homology. Primers were designed to amplify products of no more than 150 base pairs, the selection was then auto adjusted using more aggressive criteria and primers were chosen within a 58-61°C range. Primers were synthesised by Southern Cross Biotechnology (Cape Town, South Africa) (Table 1).
Quantitative PCR was carried out using the Bio-Rad CFX96 real-time PCR detection system (Bio-Rad Laboratories, Hercules, CA). Reactions were performed in a 20 μl tube containing 5 μl of each cDNA sample, 10 μl of iQ SYBR Green supermix (Bio-Rad), 1 μl of each set of fragment specific forward and reverse primers and 3 μl SABAX water.
Primer sequences of selected putative avocado defence-related genes from Phytophthora cinnamomi infected avocado roots.
Fwd primer (5'-3')
Rev primer (5'-3')
Product length (bp)
LRR resistance PLP
Metallothionein like protein type 2
Pathogenesis-related protein PsemI
Putative universal stress protein
Cytochrome P450 like TBP
A Student T-test was carried out to determine significant differences between gene expression levels for quantitative gene expression analysis. Statistical analysis was performed using the JMP® program version 9.0.0 (SAS Institute, Inc., Cary, NC) with a 95% confidence interval.
We are grateful for the support of Westfalia Technological Services (WTS) for providing the plantlets. This work was financially supported by the National Research Foundation (NRF) and Hans Merensky Foundation.
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