Summary
Cassava brown streak disease (CBSD) is a major constraint on cassava yields in East and Central Africa and threatens production in West Africa. CBSD is caused by two species of positive‐sense RNA viruses belonging to the family Potyviridae, genus Ipomovirus: Cassava brown streak virus (CBSV) and Ugandan cassava brown streak virus (UCBSV). Diseases caused by the family Potyviridae require the interaction of viral genome‐linked protein (VPg) and host eukaryotic translation initiation factor 4E (eIF4E) isoforms. Cassava encodes five eIF4E proteins: eIF4E, eIF(iso)4E‐1, eIF(iso)4E‐2, novel cap‐binding protein‐1 (nCBP‐1), and nCBP‐2. Protein–protein interaction experiments consistently found that VPg proteins associate with cassava nCBPs. CRISPR/Cas9‐mediated genome editing was employed to generate ncbp‐1, ncbp‐2, and ncbp‐1/ncbp‐2 mutants in cassava cultivar 60444. Challenge with CBSV showed that ncbp‐1/ncbp‐2 mutants displayed delayed and attenuated CBSD aerial symptoms, as well as reduced severity and incidence of storage root necrosis. Suppressed disease symptoms were correlated with reduced virus titre in storage roots relative to wild‐type controls. Our results demonstrate the ability to modify multiple genes simultaneously in cassava to achieve tolerance to CBSD. Future studies will investigate the contribution of remaining eIF4E isoforms on CBSD and translate this knowledge into an optimized strategy for protecting cassava from disease.
Keywords: CRISPR/Cas9, genome editing, eIF4E, potyvirus, cassava brown streak disease
Introduction
Cassava brown streak disease (CBSD) is a threat to food and economic security for smallholder farmers in sub‐Saharan Africa. First reported in the 1930s in lowland and coastal East Africa, CBSD has since spread west to higher altitudes in Uganda, Kenya, Tanzania, Burundi, and the Democratic Republic of Congo (Adams et al., 2013; Alicai et al., 2007; Bigirimana et al., 2011; Mbanzibwa et al., 2011; Mulimbi et al., 2012). The CBSD vector is the whitefly Bemisia tabaci which has a broad geographical distribution across sub‐Saharan Africa (Legg et al., 2014). CBSD symptoms include leaf chlorosis, brown streaks on stems, and necrosis of the storage roots. CBSD immunity, or complete non‐infection of the cassava plant (Manihot esculenta Crantz), has not been observed within known farmer cultivars (Kaweesi et al., 2014). Infection can occur in resistant cultivars such as Kaleso and Namikonga, but multiplication, movement, and disease symptoms are limited (Kaweesi et al., 2014). Tolerant cultivars Nachinyaya and Kiroba can be infected and support virus movement and replication, but with intermediate symptoms, while susceptible cassava cultivars 60444 and Albert support high levels of virus concentration and develop severe CBSD symptoms (Hillocks et al., 2001; Maruthi et al., 2014; Masiga et al., 2014; Ogwok et al., 2015). Since symptoms may be subtle or develop only within the underground storage roots, CBSD may claim an entire crop without the farmer's knowledge until harvest (Legg et al., 2015; Patil et al., 2015). Necrotic lesions render the storage roots unfit for market and human consumption with losses of up to 70% root weight reported (Hillocks et al., 2001). The International Institute of Tropical Agriculture (IITA) estimated that CBSD causes $175 million loss in East Africa each year (Michael, 2013).
The causative agents of CBSD, Cassava brown streak virus (CBSV) and Ugandan cassava brown streak virus (UCBSV), belong to the family Potyviridae (Genus: Ipomovirus) (Revers and García, 2015). These non‐enveloped, flexuous, filamentous viruses contain a positive‐sense, single‐stranded RNA, with a 3′‐poly(A) terminus (King et al., 2012). The CBSV genome encodes a polyprotein of 2902 amino acids that is proteolytically cleaved into 10 mature proteins (Mbanzibwa et al., 2009). A viral genome‐linked (VPg) protein is covalently linked to the 5′ end of the viral genome and is required for infection by this pathogen (Robaglia and Caranta, 2006; Wang and Krishnaswamy, 2012).
Resistance to plant pathogens can be controlled either through dominant or recessive gene inheritance. Resistance genes encoding nucleotide‐binding leucine‐rich repeat receptors, which are dominant sources of extreme resistance against adapted pathogens in many pathosystems, have been cloned and characterized for potyviral diseases, but an overrepresentation in recessive resistance to potyviruses is well documented (Revers and Nicaise, 2014; de Ronde et al., 2014). Recessive resistance to potyviruses is typically associated with mutations in the eukaryotic translation initiation factor 4E (eIF4E) protein family (Bastet et al., 2017; Robaglia and Caranta, 2006). Ethyl methanesulfonate‐ and transposon‐mutagenesis screens in Arabidopsis thaliana for decreased susceptibility to Turnip Mosaic potyvirus (TuMV) identified eIF(iso)4E as a loss of susceptibility locus (Duprat et al., 2002; Lellis et al., 2002). More broadly, polymorphisms in eIF4E isoforms of pepper, tomato, lettuce, pea, and other crops confer resistance to numerous potyviruses (Robaglia and Caranta, 2006). The direct physical interaction between potyvirus VPg and specific host eIF4E isoforms is well supported through in vitro and in vivo binding assays (Kang et al., 2005; Léonard et al., 2000; Schaad et al., 2000; Wittmann et al., 1997; Yeam et al., 2007). In most of these cases, amino acid substitutions within the interaction domains on either VPg or eIF4E isoforms abolished infection, highlighting the necessity of eIF4E isoform interaction.
The eIF4E protein family plays an essential role in the initiation of cap‐dependent mRNA translation. eIF4E isoforms interact with the 5′‐7mGpppN‐cap of mRNA and subsequently recruit a complex of initiation factors for ribosomal translation. eIF4E and its different isoforms, eIF(iso)4E and novel cap‐binding protein (nCBP), vary in degrees of functional redundancy and may have undergone neo‐ or subfunctionalization (Browning and Bailey‐Serres, 2015). Little is known regarding nCBPs, in particular. Studies in A. thaliana have shown that nCBP exhibits weak cap‐binding, similar to eIF(iso)4E, and increased levels in cap‐binding complexes at early stages of cell growth (Bush et al., 2009; Kropiwnicka et al., 2015). However, the specialized function of plant nCBPs remains unknown. Potyviruses hijack the eIF4E protein family via their VPg for translation initiation, genome stability, and/or viral movement (Figure S1) (Contreras‐Paredes et al., 2013; Eskelin et al., 2011; Gao et al., 2004; Miras et al., 2017; Zhang et al., 2006). Transgenic approaches leveraging amino acid changes that abolish interaction with VPg or loss of the VPg‐associated eIF4E protein have previously been implemented as a form of potyviral disease control (Cui and Wang, 2017; Piron et al., 2010; Wang, 2015).
Targeted genome editing techniques have emerged as alternatives to classical plant breeding and transgenic methods (Belhaj et al., 2015). The CRISPR (Clustered Regularly Interspaced Short Palindromic Repeats)/Cas9 (CRISPR associated protein 9) system has rapidly become a favoured tool for biotechnology because of its simple design and easy construction of reagents. The Cas9 nuclease is recruited to a specific site within the genome via a guide RNA (gRNA) (Jinek et al., 2012). Upon binding, Cas9 induces a double‐strand break (DSB) at the target site (Belhaj et al., 2015). Repair of the DSB by error‐prone non‐homologous end joining (NHEJ) can generate insertion or deletion (INDEL) mutations that disrupt gene function by altering the reading frame and/or generate a premature stop codon (Britt, 1999; Gorbunova and Levy, 1999). We aimed to apply the CRISPR/Cas9 technology to knockout the VPg‐associated cassava eIF4E isoform(s). This approach to engineering potyvirus resistance has been successfully demonstrated in A. thaliana and cucumber (Chandrasekaran et al., 2016; Pyott et al., 2016). Here, we show that targeted mutagenesis of specific cassava eIF4E isoforms nCBP‐1 and nCBP‐2 by the CRISPR/Cas9 system reduces levels of CBSD‐associated disease symptoms and CBSV accumulation in storage roots. Simultaneous disruption of both nCBP isoforms resulted in a larger decrease in disease symptoms than disruption of either isoform individually.
Results
Identification and sequence comparison of eIF4E isoforms in cassava varieties
To identify the eIF4E family protein(s), a BLAST search of the AM560‐2 cassava cultivar genome (assembly version 6.1) was done via Phytozome using A. thaliana eIF4E family proteins as the queries (Bredeson et al., 2016; Goodstein et al., 2012). Five cassava proteins were found that phylogenetically branched with the eIF4E, eIF(iso)4E, and nCBP sub‐groups (Figure 1a). Two of the cassava eIF4E family proteins joined within the eIF(iso)4E sub‐group, and another two joined within the nCBP sub‐group. This is in agreement with findings by Shi et al. (2017). Percent identity analysis further supported this grouping as the eIF(iso)4E‐ and nCBP‐similar proteins had high amino acid identity (Figure 1b). Based upon this phylogenetic analysis, one eIF4E, two eIF(iso)4E, and two nCBP cassava genes were re‐named according to their sub‐groups (Figure 1c).
Multiple cassava eIF4E isoforms interact with VPg
We investigated CBSV VPg association with cassava eIF4E isoforms through co‐immunoprecipitation (co‐IP) experiments. Several attempts to co‐express and co‐IP tagged forms of CBSV VPg and cassava eIF4E isoforms in Nicotiana benthamiana were unsuccessful, due possibly to very low levels of VPg expression or competitive interference from endogenous eIF4E isoforms (Avila et al., 2015; Monger et al., 2001). As an alternative, tests for interaction were done using bacterially expressed 6xHIS‐VPg‐6xHIS‐3xFLAG protein mixed with lysates of N. benthamiana expressing YFP‐eIF4E isoforms. This approach was first validated using the well‐characterized TuMV VPg association with A. thaliana eIF(iso)4E (Figure S2). Interactions were tested between tagged forms of CBSV‐Naliendele isolate TZ:Nal3‐1:07 (CBSV‐Nal) VPg and cassava eIF4E isoforms. The results indicate that CBSV‐Nal VPg can associate with all YFP‐fused cassava eIF4E isoforms but not YFP alone (Figure 2a).
As a complementary approach to the described co‐IP experiments, a yeast two‐hybrid system was used to assess the VPg‐eIF4E isoform interactions. The VPg proteins from CBSV‐Nal and UCBSV isolate UG:T04‐42:04 (UCBSV‐T04) were fused to the B42 activation domain and transformed into yeast strain EGY48. All five cap‐binding proteins were fused to the LexA DNA‐binding domain and transformed into VPg yeast lines. Likewise fused, TuMV VPg and A. thaliana eIF(iso)4E were transformed into yeast as a positive control, and empty vectors were transformed as negative controls. Five colonies from each transformation were plated on selective media supplemented with X‐gal. Protein–protein interaction‐dependent activity of the β‐galactosidase reporter was indicated by a blue colour. Both nCBP‐1 and nCBP‐2 showed strong interactions with the VPgs based on colour intensity, and comparable to the positive control (Figure 2b). The eIF(iso)4E proteins appeared to exhibit a weak interaction with VPg proteins, while eIF4E‐VPg interactions were not detected (Figure 2b).
Site‐specific mutation of nCBP isoforms by transgenic expression of sgRNA‐guided Cas9
Taken together, the protein–protein interaction data suggest that viral VPg proteins can interact with multiple members of the cassava eIF4E family. The nCBP clade consistently interacted with CBSV VPg and was prioritized for functional characterization. CRISPR/Cas9 was employed to generate mutant alleles of cassava nCBP isoforms. Five constructs were assembled to target various sites in nCBP‐1, nCBP‐2, and both genes simultaneously (Table 1). Agrobacterium carrying these constructs were then used to transform friable embryogenic calli (FEC) derived from cassava cultivar 60444 (Figure S3). Multiple independent T0 transgenic plant lines were recovered for each construct (Table S1). Sites in each nCBP gene were targeted to disrupt restriction enzyme recognition sequences (Figure S4). Restriction digestion analysis of PCR products from T0 plants with SmlI detected mutagenesis of nCBP genes (Figure S4).
Table 1.
Construct | Gene Target | Total no. of lines | Homozygous | Bi‐allelic | Heterozygous | Complex/chimeric | WT |
---|---|---|---|---|---|---|---|
BS01 | nCBP‐1 | 6 | 2 | 1 | 0 | 2 | 1 |
BS02 | nCBP‐2 | 6 | 1 | 3 | 0 | 2 | 0 |
BS03 | nCBP‐1 | 10 | 4 | 5 | 0 | 0 | 1 |
BS04 | nCBP‐2 | 15 | 2 | 10 | 1 | 1 | 1 |
BS05 | nCBP‐1/2 | 8 | 1 | 6 | 0 | 0 | 1 |
Total | 45 | 10 | 25 | 1 | 5 | 4 | |
Percent | 100% | 22% | 56% | 2% | 11% | 9% | |
Combined Percentages | 91% | ||||||
78% |
The range of mutations generated in each transgenic plant was analysed by subcloning and sequence analysis, revealing an array of homozygous, bi‐allelic, heterozygous, complex, and wild‐type genotypes (Table S1). Bi‐allelic mutations contained different mutations on the two alleles. Heterozygous plants carried one mutagenized allele and one wild‐type allele. Plants were considered complex if they carried more than two sequence patterns, strongly suggesting chimerism (Odipio et al., 2017; Zhang et al., 2014). The genotypes of edited plants had Cas9‐induced INDELs ranging from insertions of 1–16 bp and deletions as large as 127 bp (Table S1). Review of all genotyped plants revealed that 10/45 (22%) carried homozygous mutations, 25/45 (56%) carried bi‐allelic mutations, 1/45 (2%) were heterozygous, 5/45 (11%) were complex, and another 4/45 (9%) were wild‐type genotypes (Table 1). In total, 78% of plants contained either homozygous or bi‐allelic mutations, and CRISPR/Cas9 activity was observed in 91% of the plants studied.
Sequence analysis of INDEL‐induced frameshifts in nCBPs identifies multiple ncbp‐1 splice variants
Edited lines with mutations in nCBP‐1 and nCBP‐2 individually, as well as both nCBPs in tandem, were selected for CBSV disease trials in a greenhouse. Lines with homozygous mutations in exon 1 were prioritized (Table S1). The mutant lines chosen for these trials, ncbp‐1 #1, ncbp‐2 #6, nCBP‐1/2 #2, and ncbp‐1/2 #8, each had an INDEL at the 3′ end of the first exon of each targeted gene (Figure 3). The INDELs either directly resulted in a frameshift or disrupted the exon–intron splice sites, so that an out‐of‐frame splice variant was predicted to be produced (Figures 4, S5). Predicted out‐of‐frame splice variants from homozygous mutants were validated by sequencing of cDNA amplicons. To characterize bi‐allelic mutations, cDNA clone sequencing (clone‐seq) was done (Figure 4b). The homozygous ncbp‐1 allele from ncbp‐1/2 #2 was also analysed for comparison. Of nine ncbp‐1 cDNA clones from mutant line ncbp‐1/2 #2, eight displayed the wild‐type splicing pattern (referred to as type 1) with the insertion of an A from genomic DNA sequence results. This generates a frameshift, culminating in a premature stop codon. An alternative splice variant (referred to as type 2) was also observed (Figure 4b). This variant results in retention of 35 nucleotides from intron 1 but does not shift the reading frame. Thus, this splice variant encodes a full protein with a 12 amino acid internal insertion. This splicing pattern was not observed in any wild‐type nCBP‐1 clones, but may occur at low frequency.
Clone‐seq analysis of ncbp‐1 transcripts from mutant line ncbp‐1/2 #8 cDNA similarly found predicted INDELs. Two cDNA clones displayed the wild‐type (type 1) splicing pattern and the predicted deletion of an A. Four clones showed a sequence pattern that suggests a third splicing variant (type 3) at an upstream alternative splice site (Figure 4) (Reddy, 2007). Both observed cDNA sequence patterns are frameshifted.
Off‐target analysis
A full genome assembly for cassava variety 60444 is not available. However, Illumina re‐sequencing data for this variety was recently published (Bredeson et al., 2016). Using these data we created an AM560‐2 v6 reference‐based assembly for 60444 and used it to predict potential off‐targets for gRNA1 (target nCBP‐1) and gRNA2 (target nCBP‐2) with the CasOT tool (Xiao et al., 2014; Tables S2 and S3). The top five hits with the fewest mismatches for each gRNA were analysed with PCR followed by Sanger sequencing. gRNA1 and gRNA2 share several off‐targets due to homology between targeted regions, resulting in a combined set of eight off‐targets (A‐H). Sequence analysis revealed wild‐type sequence for off‐targets A, B, C, E, F, and H. We were unable to amplify off‐target D. We observed a mutation within one allele of G, an off‐target for gRNA2. This off‐target does not fall within an annotated gene in the cassava version 6 genome. However, gene expression data available through Phytozome suggests this site may be within an intron. The mutated allele had two mismatched nucleotides from gRNA2, while the wild‐type allele had an additional third mismatch.
ncbp‐1/ncbp‐2 double mutants exhibited reduced CBSD symptom incidence and severity in aerial tissues
The ncbp‐1, ncbp‐2, ncbp‐1/2 #2, ncbp‐1/2 #8, and wild‐type 60444 plants were chip‐bud graft inoculated with CBSV‐Nal and monitored for differences in symptom development (Wagaba et al., 2013). Aerial disease incidence was scored every week for 12–14 weeks after grafting and the percentage of plants showing any level of foliar or stem symptoms was recorded at each time point. Fluctuations in the percentage of plants that exhibited symptoms at each time point (% incidence) result from the shedding of symptomatic leaves throughout the experiment. At least five replicate plant clones were included for each genotype (n ≥ 5). Across all three experimental replicates, ncbp‐1/ncbp‐2 double mutants exhibited delayed symptom development relative to wild‐type and ncbp‐1 (Figures 5a, S6). ncbp‐2 exhibited symptom incidence development similar to wild‐type and ncbp‐1 in two experiments and displayed an intermediate phenotype in the third experiment (Figures 5b, S6).
In addition to disease incidence, aerial tissue symptom severity was assessed for the CBSV challenges (Table S4, Figures 5b, 6, S7). Compared to wild‐type, the ncbp‐1/ncbp‐2 double mutants had greatly reduced CBSD severity in all three trials. Area under the disease progression curve (AUDPC) analysis revealed this to be a statistically significant difference in all three experimental replicates (Figures 5c, S7). Despite the robust stem phenotypes in these experiments, differences in leaf symptoms were variable across experiments (Figures S8 and S9). qPCR analysis of leaf virus titre at the end of challenges also proved highly variable (Figure S10).
ncbp‐1/ncbp‐2 double mutant storage roots are less symptomatic and accumulate less virus
At 12–14 weeks after graft inoculation, storage roots were excavated and assessed for root necrosis. Each storage root of a plant was divided into five sections and each section scored on a 1–5 scale for CBSD symptom severity (Figure 7a). Average symptom scores for each genotype were compared. ncbp‐2 and ncbp‐1/ncbp‐2 mutant lines exhibited significantly reduced symptom scores relative to wild‐type and ncbp‐1 (Figure 7a). Reverse transcription‐quantitative polymerase chain reaction (qPCR) was used to measure CBSV‐Nal RNA levels in ncbp‐1/ncbp‐2 double mutants. Mean viral RNA levels in ncbp‐1/ncbp‐2 roots were reduced 43‐45% compared to wild‐type roots (Figure 7b).
Discussion
The CRISPR/Cas9 system has emerged as a powerful tool for plant genome editing and rapid crop improvement. In the context of disease resistance in crop species, this system has been employed to target mildew‐resistance locus O (MLO) in wheat, and generate broad potyvirus resistance in cucumber by disrupting function of the eIF4E gene (Chandrasekaran et al., 2016; Wang et al., 2014). In the present study, we targeted the nCBPs to assess their putative function as CBSD susceptibility factors in cassava.
Previous studies have shown that host eIF4E and viral VPg interaction is necessary for potyviral infection (Ashby et al., 2011; Charron et al., 2008; Kang et al., 2005; Léonard et al., 2000; Yeam et al., 2007). We identified five eIF4E family members in cassava, corroborating a recent analysis by Shi et al. (2017). Attempts to identify markers associated with CBSD resistance indicate that multiple loci are involved (Maruthi et al., 2014; Masumba et al., 2017). Examination of CBSD‐resistant, ‐tolerant, and ‐susceptible cultivars by Shi and colleagues also found that these categories are not associated with eIF4E family single nucleotide polymorphisms (Shi et al., 2017). As such, a biochemical study of the VPg and eIF4E family interaction was essential to identify a potential susceptibility gene(s).
Yeast two‐hybrid and co‐IP analysis showed consistent interactions between the nCBPs and the CBSV‐Naliendele VPg (Figure 2). nCBPs form a distinct clade from other eIF4E isoforms and demonstrate methylated‐cap‐binding property (Kropiwnicka et al., 2015; Ruud et al., 1998). There is no precedent for recruitment of nCBPs by potyviral VPg proteins. However, nCBP has been identified as a novel recessive resistance gene towards viruses in the Alphaflexiviridae and Betaflexiviridae families, specifically by inhibiting accumulation of movement proteins from a viral subgenomic RNA (Keima et al., 2017). nCBP may be similarly involved in the accumulation of the CBSV movement protein, although differences in viral replication strategies suggest a different underlying mechanism (Hagiwara‐Komoda et al., 2016; Olspert et al., 2015; Rodamilans et al., 2015). Distantly related potyviruses with common hosts may also utilize different eIF4E isoforms for movement (Contreras‐Paredes et al., 2013; Eskelin et al., 2011; Gao et al., 2004; Miras et al., 2017). Evidence also suggests that some potyviruses utilize one specific isoform for translation and another distinct isoform for movement (Contreras‐Paredes et al., 2013; Gao et al., 2004). This complexity makes it difficult to predict what roles cassava nCBPs may have in the CBSV life cycle.
In our CRISPR/Cas9 edited lines, we observed homozygous, bi‐allelic, heterozygous, complex, and wild‐type genotypes. Homozygous mutations may have been generated by identical NHEJ repair, or homologous recombination‐based repair from the opposite allele. Considering the low incidence of the latter in plants, identical NHEJ repair may be more likely (Peng et al., 2016). While transgenic plants derived from FECs are thought to be of single cell origin (Figure S3), reducing the likelihood of transgenic chimeras (Schreuder et al., 2001; Taylor et al., 1996), Odipio et al. (2017) have reported the production of chimeric plants via CRISPR/Cas9‐mediated gene editing of phytoene desaturase in cassava. Complex genotypes were not characterized in depth, but they are likely chimeras resulting from Cas9/sgRNA activity being delayed until after embryogenic units began to replicate (Odipio et al., 2017; Zhang et al., 2014). Integrating CRISPR/Cas9 constructs into the cassava genome proved to be efficient for achieving gene editing as 91% of transformed lines carried INDELs at the target sites, and desired homozygous and bi‐allelic mutations were observed in 78% of plant lines. These frequencies compare favourably to previous CRISPR/Cas9‐mediated mutagenesis studies in cassava, rice and tomato (Ma et al., 2015; Odipio et al., 2017; Pan et al., 2016).
A set of off‐targets with five or fewer mismatches was also analysed. A single mutation for one allele of off‐target G was observed. Notably, this off‐target had the least number of mismatches: two consecutive nucleotides located furthest from the PAM. This type of mismatch has been demonstrated to be tolerated, but any additional mismatch within the protospacer eliminates off‐target editing (Anderson et al., 2015). Congruent with this, the remaining wild‐type allele of off‐target G has an additional third mismatch. No further edits were detected for the remaining off‐targets, with the exception of unsequenced off‐target D which lies in an intergenic dinucleotide‐rich locus. These data strongly suggest that our mutant phenotypes are due to on‐target effects.
CBSV‐Naliendele challenge experiments were performed on single‐ncbp and double‐ncbp mutant lines carrying homozygous and bi‐allelic mutations that ultimately resulted in frameshifted coding sequences. Double‐ncbp mutant lines exhibited delayed CBSD aerial symptom onset and reduced disease severity. Aerial virus titre was then quantified in endpoint leaf samples, but no significant differences between wild‐type and double‐ncbp mutants were detected. While stem symptom severity was significantly reduced in double‐ncbp mutants throughout the entirety of each challenge, endpoint leaf symptom severity was comparable to wild‐type in all challenges (Figure S8). This may explain the lack of difference in leaf virus titre. Alternatively, it is well documented that virus accumulation in different aboveground organs can be uneven, regardless of uniformity in tissue type (Ogwok et al., 2015). This may explain the large variances in virus titre observed within genotypes and impede detection of subtle yet significant differences. In contrast to leaf tissues, double‐ncbp mutant storage roots exhibited significantly reduced levels of necrosis at the end of our challenges, comparable to observed differences in stem symptoms. This was also reflected by significantly reduced virus titres in storage roots of double‐ncbp mutants. If future strategies result in a stronger level of resistance, we expect leaf virus titre to be more informative.
Single‐ncbp mutants were not consistently significantly different from the susceptible wild‐type plants in response to CBSV‐Nal challenges. However, in several assays the ncbp‐2 mutant line showed an intermediate phenotype (Figures S6a, S7a,c, S8a,b). In this work, three independent disease trials were performed in February, October and December of 2016. Although plants were maintained in greenhouse facilities, it is impossible to maintain completely consistent environmental conditions. These variations may account for the variability we observed across experiments. For example, in January 2017, wild‐type stem severity scores peaked and were similar for challenges started at the end of 2016. Temperature fluctuations are also thought to influence CBSD leaf symptom presentation, with high temperatures inhibiting development of chlorosis (Hillocks and Jennings, 2003). These variations in disease pressure may have obscured the intermediate aerial phenotype of ncbp‐2 mutants. In storage roots, however, mutagenesis of nCBP‐2 resulted in reduced symptom severity as compared to wild‐type plants and ncbp‐1 mutant lines (Figure 7). Notably, nCBP‐2 is expressed 10‐fold more than nCBP‐1 in the storage roots, and remaining 4E isoforms at levels less than nCBP‐1 (Figure S11) (Wilson et al., 2017). Assuming that nCBP mutations disrupt VPg‐nCBP interactions, it is also possible that CBSV VPg may have a greater dependence for nCBP‐2 than nCBP‐1. Forcing CBSV to utilize less abundant isoforms, or those with suboptimal binding affinities, could attenuate CBSD progression (Chandrasekaran et al., 2016). The high levels of nCBP‐2 in storage roots may also be a major contributing factor to development of root necrosis. Additional transcriptional and biochemical studies will be needed to investigate these hypotheses.
Several explanations may account for the incomplete CBSD resistance of double‐nCBP mutant cassava plants. First, unpredicted splice variants may have coded for proteins that were biologically functional for viral infection, at least in part (Figure 4). Disruption of the wild‐type splice site motifs, typically dinucleotides GU and AG at the 5′ and 3′ termini of introns, respectively, can activate cryptic splice sites that redefine intron boundaries and consequently frameshift the mature transcript (Lal et al., 1999; Reddy, 2007). This is consistent with our cDNA clone‐seq analysis identifying a type 3 splice variant of ncbp‐1 from line ncbp‐1/2 #8. However, the type 2 ncbp‐1 variant of ncbp‐1/2 #2 does not appear to be the result of splice site disruptions and codes for full length nCBP‐1 with a 12‐amino acid extension. It is possible that similar unpredicted splice variants exist at low abundance in ncbp‐1/2 #8. Complementation assays will need to be performed to determine whether such putative splice variants can be utilized by the viruses. Experiments with edited lines that avoid splice sites can also be generated to test this hypothesis. Alternatively, CBSV VPgs may have some affinity for the other eIF4E isoforms. Co‐expression of the cassava eIF(iso)4E‐1 and ‐2 with VPg from both species in yeast showed weak reporter activation that could be interpreted as weak interaction (Figure 2). Co‐IP analysis found that all cassava eIF4E isoforms could associate with CBSV‐Nal VPg. VPg is an intrinsically disordered protein, which could enable it to bind several different proteins (Jiang and Laliberté, 2011). The ability to use multiple eIF4E isoforms has precedence, such as in Pepper veinal mottle potyvirus for which simultaneous mutations of both eIF4E and eIF(iso)4E are required to restrict infection (Gauffier et al., 2016; Ruffel et al., 2006). Further investigation will be required to determine the extent to which these other eIF4E isoforms contribute to CBSD.
Cassava brown streak disease remains a major threat to food security in sub‐Saharan Africa. Mitigation of crop losses is imperative to sustaining Africa's rapidly growing population. Due to the challenges of breeding cassava, gene editing strategies provide an attractive means to engineer disease resistance. Gene editing reagents integrated into the genome can be segregated away within an F1 population or possibly removed using site‐specific recombinase technology, such as the Cre‐lox system. In this study, we show that simultaneous CRISPR/Cas9‐mediated editing of the nCBP‐1 and nCBP‐2 genes confers statistically significantly elevated resistance to CBSD. Editing of these host translation factors significantly hampers CBSV accumulation in the plant. By stacking this approach with other forms of resistance such as RNAi, potential exists to provide improved cassava varieties with robust and durable resistance to CBSD.
Experimental procedures
Production of plants and growth conditions
Transgenic cassava lines of cultivar 60444 were generated and maintained in vitro as described previously (Taylor et al., 2012). In vitro plantlets were propagated, established in soil, and transferred to the greenhouse (Taylor et al., 2012; Wagaba et al., 2013). Throughout the course of a disease trial, all plants were treated bi‐weekly for pest control by gently spraying the undersides of all leaves with water.
Identification and phylogenetic analysis of eIF4E isoforms
BLAST search of the AM560‐2 cassava cultivar genome was done via Phytozome V10 using A. thaliana eIF4E family proteins as the queries. The coding sequences of each isoform were verified by comparison to RNA‐seq data (Cohn et al., 2014). Clustal Omega (EMBL‐EBI) was used to generate the percent identity matrix of all eIF4E isoform amino acid sequences (Goujon et al., 2010; Sievers et al., 2014). MEGA 6 software was used to generate a phylogenetic tree of the cassava and A. thaliana eIF4E isoforms (Tamura et al., 2013). The evolutionary history was inferred by using the Maximum Likelihood method based on the Le_Gascuel_2008 model (Le and Gascuel, 2008). This amino acid substitution model was determined as best fit using the MEGA 6 model test. The tree with the highest log likelihood (−2025.7966) is shown. Initial tree(s) for the heuristic search were obtained automatically by applying Neighbour‐Join and BioNJ algorithms to a matrix of pairwise distances estimated using a JTT model, and then selecting the topology with superior log likelihood value. A discrete Gamma distribution was used to model evolutionary rate differences among sites (five categories (+G, parameter = 1.9218)). The analysis involved nine amino acid sequences. All positions containing gaps and missing data were eliminated.
CRISPR/Cas9 binary construct design
CRISPR/Cas9 construct design and assembly of entry clone pCR3 were conducted as described by Paula De Toledo Thomazella et al. (2016). CRISPR/Cas9 constructs targeting two sites were assembled via Gibson Assembly of the other U6‐26/gRNA into the SacII site of the entry clone. Flanked by the attL1 and attL2 recombination sequences, the cassette carrying the Cas9/gRNA expression system was Gateway cloned into the binary destination vector pCAMBIA2300 (Hajdukiewicz et al., 1994).
gRNA design and cloning
Target sequences were identified in nCBP‐1 and nCBP‐2 genes of cassava using the online CRISPR‐P software (Lei et al., 2014). This tool was used to select targets with predicted cut sites within exons, minimal off‐target potential, and overlapping restriction enzyme recognition sites.
gRNA forward and reverse primers were designed with overhangs compatible with the BsaI‐site described above. The Golden Gate (GG) cloning method was used to BsaI digest the pCR3 vector and ligate in the gRNA. In the case of the dual targeting CRISPR/Cas9 construct, the pCR3 vector bearing gRNA1 was digested with SacII, a site within the LR clonase attL sequences. The A. thaliana U6‐26 promoter and gRNA2 were PCR‐amplified using primers suitable for Gibson Assembly into the SacII cut site of the digested pCR3‐gRNA1 vector. For Gibson Assembly, 100 ng of SacII‐digested vector was incubated with 200 ng of U6‐26p‐gRNA2 PCR amplicon and Gibson Assembly Master Mix for one hour and transformed into Escherichia coli (NEB5a). Sequences of cloned CRISPR constructs were verified via Sanger sequencing.
Yeast two‐hybrid
The eIF4E isoforms were amplified by PCR using primers suitable for Gibson Assembly into the BamHI site of pEG202. Yeast codon optimized coding sequences of the CBSV and UCBSV VPg were synthesized through Genewiz, Inc (South Plainfield, NJ). The VPg coding sequences were amplified using primers suitable for Gibson Assembly into the EcoRI site of pEG201. Yeast two‐hybrid analyses were carried out as described previously (Kim et al., 2014).
Recombinant CBSV VPg purification
To generate a CBSV‐Naliendele VPg‐3xFLAG fusion, CBSV VPg was cloned from cDNA into pDONR207 (ThermoFisher, Waltham, MA) and recombined into pK7‐HFC (Huang et al., 2016). CBSV VPg‐6xHis‐3xFLAG was then cloned from this vector into pENTR/D‐TOPO (Life) and recombined into the pDEST17 expression vector. Protein expression and purification were performed as described in Lin et al., 2015 with the following modifications. pDEST17‐CBSV VPg‐6xHis‐3xFLAG was transformed into E. coli BL21‐AI cells. Protein expression in two litres of culture, optical density at 600 nm = 0.4, was induced with arabinose (0.2%) at room temperature for four hours. Clarified lysate was supplemented with 100 units of DNAse I (ThermoFisher) and briefly sonicated to reduce viscosity. After incubation of Ni‐NTA beads with cell lysate, beads were washed as previously described and CBSV VPg was eluted with four stepwise elutions of 100 mm imidazole followed by three stepwise elutions of 500 mm imidazole.
Co‐immunoprecipitation
Cassava eIF4E isoforms were cloned from 60444 cDNA into pENTR/D‐TOPO and recombined into pEARLEYGATE104. A 35S::YFP control was made by removing the pEARLEYGATE104 ccdB cassette with BamHI and XbaI. Resulting overhangs were blunted and ligated to generate pEARLEYGATE104 ccdB‐. These constructs were transformed into Agrobacterium tumefaciens strain GV3101. YFP and YFP‐fusion proteins were co‐expressed with p19‐HA (Chapman et al., 2004) in N. benthamiana leaves. 48 h post agroinfiltration, leaves were harvested, frozen in liquid nitrogen, ground to fine powder, and resuspended with 2 mL of immunoprecipitation buffer (50 mL Tris‐Cl pH = 7.5, 150 mm NaCl, 10 mm MgCl2, 0.1% IGEPAL, 1x cOmplete EDTA‐free protease inhibitor, 10 mm DTT) per gram of tissue. Leaf extract was centrifuged at 4000 g for 15 min to remove debris. An aliquot of 1.2 mL of supernatant was then incubated with 6 μg 6xHIS‐CBSV VPg‐6xHIS‐3xFLAG and 15 μL GFP‐Trap magnetic agarose beads (ChromoTek) for 1.5 h. Beads were washed six times with 1 mL immunoprecipitation buffer and boiled in 45 μL Laemmli sample buffer to elute‐bound proteins. Input and eluate were analysed by immunoblotting with anti‐GFP (Abcam ab290) and anti‐FLAG M2 peroxidase (Sigma).
Genotyping and mutant verification
One hundred milligram of leaf tissue was collected from T0 transgenic cassava in vitro plantlets and genomic DNA extracted using the CTAB extraction procedure (Murray and Thompson, 1980). Transgenic plants were genotyped for Cas9‐induced mutagenesis via restriction enzyme site loss (RESL) and Sanger sequencing (Voytas, 2013). Initially, 100 ng of genomic DNA was PCR amplified using primers encompassing the Cas9 target sites. PCR amplicons were gel purified on 1.5% agarose gel and purified with the QIAquick Gel Extraction Kit (Qiagen, Hilden, Germany). For RESL analysis, 50 ng of PCR amplicon was digested with restriction enzyme SmlI for 12 h, then run and visualized on a 1.5% agarose gel. For genomic and cDNA sequence analysis, the amplicons were subcloned and Sanger sequenced through the UC Berkeley DNA Sequencing Facility. Between six and eight clones were sequenced to discriminate INDEL polymorphisms and sequences were aligned to the intact nCBP‐1 and nCBP‐2 using SnapGene software (from GSL Biotech; available at snapgene.com).
Off‐target analysis
The software CasOT with default settings was used to search potential off‐target sites of the CRISPR/Cas9 system against the 60444 Illumina sequenced genome mapped onto the AM560‐2 reference genome (Bredeson et al., 2016). This reference‐based assembly was created using CLC Genomics Workbench with the following parameters (match score = 3; mismatch cost = 1; insertion cost = 1; deletion cost = 1; length fraction = 0.8; Similarity fraction = 0.8; global alightment = yes); 318 428 498 reads were successfully mapped. Off‐target sequences were examined by Sanger sequencing of PCR amplicons encompassing the off‐targets.
CBSV inoculation and disease scoring
Prior to virus challenge, micropropagated cassava plantlets were transplanted to soil, allowed to acclimate for 6–8 weeks, and chip‐bud graft inoculation performed as described previously (Beyene et al., 2017; Wagaba et al., 2013). Briefly, one plant of each genotype received an axillary bud from a single previously infected wild‐type plant, resulting in one inoculation cohort. Multiple cohorts were used in a single experiment to control for donor plants with varying viral concentrations.
Shoot tissues were scored two to three times a week for 12–14 weeks. Leaves and stems were each scored on separate 0–4 scales (Table S2). Average of leaf and stem scores are displayed for each time point. These data were used to calculate the area under the disease progression curve (Simko and Piepho, 2012). To assess symptom severity in storage roots, each storage root was evenly divided into five pieces along its length. Each storage root piece was then sectioned into one‐centimetre slices and the maximum observed severity was used to assign a symptom severity score to that storage root piece. The scores for all storage root pieces of a given plant were then averaged to determine the overall severity score.
Storage root viral titre quantification
Five to ten representative storage root slices per plant were collected for viral titre quantification. Samples were flash frozen in liquid nitrogen and lyophilized for 2 days. Lyophilized storage roots were pulverized in 50 mL conical tubes with a FastPrepTM‐24 instrument (MP Biomedicals) and 75 mg of pulverized tissue was aliquoted into Safe‐Lock microcentrifuge tubes (Eppendorf) pre‐loaded with two mm zirconia beads (BioSpec Products). Samples were flash frozen in liquid nitrogen, and further homogenized to a finer consistency. One mL of Fruit‐mate (Takara) added to each sample. Samples were homogenized and subsequently centrifuged to remove debris. The supernatant was removed, mixed with an equal volume of TRIzol LS (Thermo Fisher), and the resulting mixture processed with the Direct‐zol RNA MiniPrep kit (Zymo Research, Irvine, CA). Resulting total RNA was normalized to a standard concentration and used for cDNA synthesis with SuperScript III reverse transcriptase (Thermo Fisher, Waltham, MA).
Quantitative PCR was done with SYBR Select Master Mix (Thermo Fisher) on a CFX384 Touch Real‐Time PCR Detection System (Bio‐Rad). Primers specific for CBSV‐Nal HAM1‐LIKE and cassava PP2A4 (Manes.09G039900) were used for relative quantitation (Table S5). Normalized relative quantities were calculated using formulas described by Hellemans et al. (2007). For combined analysis of all experimental replicates, normalized relative quantities for all samples were further normalized as a ratio to the geomean of wild‐type for their respective experiments. Data were then pooled and a Mann–Whitney U‐test was used to assess statistical differences.
Conflict of interest
The authors declare no conflicts of interest.
Supporting information
Acknowledgements
We are grateful for valuable advice and discussion with members of the VIRCA group. We thank Claire Albin, Maxwell Braud, the Staskawicz lab staff, the DDPSC tissue culture facility and the DDPSC greenhouse staff for their work supporting this study. Funding in the Staskawicz Laboratory was provided by the Two Blades Foundation and Innovative Genomics Institute. Funding to R.B. and J.C. from the Bill & Melinda Gates Foundation (OPP1125410). K.R. and L.H. were funded by the DDPSC NSF‐REU program (DBI‐1659812).
References
- Adams, I.P. , Abidrabo, P. , Miano, D.W. , Alicai, T. , Kinyua, Z.M. , Clarke, J. , Macarthur, R. et al (2013) High throughput real‐time RT‐PCR assays for specific detection of cassava brown streak disease causal viruses, and their application to testing of planting material. Plant. Pathol. 62, 233–242. [Google Scholar]
- Alicai, T. , Omongo, C.A. , Maruthi, M.N. , Hillocks, R.J. , Baguma, Y. , Kawuki, R. , Bua, A. et al (2007) Re‐emergence of cassava brown streak disease in Uganda. Plant Dis. 91, 24–29. [DOI] [PubMed] [Google Scholar]
- Anderson, E.M. , Haupt, A. , Schiel, J.A. , Chou, E. , Machado, H.B. , Strezoska, Ž. , Lenger, S. et al (2015) Systematic analysis of CRISPR–Cas9 mismatch tolerance reveals low levels of off‐target activity. J. Biotechnol. 211, 56–65. [DOI] [PubMed] [Google Scholar]
- Ashby, J.A. , Stevenson, C.E.M. , Jarvis, G.E. , Lawson, D.M. and Maule, A.J. (2011) Structure‐based mutational analysis of eIF4E in relation to sbm1 resistance to pea seed‐borne mosaic virus in pea bendahmane. PLoS ONE, 6, e15873. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Avila, J.R. , Lee, J.S. and Torii, K.U. (2015) Co‐Immunoprecipitation of Membrane‐Bound Receptors. Arab. B. 13, e0180. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bastet, A. , Robaglia, C. and Gallois, J.‐L. (2017) eIF4E resistance: natural variation should guide gene editing. Trends Plant Sci. 22, 411–419. [DOI] [PubMed] [Google Scholar]
- Belhaj, K. , Chaparro‐Garcia, A. , Kamoun, S. , Patron, N.J. and Nekrasov, V. (2015) Editing plant genomes with CRISPR/Cas9. Curr. Opin. Biotechnol. 32, 76–84. [DOI] [PubMed] [Google Scholar]
- Beyene, G. , Chauhan, R.D. , Ilyas, M. , Wagaba, H. , Fauquet, C.M. , Miano, D. , Alicai, T. et al (2017) A virus‐derived stacked RNAi construct confers robust resistance to cassava brown streak disease. Front. Plant Sci. 7, 2052. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bigirimana, S. , Barumbanze, P. , Ndayihanzamaso, P. , Shirima, R. and Legg, J.P. (2011) First report of cassava brown streak disease and associated Ugandan cassava brown streak virus in Burundi. New Dis. Rep. 24, 26. [Google Scholar]
- Bredeson, J.V. , Lyons, J.B. , Prochnik, S.E. , Wu, G.A. , Ha, C.M. , Edsinger‐Gonzales, E. , Grimwood, J. et al (2016) Sequencing wild and cultivated cassava and related species reveals extensive interspecific hybridization and genetic diversity. Nat. Biotechnol. 34, 562–570. [DOI] [PubMed] [Google Scholar]
- Britt, A.B. (1999) Molecular genetics of DNA repair in higher plants. Trends Plant Sci. 4, 20–25. [DOI] [PubMed] [Google Scholar]
- Browning, K.S. and Bailey‐Serres, J. (2015) Mechanism of cytoplasmic mRNA translation. Arab. B. 13, e0176. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bush, M.S. , Hutchins, A.P. , Jones, A.M.E. , Naldrett, M.J. , Jarmolowski, A. , Lloyd, C.W. and Doonan, J.H. (2009) Selective recruitment of proteins to 5′ cap complexes during the growth cycle in Arabidopsis . Plant J. 59, 400–412. [DOI] [PubMed] [Google Scholar]
- Chandrasekaran, J. , Brumin, M. , Wolf, D. , Leibman, D. , Klap, C. , Pearlsman, M. , Sherman, A. et al (2016) Development of broad virus resistance in non‐transgenic cucumber using CRISPR/Cas9 technology. Mol. Plant Pathol. 17, 1140–1153. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chapman, E.J. , Prokhnevsky, A.I. , Gopinath, K. , Dolja, V.V. and Carrington, J.C. (2004) Viral RNA silencing suppressors inhibit the microRNA pathway at an intermediate step. Genes Dev. 18, 1179–1186. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Charron, C. , Nicolaï, M. , Gallois, J.‐L. , Robaglia, C. , Moury, B. , Palloix, A. and Caranta, C. (2008) Natural variation and functional analyses provide evidence for co‐evolution between plant eIF4E and potyviral VPg. Plant J. 54, 56–68. [DOI] [PubMed] [Google Scholar]
- Cohn, M. , Bart, R.S. , Shybut, M. , Dahlbeck, D. , Gomez, M. , Morbitzer, R. , Hou, B.H. et al (2014) Xanthomonas axonopodis virulence is promoted by a transcription activator‐like effector–mediated induction of a SWEET sugar transporter in cassava. Mol. Plant Microbe Interact. 27, 1186–1198. [DOI] [PubMed] [Google Scholar]
- Contreras‐Paredes, C.A. , Silva‐Rosales, L. , Daròs, J.‐A. , Alejandri‐Ramírez, N.D. and Dinkova, T.D. (2013) The absence of eukaryotic initiation factor eIF(iso)4E affects the systemic spread of a Tobacco etch virus isolate in Arabidopsis thaliana . Mol. Plant Microbe Interact. 26, 461–470. [DOI] [PubMed] [Google Scholar]
- Cui, H. and Wang, A. (2017) An efficient viral vector for functional genomic studies of Prunus fruit trees and its induced resistance to Plum pox virus via silencing of a host factor gene. Plant Biotechnol. J. 15, 344–356. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Duprat, A. , Caranta, C. , Revers, F. , Menand, B. , Browning, K.S. and Robaglia, C. (2002) The Arabidopsis eukaryotic initiation factor (iso)4E is dispensable for plant growth but required for susceptibility to potyviruses. Plant J. 32, 927–934. [DOI] [PubMed] [Google Scholar]
- Eskelin, K. , Hafrén, A. , Rantalainen, K.I. and Mäkinen, K. (2011) Potyviral VPg enhances viral RNA Translation and inhibits reporter mRNA translation in planta . J. Virol. 85, 9210–9221. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gao, Z. , Johansen, E. , Eyers, S. , Thomas, C.L. , Noel Ellis, T.H. and Maule, A.J. (2004) The potyvirus recessive resistance gene, sbm1, identifies a novel role for translation initiation factor eIF4E in cell‐to‐cell trafficking. Plant J. 40, 376–385. [DOI] [PubMed] [Google Scholar]
- Gauffier, C. , Lebaron, C. , Moretti, A. , Constant, C. , Moquet, F. , Bonnet, G. , Caranta, C. et al (2016) A TILLING approach to generate broad‐spectrum resistance to potyviruses in tomato is hampered by eIF4E gene redundancy. Plant J. 85, 717–729. [DOI] [PubMed] [Google Scholar]
- Goodstein, D.M. , Shu, S. , Howson, R. , Neupane, R. , Hayes, R.D. , Fazo, J. , Mitros, T. et al (2012) Phytozome: a comparative platform for green plant genomics. Nucleic Acids Res. 40, D1178–D1186. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gorbunova, V. and Levy, A.A. (1999) How plants make ends meet: DNA double‐strand break repair. Trends Plant Sci. 4, 263–269. [DOI] [PubMed] [Google Scholar]
- Goujon, M. , McWilliam, H. , Li, W. , Valentin, F. , Squizzato, S. , Paern, J. and Lopez, R. (2010) A new bioinformatics analysis tools framework at EMBL‐EBI. Nucleic Acids Res. 38, W695–W699. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hagiwara‐Komoda, Y. , Choi, S.H. , Sato, M. , Atsumi, G. , Abe, J. , Fukuda, J. , Honjo, M.N. et al (2016) Truncated yet functional viral protein produced via RNA polymerase slippage implies underestimated coding capacity of RNA viruses. Sci. Rep. 6, 21411. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hajdukiewicz, P. , Svab, Z. and Maliga, P. (1994) The small, versatile pPZP family of Agrobacterium binary vectors for plant transformation. Plant Mol. Biol. 25, 989–994. [DOI] [PubMed] [Google Scholar]
- Hellemans, J. , Mortier, G. , Paepe, A.De. , Speleman, F. and Vandesompele, J. (2007) qBase relative quantification framework and software for management and automated analysis of real‐time quantitative PCR data. Genome Biol. 8, R19. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hillocks, R.J. and Jennings, D. (2003) Cassava brown streak disease: a review of present knowledge and research needs. Int. J. Pest Manag. 49, 225–234. [Google Scholar]
- Hillocks, R.J. , Raya, M.D. , Mtunda, K. and Kiozia, H. (2001) Effects of brown streak virus disease on yield and quality of cassava in Tanzania. J. Phytopathol. 149, 389–394. [Google Scholar]
- Huang, H. , Alvarez, S. , Bindbeutel, R. , Shen, Z. , Naldrett, M.J. , Evans, B.S. , Briggs, S.P. , et al. (2016) Identification of evening complex associated proteins in arabidopsis by affinity purification and mass spectrometry. Mol. Cell Proteomics, 15, 201–217. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Jiang, J. and Laliberté, J.‐F. (2011) The genome‐linked protein VPg of plant viruses—a protein with many partners. Curr. Opin. Virol. 1, 347–354. [DOI] [PubMed] [Google Scholar]
- Jinek, M. , Chylinski, K. , Fonfara, I. , Hauer, M. , Doudna, J.A. and Charpentier, E. (2012) A programmable dual‐RNA‐guided DNA endonuclease in adaptive bacterial immunity. Science, 337, 816–821. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kang, B.‐C. , Yeam, I. , Frantz, J.D. , Murphy, J.F. and Jahn, M.M. (2005) The pvr1 locus in Capsicum encodes a translation initiation factor eIF4E that interacts with Tobacco etch virus VPg. Plant J. 42, 392–405. [DOI] [PubMed] [Google Scholar]
- Kaweesi, T. , Kawuki, R. , Kyaligonza, V. , Baguma, Y. , Tusiime, G. and Ferguson, M.E. (2014) Field evaluation of selected cassava genotypes for cassava brown streak disease based on symptom expression and virus load. Virol. J. 11, 216. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Keima, T. , Hagiwara‐Komoda, Y. , Hashimoto, M. , Neriya, Y. , Koinuma, H. , Iwabuchi, N. , Nishida, S. et al (2017) Deficiency of the eIF4E isoform nCBP limits the cell‐to‐cell movement of a plant virus encoding triple‐gene‐block proteins in Arabidopsis thaliana . Sci. Rep. 7, 39678. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kim, J. , Kang, W.‐H. , Hwang, J. , Yang, H.‐B. , Dosun, K. , Oh, C.‐S. and Kang, B.‐C. (2014) Transgenic Brassica rapa plants over‐expressing eIF(iso)4E variants show broad‐spectrum Turnip mosaic virus (TuMV) resistance. Mol. Plant. Pathol. 15, 615–626. [DOI] [PMC free article] [PubMed] [Google Scholar]
- King, A.M.Q. , Adams, M.J. , Carsten, E.B. and Lefkowitz, E.J. (2012) Virus Taxonomy: Classification and Nomenclature of Viruses. Ninth Report of the International Committee on Taxonomy of Viruses. Elsevier. [Google Scholar]
- Kropiwnicka, A. , Kuchta, K. , Lukaszewicz, M. , Kowalska, J. , Jemielity, J. , Ginalski, K. , Darzynkiewicz, E. et al (2015) Five eIF4E isoforms from Arabidopsis thaliana are characterized by distinct features of cap analogs binding. Biochem. Biophys. Res. Commun. 456, 47–52. [DOI] [PubMed] [Google Scholar]
- Lal, S. , Choi, J.H. , Shaw, J.R. and Hannah, L.C. (1999) A splice site mutant of maize activates cryptic splice sites, elicits intron inclusion and exon exclusion, and permits branch point elucidation. Plant Physiol. 121, 411–418. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Le, S.Q. and Gascuel, O. (2008) An improved general amino acid replacement matrix. Mol. Biol. Evol. 25, 1307–1320. [DOI] [PubMed] [Google Scholar]
- Legg, J.P. , Shirima, R. , Tajebe, L.S. , Guastella, D. , Boniface, S. , Jeremiah, S. , Nsami, E. et al (2014) Biology and management of Bemisia whitefly vectors of cassava virus pandemics in Africa. Pest Manag. Sci. 70, 1446–1453. [DOI] [PubMed] [Google Scholar]
- Legg, J.P. , Kumar, P.L. , Makeshkumar, T. , Tripathi, L. , Ferguson, M. , Kanju, E. , Ntawuruhunga, P. et al (2015) Cassava virus diseases: biology, epidemiology, and management. Adv. Virus Res. 91, 85–142. [DOI] [PubMed] [Google Scholar]
- Lei, Y. , Lu, L. , Liu, H.‐Y. , Li, S. , Xing, F. and Chen, L.‐L. (2014) CRISPR‐P: a web tool for synthetic single‐guide RNA design of CRISPR‐system in plants. Mol. Plant. 7, 1494–1496. [DOI] [PubMed] [Google Scholar]
- Lellis, A.D. , Kasschau, K.D. , Whitham, S.A. and Carrington, J.C. (2002) Loss‐of‐susceptibility mutants of Arabidopsis thaliana reveal an essential role for eIF(iso)4E during potyvirus infection. Curr. Biol. 12, 1046–1051. [DOI] [PubMed] [Google Scholar]
- Léonard, S. , Plante, D. , Wittmann, S. , Daigneault, N. , Fortin, M.G. and Laliberté, J.F. (2000) Complex formation between potyvirus VPg and translation eukaryotic initiation factor 4E correlates with virus infectivity. J. Virol. 74, 7730–7737. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lin, Z.‐J.D. , Liebrand, T.W.H. , Yadeta, K.A. and Coaker, G. (2015) PBL13 Is a serine/threonine protein kinase that negatively regulates Arabidopsis immune responses. Plant Physiol. 169, 2950–2962. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ma, X. , Zhang, Q. , Zhu, Q. , Liu, W. , Chen, Y. , Qiu, R. , Wang, B. et al (2015) A robust CRISPR/Cas9 system for convenient, high‐efficiency multiplex genome editing in monocot and dicot plants. Mol. Plant 8, 1274–1284. [DOI] [PubMed] [Google Scholar]
- Maruthi, M.N. , Bouvaine, S. , Tufan, H.A. , Mohammed, I.U. and Hillocks, R.J. (2014) Transcriptional response of virus‐infected cassava and identification of putative sources of resistance for cassava brown streak disease. PLoS ONE, 9, e96642. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Masiga, C.W. , Mugoya, C. , Ali, R. , Mohamed, A. , Osama, S. , Ngugi, A. , Kiambi, D. et al (2014) Enhanced utilization of biotechnology research and development innovations in eastern and central africa for agro‐ecological intensification In Challenges and Opportunities for Agricultural Intensification of the Humid Highland Systems of Sub‐Saharan Africa (Vanlauwe B., Van Asten P., & Blomme G., eds), pp. 97–104. Cham: Springer International Publishing. [Google Scholar]
- Masumba, E.A. , Kapinga, F. , Mkamilo, G. , Salum, K. , Kulembeka, H. , Rounsley, S. , Bredeson, J.V. et al (2017) QTL associated with resistance to cassava brown streak and cassava mosaic diseases in a bi‐parental cross of two Tanzanian farmer varieties, Namikonga and Albert. Theor. Appl. Genet. 130, 2069–2090. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Mbanzibwa, D.R. , Tian, Y. , Mukasa, S.B. and Valkonen, J.P.T. (2009) Cassava brown streak virus (Potyviridae) encodes a putative Maf/HAM1 pyrophosphatase implicated in reduction of mutations and a P1 proteinase that suppresses RNA silencing but contains no HC‐Pro. J. Virol. 83, 6934–6940. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Mbanzibwa, D.R. , Tian, Y.P. , Tugume, A.K. , Patil, B.L. , Yadav, J.S. , Bagewadi, B. , Abarshi, M.M. et al (2011) Evolution of cassava brown streak disease‐associated viruses. J. Gen. Virol. 92, 974–987. [DOI] [PubMed] [Google Scholar]
- Michael, W. (2013) African smallholder farmers need to become virus detectors. Inter Press Serv. 2, http://www.ipsnews.net/2013/02/african-smallholder-farmers-need-to-become-virus-detectors/. [Google Scholar]
- Miras, M. , Truniger, V. , Querol‐Audi, J. and Aranda, M.A. (2017) Analysis of the interacting partners eIF4F and 3′‐CITE required for Melon necrotic spot virus cap‐independent translation. Mol. Plant Pathol. 18, 635–648. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Monger, W.A. , Seal, S. , Cotton, S. and Foster, G.D. (2001) Identification of different isolates of Cassava brown streak virus and development of a diagnostic test. Plant. Pathol. 50, 768–775. [Google Scholar]
- Mulimbi, W. , Phemba, X. , Assumani, B. , Kasereka, P. , Muyisa, S. , Ugentho, H. , Reeder, R. et al (2012) First report of Ugandan cassava brown streak virus on cassava in Democratic Republic of Congo. New Dis. Rep. 26, 11. [Google Scholar]
- Murray, M.G. and Thompson, W.F. (1980) Rapid isolation of high molecular weight plant ONA. Nucleic Acids Res. 8, 4321–4326. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Odipio, J. , Alicai, T. , Ingelbrecht, I. , Nusinow, D.A. , Bart, R.S. and Taylor, N.J. (2017) Efficient CRISPR/Cas9 Genome Editing of Phytoene desaturase in Cassava. Front. Plant Sci. 8, 1780. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ogwok, E. , Alicai, T. , Rey, M.E.C. , Beyene, G. and Taylor, N.J. (2015) Distribution and accumulation of cassava brown streak viruses within infected cassava (Manihot esculenta) plants. Plant. Pathol. 64, 1235–1246. [Google Scholar]
- Olspert, A. , Chung, B.Y.‐W. , Atkins, J.F. , Carr, J.P. and Firth, A.E. (2015) Transcriptional slippage in the positive‐sense RNA virus family Potyviridae . EMBO Rep. 16, 995–1004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Pan, C. , Ye, L. , Qin, L. , Liu, X. , He, Y. , Wang, J. , Chen, L. et al (2016) CRISPR/Cas9‐mediated efficient and heritable targeted mutagenesis in tomato plants in the first and later generations. Sci. Rep. 6, 24765. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Patil, B.L. , Legg, J.P. , Kanju, E. and Fauquet, C.M. (2015) Cassava brown streak disease: a threat to food security in Africa. J. Gen. Virol. 96, 956–968. [DOI] [PubMed] [Google Scholar]
- Paula De Toledo Thomazella, D. , Thomazella, D. , Brail, Q. , Dahlbeck, D. and Staskawicz, B. (2016) CRISPR‐Cas9 mediated mutagenesis of a DMR6 ortholog in tomato confers broad‐spectrum disease resistance. bioRxiv. [DOI] [PMC free article] [PubMed]
- Peng, R. , Lin, G. and Li, J. (2016) Potential pitfalls of CRISPR/Cas9‐mediated genome editing. FEBS J. 283, 1218–1231. [DOI] [PubMed] [Google Scholar]
- Piron, F. , Nicolaï, M. , Minoïa, S. , Piednoir, E. , Moretti, A. , Salgues, A. , Zamir, D. et al (2010) An Induced Mutation in Tomato eIF4E Leads to Immunity to Two Potyviruses. Nollen, E.A.A., ed. PLoS ONE, 5, e11313. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Pyott, D.E. , Sheehan, E. and Molnar, A. (2016) Engineering of CRISPR/Cas9‐mediated potyvirus resistance in transgene‐free Arabidopsis plants. Mol. Plant Pathol. 17, 1276–1288. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Reddy, A.S.N. (2007) Alternative splicing of pre‐messenger RNAs in plants in the genomic era. Annu. Rev. Plant Biol. 58, 267–294. [DOI] [PubMed] [Google Scholar]
- Revers, F. and García, J.A. (2015) Molecular biology of potyviruses. Adv. Virus Res. 92, 101–199. [DOI] [PubMed] [Google Scholar]
- Revers, F. and Nicaise, V. (2014) Plant Resistance to Infection by Viruses. In eLS. Chichester, UK: John Wiley & Sons Ltd. [Google Scholar]
- Robaglia, C. and Caranta, C. (2006) Translation initiation factors: a weak link in plant RNA virus infection. Trends Plant Sci. 11, 40–45. [DOI] [PubMed] [Google Scholar]
- Rodamilans, B. , Valli, A. , Mingot, A. , San León, D. , Baulcombe, D. , López‐Moya, J.J. and García, J.A. (2015) RNA polymerase slippage as a mechanism for the production of frameshift gene products in plant viruses of the Potyviridae family. J. Virol. 89, 6965–6967. [DOI] [PMC free article] [PubMed] [Google Scholar]
- de Ronde, D. , Butterbach, P. and Kormelink, R. (2014) Dominant resistance against plant viruses. Front. Plant Sci. 5, 307. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ruffel, S. , Gallois, J.‐L. , Moury, B. , Robaglia, C. , Palloix, A. and Caranta, C. (2006) Simultaneous mutations in translation initiation factors eIF4E and eIF(iso)4E are required to prevent pepper veinal mottle virus infection of pepper. J. Gen. Virol. 87, 2089–2098. [DOI] [PubMed] [Google Scholar]
- Ruud, K.A. , Kuhlow, C. , Goss, D.J. and Browning, K.S. (1998) Identification and characterization of a novel cap‐binding protein from Arabidopsis thaliana . J. Biol. Chem. 273, 10325–10330. [DOI] [PubMed] [Google Scholar]
- Schaad, M.C. , Anderberg, R.J. and Carrington, J.C. (2000) Strain‐specific interaction of the tobacco etch virus NIa protein with the translation initiation factor eIF4E in the yeast two‐hybrid system. Virology, 273, 300–306. [DOI] [PubMed] [Google Scholar]
- Schreuder, M.M. , Raemakers, C.J.J.M. , Jacobsen, E. and Visser, R.G.F. (2001) Efficient production of transgenic plants by Agrobacterium‐mediated transformation of cassava (Manihot esculenta Crantz). Euphytica, 120, 35–42. [Google Scholar]
- Shi, S. , Zhang, X. , Mandel, M.A. , Zhang, P. , Zhang, Y. , Ferguson, M. , Amuge, T. et al (2017) Variations of five eIF4E genes across cassava accessions exhibiting tolerant and susceptible responses to cassava brown streak disease. PLoS ONE, 12, e0181998. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sievers, F. , Wilm, A. , Dineen, D. , Gibson, T.J. , Karplus, K. , Li, W. , Lopez, R. et al (2014) Fast, scalable generation of high‐quality protein multiple sequence alignments using Clustal Omega. Mol. Syst. Biol. 7, 539. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Simko, I. and Piepho, H.‐P. (2012) The area under the disease progress stairs: calculation, advantage, and application. Phytopathology, 102, 381–389. [DOI] [PubMed] [Google Scholar]
- Tamura, K. , Stecher, G. , Peterson, D. , Filipski, A. and Kumar, S. (2013) MEGA6: molecular evolutionary genetics analysis version 6.0. Mol. Biol. Evol. 30, 2725–2729. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Taylor, N.J. , Edwards, M. , Kiernan, R.J. , Davey, C.D. , Blakesley, D. and Henshaw, G.G. (1996) Development of friable embryogenic callus and embryogenic suspension culture systems in cassava (Manihot esculenta Crantz). Nat. Biotechnol. 14, 726–730. [DOI] [PubMed] [Google Scholar]
- Taylor, N. , Gaitán‐Solís, E. , Moll, T. , Trauterman, B. , Jones, T. , Pranjal, A. , Trembley, C. et al (2012) A high‐throughput platform for the production and analysis of transgenic cassava (Manihot esculenta) plants. Trop. Plant Biol. 5, 127–139. [Google Scholar]
- Voytas, D.F. (2013) Plant genome engineering with sequence‐specific nucleases. Annu. Rev. Plant Biol. 64, 327–350. [DOI] [PubMed] [Google Scholar]
- Wagaba, H. , Beyene, G. , Trembley, C. , Alicai, T. , Fauquet, C.M. and Taylor, N.J. (2013) Efficient transmission of cassava brown streak disease viral pathogens by chip bud grafting. BMC Res. Notes, 6, 516. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wang, A. (2015) Dissecting the molecular network of virus‐plant interactions: the complex roles of host factors. Annu. Rev. Phytopathol. 53, 45–66. [DOI] [PubMed] [Google Scholar]
- Wang, A. and Krishnaswamy, S. (2012) Eukaryotic translation initiation factor 4E‐mediated recessive resistance to plant viruses and its utility in crop improvement. Mol. Plant Pathol. 13, 795–803. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wang, Y. , Cheng, X. , Shan, Q. , Zhang, Y. , Liu, J. , Gao, C. and Qiu, J.‐L. (2014) Simultaneous editing of three homoeoalleles in hexaploid bread wheat confers heritable resistance to powdery mildew. Nat. Biotechnol. 32, 947–951. [DOI] [PubMed] [Google Scholar]
- Wilson, M.C. , Mutka, A.M. , Hummel, A.W. , Berry, J. , Chauhan, R.D. , Vijayaraghavan, A. , Taylor, N.J. et al (2017) Gene expression atlas for the food security crop cassava. New Phytol. 213, 1632–1641. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wittmann, S. , Chatel, H. , Fortin, M.G. and Laliberté, J.‐F.F. (1997) Interaction of the viral protein genome linked of turnip mosaic potyvirus with the translational eukaryotic initiation factor (iso) 4E of Arabidopsis thaliana using the yeast two‐hybrid system. Virology, 234, 84–92. [DOI] [PubMed] [Google Scholar]
- Xiao, A. , Cheng, Z. , Kong, L. , Zhu, Z. , Lin, S. , Gao, G. and Zhang, B. (2014) CasOT: a genome‐wide Cas9/gRNA off‐target searching tool. Bioinformatics 30, 1180–1182. [DOI] [PubMed] [Google Scholar]
- Yeam, I. , Cavatorta, J.R. , Ripoll, D.R. , Kang, B.‐C. and Jahn, M.M. (2007) Functional dissection of naturally occurring amino acid substitutions in eIF4E that confers recessive potyvirus resistance in plants. Plant Cell Online, 19, 2913–2928. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zhang, Y.‐Y. , Li, H.‐X. , Ouyang, B. and Ye, Z.‐B. (2006) Regulation of eukaryotic initiation factor 4E and its isoform: implications for antiviral strategy in plants. J. Integr. Plant Biol. 48, 1129–1139. [Google Scholar]
- Zhang, H. , Zhang, J. , Wei, P. , Zhang, B. , Gou, F. , Feng, Z. , Mao, Y. et al (2014) The CRISPR/Cas9 system produces specific and homozygous targeted gene editing in rice in one generation. Plant Biotechnol. J. 12, 797–807. [DOI] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.