A new Monte Carlo sampling method based on Gaussian Mixture Model for imbalanced data classification.

Imbalanced data classification has been a major topic in the machine learning community. Different approaches can be taken to solve the issue in recent years, and researchers have given a lot of attention to data level techniques and algorithm level. However, existing methods often generate samples in specific regions without considering the complexity of imbalanced distributions. This can lead to learning models overemphasizing certain difficult factors in the minority data. In this paper, a Monte Carlo sampling algorithm based on Gaussian Mixture Model (MCS-GMM) is proposed. In MCS-GMM, we utilize the Gaussian mixed model to fit the distribution of the imbalanced data and apply the Monte Carlo algorithm to generate new data. Then, in order to reduce the impact of data overlap, the three sigma rule is used to divide data into four types, and the weight of each minority class instance based on its neighbor and probability density function. Based on experiments conducted on Knowledge Extraction based on Evolutionary Learning datasets, our method has been proven to be effective and outperforms existing approaches such as Synthetic Minority Over-sampling TEchnique.

Pyramiding the antimicrobial PR1aCB and AATCB genes in 'Tarocco' blood orange (Citrus sinensis Osbeck) to enhance citrus canker resistance.

Citrus canker, caused by Xanthomonas citri subsp. citri (Xcc), is a major bacterial disease responsible for substantial economic losses in citrus-producing areas. To breed transgenic citrus plants with enhanced resistance to citrus canker, two antimicrobial peptide genes, PR1aCB and AATCB, were incorporated into 'Tarocco' blood orange (Citrus sinensis Osbeck) plants via co-transformation and sequential re-transformation. The presence of PR1aCB and AATCB in double transgenic plants was confirmed by PCR. The expression of PR1aCB and AATCB in double transformants was demonstrated by quantitative real-time PCR. An in vivo disease resistance assay involving the injection of Xcc revealed that the double transformants were more resistant to citrus canker than the single gene transformants and wild-type plants. An analysis of the bacterial population indicated that the enhanced citrus canker resistance of the double transformants was due to inhibited Xcc growth. These results proved that the pyramiding of multiple genes is a more effective strategy for increasing the disease resistance of transgenic citrus plants than single gene transformations.

CitGVD: a comprehensive database of citrus genomic variations.

Citrus is one of the most important commercial fruit crops worldwide. With the vast genomic data currently available for citrus fruit, genetic relationships, and molecular markers can be assessed for the development of molecular breeding and genomic selection strategies. In this study, to permit the ease of access to these data, a web-based database, the citrus genomic variation database (CitGVD, http://citgvd.cric.cn/home) was developed as the first citrus-specific comprehensive database dedicated to genome-wide variations including single nucleotide polymorphisms (SNPs) and insertions/deletions (INDELs). The current version (V1.0.0) of CitGVD is an open-access resource centered on 1,493,258,964 high-quality genomic variations and 84 phenotypes of 346 organisms curated from in-house projects and public resources. CitGVD integrates closely related information on genomic variation annotations, related gene annotations, and details regarding the organisms, incorporating a variety of built-in tools for data accession and analysis. As an example, CitGWAS can be used for genome-wide association studies (GWASs) with SNPs and phenotypic data, while CitEVOL can be used for genetic structure analysis. These features make CitGVD a comprehensive web portal and bioinformatics platform for citrus-related studies. It also provides a model for analyzing genome-wide variations for a wide range of crop varieties.

Systematic Analysis and Functional Validation of Citrus XTH Genes Reveal the Role of Csxth04 in Citrus Bacterial Canker Resistance and Tolerance.

In this study, we performed a comprehensive survey of xyloglucan endotransglucosylase/hydrolase (XTH) and a functional validation of Citrus sinensis (Cs) XTH genes to provide new insights into the involvement of XTHs in Xanthomonas citri subsp. citri (Xcc) infection. From the genome of sweet orange, 34 CsXTH genes with XTH characteristic domains were identified and clustered into groups I/II, IIIA, and IIIB. Except for chromosome 9, the CsXTH genes were unevenly distributed and duplicated among all chromosomes, identifying a CsXTH duplication hot spot on chromosome 4. With Xcc induction, a group of citrus canker-related CsXTHs were detected. CsXTH04 was identified as a putative candidate gene, which is up-regulated in citrus bacterial canker (CBC)-resistant varieties and induced by exogenous treatment with salicylic acid (SA) and methyl jasmonate (MeJA). CsXTH04 overexpression conferred CBC susceptibility to transgenic citrus, while CsXTH04 silencing conferred CBC resistance. Taken together, the annotation of the CsXTH family provides an initial basis for the functional and evolutionary study of this family as potential CBC-susceptible genes. CsXTH04, validated in this study, can be used in citrus breeding to improve CBC resistance.

Functional analysis of citrus AP2 transcription factors identified CsAP2-09 involved in citrus canker disease response and tolerance.

Genetic engineering approaches offer an alternative method to the citrus canker resistance breeding. The ethylene response factor (ERF) family is a member of families of transcription factors that are particular to plants and contribute significantly to biotic stress response and to plant growth. CsAP2-09 belongs to the citrus AP2/ERF transcription factor family. Initially, we proved the induction of CsAP2-09 in wild-types by Xcc and some hormones involved in pathogen response. We successfully cloned the CsAP2-09 and proved that CsAP2-09 protein is targeted to the nucleus. The CsAP2-09 was functionally characterized with over-expression and RNAi silencing strategy. In the overexpression lines, the diseased lesions and disease index were significantly decreased while in RNAi lines of CsAP2-09 the diseased lesions and disease index were significantly enhanced. Thus, the over-expression conferred Xcc resistance to transgenic citrus while silencing of CsAP2-09 in sweet orange leads to Xcc susceptibility. When the transcriptomes of WT and overexpression transcriptomes were compared, they revealed that some genes involved in phenylpropanoid biosynthesis, pathogen responses, transcript regulation etc. were modified. Our results provide a possibility for improving citrus canker disease resistance by over-expression of CsAP2s. Furthermore, various functions of CsAP2-09 provide significant information about the role of AP2/ERFs in plant disease resistance and stress tolerance.

Engineering canker-resistant plants through CRISPR/Cas9-targeted editing of the susceptibility gene CsLOB1 promoter in citrus.

Citrus canker, caused by Xanthomonas citri subsp. citri (Xcc), is severely damaging to the global citrus industry. Targeted editing of host disease-susceptibility genes represents an interesting and potentially durable alternative in plant breeding for resistance. Here, we report improvement of citrus canker resistance through CRISPR/Cas9-targeted modification of the susceptibility gene CsLOB1 promoter in citrus. Wanjincheng orange (Citrus sinensis Osbeck) harbours at least three copies of the CsLOB1G allele and one copy of the CsLOB1- allele. The promoter of both alleles contains the effector binding element (EBEPthA4 ), which is recognized by the main effector PthA4 of Xcc to activate CsLOB1 expression to promote citrus canker development. Five pCas9/CsLOB1sgRNA constructs were designed to modify the EBEPthA4 of the CsLOB1 promoter in Wanjincheng orange. Among these constructs, mutation rates were 11.5%-64.7%. Homozygous mutants were generated directly from citrus explants. Sixteen lines that harboured EBEPthA4 modifications were identified from 38 mutant plants. Four mutation lines (S2-5, S2-6, S2-12 and S5-13), in which promoter editing disrupted CsLOB1 induction in response to Xcc infection, showed enhanced resistance to citrus canker compared with the wild type. No canker symptoms were observed in the S2-6 and S5-13 lines. Promoter editing of CsLOB1G alone was sufficient to enhance citrus canker resistance in Wanjincheng orange. Deletion of the entire EBEPthA4 sequence from both CsLOB1 alleles conferred a high degree of resistance to citrus canker. The results demonstrate that CRISPR/Cas9-mediated promoter editing of CsLOB1 is an efficient strategy for generation of canker-resistant citrus cultivars.

Transgenic citrus expressing synthesized cecropin B genes in the phloem exhibits decreased susceptibility to Huanglongbing.

KEY MESSAGE: Expression of synthesized cecropin B genes in the citrus phloem, where Candidatus Liberibacter asiaticus resides, significantly decreased host susceptibility to Huanglongbing. Huanglongbing (HLB), associated with Candidatus Liberibacter asiaticus bacteria, is the most destructive disease of citrus worldwide. All of the commercial sweet orange cultivars lack resistance to this disease. The cationic lytic peptide cecropin B, isolated from the Chinese tasar moth (Antheraea pernyi), has been shown to effectively eliminate bacteria. In this study, we demonstrated that transgenic citrus (Citrus sinensis Osbeck) expressing the cecropin B gene specifically in the phloem had a decreased susceptibility to HLB. Three plant codon-optimized synthetic cecropin B genes, which were designed to secrete the cecropin B peptide into three specific sites, the extracellular space, the cytoplasm, and the endoplasmic reticulum, were constructed. Under the control of the selected phloem-specific promoter GRP1.8, these constructs were transferred into the citrus genome. All of the cecropin B genes were efficiently expressed in the phloem of transgenic plants. Over more than a year of evaluation, the transgenic lines exhibited reduced disease severity. Bacterial populations in transgenic lines were significantly lower than in the controls. Two lines, in which bacterial populations were significantly lower than in others, showed no visible symptoms. Thus, we demonstrated the potential application of the phloem-specific expression of an antimicrobial peptide gene to protect citrus plants from HLB.

Efficient auto-excision of a selectable marker gene from transgenic citrus by combining the Cre/loxP system and ipt selection.

KEY MESSAGE: A highly efficient Cre-mediated deletion system, offering a good alternative for producing marker-free transgenic plants that will relieve public concerns regarding GMOs, was first developed in citrus. The presence of marker genes in genetically modified crops raises public concerns regarding their safety. The removal of marker genes can prevent the risk of their flow into the environment and hasten the public's acceptance of transgenic products. In this study, a new construct based on the Cre/loxP site-recombination system was designed to delete marker genes from transgenic citrus. In the construct, the selectable marker gene isopentenyltransferase gene (ipt) from Agrobacterium tumefaciens and the Cre recombinase gene were flanked by two loxP recognition sites in the direct orientation. The green fluorescent protein (gfp) reporter gene for monitoring the transformation of foreign genes was located outside of the loxP sequences. Transformation and deletion efficiencies of the vector were investigated using nopaline synthase gene (NosP) and CaMV 35S promoters to drive expression of Cre. Analysis of GFP activity showed that 28.1 and 13.6 % transformation efficiencies could be obtained by NosP- and CaMV 35S-driven deletions, respectively. Molecular analysis demonstrated that 100 % deletion efficiency was observed in the transgenic plants. The complete excision of the marker gene was found in all deletion events driven by NosP and in 81.8 % of deletion events driven by CaMV 35S. The results showed that Cre/loxP-mediated excision was highly efficient and precise in citrus. This approach provides a reliable strategy for auto-deletion of selectable marker genes from transgenic citrus to produce marker-free transgenic plants.

[Cloning and expression of a delta6-fatty acid desaturase gene from Rhizopus stolonifer in Saccharomyces cervisiae].

Fatty acid composition of fungi is analysed through the gas chromatography( GC) technique. With specific activity a novel enzyme delta6-fatty acid desaturase was screened and isolated from Rhizopus stolonifer. In this study R. stolonifer was identified as a fungal species that produced plentiful gamma-linolenic acid. A 1475bp full-length cDNA, designated as RnD6D here, with high homology to fungal delta6-fatty acid desaturase genes was isolated from R. stolonifer using reverse transcription polymerase chain reaction and rapid amplification of cDNA ends methods. Sequence analysis indicated that this cDNA sequence had an open reading frame of 1380bp encoding a deduced polypeptide of 459 amino acids. Bioinformatics analysis characterized the putative RnD6D protein as a typical membrane-bound desaturase, including three conserved histidine-rich motifs, hydropathy profile and a cytochrome b5-like domain in the N-terminus. To elucidate the function of this novel putative desaturase, the coding sequence was expressed in Saccharomyces cerevisiae strain INVScl. A novel peak corresponding to gamma-linolenic acid(GLA) methyl ester standards was detected with the same retention time, which was absent in the cell transformed with empty vector. The percentage of this new GLA was 12.25% of total fatty acids. The result demonstrated that the coding produced delta6-fatty acid desaturase activity of RnD6D which led to the accumulation of gamma-linolenic acid.