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Remaining useful life (RUL) is a metric of health state for essential equipment. It plays a significant role in health management. However, RUL is often random and unknown. One type of physics-based method builds a mathematical model for RUL using prior principles, but this is a tough task in real-world applications. Another type of method estimates RUL from available information through condition and health monitoring; this is known as the data-driven method. Traditional data-driven methods require significant human effort in designing health features to represent performance degradation, yet the prediction accuracy is limited. With breakthroughs in various application scenarios in recent years, deep learning techniques provide new insights into this problem. Over the past few years, deep-learning-based RUL prediction has attracted increasing attention from the academic community. Therefore, it is necessary to conduct a survey on deep-learning-based RUL prediction. To ensure a comprehensive survey, the literature is reviewed from three dimensions. Firstly, a unified framework is proposed for deep-learning-based RUL prediction and the models and approaches in the literature are reviewed under this framework. Secondly, detailed estimation processes are compared from the perspective of different deep learning models. Thirdly, the literature is examined from the perspective of specific problems, such as scenarios where the collected data consist of limited labeled data. Finally, the main challenges and future directions are summarized.
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Wild tomatoes (Solanum peruvianum) are important genomic resources for tomato research and breeding. Development of a foreign DNA-free clustered regularly interspaced short palindromic repeat (CRISPR)-Cas delivery system has potential to mitigate public concern about genetically modified organisms. Here, we established a DNA-free CRISPR-Cas9 genome editing system based on an optimized protoplast regeneration protocol of S. peruvianum, an important resource for tomato introgression breeding. We generated mutants for genes involved in small interfering RNAs biogenesis, RNA-DEPENDENT RNA POLYMERASE 6 (SpRDR6), and SUPPRESSOR OF GENE SILENCING 3 (SpSGS3); pathogen-related peptide precursors, PATHOGENESIS-RELATED PROTEIN-1 (SpPR-1) and PROSYSTEMIN (SpProSys); and fungal resistance (MILDEW RESISTANT LOCUS O, SpMlo1) using diploid or tetraploid protoplasts derived from in vitro-grown shoots. The ploidy level of these regenerants was not affected by PEG-Ca2+-mediated transfection, CRISPR reagents, or the target genes. By karyotyping and whole genome sequencing analysis, we confirmed that CRISPR-Cas9 editing did not introduce chromosomal changes or unintended genome editing sites. All mutated genes in both diploid and tetraploid regenerants were heritable in the next generation. spsgs3 null T0 regenerants and sprdr6 null T1 progeny had wiry, sterile phenotypes in both diploid and tetraploid lines. The sterility of the spsgs3 null mutant was partially rescued, and fruits were obtained by grafting to wild-type (WT) stock and pollination with WT pollen. The resulting seeds contained the mutated alleles. Tomato yellow leaf curl virus proliferated at higher levels in spsgs3 and sprdr6 mutants than in the WT. Therefore, this protoplast regeneration technique should greatly facilitate tomato polyploidization and enable the use of CRISPR-Cas for S. peruvianum domestication and tomato breeding.
Assuntos
Solanum lycopersicum , Solanum , Sistemas CRISPR-Cas/genética , Edição de Genes/métodos , Genoma de Planta/genética , Solanum lycopersicum/genética , Melhoramento Vegetal , Protoplastos , Regeneração , Solanum/genética , TetraploidiaRESUMO
The rice SUB1A-1 gene, which encodes a group VII ethylene response factor (ERFVII), plays a pivotal role in rice survival under flooding stress, as well as other abiotic stresses. In Arabidopsis, five ERFVII factors play roles in regulating hypoxic responses. A characteristic feature of Arabidopsis ERFVIIs is a destabilizing N terminus, which functions as an N-degron that targets them for degradation via the oxygen-dependent N-end rule pathway of proteolysis, but permits their stabilization during hypoxia for hypoxia-responsive signaling. Despite having the canonical N-degron sequence, SUB1A-1 is not under N-end rule regulation, suggesting a distinct hypoxia signaling pathway in rice during submergence. Herein we show that two other rice ERFVIIs gene, ERF66 and ERF67, are directly transcriptionally up-regulated by SUB1A-1 under submergence. In contrast to SUB1A-1, ERF66 and ERF67 are substrates of the N-end rule pathway that are stabilized under hypoxia and may be responsible for triggering a stronger transcriptional response to promote submergence survival. In support of this, overexpression of ERF66 or ERF67 leads to activation of anaerobic survival genes and enhanced submergence tolerance. Furthermore, by using structural and protein-interaction analyses, we show that the C terminus of SUB1A-1 prevents its degradation via the N-end rule and directly interacts with the SUB1A-1 N terminus, which may explain the enhanced stability of SUB1A-1 despite bearing an N-degron sequence. In summary, our results suggest that SUB1A-1, ERF66, and ERF67 form a regulatory cascade involving transcriptional and N-end rule control, which allows rice to distinguish flooding from other SUB1A-1-regulated stresses.
Assuntos
Proteínas de Arabidopsis/genética , Proteínas de Ligação a DNA/genética , Oryza/genética , Proteínas de Plantas/genética , Estresse Fisiológico/genética , Fatores de Transcrição/genética , Adaptação Fisiológica/genética , Anaerobiose/genética , Perfilação da Expressão Gênica , Regulação da Expressão Gênica de Plantas/genética , Oryza/crescimento & desenvolvimento , Transdução de Sinais/genética , Especificidade por SubstratoRESUMO
KEY MESSAGE: Protoplasts can be used for genome editing using several different CRISPR systems, either separately or simultaneously, and that the resulting mutations can be recovered in regenerated non-chimaeric plants. Protoplast transfection and regeneration systems are useful platforms for CRISPR/Cas mutagenesis and genome editing. In this study, we demonstrate the use of Cpf1 (Cas12a) and nCas9-activation-induced cytidine deaminase (nCas9-Target-AID) systems to mutagenize Nicotiana tabacum protoplasts and to regenerate plants harboring the resulting mutations. We analyzed 20 progeny plants of Cas12a-mediated phytoene desaturase (PDS) mutagenized regenerants, as well as regenerants from wild-type protoplasts, and confirmed that their genotypes were inherited in a Mendelian manner. We used a Cas9 nickase (nCas9)-cytidine deaminase to conduct C to T editing of the Ethylene receptor 1 (ETR1) gene in tobacco protoplasts and obtained edited regenerates. It is difficult to obtain homozygous edits of polyploid genomes when the editing efficiency is low. A second round of mutagenesis of partially edited regenerants (a two-step transfection protocol) allowed us to derive ETR1 fully edited regenerants without the need for sexual reproduction. We applied three different Cas systems (SaCas9, Cas12a, and nCas9-Traget AID) using either a one-step or a two-step transfection platform to obtain triply mutated and/or edited tobacco regenerants. Our results indicate that these three Cas systems can function simultaneously within a single cell.
Assuntos
Edição de Genes/métodos , Nicotiana/genética , Proteínas de Bactérias/genética , Sistemas CRISPR-Cas , Francisella/genética , Homozigoto , Proteínas de Plantas/genética , TetraploidiaRESUMO
Plant protoplasts are useful for assessing the efficiency of clustered regularly interspaced short palindromic repeats (CRISPR)/CRISPR-associated protein 9 (Cas9) mutagenesis. We improved the process of protoplast isolation and transfection of several plant species. We also developed a method to isolate and regenerate single mutagenized Nicotianna tabacum protoplasts into mature plants. Following transfection of protoplasts with constructs encoding Cas9 and sgRNAs, target gene DNA could be amplified for further analysis to determine mutagenesis efficiency. We investigated N. tabacum protoplasts and derived regenerated plants for targeted mutagenesis of the phytoene desaturase (NtPDS) gene. Genotyping of albino regenerants indicated that all four NtPDS alleles were mutated in amphidiploid tobacco, and no Cas9 DNA could be detected in most regenerated plants.
Assuntos
Sistemas CRISPR-Cas , Mutagênese Sítio-Dirigida/métodos , Protoplastos , Arabidopsis/genética , Brassica/genética , Sistemas CRISPR-Cas/genética , Genes de Plantas/genética , Milhetes/genética , Mutação/genética , Oryza/genética , Oxirredutases/genética , Sasa/genética , Nicotiana/genética , Zea mays/genéticaRESUMO
Screening cDNA libraries for genes encoding proteins that interact with a bait protein is usually performed in yeast. However, subcellular compartmentation and protein modification may differ in yeast and plant cells, resulting in misidentification of protein partners. We used bimolecular fluorescence complementation technology to screen a plant cDNA library against a bait protein directly in plants. As proof of concept, we used the N-terminal fragment of yellow fluorescent protein- or nVenus-tagged Agrobacterium tumefaciens VirE2 and VirD2 proteins and the C-terminal extension (CTE) domain of Arabidopsis thaliana telomerase reverse transcriptase as baits to screen an Arabidopsis cDNA library encoding proteins tagged with the C-terminal fragment of yellow fluorescent protein. A library of colonies representing ~2 × 10(5) cDNAs was arrayed in 384-well plates. DNA was isolated from pools of 10 plates, individual plates, and individual rows and columns of the plates. Sequential screening of subsets of cDNAs in Arabidopsis leaf or tobacco (Nicotiana tabacum) Bright Yellow-2 protoplasts identified single cDNA clones encoding proteins that interact with either, or both, of the Agrobacterium bait proteins, or with CTE. T-DNA insertions in the genes represented by some cDNAs revealed five novel Arabidopsis proteins important for Agrobacterium-mediated plant transformation. We also used this cDNA library to confirm VirE2-interacting proteins in orchid (Phalaenopsis amabilis) flowers. Thus, this technology can be applied to several plant species.
Assuntos
Agrobacterium tumefaciens/genética , Proteínas de Arabidopsis/genética , DNA Bacteriano/genética , Biblioteca Gênica , Ligação ProteicaRESUMO
The high chromosome numbers, polyploid genomes, and long juvenile phases of most ornamental orchid species render functional genomics difficult and limit the discovery of genes influencing horticultural traits. The orchid Erycina pusilla has a low chromosome number (2n = 12) and flowers in vitro within 1 year, making it a standout candidate for use as a model orchid. However, transcriptomic and genomic information from E. pusilla remains limited. In this study, next-generation sequencing (NGS) technology was used to identify 90,668 unigenes by de novo assembly. These unigenes were annotated functionally and analyzed with regard to their gene ontology (GO), clusters of orthologous groups (COG), and KEGG pathways. To validate the discovery methods, a homolog of CONSTANS (CO), one of the key genes in the flowering pathway, was further analyzed. The Arabidopsis CO-Like (COL) amino acid sequences were used to screen for homologs in the E. pusilla transcriptome database. Specific primers to the homologous unigenes were then used to isolate BAC clones, which were sequenced to identify 12 E. pusilla CO-like (EpCOL) full-length genes. Based on sequence homology, domain structure, and phylogenetic analysis, these EpCOL genes were divided into four groups. Four EpCOLs fused with GFP were localized in the nucleus. Some EpCOL genes were regulated by light. These results demonstrate that nascent E. pusilla resources (transcriptome and BAC library) can be used to investigate the E. pusilla photoperiod-dependent flowering genes. In future, this strategy can be applied to other biological processes, marketable traits, and molecular breeding in this model orchid.
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Proteínas de Arabidopsis/genética , Proteínas de Ligação a DNA/genética , Perfilação da Expressão Gênica , Regulação da Expressão Gênica de Plantas , Genes de Plantas/genética , Família Multigênica , Orchidaceae/genética , Fatores de Transcrição/genética , Ritmo Circadiano/genética , Ontologia Genética , Proteínas de Fluorescência Verde/metabolismo , Anotação de Sequência Molecular , Motivos de Nucleotídeos/genética , Filogenia , Proteínas de Plantas/genética , Proteínas de Plantas/metabolismo , Transporte Proteico , Análise de Sequência de DNA , Frações Subcelulares/metabolismo , Transcriptoma/genéticaRESUMO
Insertion of a specific sequence in a targeted region for precise editing is still a major challenge in plants. Current protocols rely on inefficient homology-directed repair or non-homologous end-joining with modified double-stranded oligodeoxyribonucleotides (dsODNs) as donors. We developed a simple protocol that eliminates the need for expensive equipment, chemicals, modifications of donor DNA, and complicated vector construction. The protocol uses polyethylene glycol (PEG)-calcium to deliver low-cost, unmodified single-stranded oligodeoxyribonucleotides (ssODNs) and CRISPR/Cas9 ribonucleoprotein (RNP) complexes into Nicotiana benthamiana protoplasts. Regenerated plants were obtained from edited protoplasts with an editing frequency of up to 50% at the target locus. The inserted sequence was inherited to the next generation; this method thus opens the possibility for the future exploration of genomes by targeted insertion in plants.
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Sistemas CRISPR-Cas , Edição de Genes , Edição de Genes/métodos , Sistemas CRISPR-Cas/genética , Nicotiana/genética , Protoplastos , OligodesoxirribonucleotídeosRESUMO
Protoplast transfection is widely used in plant research to rapidly evaluate RNA degradation, reporter assay, gene expression, subcellular localization, and protein-protein interactions. In order to successfully use protoplast transfection with the newly emerging clustered regularly interspaced short palindromic repeat (CRISPR)/CRISPR-associated (Cas) protein editing platform, high yield of protoplasts, stable transfection efficiency, and reliable regeneration protocols are necessary. The Nicotiana tabacum transient protoplast transfection and regeneration system can effectively obtain target gene mutations in regenerated plants without transgenes and is thus a very attractive technique for evaluating gene editing reagents using CRISPR/Cas-based systems. Here, we describe in detail sterilized seed germination, culture conditions, isolation of Nicotiana tabacum protoplasts from tissue culture explants, construction of a vector containing the Cas protein and sgRNA cassette, highly efficient polyethylene glycol-calcium transient transfection of plasmids delivered into protoplasts, evaluation of mutagenesis efficiency and genotype analysis from protoplasts and regenerated plants, and the regeneration conditions to obtain CRISPR-edited plants from single protoplasts.
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Sistemas CRISPR-Cas , Protoplastos , Sistemas CRISPR-Cas/genética , Edição de Genes/métodos , Mutagênese , Protoplastos/metabolismo , Nicotiana/genéticaRESUMO
BACKGROUND: Orchids comprise one of the largest families of flowering plants and generate commercially important flowers. However, model plants, such as Arabidopsis thaliana do not contain all plant genes, and agronomic and horticulturally important genera and species must be individually studied. RESULTS: Several molecular biology tools were used to isolate flower-specific gene promoters from Oncidium 'Gower Ramsey' (Onc. GR). A cDNA library of reproductive tissues was used to construct a microarray in order to compare gene expression in flowers and leaves. Five genes were highly expressed in flower tissues, and the subcellular locations of the corresponding proteins were identified using lip transient transformation with fluorescent protein-fusion constructs. BAC clones of the 5 genes, together with 7 previously published flower- and reproductive growth-specific genes in Onc. GR, were identified for cloning of their promoter regions. Interestingly, 3 of the 5 novel flower-abundant genes were putative trypsin inhibitor (TI) genes (OnTI1, OnTI2 and OnTI3), which were tandemly duplicated in the same BAC clone. Their promoters were identified using transient GUS reporter gene transformation and stable A. thaliana transformation analyses. CONCLUSIONS: By combining cDNA microarray, BAC library, and bombardment assay techniques, we successfully identified flower-directed orchid genes and promoters.
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Regulação da Expressão Gênica de Plantas , Biologia Molecular/métodos , Orchidaceae/genética , Regiões Promotoras Genéticas , Sequência de Aminoácidos , Clonagem Molecular , Flores/química , Flores/genética , Flores/crescimento & desenvolvimento , Dados de Sequência Molecular , Análise de Sequência com Séries de Oligonucleotídeos , Orchidaceae/química , Orchidaceae/crescimento & desenvolvimento , Alinhamento de SequênciaRESUMO
A cDNA, BohLOL1, encoding a protein containing three zf-LSD1 (zinc finger-Lesions Simulating Disease resistance 1) domains was cloned from growing bamboo (Bambusa oldhamii) shoots. A phylogenetic analysis revealed that BohLOL1 is a homolog of Arabidopsis LSD1 and LOL1 (LSD-one-like 1), which have been reported to act antagonistically in controlling cell death via the maintenance of reactive oxygen species homeostasis. The BohLOL1 gene was differentially expressed in various bamboo shoot tissues and was upregulated in shoots with higher rates of culm elongation. The expression level of this gene in multiple shoots of bamboo, which were cultured in vitro, was also upregulated by auxins, cytokinins, pathogen infection, 2,6-dichloroisonicotinic acid (a functional analog of salicylic acid), and hydrogen peroxide. The results suggest that BohLOL1 participates in bamboo growth and in the response to biotic stress. The DNA-binding assays and subcellular localization studies demonstrated that BohLOL1 is a nuclear DNA-binding protein. BohLOL1 might function through protein-DNA interactions and thus affect the expression of its target genes. The results of this study extend the role of plant LSD1 and LOL1 proteins from the regulation of cell death to cell growth. The growth-dependent up-regulation of BohLOL1 expression, which uniquely occurs in growing bamboo, might be one of the critical factors that contribute to the rapid growth of this remarkable plant.
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Bambusa/genética , Regulação da Expressão Gênica de Plantas/genética , Proteínas de Plantas/genética , Dedos de Zinco , Sequência de Aminoácidos , Bambusa/crescimento & desenvolvimento , Bambusa/fisiologia , DNA Complementar/química , DNA Complementar/genética , Proteínas de Ligação a DNA/química , Proteínas de Ligação a DNA/genética , Proteínas de Ligação a DNA/metabolismo , Dados de Sequência Molecular , Filogenia , Proteínas de Plantas/química , Proteínas de Plantas/metabolismo , Brotos de Planta/genética , Brotos de Planta/metabolismo , Alinhamento de Sequência , Análise de Sequência de DNA , Estresse Fisiológico , Regulação para CimaRESUMO
In the clustered regulatory interspaced short palindromic repeats (CRISPR)/CRISPR associated protein (Cas) system, protoplasts are not only useful for rapidly validating the mutagenesis efficiency of various RNA-guided endonucleases, promoters, sgRNA designs, or Cas proteins, but can also be a platform for DNA-free gene editing. To date, the latter approach has been applied to numerous crops, particularly those with complex genomes, a long juvenile period, a tendency for heterosis, and/or self-incompatibility. Protoplast regeneration is thus a key step in DNA-free gene editing. In this report, we review the history and some future prospects for protoplast technology, including protoplast transfection, transformation, fusion, regeneration, and current protoplast applications in CRISPR/Cas-based breeding.
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Versatile genome editing can be facilitated by the insertion of DNA sequences into specific locations. Current protocols involving CRISPR and Cas proteins rely on low efficiency homology-directed repair or non-homologous end joining with modified double-stranded DNA oligonucleotides as donors. Our simple protocol eliminates the need for expensive equipment, chemical and enzymatic donor DNA modification, or plasmid construction by using polyethylene glycol-calcium to deliver non-modified single-stranded DNA oligonucleotides and CRISPR-Cas9 ribonucleoprotein into protoplasts. Plants regenerated via edited protoplasts achieved targeted insertion frequencies of up to 50% in Nicotiana benthamiana and 13.6% in rapid cycling Brassica oleracea without antibiotic selection. Using a 60 nt donor containing 27 nt in each homologous arm, 6/22 regenerated N. benthamiana plants showed targeted insertions, and one contained a precise insertion of a 6 bp HindIII site. The inserted sequences were transmitted to the next generation and invite the possibility of future exploration of versatile genome editing by targeted DNA insertion in plants.
Assuntos
Marcação de Genes/métodos , Genoma de Planta , Mutagênese Insercional , Custos e Análise de Custo , Edição de Genes/economia , Edição de Genes/métodos , Marcação de Genes/economia , Protoplastos/citologia , Protoplastos/metabolismo , Nicotiana/genéticaRESUMO
BACKGROUND: Oncidium spp. produce commercially important orchid cut flowers. However, they are amenable to intergeneric and inter-specific crossing making phylogenetic identification very difficult. Molecular markers derived from the chloroplast genome can provide useful tools for phylogenetic resolution. RESULTS: The complete chloroplast genome of the economically important Oncidium variety Onc. Gower Ramsey (Accession no. GQ324949) was determined using a polymerase chain reaction (PCR) and Sanger based ABI sequencing. The length of the Oncidium chloroplast genome is 146,484 bp. Genome structure, gene order and orientation are similar to Phalaenopsis, but differ from typical Poaceae, other monocots for which there are several published chloroplast (cp) genome. The Onc. Gower Ramsey chloroplast-encoded NADH dehydrogenase (ndh) genes, except ndhE, lack apparent functions. Deletion and other types of mutations were also found in the ndh genes of 15 other economically important Oncidiinae varieties, except ndhE in some species. The positions of some species in the evolution and taxonomy of Oncidiinae are difficult to identify. To identify the relationships between the 15 Oncidiinae hybrids, eight regions of the Onc. Gower Ramsey chloroplast genome were amplified by PCR for phylogenetic analysis. A total of 7042 bp derived from the eight regions could identify the relationships at the species level, which were supported by high bootstrap values. One particular 1846 bp region, derived from two PCR products (trnHGUG -psbA and trnFGAA-ndhJ) was adequate for correct phylogenetic placement of 13 of the 15 varieties (with the exception of Degarmoara Flying High and Odontoglossum Violetta von Holm). Thus the chloroplast genome provides a useful molecular marker for species identifications. CONCLUSION: In this report, we used Phalaenopsis. aphrodite as a prototype for primer design to complete the Onc. Gower Ramsey genome sequence. Gene annotation showed that most of the ndh genes inOncidiinae, with the exception of ndhE, are non-functional. This phenomenon was observed in all of the Oncidiinae species tested. The genes and chloroplast DNA regions that would be the most useful for phylogenetic analysis were determined to be the trnHGUG-psbA and the trnFGAA-ndhJ regions. We conclude that complete chloroplast genome information is useful for plant phylogenetic and evolutionary studies in Oncidium with applications for breeding and variety identification.
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Cruzamento , Genoma de Cloroplastos/genética , Orchidaceae/genética , Mapeamento Cromossômico , DNA de Cloroplastos/genética , Genes de Plantas/genética , Marcadores Genéticos , Variação Genética , Filogenia , Análise de Sequência de DNARESUMO
Biotic diseases cause substantial agricultural losses annually, spurring research into plant pathogens and strategies to mitigate them. Nicotiana benthamiana is a commonly used model plant for studying plant-pathogen interactions because it is host to numerous plant pathogens and because many research tools are available for this species. The clustered regularly interspaced short palindromic repeats (CRISPR) system is one of several powerful tools available for targeted gene editing, a crucial strategy for analyzing gene function. Here, we demonstrate the use of various CRISPR-associated (Cas) proteins for gene editing of N. benthamiana protoplasts, including Staphylococcus aureus Cas9 (SaCas9), Streptococcus pyogenes Cas9 (SpCas9), Francisella novicida Cas12a (FnCas12a), and nCas9-activation-induced cytidine deaminase (nCas9-Target-AID). We successfully mutated Phytoene Desaturase (PDS) and Ethylene Receptor 1 (ETR1) and the disease-associated genes RNA-Dependent RNA Polymerase 6 (RDR6), and Suppressor of Gene Silencing 3 (SGS3), and confirmed that the mutated alleles were transmitted to progeny. sgs3 mutants showed the expected phenotype, including absence of trans-acting siRNA3 (TAS3) siRNA and abundant expression of the GFP reporter. Progeny of both sgs3 and rdr6 null mutants were sterile. Our analysis of the phenotypes of the regenerated progeny indicated that except for the predicted phenotypes, they grew normally, with no unexpected traits. These results confirmed the utility of gene editing followed by protoplast regeneration in N. benthamiana. We also developed a method for in vitro flowering and seed production in N. benthamiana, allowing the regenerants to produce progeny in vitro without environmental constraints.
RESUMO
BACKGROUND: Protoplasts isolated from leaves are useful materials in plant research. One application, the transient expression of recombinant genes using Arabidopsis mesophyll protoplasts (TEAMP), is currently commonly used for studies of subcellular protein localization, promoter activity, and in vivo protein-protein interactions. This method requires cutting leaves into very thin slivers to collect mesophyll cell protoplasts, a procedure that often causes cell damage, may yield only a few good protoplasts, and is time consuming. In addition, this protoplast isolation method normally requires a large number of leaves derived from plants grown specifically under low-light conditions, which may be a concern when material availability is limited such as with mutant plants, or in large scale experiments. RESULTS: In this report, we present a new procedure that we call the Tape-Arabidopsis Sandwich. This is a simple and fast mesophyll protoplast isolation method. Two kinds of tape (Time tape adhered to the upper epidermis and 3 M Magic tape to the lower epidermis) are used to make a "Tape-Arabidopsis Sandwich". The Time tape supports the top side of the leaf during manipulation, while tearing off the 3 M Magic tape allows easy removal of the lower epidermal layer and exposes mesophyll cells to cell wall digesting enzymes when the leaf is later incubated in an enzyme solution. The protoplasts released into solution are collected and washed for further use. For TEAMP, plasmids carrying a gene expression cassette for a fluorescent protein can be successfully delivered into protoplasts isolated from mature leaves grown under optimal conditions. Alternatively, these protoplasts may be used for bimolecular fluorescence complementation (BiFC) to investigate protein-protein interactions in vivo, or for Western blot analysis. A significant advantage of this protocol over the current method is that it allows the generation of protoplasts in less than 1 hr, and allows TEAMP transfection to be carried out within 2 hr. CONCLUSION: The protoplasts generated by this new Tape-Arabidopsis Sandwich method are suitable for the same range of research applications as those that use the current method, but require less operator skill, equipment and time.