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1.
PLoS Pathog ; 19(12): e1011885, 2023 Dec.
Article in English | MEDLINE | ID: mdl-38117848

ABSTRACT

Small RNAs act as fungal pathogen effectors that silence host target genes to promote infection, a virulence mechanism termed cross-kingdom RNA interference (RNAi). The essential pathogen factors of cross-kingdom small RNA production are largely unknown. We here characterized the RNA-dependent RNA polymerase (RDR)1 in the fungal plant pathogen Botrytis cinerea that is required for pathogenicity and cross-kingdom RNAi. B. cinerea bcrdr1 knockout (ko) mutants exhibited reduced pathogenicity and loss of cross-kingdom small RNAs. We developed a "switch-on" GFP reporter to study cross-kingdom RNAi in real-time within the living plant tissue which highlighted that bcrdr1 ko mutants were compromised in cross-kingdom RNAi. Moreover, blocking seven pathogen cross-kingdom small RNAs by expressing a short-tandem target mimic RNA in transgenic Arabidopsis thaliana led to reduced infection levels of the fungal pathogen B. cinerea and the oomycete pathogen Hyaloperonospora arabidopsidis. These results demonstrate that cross-kingdom RNAi is significant to promote host infection and making pathogen small RNAs an effective target for crop protection.


Subject(s)
Arabidopsis , RNA-Dependent RNA Polymerase , RNA Interference , RNA, Small Interfering/genetics , RNA-Dependent RNA Polymerase/genetics , Arabidopsis/genetics , Arabidopsis/microbiology , Virulence/genetics , Plants/genetics , Botrytis/genetics , Plant Diseases/genetics , Plant Diseases/microbiology , RNA, Fungal/genetics , RNA, Plant
2.
Appl Microbiol Biotechnol ; 107(19): 5935-5945, 2023 Oct.
Article in English | MEDLINE | ID: mdl-37572124

ABSTRACT

Extracellular RNAs are an emerging research topic in fungal-plant interactions. Fungal plant pathogens and symbionts release small RNAs that enter host cells to manipulate plant physiology and immunity. This communication via extracellular RNAs between fungi and plants is bidirectional. On the one hand, plants release RNAs encapsulated inside extracellular vesicles as a defense response as well as for intercellular and inter-organismal communication. On the other hand, recent reports suggest that also full-length mRNAs are transported within fungal EVs into plants, and these fungal mRNAs might get translated inside host cells. In this review article, we summarize the current views and fundamental concepts of extracellular RNAs released by plant-associated fungi, and we discuss new strategies to apply extracellular RNAs in crop protection against fungal pathogens. KEY POINTS: • Extracellular RNAs are an emerging topic in plant-fungal communication. • Fungi utilize RNAs to manipulate host plants for colonization. • Extracellular RNAs can be engineered to protect plants against fungal pathogens.


Subject(s)
Extracellular Vesicles , RNA , RNA/metabolism , Fungi/genetics , Plants/microbiology , Biological Transport , RNA, Messenger/metabolism , Extracellular Vesicles/metabolism
3.
Curr Opin Plant Biol ; 69: 102272, 2022 10.
Article in English | MEDLINE | ID: mdl-35964451

ABSTRACT

Extracellular vesicles (EVs) carrying RNA have attracted growing attention in plant cell biology. For a long time, EV release or uptake through the rigid plant cell wall was considered to be impossible and RNA outside cells to be unstable. Identified EV biomarkers have brought new insights into functional roles of EVs to transport their RNA cargo for systemic spread in plants and into plant-invading pathogens. RNA-binding proteins supposedly take over key functions in EV-mediated RNA secretion and transport, but the mechanisms of RNA sorting and EV translocation through the plant cell wall and plasma membrane are not understood. Characterizing the molecular players and the cellular mechanisms of plant RNA-containing EVs will create new knowledge in cell-to-cell and inter-organismal communication.


Subject(s)
Extracellular Vesicles , Biological Transport , Biomarkers/metabolism , Cell Communication , Extracellular Vesicles/genetics , Extracellular Vesicles/metabolism , Plants/genetics , Plants/metabolism , RNA, Plant/genetics , RNA, Plant/metabolism
4.
Genome Biol ; 22(1): 225, 2021 08 16.
Article in English | MEDLINE | ID: mdl-34399815

ABSTRACT

BACKGROUND: Retrotransposons are genetic elements inducing mutations in all domains of life. Despite their detrimental effect, retrotransposons can become temporarily active during epigenetic reprogramming and cellular stress response, which may accelerate host genome evolution. In fungal pathogens, a positive role has been attributed to retrotransposons when shaping genome architecture and expression of genes encoding pathogenicity factors; thus, retrotransposons are known to influence pathogenicity. RESULTS: We uncover a hitherto unknown role of fungal retrotransposons as being pathogenicity factors, themselves. The aggressive fungal plant pathogen, Botrytis cinerea, is known to deliver some long-terminal repeat (LTR) deriving regulatory trans-species small RNAs (BcsRNAs) into plant cells to suppress host gene expression for infection. We find that naturally occurring, less aggressive B. cinerea strains possess considerably lower copy numbers of LTR retrotransposons and had lost retrotransposon BcsRNA production. Using a transgenic proof-of-concept approach, we reconstitute retrotransposon expression in a BcsRNA-lacking B. cinerea strain, which results in enhanced aggressiveness in a retrotransposon and BcsRNA expression-dependent manner. Moreover, retrotransposon expression in B. cinerea leads to suppression of plant defence-related genes during infection. CONCLUSIONS: We propose that retrotransposons are pathogenicity factors that manipulate host plant gene expression by encoding trans-species BcsRNAs. Taken together, the novelty that retrotransposons are pathogenicity factors will have a broad impact on studies of host-microbe interactions and pathology.


Subject(s)
Botrytis/genetics , Plants/genetics , Retroelements , Virulence Factors , Fungal Proteins/genetics , Gene Expression , Genes, Plant , Host-Pathogen Interactions/genetics , Plant Diseases/microbiology , Plants/microbiology , RNA-Seq , Terminal Repeat Sequences , Whole Genome Sequencing
5.
Bio Protoc ; 11(3): e3911, 2021 Feb 05.
Article in English | MEDLINE | ID: mdl-33732798

ABSTRACT

Over the last decade, it has been noticed that microbial pathogens and pests deliver small RNA (sRNA) effectors into their host plants to manipulate plant physiology and immunity for infection, known as cross kingdom RNA interference. In this process, fungal and oomycete parasite sRNAs hijack the plant ARGONAUTE (AGO)/RNA-induced silencing complex to post-transcriptionally silence host target genes. We hereby describe the methodological details of how we recovered cross kingdom sRNA effectors of the oomycete pathogen Hyaloperonospora arabidopsidis during infection of its host plant Arabidopsis thaliana. This Bio-protocol contains two parts: first, a detailed description on the procedure of plant AGO/sRNA co-immunopurification and sRNA recovery for Illumina high throughput sequencing analysis. Second, we explain how to perform bioinformatics analysis of sRNA sequence reads using a Galaxy server. In principle, this protocol is suitable to investigate AGO-bound sRNAs from diverse host plants and plant-interacting (micro)organisms.

6.
J Exp Bot ; 72(2): 718-732, 2021 02 02.
Article in English | MEDLINE | ID: mdl-33063828

ABSTRACT

Our understanding of obligate biotrophic pathogens is limited by lack of knowledge concerning the molecular function of virulence factors. We established Arabidopsis host-induced gene silencing (HIGS) to explore gene functions of Hyaloperonospora arabidopsidis, including CYSTEINE-RICH PROTEIN (HaCR)1, a potential secreted effector gene of this obligate biotrophic pathogen. HaCR1 HIGS resulted in H. arabidopsidis-induced local plant cell death and reduced pathogen reproduction. We functionally characterized HaCR1 by ectopic expression in Nicotiana benthamiana. HaCR1 was capable of inhibiting effector-triggered plant cell death. Consistent with this, HaCR1 expression in N. benthamiana led to stronger disease symptoms caused by the hemibiotrophic oomycete pathogen Phytophthora capsici, but reduced disease symptoms caused by the necrotrophic fungal pathogen Botrytis cinerea. Expressing HaCR1 in transgenic Arabidopsis confirmed higher susceptibility to H. arabidopsidis and to the bacterial hemibiotrophic pathogen Pseudomonas syringae. Increased H. arabidopsidis infection was in accordance with reduced PATHOGENESIS RELATED (PR)1 induction. Expression of full-length HaCR1 was required for its function, which was lost if the signal peptide was deleted, suggesting its site of action in the plant apoplast. This study provides phytopathological and molecular evidence for the importance of this widespread, but largely unexplored class of non-RxLR effectors in biotrophic oomycetes.


Subject(s)
Arabidopsis , Oomycetes , Arabidopsis/genetics , Botrytis , Cell Death , Gene Expression Regulation, Plant , Host-Pathogen Interactions , Plant Diseases
7.
Elife ; 92020 05 22.
Article in English | MEDLINE | ID: mdl-32441255

ABSTRACT

The exchange of small RNAs (sRNAs) between hosts and pathogens can lead to gene silencing in the recipient organism, a mechanism termed cross-kingdom RNAi (ck-RNAi). While fungal sRNAs promoting virulence are established, the significance of ck-RNAi in distinct plant pathogens is not clear. Here, we describe that sRNAs of the pathogen Hyaloperonospora arabidopsidis, which represents the kingdom of oomycetes and is phylogenetically distant from fungi, employ the host plant's Argonaute (AGO)/RNA-induced silencing complex for virulence. To demonstrate H. arabidopsidis sRNA (HpasRNA) functionality in ck-RNAi, we designed a novel CRISPR endoribonuclease Csy4/GUS reporter that enabled in situ visualization of HpasRNA-induced target suppression in Arabidopsis. The significant role of HpasRNAs together with AtAGO1 in virulence was revealed in plant atago1 mutants and by transgenic Arabidopsis expressing a short-tandem-target-mimic to block HpasRNAs, that both exhibited enhanced resistance. HpasRNA-targeted plant genes contributed to host immunity, as Arabidopsis gene knockout mutants displayed quantitatively enhanced susceptibility.


Subject(s)
Oomycetes/metabolism , Oomycetes/pathogenicity , RNA, Plant/metabolism , RNA-Induced Silencing Complex/metabolism , Arabidopsis , Arabidopsis Proteins/genetics , Arabidopsis Proteins/metabolism , Down-Regulation , Gene Expression Regulation , Gene Silencing , Oomycetes/genetics , RNA, Messenger/genetics , RNA, Messenger/metabolism , RNA, Plant/genetics , Virulence/genetics
9.
Proc Natl Acad Sci U S A ; 116(21): 10568-10575, 2019 05 21.
Article in English | MEDLINE | ID: mdl-31068459

ABSTRACT

Jasmonates are vital plant hormones that not only act in the stress response to biotic and abiotic influences, such as wounding, pathogen attack, and cold acclimation, but also drive developmental processes in cooperation with other plant hormones. The biogenesis of jasmonates starts in the chloroplast, where several enzymatic steps produce the jasmonate precursor 12-oxophytodienoic acid (OPDA) from α-linolenic acid. OPDA in turn is exported into the cytosol for further conversion into active jasmonates, which subsequently induces the expression of multiple genes in the nucleus. Despite its obvious importance, the export of OPDA across the chloroplast membranes has remained elusive. In this study, we characterized a protein residing in the chloroplast outer membrane, JASSY, which has proven indispensable for the export of OPDA from the chloroplast. We provide evidence that JASSY has channel-like properties and propose that it thereby facilitates OPDA transport. Consequently, a lack of JASSY in Arabidopsis leads to a deficiency in accumulation of jasmonic acids, which results in impaired expression of jasmonate target genes on exposure to various stresses. This results in plants that are more susceptible to pathogen attack and also exhibit defects in cold acclimation.


Subject(s)
Chloroplast Proteins/metabolism , Chloroplasts/metabolism , Cyclopentanes/metabolism , Fatty Acids, Unsaturated/metabolism , Oxylipins/metabolism , Acclimatization , Arabidopsis , Gene Expression Regulation, Plant , Plant Immunity
10.
J Vis Exp ; (144)2019 02 08.
Article in English | MEDLINE | ID: mdl-30799846

ABSTRACT

Inspired by Homer´s Trojan horse myth, we engineered the maize pathogen Ustilago maydis to deliver secreted proteins into the maize apoplast permitting in vivo phenotypic analysis. This method does not rely on maize transformation but exploits microbial genetics and secretory capabilities of pathogens. Herein, it allows inspection of in vivo delivered secreted proteins with high spatiotemporal resolution at different kinds of infection sites and tissues. The Trojan horse strategy can be utilized to transiently complement maize loss-of-function phenotypes, to functionally characterize protein domains, to analyze off-target protein effects, or to study onside protein overdosage, making it a powerful tool for protein studies in the maize crop system. This work contains a precise protocol on how to generate a Trojan horse strain followed by standardized infection protocols to apply this method to three different maize tissue types.


Subject(s)
Host-Pathogen Interactions/genetics , Plant Diseases/microbiology , Plant Proteins/metabolism , Ustilago/pathogenicity , Zea mays/classification , Zea mays/microbiology , Gene Expression Regulation, Plant , Plant Proteins/genetics
11.
RNA Biol ; 14(4): 421-428, 2017 04 03.
Article in English | MEDLINE | ID: mdl-28267415

ABSTRACT

Pathogens secrete effector proteins to suppress host immune responses. Recently, we showed that an aggressive plant fungal pathogen Botrytis cinerea can also deliver small RNA effectors into host cells to suppress host immunity. B. cinerea sRNAs (Bc-sRNAs) translocate into host plants and hijack the plant RNAi machinery to induce cross-kingdom RNAi of host immune responsive genes. Here, we functionally characterized another Bc-sRNA effector Bc-siR37 that is predicted to target at least 15 Arabidopsis genes, including WRKY transcription factors, receptor-like kinases, and cell wall-modifying enzymes. Upon B. cinerea infection, the expression level of Bc-siR37 was induced, and at least eight predicted Arabidopsis target genes were downregulated. These target genes were also suppressed in the transgenic Arabidopsis plants overexpressing Bc-siR37, which exhibited enhanced disease susceptibility to B. cinerea. Furthermore, the knockout mutants of the Bc-siR37 targets, At-WRKY7, At-PMR6, and At-FEI2, also exhibited enhanced disease susceptibility to B. cinerea, giving further support that these genes indeed play a positive role in plant defense against B. cinerea. Our study demonstrates that analysis of pathogen sRNA effectors can be a useful tool to help identify host immunity genes against the corresponding pathogen.


Subject(s)
Arabidopsis/microbiology , Botrytis/pathogenicity , RNA, Small Interfering/genetics , Arabidopsis/genetics , Botrytis/genetics , Gene Expression Regulation, Plant , Genes, Plant , Plant Diseases/genetics , Plant Diseases/microbiology , Plant Immunity , RNA, Fungal/genetics
12.
Nat Plants ; 2: 16151, 2016 09 19.
Article in English | MEDLINE | ID: mdl-27643635

ABSTRACT

Aggressive fungal pathogens such as Botrytis and Verticillium spp. cause severe crop losses worldwide. We recently discovered that Botrytis cinerea delivers small RNAs (Bc-sRNAs) into plant cells to silence host immunity genes. Such sRNA effectors are mostly produced by Botrytis cinerea Dicer-like protein 1 (Bc-DCL1) and Bc-DCL2. Here we show that expressing sRNAs that target Bc-DCL1 and Bc-DCL2 in Arabidopsis and tomato silences Bc-DCL genes and attenuates fungal pathogenicity and growth, exemplifying bidirectional cross-kingdom RNAi and sRNA trafficking between plants and fungi. This strategy can be adapted to simultaneously control multiple fungal diseases. We also show that Botrytis can take up external sRNAs and double-stranded RNAs (dsRNAs). Applying sRNAs or dsRNAs that target Botrytis DCL1 and DCL2 genes on the surface of fruits, vegetables and flowers significantly inhibits grey mould disease. Such pathogen gene-targeting RNAs represent a new generation of environmentally friendly fungicides.


Subject(s)
Arabidopsis/immunology , Botrytis/physiology , Plant Immunity , RNA Interference , RNA, Fungal/genetics , RNA, Plant/genetics , Solanum lycopersicum/immunology , Arabidopsis/genetics , Arabidopsis/microbiology , Botrytis/genetics , Solanum lycopersicum/genetics , Solanum lycopersicum/microbiology , Plant Diseases/immunology , Plant Diseases/microbiology
13.
Curr Opin Plant Biol ; 26: 87-94, 2015 Aug.
Article in English | MEDLINE | ID: mdl-26123395

ABSTRACT

Eukaryotic regulatory small RNAs (sRNAs) that induce RNA interference (RNAi) are involved in a plethora of biological processes, including host immunity and pathogen virulence. In plants, diverse classes of sRNAs contribute to the regulation of host innate immunity. These immune-regulatory sRNAs operate through distinct RNAi pathways that trigger transcriptional or post-transcriptional gene silencing. Similarly, many pathogen-derived sRNAs also regulate pathogen virulence. Remarkably, the influence of regulatory sRNAs is not limited to the individual organism in which they are generated. It can sometimes extend to interacting species from even different kingdoms. There they trigger gene silencing in the interacting organism, a phenomenon called cross-kingdom RNAi. This is exhibited in advanced pathogens and parasites that produce sRNAs to suppress host immunity. Conversely, in host-induced gene silencing (HIGS), diverse plants are engineered to trigger RNAi against pathogens and pests to confer host resistance. Cross-kingdom RNAi opens up a vastly unexplored area of research on mobile sRNAs in the battlefield between hosts and pathogens.


Subject(s)
Plants/genetics , Plants/immunology , Host-Pathogen Interactions/genetics , Immunity, Innate/genetics , Plants/microbiology , Plants/parasitology , RNA, Small Interfering/genetics , Virulence/genetics
15.
Curr Opin Biotechnol ; 32: 207-215, 2015 Apr.
Article in English | MEDLINE | ID: mdl-25622136

ABSTRACT

Humans, animals, and plants are constantly under attack from pathogens and pests, resulting in severe consequences on global human health and crop production. Small RNA (sRNA)-mediated RNA interference (RNAi) is a conserved regulatory mechanism that is involved in almost all eukaryotic cellular processes, including host immunity and pathogen virulence. Recent evidence supports the significant contribution of sRNAs and RNAi to the communication between hosts and some eukaryotic pathogens, pests, parasites, or symbiotic microorganisms. Mobile silencing signals­most likely sRNAs­are capable of translocating from the host to its interacting organism, and vice versa. In this review, we will provide an overview of sRNA communications between different kingdoms, with a primary focus on the advances in plant-pathogen interaction systems.


Subject(s)
Plants/genetics , RNA, Small Interfering/genetics , Animals , Humans , Ligands , RNA Interference , Signal Transduction , Toll-Like Receptors/metabolism
16.
Annu Rev Phytopathol ; 52: 495-516, 2014.
Article in English | MEDLINE | ID: mdl-25090478

ABSTRACT

A never-ending arms race drives coevolution between pathogens and hosts. In plants, pathogen attacks invoke multiple layers of host immune responses. Many pathogens deliver effector proteins into host cells to suppress host immunity, and many plants have evolved resistance proteins to recognize effectors and trigger robust resistance. Here, we discuss findings on noncoding small RNAs (sRNAs) from plants and pathogens, which regulate host immunity and pathogen virulence. Recent discoveries have unveiled the role of noncoding sRNAs from eukaryotic pathogens and bacteria in pathogenicity in both plant and animal hosts. The discovery of fungal sRNAs that are delivered into host cells to suppress plant immunity added sRNAs to the list of pathogen effectors. Similar to protein effector genes, many of these sRNAs are generated from transposable element (TE) regions, which are likely to contribute to rapidly evolving virulence and host adaptation. We also discuss RNA silencing that occurs between organisms.


Subject(s)
Bacteria/genetics , Fungi/genetics , Plants/genetics , RNA/genetics , Bacteria/pathogenicity , Fungi/pathogenicity , Plants/immunology
17.
Science ; 342(6154): 118-23, 2013 Oct 04.
Article in English | MEDLINE | ID: mdl-24092744

ABSTRACT

Botrytis cinerea, the causative agent of gray mold disease, is an aggressive fungal pathogen that infects more than 200 plant species. Here, we show that some B. cinerea small RNAs (Bc-sRNAs) can silence Arabidopsis and tomato genes involved in immunity. These Bc-sRNAs hijack the host RNA interference (RNAi) machinery by binding to Arabidopsis Argonaute 1 (AGO1) and selectively silencing host immunity genes. The Arabidopsis ago1 mutant exhibits reduced susceptibility to B. cinerea, and the B. cinerea dcl1 dcl2 double mutant that can no longer produce these Bc-sRNAs displays reduced pathogenicity on Arabidopsis and tomato. Thus, this fungal pathogen transfers "virulent" sRNA effectors into host plant cells to suppress host immunity and achieve infection, which demonstrates a naturally occurring cross-kingdom RNAi as an advanced virulence mechanism.


Subject(s)
Arabidopsis/immunology , Botrytis/pathogenicity , Host-Pathogen Interactions/immunology , Plant Diseases/microbiology , RNA Interference , RNA, Fungal/genetics , RNA, Small Interfering/genetics , Arabidopsis/genetics , Arabidopsis/microbiology , Arabidopsis Proteins/genetics , Argonaute Proteins/genetics , Botrytis/genetics , Gene Expression Regulation, Plant , Host-Pathogen Interactions/genetics , Solanum lycopersicum/genetics , Solanum lycopersicum/immunology , Solanum lycopersicum/microbiology , Mutation , Plant Diseases/genetics , Plant Diseases/immunology , Virulence/genetics
18.
Electrophoresis ; 30(14): 2549-57, 2009 Jul.
Article in English | MEDLINE | ID: mdl-19588459

ABSTRACT

The sources of variance and errors in transcriptomics based on the electrophoretic separation of amplified cDNA fragments were investigated using cDNA-amplified fragment length polymorphism (AFLP). Transcriptome profiles of the plant-pathogenic fungus Verticillium longisporum were generated by a standard cDNA-AFLP protocol followed by electrophoretic separation of amplified DNA fragments in flatbed polyacrylamide gels with fluorescence detection as well as by capillary electrophoresis (DNA sequencer). The total variance was partitioned into contributions of cDNA synthesis, adapter ligation, preamplification, amplification, and electrophoresis. Parameters of computer-aided peak recognition and matching were investigated and strategies improving matching success based on double passage with different signal intensity thresholds were developed. The overall quality of data was similar for cDNA-AFLP and microarray hybridization. Variance of cDNA-AFLP was independent of signal intensity, whereas microarray data showed higher variance for low-intensity signals. Capillary electrophoresis significantly reduced the number of wrongly matched and unmatched signals as compared with flatbed gels. These results are also likely to apply to related electrophoresis-based transcriptome analysis techniques such as mRNA differential display.


Subject(s)
Amplified Fragment Length Polymorphism Analysis/methods , DNA, Complementary/isolation & purification , DNA, Fungal/isolation & purification , Electrophoresis, Capillary/methods , Gene Expression Profiling/methods , Analysis of Variance , DNA, Complementary/genetics , DNA, Fungal/genetics , Electrophoresis, Agar Gel/methods , Oligonucleotide Array Sequence Analysis , RNA, Fungal/analysis , Verticillium/genetics , Verticillium/metabolism
19.
BMC Genomics ; 9: 480, 2008 Oct 13.
Article in English | MEDLINE | ID: mdl-18851732

ABSTRACT

BACKGROUND: cDNA-AFLP is a transcriptomics technique which does not require prior sequence information and can therefore be used as a gene discovery tool. The method is based on selective amplification of cDNA fragments generated by restriction endonucleases, electrophoretic separation of the products and comparison of the band patterns between treated samples and controls. Unequal distribution of restriction sites used to generate cDNA fragments negatively affects the performance of cDNA-AFLP. Some transcripts are represented by more than one fragment while other escape detection, causing redundancy and reducing the coverage of the analysis, respectively. RESULTS: With the goal of improving the coverage of cDNA-AFLP without increasing its redundancy, we designed a modified cDNA-AFLP protocol. Immobilized cDNA is sequentially digested with several restriction endonucleases and the released DNA fragments are collected in mutually exclusive pools. To investigate the performance of the protocol, software tool MECS (Multiple Enzyme cDNA-AFLP Simulation) was written in Perl. cDNA-AFLP protocols described in the literature and the new sequential digestion protocol were simulated on sets of cDNA sequences from mouse, human and Arabidopsis thaliana. The redundancy and coverage, the total number of PCR reactions, and the average fragment length were calculated for each protocol and cDNA set. CONCLUSION: Simulation revealed that sequential digestion of immobilized cDNA followed by the partitioning of released fragments into mutually exclusive pools outperformed other cDNA-AFLP protocols in terms of coverage, redundancy, fragment length, and the total number of PCRs. Primers generating 30 to 70 amplicons per PCR provided the highest fraction of electrophoretically distinguishable fragments suitable for normalization. For A. thaliana, human and mice transcriptome, the use of two marking enzymes and three sequentially applied releasing enzymes for each of the marking enzymes is recommended.


Subject(s)
Amplified Fragment Length Polymorphism Analysis/methods , Gene Expression Profiling/methods , Oligonucleotide Array Sequence Analysis/methods , Animals , Arabidopsis/genetics , Computer Simulation , DNA Primers , DNA Restriction Enzymes , DNA, Complementary/genetics , Expressed Sequence Tags , Humans , Mice , Models, Biological , Polymerase Chain Reaction , Software
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