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RNA-seq Transcriptional Profiling of an Arbuscular Mycorrhiza Provides Insights into Regulated and Coordinated Gene Expression in Lotus japonicus and Rhizophagus irregularis

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TLDR
The comprehensive gene expression data of both plants and arbuscular mycorrhizal fungi provide a powerful platform for investigating the functional and molecular mechanisms underlying arbuscles symbiosis.
Abstract
Gene expression during arbuscular mycorrhizal development is highly orchestrated in both plants and arbuscular mycorrhizal fungi. To elucidate the gene expression profiles of the symbiotic association, we performed a digital gene expression analysis of Lotus japonicus and Rhizophagus irregularis using a HiSeq 2000 next-generation sequencer with a Cufflinks assembly and de novo transcriptome assembly. There were 3,641 genes differentially expressed during arbuscular mycorrhizal development in L. japonicus, approximately 80% of which were up-regulated. The up-regulated genes included secreted proteins, transporters, proteins involved in lipid and amino acid metabolism, ribosomes and histones. We also detected many genes that were differentially expressed in small-secreted peptides and transcription factors, which may be involved in signal transduction or transcription regulation during symbiosis. Co-regulated genes between arbuscular mycorrhizal and root nodule symbiosis were not particularly abundant, but transcripts encoding for membrane traffic-related proteins, transporters and iron transport-related proteins were found to be highly co-up-regulated. In transcripts of arbuscular mycorrhizal fungi, expansion of cytochrome P450 was observed, which may contribute to various metabolic pathways required to accommodate roots and soil. The comprehensive gene expression data of both plants and arbuscular mycorrhizal fungi provide a powerful platform for investigating the functional and molecular mechanisms underlying arbuscular mycorrhizal symbiosis.

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RNA-seq Transcriptional Profiling of an Arbuscular Mycorrhiza Provides Insights into
Regulated and Coordinated Gene Expression in Lotus japonicus and Rhizophagus irregularis
Yoshihiro Handa
1
, Hiroyo Nishide
2
, Naoya Takeda
1,3
, Yutaka Suzuki
4
, Masayoshi Kawaguchi
1,3
and
Katsuharu Saito
5,
*
1
Division of Symbiotic Systems, National Institute for Basic Biology, Okazaki, Aichi 444-8585, Japan
2
Data Integration and Analysis Facility, National Institute for Basic Biology, Okazaki, Aichi 444-8585,
Japan
3
School of Life Science, SOKENDAI (Graduate University for Advanced Studies), Okazaki, Aichi
444-8585, Japan
4
Department of Medical Genome Sciences, Graduate School of Frontier Sciences, The University of
Tokyo, Kashiwa, Chiba 277-8561, Japan
5
Faculty of Agriculture, Shinshu University, Minamiminowa, Nagano 399-4598, Japan
*Corresponding author: E-mail, saitok@shinshu-u.ac.jp; Tel, +81-265-77-1407.
Abbreviations: AM, arbuscular mycorrhiza, AM; B&D, Broughton and Dilworth; CRP, cysteine-rich
peptide; CYP, cytochrome P450; dat, days after transplanting; DEFL, defensin-like peptide; DEG,
differentially expressed gene; dpi, days post-inoculation; FDR, false discovery rate; Gloin1,
Rhizophagus irregularis genome assembly; GLP, germin-like protein; GO, gene ontology; GPAT,
glycerol-3-phosphate acyltransferase; Lj2.5, Lotus japonicus genome assembly build 2.5; LTP, lipid
transfer protein; NCR, nodule-specific cysteine-rich; Pi, orthophosphate; RN, root nodule; RPKM,
reads per kilobase per million reads; VAMP, vesicle-associated membrane protein.

2
Footnotes: Data sets of short reads have been deposited in the DNA Data Bank of Japan Sequence
Read Archive under the accession number DRA000535, DRA001845 and DRA002581.

3
Abstract
Gene expression during arbuscular mycorrhizal development is highly orchestrated in both plants and
arbuscular mycorrhizal fungi. To elucidate the gene expression profiles of the symbiotic association, we
performed a digital gene expression analysis of Lotus japonicus and Rhizophagus irregularis using a
HiSeq 2000 next-generation sequencer with a Cufflinks assembly and de novo transcriptome assembly.
There were 3,641 genes differentially expressed during arbuscular mycorrhizal development,
approximately 80% of which were upregulated. The upregulated genes included secreted proteins,
transporters, proteins involved in lipid and amino acid metabolism, ribosomes, and histones. We also
detected many genes that were differentially expressed in small-secreted peptides and transcription
factors, which may be involved in signal transduction or transcription regulation during symbiosis.
Co-regulated genes between arbuscular mycorrhizal and root nodule symbiosis were not particularly
abundant, but transcripts encoding for membrane traffic-related proteins, transporters and iron
transport-related proteins were found to be highly co-upregulated. In transcripts of arbuscular
mycorrhizal fungi, expansion of cytochrome P450 was observed, which may contribute to various
metabolic pathways required to accommodate roots and soil. The comprehensive gene expression
data of both plants and arbuscular mycorrhizal fungi provide a powerful platform for investigating the
functional and molecular mechanisms underlying arbuscular mycorrhizal symbiosis.
Key words: Arbuscular mycorrhiza · Lotus japonicus · Rhizophagus irregularis · Root nodule ·
Symbiosis · Transcriptome

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Introduction
Plantmicrobe symbioses are established through a complex and highly coordinated gene network of
both the plant and the microbe. Among the plantmicrobe interactions, arbuscular mycorrhizas (AM)
are symbiotic associations between plants and symbionts of AM fungi that belong to the phylum
Glomeromycota (Schüßler et al. 2001). Their system of symbiosis is considered to be ancient on the
basis of fossil records of the early land plants and analyses of the molecular clock of AM fungi (Simon
et al. 1993; Remy et al. 1994; Taylor et al. 1995; Redecker et al. 2000). Currently AM symbiosis is
found in the majority of land plants (Brundrett 2009). AM fungal hyphae attach to the plant root surface
and traverse the epidermis through the pre-penetration apparatus, a host-derived, tunnel-like structure
formed in epidermal cells (Genre et al. 2005; Genre et al. 2008). The hyphae spread into the
intercellular space in the root cortex and further penetrate into inner cortical cells to develop a highly
branched structure termed an arbuscule, where nutrient exchange occurs between the plant and the
fungus (Bonfante and Perotto 1995; Harrison 1999).
A key step in AM symbiosis is the recognition of signal molecules between the host plant and the AM
fungus. The plant roots release strigolactones into the soil, and the AM fungus recognizes the
molecules that promote germination of spores, branching of hyphae, and activation of the metabolism
(Akiyama et al. 2005; Besserer et al. 2006; Besserer et al. 2008). On the other hand, the AM fungus
releases soluble molecules such as chitooligosaccharides (CO) (Genre et al. 2013) and
lipochitooligosaccharides (LCO), which have structural characteristics similar to those of Nod factors
produced by rhizobia (Maillet et al. 2011). The CO and LCO signaling molecules are likely to be
recognized by the plant LysM receptor-like kinases NFR1/LYK3/CERK1 and NFR5/NFP like proteins,
which trigger the signaling pathways in plant cells that are required for AM symbiosis (Op den Camp et
al. 2011; Miyata et al. 2014; Zhang et al. 2015). The signal transduction mechanism in the early phase

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of symbiosis has been analyzed extensively in model legume plants. Several genes are found to be
necessary for the formation of both AM and root nodules (RN). The signaling pathway involving these
genes was recently designated the common symbiosis signaling pathway (Kistner and Parniske 2002;
Parniske 2008) and was shown to comprise leucine-rich repeat receptor kinases (Endre et al. 2002;
Stracke et al. 2002), cation channels (Ané et al. 2004; Imaizumi-Anraku et al. 2005), nucleoporins
(Kanamori et al. 2006; Saito et al. 2007; Groth et al. 2010), calcium and calmodulin-dependent kinases
(Lévy et al. 2004; Mitra et al. 2004; Tirichine et al. 2006), and CYCLOPS/IPD3 (Messinese et al. 2007;
Yano et al. 2008). These findings provide strong support for the hypothesis that a part of the early
signaling pathway in RN symbiosis is recruited from the more ancient genetic system of AM symbiosis
(Parniske 2008). Recently, the GRAS transcription factors NSP1 and NSP2, which were initially
identified as being required for RN symbiosis, have been shown to play roles in the common symbiosis
pathway (Liu et al. 2011; Maillet et al. 2011; Lauressergues et al. 2012; Delaux et al. 2013; Takeda et al.
2013). In Medicago truncatula, the novel GRAS transcription factor RAM1 has been shown to be
indispensable for Myc factor signaling but not for Nod factor signaling (Gobbato et al. 2012). The RAM1
gene regulates the transcript level of RAM2, which codes for a glycerol-3-phosphate acyltransferase
that enhances cutin production to promote fungal hyphopodia formation on the root surface (Wang et al.
2012).
AM are not accompanied by clear de novo organ formation, unlike RN, which exhibit nodule
organogenesis during symbiosis. However, specialized hyphal structures known as arbuscules are
formed within the cortical cells of roots. Arbuscule development proceeds with at least five distinct
stages: formation of a pre-penetration apparatus, fungal cell entry, formation of a birdsfoot-like structure
(trunk hyphae), maturation of arbuscules, and arbuscule collapse (Gutjahr and Parniske 2013). The
processes preceding the formation of a birdsfoot-like structure are known to require the common

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Analysis of relative gene expression data using real-time quantitative pcr and the 2(-delta delta c(t)) method

TL;DR: The 2-Delta Delta C(T) method as mentioned in this paper was proposed to analyze the relative changes in gene expression from real-time quantitative PCR experiments, and it has been shown to be useful in the analysis of realtime, quantitative PCR data.
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The Sequence Alignment/Map format and SAMtools

TL;DR: SAMtools as discussed by the authors implements various utilities for post-processing alignments in the SAM format, such as indexing, variant caller and alignment viewer, and thus provides universal tools for processing read alignments.
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Frequently Asked Questions (20)
Q1. What contributions have the authors mentioned in the paper "Rna-seq transcriptional profiling of an arbuscular mycorrhiza provides insights into regulated and coordinated gene expression in lotus japonicus and rhizophagus irregularis" ?

Yoshihiro Handa1, Hiroyo Nishide2, Naoya Takeda1,3, Yutaka Suzuki4, Masayoshi Kawaguchi1,3 and Katsuharu Saito5, * 1Division of Symbiotic Systems, National Institute for Basic Biology, Okazaki, Aichi 444-8585, Japan 2Data Integration and Analysis Facility, National Institute for Basic Biology, Okazaki, Aichi 444-8585, Japan 3School of Life Science, SOKENDAI ( Graduate University for Advanced Studies ), Okazaki, Aichi 444-8585, Japan 4Department of Medical Genome Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Kashiwa, Chiba 277-8561, Japan 5Faculty of Agriculture, Shinshu University, Minamiminowa, Nagano 399-4598, Japan * Corresponding author: E-mail, saitok @ shinshu-u. ac. jp ; Tel, +81-265-77-1407. 

CLE genes encode small-secreted peptides that function as a ligand of receptor-like kinases and play a significant role in various aspects of plant growth and development (Wang and Fiers 2010). 

The TopGO R/Bioconductor package (Alexa and Rahnenführer 2013) was used for GO functional enrichment analysis of the DEG lists using a Fisher’s exact test with a weight algorithm. 

The putative secretory proteins that were highly induced in AM roots may participate in the control of the symbiotic relationship in the apoplastic space via the production of signal molecules, degradation of structural molecules in plant and fungal cell walls and construction of a periarbuscular space in which nutrients and signal molecules can be exchanged between plants and fungi. 

an AM-inducible phosphate transporter, which is localized in the periarbuscular membrane and responsible for phosphate uptake from the periarbuscular space, is also involved in arbuscule maintenance (Harrison et al. 

In particular, the authors noted that the unmapped reads of AM root samples also contained R. irregularis-derived sequences, because oligo-dT beads were used to purify eukaryotic mRNA during the library construction. 

Arbuscule development proceeds with at least five distinct stages: formation of a pre-penetration apparatus, fungal cell entry, formation of a birdsfoot-like structure (trunk hyphae), maturation of arbuscules, and arbuscule collapse (Gutjahr and Parniske 2013). 

the GRAS transcription factors NSP1 and NSP2, which were initially identified as being required for RN symbiosis, have been shown to play roles in the common symbiosis pathway (Liu et al. 

The reasons for the greater number of DEGs by RNA-Seq are likely related to the many novel genes in the reference sequence data set and the broader dynamic range of RNA-seq than microarray analysis. 

In plants, each ribosomal protein is encoded by more than one paralogous gene; e.g., there are two to seven paralogous genes per ribosomal protein in Arabidopsis thaliana (Byrne 2009). 

In a recent study, an oligopeptide transporter was shown to be involved in iron transport and redistribution in plants (Zhai et al. 2014). 

Their RNA-seq data showed that only 16% of the transcripts induced or suppressed during AM were co-upregulated or co-downregulated in Pi-sufficient roots (Fig. 3B, Supplementary Table S6). 

Plant J. 72: 512-522.Lei, L., Chen, L., Shi, X., Li, Y., Wang, J., Chen, D., et al. (2014) A nodule-specific lipid transfer protein47AsE246 participates in transport of plant-synthesized lipids to symbiosome membrane and is essential for nodule organogenesis in Chinese milk vetch. 

This result in addition to the upregulation of the amylase gene in AM roots (Supplementary Table S6), suggests that the suppression of trehalose-phosphate synthase genes during AM development is likely to be associated with starch degradation via the regulation of carbohydrate metabolism by trehalose-6-phosphate. 

genes that are involved in nutrient transport have also been identified, such as those for phosphate and ammonium transporters (Guether et al. 2009a; Benedito et al. 2010). 

R. irregularis has over 200 CYPs according to domain prediction using the InterPro database (Tisserant et al. 2013), which is a relatively large number of CYPs for a fungal species. 

In their RNA-seq analysis, 1,393 transcripts were annotated as TF genes according to the criteria of PlantTFDB 3.0 (Jin et al. 2014), 120 and 118 of which were identified as DEGs during AM and RN development, respectively (Table 5, Supplementary Table S14). 

When the unmapped reads of AM roots were mapped against the R. irregularis genome assembly Gloin1, 2.9% of the high quality reads9were mapped (Table 1, Supplementary Table S4). 

AM-specific lectins may be incorporated into cell walls and involved in the symbiotic interaction between legume plants and the AM fungus (De Hoff et al. 2009). 

In total, 24,019 contigs were identified as potentially novel transcripts of L. japonicus by the de novo transcriptome assembly, and these included 13,340 putative coding sequences according to TransDecoder analysis (Fig. 1, Supplementary Table S3).