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Article

Screening of Differentially Expressed Microsporidia Genes from Nosema ceranae Infected Honey Bees by Suppression Subtractive Hybridization

1
Department of Biotechnology and Animal Science, National Ilan University, No. 1, Sec. 1, Shen Nung Road, Ilan 26047, Taiwan
2
Genomics Research Center, Academia Sinica, No. 128, Academia Road, Sec. 2, Nankang District, Taipei 115, Taiwan
3
Department of Entomology, National Chung Hsing University, No. 145, Xingda Road, Taichung 402, Taiwan
*
Authors to whom correspondence should be addressed.
These authors contributed equally to this work.
Insects 2020, 11(3), 199; https://doi.org/10.3390/insects11030199
Submission received: 21 February 2020 / Revised: 17 March 2020 / Accepted: 18 March 2020 / Published: 22 March 2020

Abstract

:
The microsporidium Nosema ceranae is a high prevalent parasite of the European honey bee (Apis mellifera). This parasite is spreading across the world into its novel host. The developmental process, and some mechanisms of N. ceranae-infected honey bees, has been studied thoroughly; however, few studies have been carried out in the mechanism of gene expression in N. ceranae during the infection process. We therefore performed the suppressive subtractive hybridization (SSH) approach to investigate the candidate genes of N. ceranae during its infection process. All 96 clones of infected (forward) and non-infected (reverse) library were dipped onto the membrane for hybridization. A total of 112 differentially expressed sequence tags (ESTs) had been sequenced. For the host responses, 20% of ESTs (13 ESTs, 10 genes, and 1 non-coding RNA) from the forward library and 93.6% of ESTs (44 ESTs, 28 genes) from the reverse library were identified as differentially expressed genes (DEGs) of the hosts. A high percentage of DEGs involved in catalytic activity and metabolic processes revealed that the host gene expression change after N. ceranae infection might lead to an unbalance of physiological mechanism. Among the ESTs from the forward library, 75.4% ESTs (49 ESTs belonged to 24 genes) were identified as N. ceranae genes. Out of 24 N. ceranae genes, nine DEGs were subject to real-time quantitative reverse transcription PCR (real-time qRT-PCR) for validation. The results indicated that these genes were highly expressed during N. ceranae infection. Among nine N. ceranae genes, one N. ceranae gene (AAJ76_1600052943) showed the highest expression level after infection. These identified differentially expressed genes from this SSH could provide information about the pathological effects of N. ceranae. Validation of nine up-regulated N. ceranae genes reveal high potential for the detection of early nosemosis in the field and provide insight for further applications.

1. Introduction

The honey bee (Apis mellifera) is an essential pollinator of many crop plants in natural ecosystems and agricultural crops; it contributes more than $14 billion to agriculture annually in North America [1,2,3,4]. However, the American apiculture industry experienced catastrophic losses of unknown origin since 2006. The decline and disappearance of the bee species in the natural environment and the collapse of honey bee colonies were defined as colony collapse disorder (CCD) [1]. The consequences of this syndrome are evident as an unexplained disappearance of adult bees, a lack of attention to the brood, reduced colony vigor, and heavy winter mortality without any apparent pathological infection. Reductions of honey bee populations were estimated at 23% over the winter of 2006–2007 [5] and at 36% over the winter of 2007–2008 [6]. Additionally, it leads to reduction of honey production and ultimately to colony collapse [7]. As a matter of fact, CCD is becoming a worldwide issue and honey bees are still suffering threats from either the natural environment (i.e., pesticide residues) or diseases caused by microorganisms (i.e., viruses, bacteria, and fungi).
As aforementioned, honey bee pathogens, such as viruses, microsporidian, mites, and parasites, undoubtedly affect the development of honey bee colonies and are involved in CCD. Among these pathogens, microsporidia is one of the most common prevalences in bee populations [5,8]. There are two species of honey bee microsporidia: Nosema apis and N. ceranae [9]. Both are obligate intracellular parasitic fungi [10]. Microsporidia are the causation pathogens of nosemosis and usually cause chronic impacts on honey bee populations [9,11]. N. apis was first discovered in A. mellifera in Australia, North America, and Europe, and N. ceranae was originally found in A. ceranae in the 1990s [12,13]. From 2004 to 2006, N. ceranae infections were detected in A. mellifera in Taiwan and European countries [14,15]. Hereafter, the prevalence of N. ceranae was confirmed in the population of A. mellifera, and has become a globally distributed bee pathogen in this past decade [16]. N. ceranae coincided with early reports of CCD, and was suggested to be a factor in honey bee declines [5]. It affects adult bees and was recently found in collapsing A. mellifera colonies in Spain [17]. Experimental results suggest that N. ceranae is more virulent than N. apis; therefore, N. ceranae is considered to be an important bee pathogen that causes bee colony loss [16].
N. ceranae is a gut-pathogen, in terms that the N. ceranae infection typically causes cytopathic effects (CPE) in the infected midgut tissue of honey bees [11]. It was reported that an N. ceranae infection led to the reduction of honey production, malnutrition, shorter life span, and higher mortality of adult honey bees [7,11,18,19,20]. Moreover, the N. ceranae infection would change the carbohydrate metabolism and suppress metabolism related gene expression [21,22]. However, it is not easy for beekeepers to note N. ceranae infection in honey bee colonies due to the lack of obvious symptoms from latent infection of N. ceranae. Ignorance of latent infection of N. ceranae might raise the risk of long-term colony infection of N. ceranae, and then cause colony disease outbreaks [16]. Therefore, early detection of nosemosis at the latent infection stage is needed for management of honey bee colonies.
In this study, we attempt to identify the differential expressed genes between N. ceranae infection and non-infected honey bees, and to clarify the gene expression profile of highly expressed genes during an N. ceranae infection. To this aim, a method of suppression subtractive hybridization (SSH), which is a powerful method for selectively amplifying differentially expressed genes [23], was used for identification of the differential expression N. ceranae genes, as well as the host response genes. The highly expressed N. ceranae specific genes were further validated and investigated. These data could provide insight for the detection of early nosemosis in the field.

2. Materials and Methods

2.1. Purification of Microsporidia from Infected Honey Bee Midguts

Spores for the inoculation were isolated from live heavily infected bees of Apis mellifera, collected from a naturally infected hive located in the experimental apiary at the National Taiwan University campus in Taipei, Taiwan, and the National Ilan University in Yilan, Taiwan. After dissecting the intestinal tracts, the midgut tissues were macerated in distilled water using a manual tissue grinder and examined under phase-contrast microscopy (IX71, Olympus, Tokyo, Japan). Infected tissues were homogenized and filtered through three layers of stainless net and centrifuged at 3000× g for 15 min. The pellet was then transferred into aseptic 90% Percoll and 10% 1.5 M NaCl, followed by centrifugation at 15,000× g for 40 min. The band centrifuged to the bottom of the tube contained mature spores [24,25]. The purified spores were stored in distilled water at 4 °C. The spore concentration was determined by counting with a hemocytometer chamber and the suspension was freshly prepared before using.

2.2. Experimental Infection

The experimental infection was modified from Higes et al. (2007), briefly described below; frames of sealed brood were obtained from a healthy colony of A. mellifera (Nosema-free, confirmed by PCR, weakly), and were kept in an incubator at 32 ± 2 °C and 95% relative humidity to provide newly emerged Nosema-free honey bees. Three days after eclosion, the bees were starved for 2 h and 100 bees per group were each fed with 5 μL of 50% sucrose solution containing 1.25 × 105 spores of N. ceranae, by a droplet, with the spore solution at the tip of a micropipette, until it had consumed the entire droplet [26]. Control honey bees were fed with 5 μL of 50% sucrose solution. The honey bees were reared in an incubator at 32 ± 2 °C and 95% relative humidity, and the survival individuals were recorded daily for 21 days. The Kaplan–Meier survival curve was generated by SPSS software. For the sample collections, 10 bees from each cage were collected at 7, 14, and 21 days post infection (dpi) and their ventriculi processed for microscopic examination. Spores were counted and spore production was recorded every week until 3 weeks pi. Control bees were also sacrificed at days 7, 14, and 21 dpi, and analyzed to confirm the absence of spores in ventriculus.

2.3. Detection of Infection

DNA was extracted from the midgut tissue of control bees and infected honey bees by using the following procedure modified from Tsai et al., 2002 [27]. In brief, midgut tissues from 10 control and infected honey bees were homogenized in TE buffer (0.1 M Tris, 0.01 M EDTA, pH 9.0) with a pestle. The macerated solution was centrifuged and the supernatant was discarded. The pellets were incubated with RNase A at 37 °C for 1 h and proteinase K at 56 °C overnight, followed by DNA extraction with an equal volume of phenol-chloroform-isoamyl alcohol (25:24:1), and DNA precipitation with 1/10 volume of 3 M sodium acetate, and 2 times the volume of pure ethanol. The DNA pellet was air dried and then dissolved in water. The small subunit ribosomal DNA (SSU rDNA) fragment of the microsporidium was amplified using primer set 18f /1537r (Supplementary Table S1). For the internal control, 18S primer set 143F/145R was used (Supplementary Table S1). Each 50-μL PCR mix contained 5 μL 10× reaction buffer (Bioman), 4 μL 2.5 mM dNTPs, 0.5 μL 100 mM of each primer, 1 μL 1.25 U HiFi Taq polymerase (RBC), and 1 μL template DNA. PCR amplifications were performed as follows on an Primus 96 Plus Thermal Cycler (MWG-Biotech, Ebersberg, Germany): thermal cycler was preheated at 95 °C for 5 min, 35 cycles at 94 °C for 30 s, 50 °C for 1 min, and 72 °C for 2 min, followed by a 10 min final extension at 72 °C, and storage at 20 °C. The PCR product was cloned into T&A cloning vector (RBC Bioscience) and commercially sequenced (Genomics Biosci. & Tech. Company, New Taipei, Taiwan).

2.4. Construction of Subtractive Complementary DNA (cDNA) Library

Total RNA was extracted using TRIzol® Reagent (ambion), according to the manufacturer’s instructions, from 10 of the control bee and infected bee tissues, at 7, 14 and 21 dpi, and then equal quantities of three RNA samples, per group, were pooled together to maximize detection of differential expression of genes that may show variation between individuals in the exact timing of expression. Single-stranded and double-stranded cDNA were synthesized from the infected and control RNA pools with the SMARTTM PCR cDNA Synthesis Kit (Takara, Kyoto, Japan), according to the manufacturer’s protocol.
Two subtractive cDNA libraries (forward and reverse subtractive cDNA libraries) from the control and infected honey bees, were constructed by using the PCR-Select cDNA Subtraction kit (Clontech), according to the manufacturer’s specifications. Briefly described below, cDNA from the infected honey bees was used as the tester (forward subtractive cDNA library, fscl)/driver (reverse subtractive cDNA library, rscl), and cDNA from the control honey bees as the driver (fscl)/tester (rscl). Both tester and driver cDNA were digested with RsaI to produce shorter, blunt-ended fragments. After digestion with RsaI, the tester cDNA was divided into two portions, each of which was ligated with a different adapter (Adaptor-1 and Adaptor-2R) at 16 °C for overnight. After ligation, each tester cDNA was separately hybridized at 68 °C for 8 h with an excess of driver cDNA after denaturation at 98 °C for 90 s. Then, the two hybridized samples were mixed together and hybridized at 68 °C overnight, with excess of denatured driver cDNA. The resulting mixture was added with 200 mL dilution buffer and amplified by two rounds of suppression PCR. Before the primary PCR, the reaction mixture was incubated at 75 °C for 5 min to extend the adaptors. Primary PCR was performed at 94 °C for 30 s, 66 °C for 30 s, and 72 °C for 90 s for 27 cycles, in a reaction volume of 25 μL. The PCR product was then diluted 10-fold, and 1 μL-diluted product was used as template in the next subsequently nested PCR. The subtracted secondary PCR products were purified with DNA Clean/Extraction Kit (GeneMark) and then ligated into T&A cloning vector (RBC) followed by transformation into Escherichia coli, DH5α competent cells (RBC), to generate subtracted cDNA libraries. Each step of SSH was tested following the manufacturer’s instructions. A total of 192 white colonies from forward (96 colonies) and reverse libraries (96 colonies) were checked by colony PCR. The PCR products (insert DNA > 100 bp) were further subject to the dot-blotting method, which were described from the manufacturer’s protocol, and the potential colonies were identified and commercially sequenced (Genomics Bioscience & Technology, New Taipei, Taiwan). DNA sequencing from the 3′ end and 5′ end of the cDNA was conducted with M13 forward or reverse primers, respectively, on a high throughput automated sequencer (MJ Research BaseStation and ABI3730) (Thermo Fisher Scientific Inc., Waltham, MA, USA), using standard protocols.

2.5. DNA Sequences Analysis

cDNA sequences from each SSH library was sequenced. CodonCode Aligner was used for base-calling (Q > 13), trimming vector sequences, and sequence assemblage. All of the sequences were filtered for size (less than 100 bp). Putative functions of the unique sequences were discovered by using BLASTn and BLASTp to translate each nucleotide query sequence into all reading frames and then search for matches in the National Center for Biotechnology Information (NCBI) non-redundant (nr) database. Significant hits (with E value < 10−10) in the NCBI nr database were further submitted to the Gene Ontology (GO) enrichment analysis (http://geneontology.org/page/go-enrichment-analysis) for protein functions. The Gene GO annotations classify proteins by molecular function, biological process, and cellular component. Each unique sequence was tentatively assigned GO classification based on annotation of the E-value for the “best hit” match. These data were then used to classify the corresponding genes, according to their GO functions.

2.6. RT-qPCR Validations of Microsporidia Specific Genes

To further validate the differential expressed microsporidia specific genes in N. ceranae infected honey bees, microsporidia genes have 2 ≥ expressed sequence tags (ESTs) present in the forward library, and dot-blotting difference ≥ 3-fold were selected and subject to quantitative RT-qPCR analysis. Gene specific primer sets for RT-qPCR were designed by Primer Express v3.0 (Supplementary Table S1). Total RNA was extracted using TRIzol® Reagent (ambion), according to the manufacturer’s instructions, from 5 of the control and infected bee midguts at 7, 14, and 21 dpi. The extracted RNA (2 μg) was treated with DNaseI (Roche Molecular Biochemicals, Basel, Switzerland), recovered by a phenol/chloroform/isoamyl alcohol extraction, and precipitated with ethanol. The RNA was then treated with DNase I (Invitrogen Life Technologies, Waltham, MA, USA), following the manufacturer’s instructions, to reduce genomic DNA contamination before RT-qPCR. The DNase I-treated total RNA samples were conducted to the reverse-transcription by GScript RTase kit (GeneDireX, New Taipei, Taiwan), following the manufacturer’s instructions. The reaction mixtures were incubated at 42 °C for 1.5 h and then the reaction was stopped at 70 °C for 15 min. Real-time qPCR was performed by using Thermo Scientific Verso SYBR Green 1-step qRT-PCR ROX Mix kit (Thermo Fisher Scientific Inc., Waltham, MA, USA) in a 96-well Bio-Rad CFX96 Real-Time PCR System (Bio-Rad, Hercules, CA, USA). The qRT-PCR was performed as follows: 95 °C for 3 min, 40 cycle at 95 °C for 10 s, 59 °C for 30 s, 95 °C for 10 s. All samples were performed in triplicate. The relative gene expression levels were calculated by 2−△△Ct method [28].

3. Results and Discussion

3.1. Microsporidian Infection

The midgut tissues of the control and infected honey bees were homogenized and mature spores in the macerated solution were counted under microscopy. The formation of mature spores was observed after 14 to 21 dpi; moreover, the spore number increased from 14 to 21 dpi (Figure 1A,B). The DNA of honey bee midgets was extracted for confirming the infection of N. ceranae by PCR with 18f and 1537r primer sets (microsporidia degenerated primer set). The results of PCR revealed that only the infected honey bees were detected (Figure 1D). The infection of N. ceranae was detected at 7 dpi, though the mature spores were only observed at 14 dpi (Figure 1). This result was similar to the previous report that different parasite stages of N. ceranae should present in the midgut epithelial cells after the experimental infection of N. ceranae with honey bees at 6–7 dpi [11], indicated the honey bees were under N. ceranae infection. It has been described that the pathological effects of N. ceranae infected A. mellifera resulted in the reduction of the lifespan [11,21]. From our survival rate analysis, adult honey bees infected with N. ceranae showed lower survival possibility and survival time than those uninfected honey bees (Figure 1C). These data proved a consistent negative effect of the N. ceranae to adult bees.

3.2. Screening of the Subtracted cDNA libraries

Two subtracted cDNA libraries were established, and a total of 192 white colonies (96 colonies each) were first screened by colony PCR (Figure 2). The results of colony PCR showed that the positive rate was 97.9% for fscl and 95.8% for rscl. The size of inserted cDNA fragments varied from 180 bp to 1 kb (Figure 2). The positive PCR products were then subjected to dot blotting for screening the differential ESTs. A total of 112 differentially expressed sequence tags (ESTs) were identified in the subtracted libraries and sequenced. Moreover, 65 and 47 ESTs were identified from infected (forward) and non-infected (reverse) subtracted libraries, respectively (Table 1 and Figure 2B,C,E,F). These clones revealed the genes with high differential expression levels and were further sequenced.

3.3. Analysis of EST Sequences

A total of 112 ESTs were sequenced and further analyzed. The average sequence length of ESTs in each library was 426 bp for the infected (forward) library and 395 bp for the non-infected (reverse) library (Table 1). According to the NCBI BLASTn analysis, 75.4% ESTs (49 ESTs) were identified as microsporidia genes and 20% ESTs (13 ESTs) belonged to Apis spp. in the fscl (Table 2 and Figure 2B,C). From the rscl, 93.6% ESTs (44 ESTs) showed significant homology to the insect host, particularly Hymenoptera insects (A. mellifera and A. florea) (Table 3 and Figure 2E,F). This result indicated that the microsporidia genes were highly expressed during the infection process. Only a few host genes showed dramatic responses of up-regulated during N. ceranae infection, while most of the up-regulated host genes were identified from the rscl, suggesting the suppression of host gene expression by N. ceranae infection. Based on this result, several immune-related genes (i.e., Jra, pi3k) of honey bees were identified from the rscl. As a matter of fact, that N. ceranae infection could change the metabolism of the host and lead to negative effects on the immune systems of honey bees [29]. It has also been reported that honey bees infected with N. ceranae showed a down-regulation of some immune-related genes, such as abaecin, apidecin, defensin, hymenoptaecin, glucose dehydrogenase (GLD), and vitellogenin (Vg), suggesting that N. ceranae infection suppresses immune defense mechanisms in honey bees [30,31,32].
The result of Gene Ontology (GO) analysis showed a total of 30 differentially expressed genes (DEGs) (78.9%) from the host were identified and further categorized into molecular function, biological process, and cellular component (Figure 3; Supplementary Table S2). Moreover, 16 GO terms belonged to three major categories (Figure 3; Supplementary Table S2). Based on the GO analysis, the genes involved in catalytic activity (GO:0003824) were highly up-regulated and were followed by cellular process (GO:0009987)/membrane (GO:0016020), and binding (GO:0005488)/transporter activity (GO:0005215)/cell (GO:0005623) in the fscl. For the rscl, host genes involved in the metabolic process (GO:0008152) and cell (GO:0005623) showed high changes during N. ceranae infection, followed by catalytic activity (GO:0003824)/binding (GO:0005488)/cellular process (GO:0009987)/membrane (GO:0016020), and transporter activity (GO:0005215)/organelle (GO:0043226) (Figure 3; Supplementary Table S2). In conclusion, according to our data, a high percentage of host DEGs were involved in catalytic activity (GO:0003824), cellular process (GO:0009987), membrane (GO:0016020)/cell (GO:0005623), and transporter activity (GO:0005215) (Figure 3; Supplementary Table S2). As a matter of fact, the up-regulation of the α-glucosidase gene, and genes that were involved in the trehalose transport, and the down-regulation of the trehalase and the glucose-methanol-choline oxidoreductase, three encoding genes during N. ceranae infection. The unbalance of gene expressions result in modifications of carbohydrate metabolism in infected honey bees; suggesting that these changes in gene expressions and carbohydrate metabolism were manipulative activity of the N. ceranae to get nutrients from the host [21,30]. Based on our data, the genes involved in the metabolic process (GO:0008152) from the rscl showed differential expression, revealed the host gene expression change after N. ceranae infection, and led to the unbalance of physiological mechanisms.

3.4. Identification and Validation of Highly Expressed N. ceranae Specific Genes

From the forward (infected) library, 75.4% ESTs (49 ESTs belonged to 24 genes) were identified as N. ceranae genes (Table 2). Of 24 N. ceranae genes, nine DEGs, which have more than three identified ESTs and >3-fold change by dot bolt analysis, were selected for further validation by qRT-PCR, including four hypothetical proteins (AAJ76_1600052943, AAJ76_500092411, AAJ76_2000141845, and AAJ76_1900028347), 14-3-3 protein 1-like protein (AAJ76_300017093), Heat shock protein 90 (AAJ76_1170002375), Ubiquitin (AAJ76_1300017036), Forkhead hnf3 transcription factor (AAJ76_500091146), and Histone H3 (AAJ76_800037613) (Figure 4). Similar to the expectations, the results indicated that these genes showed high expression during N. ceranae infection. Moreover, the results also showed that all microsporidia specific gene expressions had the highest gene expression level at 7 dpi, and decreased at 14 and 21 dpi (Figure 5). It should be noted that among these nine N. ceranae specific genes, a hypothetical protein (AAJ76_1600052943) (the previous library clone no. = sr22 and provisional named sr22 gene) has consistently the highest expression, which up-regulated to ~1.1 × 104 fold at 7 dpi to the mock infection 2340, and 1148 fold at 14 and 21 dpi, respectively (Figure 5). For the other eight genes, three genes, histone H3, ubiquitin, and hypothetical protein (AAJ76_2000141845), showed higher expression levels, which ranged from ~2100 to 4400 fold to the mock infection at 7 dpi; the hypothetical protein (AAJ76_2000141845) also showed consistently high expression at 14 to 21 dpi (Figure 5).
Ubiquitin is a small protein that is involved in the ubiquitin-proteasome system (UPS). The UPS is the crucial intracellular protein degradation system in eukaryotes. It has been reported that the infection of N. bombycis resulted in up-regulation of protein degradation-related enzymes in the host midgut, including the S-phase kinase-associated protein 1, and the ubiquitin-conjugating enzyme E2G. Both of which are involved in the ubiquitin-proteasome pathway [33]. From our data, the high expression of ubiquitin was observed in N. cerana, indicating the host defense mechanism to the parasite and, therefore, triggers the protein degradation-related enzyme in N. cerana.
Besides, the high expression of histone H3 was detected in the N. ceranae infection process; histone proteins are essential for DNA packing, chromosome stabilization, and gene expression in the nucleus of a eukaryotes cell. Each nucleosome consists of two copies of each core histone—H2A, H2B, H3, and H4—to be an octameric protein complex. Histones H3 and H4 are the most highly conserved histones, and play a regulatory role in chromatin formation, such as retaining the ability to impede transcription [34]. Therefore, it was assumed that high expression of N. ceranae histone H3 might enhance the regulation of the chromatin formation and facilitate the microsporidia DNA replication.
For the other up-regulated N. ceranae genes, they showed up-regulated expression profiles during N. ceranae infection (Figure 5). The functions of several genes revealed the response of N. ceranae to the honey bee host and also showed the replication activity of N. ceranae during infection. For the 14-3-3 protein 1-like protein (AAJ76_300017093), it is a serine/threonine binding protein. The 14-3-3 protein 1-like protein inhibits apoptosis through sequestration of pro-apoptotic client proteins [35]. Interestingly, the high expression levels of ubiquitin of N. ceranae was detected at 7 dpi and then decreased at 14 and 21 dpi, while the expression of 14-3-3 protein 1-like protein was higher than that of ubiquitin at 21 dpi; besides, the heat shock protein 90 (Hsp90) was also identified as a high expressed N. ceranae gene that facilitates metastable protein maturation, stabilization of aggregation-prone proteins, quality control of misfolded proteins, and assists in keeping proteins in activation-competent conformations [36]; it seems that during the infection process, N. ceranae not only needs to against the stress from the host, but also attempts to stabilize the physical pathway itself for self-propagation purposes. This hypothesis is worthy to be addressed in the future.
The gene forkhead hnf3 transcription factor (AAJ76_500091146) presented throughout the animal kingdom, as well as in fungi and yeast (Mazet et al. 2003). The function of forkhead hnf3 transcription factor is characterized by a type of DNA-binding domain known as the forkhead box (FOX) [37]. It was also described that the forkhead hnf3 transcription factor is involved in a wide range of biological functions, including development, growth, stress resistance, apoptosis, cell cycle, immunity, metabolism, reproduction, and ageing [38]. As a matter of fact, in terms of these genes, it might play an important role for the replication of microsporidia, but it still needs to be further evaluated. The genome of the honey bee (A. mellifera) had been sequenced, and it consisted of a little more than 10,000 genes, lower than other insects (D. melanogaster, 13,600 genes; A. gambiae, 14,000 genes; B. mori, 18,500 genes) [39]. In additional, the draft assembly (7.86 MB), and highly compact (~1 gene/kb) genome of the N. ceranae genome, has been fully sequenced in 2009 [40]. N. ceranae has a strongly AT-biased genome (74% A+T) and a diversity of repetitive elements, complicating the assembly. A total of 2614 predicted protein-coding sequences were predicted and 1366 of these genes have homologs in the microsporidian Encephalitozoon cuniculi, the most closely related published genome sequence. These databases could be a reference for studying and clarifying the virulence of N. ceranae and the interaction between their host, A. mellifera, in the near future.
In this study, the method of SSH was mainly used for the identification of the differential expression N. ceranae genes. From our data, several N. ceranae genes were identified as differentially expressed genes through the SSH, which could provide information about the pathological effects of N. ceranae. It should be also noted that the microRNA (miRNA) of N. ceranae might play important roles in the transcriptome of N. ceranae during infection, and reduction of the replication of N. ceranae via knockdown of transcripts was also demonstrated [41]. Thus, our data could provide the candidate genes for evaluation of nosemosis-controlling effects during infection. Since the condition (i.e., hybridization) of SSH might have some impacts on the result (i.e., the sequence through-put). Therefore, more modern methods, such as whole transcriptomics for deep sequencing, could be used for further investigations. In terms of the validation of nine up-regulated N. ceranae genes, the N. ceranae genes, which were identified by the SSH method, revealed high coordinates to the expectations. These genes showed high potential for the detection of early nosemosis in the field and provided insight for further applications.

4. Conclusions

In this study, 28 honey bee genes and 24 genes in N. ceranae were identified as DEGs after honey bees were infected with N. ceranae via the SSH approach. For the host DEGs, a high percentage of DEGs involved in catalytic activity and metabolic processes revealed that the host gene expression change after N. ceranae infection might lead to the unbalance of physiological mechanisms. Of 24 N. ceranae genes, nine DEGs were subject to real-time quantitative reverse transcription PCR (real-time qRT-PCR) for validation, and all of them showed high expression levels during different time post infections. Regarding the validation results, these genes revealed highly potential for the detection of different stages of nosemosis in the field. It should also be noted that one N. ceranae gene (AAJ76_1600052943, sr22) showed the highest expression level after infection. This gene might be further developed as a biomarker for early nosemosis detection. The data from this study could provide information on the pathological effects of N. ceranae and new insight for further applications on honey bee pathogen detections.

5. Patent

Taiwan, I481618. Lo, C. F., Wang, C. H., and Nai, Y. S. Molecular Markers for nosema infection.

Supplementary Materials

The following are available online at https://www.mdpi.com/2075-4450/11/3/199/s1, Table S1: primer sets list for this study, Table S2: gene ontology analysis of forward library and reverse library.

Author Contributions

Conceptualization, Y.-W.C.; Y.-S.N.; Funding acquisition, Y.-W.C.; Y.-S.N.; Data curation, Z.-T.C.; C.-Y.K.; M.-R.Y.; Formal analysis, M.-R.Y.; Investigation, Z.-T.C.; Y.-S.N.; Methodology, C.-Y.K.; Y.-S.N.; Supervision, Y.-S.N.; Validation, Z.-T.C.; Writing—original draft, Z.-T.C.; Y.-S.N.; Writing—review & editing, M.-R.Y.; Y.-W.C.; Y.-S.N. All authors have read and agreed to the published version of the manuscript.

Funding

This work is supported by the Bureau of Animal and Plant Health Inspection and Quarantine, the Council of Agriculture, and the Grant MOST 107-2313-B-197 -004 -MY3 from the Ministry of Science and Technology, Taiwan.

Acknowledgments

In memory of Chung-Hsiung Wang, who was the leadership of this article. We also thank Po-Ya Hsu, Department of Biotechnology and Animal Science, National Ilan University, Taiwan, for kindly helping with the sequence analyses and technical support.

Conflicts of Interest

The authors declare no conflict of interest.

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Figure 1. Observations and molecular detection of microsporidia infection at 7, 14, and 21 days post infection (dpi). (A) Light microscope observations; at 14 and 21 dpi, the mature spores (S) were formed. Cd = Cell debris; Scale bar = 25 μm; (B) spore number was counted at each time point; (C) Kaplan–Meier survival curve; (D) molecular detection of microsporidia infection; SSU rRNA = small subunit ribosomal RNA; 18S ribosomal DNA (rDNA) = DNA internal control. Control = non-infected honey infection = infected honey bee.
Figure 1. Observations and molecular detection of microsporidia infection at 7, 14, and 21 days post infection (dpi). (A) Light microscope observations; at 14 and 21 dpi, the mature spores (S) were formed. Cd = Cell debris; Scale bar = 25 μm; (B) spore number was counted at each time point; (C) Kaplan–Meier survival curve; (D) molecular detection of microsporidia infection; SSU rRNA = small subunit ribosomal RNA; 18S ribosomal DNA (rDNA) = DNA internal control. Control = non-infected honey infection = infected honey bee.
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Figure 2. Screening and identification of differential expressed sequence tags (ESTs) from the Nosema ceranae infected honey bee by suppression subtractive hybridization (SSH) and Dot-blotting. ESTs insert size of (A) forward and (D) reverse SSH complementary DNA (cDNA) libraries were confirmed by colony PCR. (B) Forward subtractive library (fsl, differential ESTs in infected group) hybridized with forward-subtracted probe and (C) with reverse-subtracted probe. (E) Reverse subtractive library (rsl, differential ESTs in control group) hybridized with reverse-subtracted probe and (F) with forward-subtracted probe. M = 100 bp DNA ladder. The arrows indicated the differential ESTs for sequencing.
Figure 2. Screening and identification of differential expressed sequence tags (ESTs) from the Nosema ceranae infected honey bee by suppression subtractive hybridization (SSH) and Dot-blotting. ESTs insert size of (A) forward and (D) reverse SSH complementary DNA (cDNA) libraries were confirmed by colony PCR. (B) Forward subtractive library (fsl, differential ESTs in infected group) hybridized with forward-subtracted probe and (C) with reverse-subtracted probe. (E) Reverse subtractive library (rsl, differential ESTs in control group) hybridized with reverse-subtracted probe and (F) with forward-subtracted probe. M = 100 bp DNA ladder. The arrows indicated the differential ESTs for sequencing.
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Figure 3. Gene Ontology (GO) analysis of 47 host insect ESTs from forward library (13 ESTs) and reverse library (34 ESTs).
Figure 3. Gene Ontology (GO) analysis of 47 host insect ESTs from forward library (13 ESTs) and reverse library (34 ESTs).
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Figure 4. Distribution of expression sequence tags (ESTs) belong to eighteen N. ceranae specific genes and dot-blot hybridization test the cDNA library of N. ceranae-infected cDNA library. (A) The probes that came from subtractive PCR products of the N. ceranae-infected cDNA library was used to test the cDNA library of N. ceranae-infected cDNA library; (B) the probes that came from unsubtractive PCR products of the control honey bee cDNA library was used to test the cDNA library of the N. ceranae-infected cDNA library.
Figure 4. Distribution of expression sequence tags (ESTs) belong to eighteen N. ceranae specific genes and dot-blot hybridization test the cDNA library of N. ceranae-infected cDNA library. (A) The probes that came from subtractive PCR products of the N. ceranae-infected cDNA library was used to test the cDNA library of N. ceranae-infected cDNA library; (B) the probes that came from unsubtractive PCR products of the control honey bee cDNA library was used to test the cDNA library of the N. ceranae-infected cDNA library.
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Figure 5. Validation of nine microsporidia specific gene expressions by RT-qPCR at 7, 14, and 21 dpi (the highest expressed N. ceranae gene, AAJ76_1600052943 (sr22).
Figure 5. Validation of nine microsporidia specific gene expressions by RT-qPCR at 7, 14, and 21 dpi (the highest expressed N. ceranae gene, AAJ76_1600052943 (sr22).
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Table 1. Information for the expression sequence tags (ESTs).
Table 1. Information for the expression sequence tags (ESTs).
Library TypeValueMean EST Sequence Length (bp)
Forward library65426
Reverse library47395
Total ESTs a112411
a ESTs = Expression sequence tags.
Table 2. Analysis of 65 differential expressed sequence tags (ESTs) identified from forward cDNA library. NCBI = National Center for Biotechnology Information.
Table 2. Analysis of 65 differential expressed sequence tags (ESTs) identified from forward cDNA library. NCBI = National Center for Biotechnology Information.
NoEST NumberInsert Sequence Length (bp)NCBI_BLAST_NNCBI_BLAST_X
SpeciesGene NameE-ValueSpeciesGene NameE-Value
1SSH-Forward-lib-1302Nosema ceranaeHypothetical protein (AAJ76_1600052943)3.00E-127Nosema ceranaeHypothetical protein (AAJ76_1600052943)9.00E-55
2SSH-Forward-lib-2396Nosema ceranaeDynein light chain 1 (AAJ76_5000122115)4.00E-77Nosema ceranaeDynein light chain 12.00E-24
3SSH-Forward-lib-3302Nosema ceranaeHypothetical protein (AAJ76_1600052943)2.00E-124Nosema ceranaeHypothetical protein (AAJ76_1600052943)5.00E-55
4SSH-Forward-lib-4421Nosema ceranaeHypothetical protein (AAJ76_700047245)1.00E-177Nosema ceranaeHypothetical protein NCER_101230 (AAJ76_700047245)2.00E-64
5SSH-Forward-lib-5958Nosema ceranae60s ribosomal protein L10a (AAJ76_1200039265)0.00E+00Nosema ceranae60s ribosomal protein L10a2.00E-145
6SSH-Forward-lib-7413Nosema ceranaeHypothetical protein (AAJ76_500092411)0.00E+00Nosema ceranaeActin8.00E-86
7SSH-Forward-lib-8532Nosema ceranaeHypothetical protein (AAJ76_500092411)0.00E+00Nosema ceranaeActin1.00E-82
8SSH-Forward-lib-9346Nosema ceranae14-3-3 protein 1-like protein (AAJ76_300017093)8.00E-158Nosema ceranae14-3-3 protein 1-like protein 4.00E-66
9SSH-Forward-lib-10354Nosema ceranaeHeat shock protein 90 (AAJ76_1170002375)2.00E-153Nosema ceranaeHeat shock protein 907.00E-61
10SSH-Forward-lib-11262Apis melliferaPREDICTED: Apis mellifera protein G12-like (LOC102654405)1.00E-100Apis melliferaPREDICTED: protein G12-like1.00E-18
11SSH-Forward-lib-12181Apis melliferaApis mellifera ribosomal protein LP1 (RpLP1) (NM_001185144)8.00E-63Apis melliferaUnknown6.00E-17
12SSH-Forward-lib-13326Nosema ceranaeUbiquitin (AAJ76_1300017036)1.00E-115Nosema ceranaeUbiquitin1.00E-47
13SSH-Forward-lib-14231Nosema ceranaeHypothetical protein (AAJ76_2000141845)1.00E-88Nosema ceranaeHypothetical protein (AAJ76_2000141845)8.00E-34
14SSH-Forward-lib-15212Nosema ceranaeHypothetical protein (AAJ76_2000141845)3.00E-93Nosema ceranaeHypothetical protein (AAJ76_2000141845)2.00E-33
15SSH-Forward-lib-19959Apis melliferaPREDICTED: Apis mellifera insulin receptor B (IR-B), transcript variant 10.00E+00Bacteroides doreiHypothetical protein HMPREF1063_051781.00E-18
16SSH-Forward-lib-20163Nosema ceranaeHypothetical protein (AAJ76_500092411)1.00E-47Nosema ceranaeActin3.00E-16
17SSH-Forward-lib-21814Schistosoma rodhainiSchistosoma rodhaini genome assembly S_rodhaini_Burundi (LL960759 )3.00E+00---
18SSH-Forward-lib-23231Nosema ceranaeHypothetical protein (AAJ76_2000141845)2.00E-93Nosema ceranaeHypothetical protein (AAJ76_2000141845)6.00E-35
19SSH-Forward-lib-25319Nosema ceranaeMitochondrial sulfhydryl oxidase (AAJ76_600077605)3.00E-136Nosema ceranaeMitochondrial sulfhydryl oxidase9.00E-58
20SSH-Forward-lib-26133Alexandrium tamarenseAlexandrium tamarense mRNA (AB233356)4.00E-14Durinskia balticaCytochrome oxidase subunit 3, partial2.00E-32
21SSH-Forward-lib-27537Nosema ceranaeHypothetical protein (AAJ76_2000141845)0.00E+00Nosema ceranaeHypothetical protein (AAJ76_2000141845)2.00E-116
22SSH-Forward-lib-29186Apis floreaPREDICTED: Apis florea V-type proton ATPase 16 kDa proteolipid subunit (LOC100867892)5.00E-66Melipona quadrifasciataV-type proton ATPase 16 kDa proteolipid subunit, partial2.00E-32
23SSH-Forward-lib-30244Nosema ceranaeHypothetical protein (AAJ76_6800017741)4.00E-106Nosema ceranaeHypothetical protein (AAJ76_6800017741)9.00E-40
24SSH-Forward-lib-32323Nosema ceranaeHypothetical protein (AAJ76_1600052943)3.00E-135Nosema ceranaeHypothetical protein (AAJ76_1600052943)1.00E-56
25SSH-Forward-lib-34885Apis melliferaPREDICTED: Apis mellifera early nodulin-75 (LOC724199)0.00E+00Apis dorsataPREDICTED: extensin-like2.00E-27
26SSH-Forward-lib-36320Nosema ceranaePolar tube protein 1 (PTP1) gene2.00E-88Vibrio parahaemolyticusV-type ATPase subunit C7.00E-14
27SSH-Forward-lib-37232Nosema ceranaePolar tube protein 2 (AAJ76_1900025375)3.00E-85Nosema ceranaePolar tube protein 22.00E-34
28SSH-Forward-lib-41594Nosema ceranaeHeat shock protein 90 (AAJ76_1170002375)0.00E+00Nosema ceranaeHeat shock protein 906.00E-122
29SSH-Forward-lib-44682Apis melliferaPREDICTED: Apis mellifera uncharacterized LOC100578731 (LOC100578731)0.00E+00Apis melliferaPREDICTED: uncharacterized protein LOC100578731 isoform X1 6.00E-123
30SSH-Forward-lib-46411Nosema ceranaeHypothetical protein (AAJ76_500092411)0.00E+00Nosema ceranaeActin1.00E-87
31SSH-Forward-lib-48294Nosema ceranaeHypothetical protein (AAJ76_1900028347)2.00E-129Nosema ceranaeHypothetical protein AAJ76_19000283475.00E-51
32SSH-Forward-lib-4985Apis dorsataPREDICTED: Apis dorsata V-type proton ATPase 16 kDa proteolipid subunit-like (LOC102679198)3.00E-27Cyprinus carpioHypothetical protein cypCar_000319976.00E-06
33SSH-Forward-lib-51231Nosema ceranaeHypothetical protein (AAJ76_2600030604)7.00E-38Nosema ceranaeHypothetical protein AAJ76_26000306042.00E-05
34SSH-Forward-lib-53668Nosema ceranaeForkhead hnf3 transcription factor (AAJ76_500091146)0.00E+00Nosema ceranaeForkhead hnf3 transcription factor7.00E-126
35SSH-Forward-lib-54305Nosema ceranaeHistone H4 (AAJ76_150002436)8.00E-127Nosema ceranaeHistone H41.00E-39
36SSH-Forward-lib-55731Apis melliferaPREDICTED: Apis mellifera facilitated trehalose transporter Tret1-like (LOC724874)0.00E+00Apis melliferaPREDICTED: facilitated trehalose transporter Tret1-like isoform X42.00E-07
37SSH-Forward-lib-56279Apis melliferaApis mellifera heat shock protein cognate 4 (Hsc70-4) (NM_001160050)2.00E-117Bombus terrestrisHeat shock protein cognate 706.00E-50
38SSH-Forward-lib-57420Apis melliferaApis mellifera heat shock protein cognate 4 (Hsc70-4) (NM_001160050)7.00E-164Melipona quadrifasciataHeat shock 70 kDa protein cognate 42.00E-69
39SSH-Forward-lib-59231Nosema ceranaeHypothetical protein (AAJ76_2000141845)4.00E-93Nosema ceranaeHypothetical protein (AAJ76_2000141845)6.00E-35
40SSH-Forward-lib-60668Nosema ceranaeForkhead hnf3 transcription factor (AAJ76_500091146)0.00E+00Nosema ceranaeForkhead hnf3 transcription factor1.00E-124
41SSH-Forward-lib-61811Nosema ceranaeHypothetical protein (AAJ76_500092411)0.00E+00Nosema ceranaeActin1.00E-84
42SSH-Forward-lib-62163Nosema ceranaeHypothetical protein (AAJ76_500092411)1.00E-47Nosema ceranaeActin6.00E-16
43SSH-Forward-lib-63651Nosema ceranaeHypothetical protein (AAJ76_500092411)0.00E+00Nosema ceranaeActin4.00E-141
44SSH-Forward-lib-65534Nosema ceranaeHypothetical protein (AAJ76_2000141845)0.00E+00Nosema ceranaeHypothetical protein (AAJ76_2000141845)3.00E-87
45SSH-Forward-lib-66615Nosema ceranaeHypothetical protein (AAJ76_500092411)0.00E+00Nosema ceranaeActin2.00E-133
46SSH-Forward-lib-68671Apis melliferaPREDICTED: Apis mellifera ankyrin repeat domain-containing protein 49-like (LOC408773)0.00E+00Apis dorsataPREDICTED: ankyrin repeat domain-containing protein 49-like3.00E-90
47SSH-Forward-lib-70163Nosema ceranaeHypothetical protein (AAJ76_500092411)3.00E-49Nosema ceranaeActin2.00E-16
48SSH-Forward-lib-71550Nosema ceranaeHistone H3 (AAJ76_800037613)0.00E+00Nosema ceranaeHistone H34.00E-89
49SSH-Forward-lib-73248Apis melliferaPREDICTED: Apis mellifera ribosomal protein S7 (RpS7) (XM_624940) (LOC552564)1.00E-101Bombus impatiensPREDICTED: 40S ribosomal protein S78.00E-22
50SSH-Forward-lib-74892Nosema ceranae14-3-3 protein 1-like protein (AAJ76_300017093)0.00E+00Nosema ceranae14-3-3 protein 1-like protein0.00E+00
51SSH-Forward-lib-75522Nosema ceranaeNucleolar transformer 2-like protein (AAJ76_1900029507)0.00E+00Nosema ceranaeNucleolar transformer 2-like protein2.00E-92
52SSH-Forward-lib-76521Apis melliferaPREDICTED: Apis mellifera uncharacterized (ncRNA) (LOC107964104)0---
53SSH-Forward-lib-78616Nosema ceranaeHypothetical protein (AAJ76_1900028347)0.00E+00Nosema ceranaeHypothetical protein AAJ76_19000283477.00E-79
54SSH-Forward-lib-79293Nosema ceranaeHypothetical protein (AAJ76_1900028347)5.00E-125Nosema ceranaeHypothetical protein AAJ76_19000283476.00E-51
55SSH-Forward-lib-80294Nosema ceranaeHypothetical protein (AAJ76_1900028347)2.00E-124Nosema ceranaeHypothetical protein AAJ76_19000283476.00E-48
56SSH-Forward-lib-82226Nosema ceranaeAdp-ribosylation factor (AAJ76_1600043340)3.00E-100Nosema ceranaeAdp-ribosylation factor2.00E-40
57SSH-Forward-lib-83447Nosema ceranaeDNA-directed RNA polymerase ii 16kda polypeptide (AAJ76_3400016364)0.00E+00Nosema ceranaeDNA-directed RNA polymerase ii 16kda polypeptide6.00E-78
58SSH-Forward-lib-84227Nosema ceranaeHistone H3 (AAJ76_800037613)2.00E-90Nosema ceranaeHistone H32.00E-38
59SSH-Forward-lib-86346Nosema ceranaeSec61beta (AAJ76_5600014344)7.00E-129Nosema ceranaeSec61beta2.00E-37
60SSH-Forward-lib-87354Nosema ceranaeHeat shock protein 90 (AAJ76_1170002375)2.00E-151Nosema ceranaeHeat shock protein 902.00E-60
61SSH-Forward-lib-88886Nosema ceranaeElongation factor 1 (AAJ76_1200007387)0.00E+00Nosema ceranaeElongation factor 10.00E+00
62SSH-Forward-lib-90252Nosema ceranaeUbiquitin (AAJ76_1300017036)3.00E-90Nosema ceranaeUbiquitin3.00E-38
63SSH-Forward-lib-94529Nosema ceranae60s ribosomal protein L23 (AAJ76_200068052)0.00E+00Nosema ceranae60S ribosomal protein L23 1.00E-101
64SSH-Forward-lib-95320Hottentotta judaicusHottentotta judaicus clone Hj0016 gamma(m)-buthitoxin-Hj1c pseudogene mRNA (HQ288097)1.00E-14Hottentotta judaicusGamma-buthitoxin-Hj1a3.00E-18
65SSH-Forward-lib-96401Nosema ceranaeHistone H4 (AAJ76_150002436)1.00E-151Nosema ceranaeHistone h4 5.00E-52
Table 3. Analysis of 53 differential expressed sequence tags (ESTs) identified from reverse cDNA library.
Table 3. Analysis of 53 differential expressed sequence tags (ESTs) identified from reverse cDNA library.
NoEST NumberInsert Sequence Length (bp)NCBI_BLAST_NNCBI_BLAST_X
SpeciesGene NameE-ValueSpeciesGene NameE-Value
1SSH-Reverse-lib-1387Colletes stepheniColletes stepheni isolate CSTM4 internal transcribed spacer 1, partial sequence (GU132310)3.00E-03Elephantulus edwardiiHistone deacetylase complex subunit SAP130-like1.5
2SSH-Reverse-lib-2216Apis melliferaPREDICTED: Apis mellifera facilitated trehalose transporter Tret1-like (LOC724874)3.00E-50Apis melliferaFacilitated trehalose transporter Tret1 isoform X110.00E-15
3SSH-Reverse-lib-3156Apis melliferaPREDICTED: Apis mellifera chitin synthase chs-2 (LOC412215)6.00E-51---
4SSH-Reverse-lib-4467Apis melliferaPREDICTED: Apis mellifera histone H2A-like (LOC552322)0.00E+00Nasonia vitripennisPREDICTED: histone H2A 4.00E-57
5SSH-Reverse-lib-5829Apis melliferaPREDICTED: Apis mellifera early nodulin-75 (LOC724199)0.00E+00Apis dorsataPREDICTED: extensin-like 2.00E-28
6SSH-Reverse-lib-6331Bombus impatiensPREDICTED: Bombus impatiens zinc finger protein 665-like (LOC100740332)1.00E-39---
7SSH-Reverse-lib-7488Apis melliferaPREDICTED: Apis mellifera protein SMG9 (LOC411774)0.00E+00Apis melliferaPREDICTED: protein SMG9-like 3.00E-95
8SSH-Reverse-lib-10382Apis mellifera syriacaApis mellifera syriaca mitochondrion ( KP163643)5.00E-38---
9SSH-Reverse-lib-12233Megachile rotundataPREDICTED: Megachile rotundata probable maleylacetoacetate isomerase 2 (LOC100882531)2.00E-14---
10SSH-Reverse-lib-14192Apis melliferaPREDICTED: Apis mellifera caspase-like (LOC411381)3.00E-69Apis melliferaPREDICTED: caspase-like7.00E-29
11SSH-Reverse-lib-15546Apis dorsataPREDICTED: Apis dorsata nuclease-sensitive element-binding protein 1-like (LOC102681001)0.00E+00---
12SSH-Reverse-lib-16218Ceratitis capitataCeratitis capitata clone 17a mRNA ( DQ406807)0.019---
13SSH-Reverse-lib-17629Apis floreaPREDICTED: Apis florea histone H3.3 (LOC100869036)4.00E-30---
14SSH-Reverse-lib-18166Hottentotta judaicusHottentotta judaicus clone Hj0016 gamma(m)-buthitoxin-Hj1c pseudogene mRNA (HQ288097)2.00E-12---
15SSH-Reverse-lib-19246Apis melliferaPREDICTED: Apis mellifera probable alpha-ketoglutarate-dependent dioxygenase ABH4-like (LOC551104)6.00E-98Apis melliferaPREDICTED: alpha-Ketoglutarate-dependent dioxygenase alkB homolog 4-like 1.00E-25
16SSH-Reverse-lib-20658Apis melliferaPREDICTED: Apis mellifera facilitated trehalose transporter Tret1-like (LOC724874)0.00E+00Apis melliferaPREDICTED: facilitated Trehalose transporter Tret1-like isoform X17.00E-81
17SSH-Reverse-lib-21976Boechera divaricarpaBoechera divaricarpa GSS (HF949778)0.00E+00Apis melliferaPREDICTED: transcription Initiation factor IIA subunit 1 isoform 1 8.00E-48
18SSH-Reverse-lib-22469Apis melliferaPREDICTED: Apis mellifera ribosomal protein L3 (RpL3) (LOC552445)0.00E+00Apis melliferaPREDICTED: 60S ribosomal protein L31.00E-80
19SSH-Reverse-lib-25482Apis melliferaPREDICTED: Apis mellifera UNC93-like protein MFSD11-like (LOC552407)0.00E+00Apis melliferaPREDICTED: UNC93-like protein MFSD11-like8.00E-77
20SSH-Reverse-lib-26273Apis melliferaPREDICTED: Apis mellifera vegetative cell wall protein gp1 (LOC726855)1.00E-108Apis melliferaPREDICTED: vegetative cell wall protein gp1-like isoform X1 8.00E-30
21SSH-Reverse-lib-28440Apis melliferaPREDICTED: Apis mellifera uncharacterized (LOC102653963)0---
22SSH-Reverse-lib-32556Apis melliferaPREDICTED: Apis mellifera NPC intracellular cholesterol transporter 2 (LOC724386)0.00E+00Apis melliferaPREDICTED: protein NPC2 homolog 1.00E-78
23SSH-Reverse-lib-35269Apis melliferaPREDICTED: Apis mellifera vegetative cell wall protein gp1 (LOC726855)1.00E-100Apis melliferaPREDICTED: vegetative cell wall protein gp1-like isoform X1 3.00E-25
24SSH-Reverse-lib-38318Apis melliferaPREDICTED: Apis mellifera RNA-dependent helicase p72 (LOC411250)6.00E-131---
25SSH-Reverse-lib-39233Megachile rotundataPREDICTED: Megachile rotundata probable maleylacetoacetate isomerase 2 (LOC100882531)2.00E-14---
26SSH-Reverse-lib-41454Apis melliferaPREDICTED: Apis mellifera chitotriosidase-1-like (LOC100577156)3.00E-30Apis melliferaPREDICTED: chitotriosidase-1-like isoform X3 2.00E-10
27SSH-Reverse-lib-45377Colletes stepheniColletes stepheni isolate CSTM4 internal transcribed spacer 1 (GU132310 )2.00E-04Elephantulus edwardiiPREDICTED: histone Deacetylase complex subunit SAP130-like 0.99
28SSH-Reverse-lib-49386Colletes stepheniColletes stepheni isolate CSTM4 internal transcribed spacer 1 (GU132310 )2.00E-04Elephantulus edwardiiPREDICTED: WD repeat-containing protein 27 4.4
29SSH-Reverse-lib-52247Apis melliferaPREDICTED: Apis mellifera RNA-dependent helicase p72 (LOC411250)1.00E-101Apis dorsataDEAD-box ATP-dependent RNA helicase 20-like0
30SSH-Reverse-lib-58213Apis melliferaPREDICTED: Apis mellifera phosphotidylinositol 3 kinase 21B ortholog (LOC408577)4.00E-80Curtobacterium sp.Hypothetical protein 4.8
31SSH-Reverse-lib-59327Apis melliferaPREDICTED: Apis mellifera ribosomal protein S7 (RpS7) (LOC552564)2.00E-138Apis melliferaPREDICTED: 40S ribosomal protein S72.00E-58
32SSH-Reverse-lib-60199Apis melliferaPREDICTED: Apis mellifera solute carrier organic anion transporter family member 5A1-like (LOC409650)1.00E-60---
33SSH-Reverse-lib-61237Apis melliferaPREDICTED: Apis mellifera Jun-related antigen (Jra) (LOC726289)7.00E-91Salmonella entericaHypothetical protein, partial 2.4
34SSH-Reverse-lib-63274Apis melliferaPREDICTED: Apis mellifera vegetative cell wall protein gp1 (LOC726855)1.00E-107Apis melliferaPREDICTED: vegetative cell wall protein gp1-like isoform X1 3.00E-18
35SSH-Reverse-lib-67377Colletes stepheniColletes stepheni isolate CSTM4 internal transcribed spacer 1 (GU132310 )0.003Danio rerioglutamate receptor 3 precursor 5.3
36SSH-Reverse-lib-68386Colletes stepheniColletes stepheni isolate CSTM4 internal transcribed spacer 1 (GU132310 )2.00E-04---
37SSH-Reverse-lib-69376Colletes stepheniColletes stepheni isolate CSTM4 internal transcribed spacer 1 (GU132310 )0.003Nothobranchius furzeriPREDICTED: histone deacetylase complex subunit SAP130 4.7
38SSH-Reverse-lib-70275Apis melliferaPREDICTED: Apis mellifera upstream activation factor subunit spp27-like (LOC408520)3.00E-109---
39SSH-Reverse-lib-71377Colletes stepheniColletes stepheni isolate CSTM4 internal transcribed spacer 1 (GU132310 )2.00E-04Elephantulus edwardiiPREDICTED: WD repeat-containing protein 27 4.9
40SSH-Reverse-lib-72329Apis melliferaPREDICTED: Apis mellifera transcription factor mblk-1-like (Mblk-1)1.00E-139---
41SSH-Reverse-lib-74563Apis dorsataPREDICTED: Apis dorsata uncharacterized (LOC102671476)0.00E+00Apis dorsataPREDICTED: uncharacterized protein LOC102671476 6.00E-95
42SSH-Reverse-lib-75281Apis melliferaPhosphatidylinositol 4-phosphate 5-kinase type-1 alpha (LOC724991)4.00E-115---
43SSH-Reverse-lib-79946Apis melliferaPREDICTED: Apis mellifera protein FAM76A-like (LOC408294)0.00E+00Apis melliferaPREDICTED: ATPase family AAA domain-containing protein 2-like1.00E-63
44SSH-Reverse-lib-84383Apis melliferaPREDICTED: Apis mellifera ribosomal protein L21 (RpL21) (LOC726056)3.00E-134Apis melliferaPREDICTED: 60S ribosomal protein L21 3.00E-47
45SSH-Reverse-lib-87404Apis melliferaPREDICTED: Apis mellifera protein split ends (LOC412243)3.00E-167---
46SSH-Reverse-lib-92532Hottentotta judaicusGamma(m)-buthitoxin-Hj1c pseudogene mRNA (HQ288097)2.00E-14Apis ceranaHypothetical protein APICC_075095.6
47SSH-Reverse-lib-94487Colletes stepheniColletes stepheni isolate CSTM4 internal transcribed spacer 1 (GU132310 )3.00E-04Nothobranchius furzeriPREDICTED: histone deacetylase complex subunit SAP130 4.2

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Chang, Z.-T.; Ko, C.-Y.; Yen, M.-R.; Chen, Y.-W.; Nai, Y.-S. Screening of Differentially Expressed Microsporidia Genes from Nosema ceranae Infected Honey Bees by Suppression Subtractive Hybridization. Insects 2020, 11, 199. https://doi.org/10.3390/insects11030199

AMA Style

Chang Z-T, Ko C-Y, Yen M-R, Chen Y-W, Nai Y-S. Screening of Differentially Expressed Microsporidia Genes from Nosema ceranae Infected Honey Bees by Suppression Subtractive Hybridization. Insects. 2020; 11(3):199. https://doi.org/10.3390/insects11030199

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Chang, Zih-Ting, Chong-Yu Ko, Ming-Ren Yen, Yue-Wen Chen, and Yu-Shin Nai. 2020. "Screening of Differentially Expressed Microsporidia Genes from Nosema ceranae Infected Honey Bees by Suppression Subtractive Hybridization" Insects 11, no. 3: 199. https://doi.org/10.3390/insects11030199

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