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Identification and profiling of microRNAs responsive to cadmium toxicity in hepatopancreas of the freshwater crab Sinopotamon henanense

Abstract

Background

Cadmium (Cd) is a ubiquitous environmental toxicant for aquatic animals. The freshwater crab, Sinopotamon henanense (S. henanense), is a useful model for monitoring Cd exposure since it is widely distributed in sediments whereby it tends to accumulate several toxicants, including Cd. In the recent years, the toxic effects of Cd in the hepatopancreas of S. henanense have been demonstrated by a series of biochemical analysis and ultrastructural observations as well as the deep sequencing approaches and gene expression profile analysis. However, the post-transcriptional regulatory network underlying Cd toxicity in S.henanense is still largely unknown.

Results

The miRNA transcriptional profile of the hepatopancreas of S. henanense was used to investigate the expression levels of miRNAs in response to Cd toxicity. In total, 464 known miRNAs and 191 novel miRNAs were identified. Among these 656 miRNAs, 126 known miRNAs could be matched with the miRNAs of Portunus trituberculatus, Eriocheir sinensis and Scylla paramamosain. Furthermore, a total of 24 conserved miRNAs were detected in these four crab species. Fifty-one differentially expressed miRNAs were identified in the Cd-exposed group, with 31 up-regulated and 20 down-regulated. Eight of the differentially expressed miRNAs were randomly selected and verified by the quantitative real-time PCR (qRT-PCR), and there was a general consistency (87.25%) between the qRT-PCR and miRNA transcriptome data. A total of 5258 target genes were screened by bioinformatics prediction. GO term analysis showed that, 17 GO terms were significantly enriched, which were mainly related to the regulation of oxidoreductase activity. KEGG pathway analysis showed that 18 pathways were significantly enriched, which were mainly associated with the biosynthesis, modification and degradation of proteins.

Conclusion

In response to Cd toxicity, in the hepatopancreas of S. henanense, the expressions of significant amount of miRNAs were altered, which may be an adaptation to resist the oxidative stress induced by Cd. These results provide a basis for further studies of miRNA-mediated functional adaptation of the animal to combat Cd toxicity.

Background

Cadmium (Cd) is a serious environmental pollutant which occurs naturally, it could be released into environments by natural processes and human activities [1]. There exists certain amounts of Cd in different rivers and sea waters [2, 3]. In some developing countries, such as China, the Cd level is much higher in the severely polluted aquatic environments. For example, in 90% areas of the Haihe Basin, the Cd concentrations of the surface water exceed the Chinese environmental quality standard values (0.01 mg/L), with the average concentration of 0.028 mg/L and the highest concentration of 0.036 mg/L. The average concentration of Cd in the surface river sediments even reaches to 0.364 mg/kg, with the highest concentration at 0.704 mg/kg [4]. Cd has been classified as a cumulative toxicant, with its biological half-life of over 10–30 years [5]. Therefore, the ecological risk of waterborne Cd is of particular concern on account of its toxicity toward aquatic organisms, including fish [6], freshwater mussels [7] as well as crabs [1, 5, 8,9,10,11,12,13,14].

The freshwater crab Sinopotamon henanense (S. henanense; Dai, 1975), is found in most parts of China, and lives in the sediments in which it is prone to bioaccumulating heavy metal [1, 5]. Cd is found to be accumulated in different tissues of S. henanense, which causes toxic effects such as tissue damage and functional alterations. Among these tissues, hepatopancreas is classified as a vital target tissue for Cd toxicity and other environmental pollutants [1, 5, 8,9,10,11,12,13,14]. In the recent years, the toxic effects of Cd in the hepatopancreas of S. henanense have been demonstrated by a series of biochemical analysis and ultrastructural observations [1, 5, 8,9,10,11,12,13,14] as well as the high-throughput sequencing and gene expression profile analysis of the hepatopancreas of S.henanense with and without Cd exposure have been performed [15]. However, the post-transcriptional regulatory network underlying Cd toxicity in S.henanense is still largely unknown due to the lack of genomic information.

MicroRNAs (miRNAs) is a kind of non-coding RNAs with a length between 22 and 24 nt, they can negatively regulate the mRNA stability or translation at post-transcriptional level [16]. Since miRNAs were discovered in the 1990s, they have been proven to be vital for a series of cell processes, including cell proliferation and differentiation [17, 18]. It has been proposed that, a large proportion (approximately over 60%) of miRNAs are regulated by miRNAs [19].

In 2012, miRNAs were firstly found to participate in the control of crab immune responses [20]. Then, several miRNAs were found to be involved in the regulation of growth and development of crabs [20,21,22,23,24,25,26,27,28,29,30]. For instance, during meiotic maturation, miR-2 and miR-133 were differentially expressed in the oocytes of the Chinese mitten crab Eriocheir sinensis (E. sinensis); the cyclin B gene can be directly targeted by these two miRNAs [23]. MiR-217 plays positive roles in white spot syndrome virus infection by downregulating the expression of tube gene [31]. However, there is limited information on the profile of crab miRNAs, in response to environmental toxicology.

To study the influences of Cd on wildlife under the conditions closely similar to natural environments, both acute and sub-chronic exposures of Cd have been used in ecotoxicology and environmental toxicology research [1, 5, 8,9,10,11,12,13,14]. Our previous results have showed that, sub-chronic Cd exposure caused a higher level of oxidative damage to the ovaries in S. henanense than acute exposure [32]. In the present study, we chose Cd concentration of 0.5 mg/L for sub-chromic exposure; this Cd concentration has been proved to have significant toxic effects on several tissues of the crabs, including hepatopancreas [5]. A high-throughput sequencing technology was applied to screen the miRNAs differentially expressed in the hepatopancreas tissues of S. henanense with and without Cd exposure. The quantitative real-time PCR (qRT-PCR) were performed to further confirm the miRNAs responsive to Cd exposure. Moreover, the potential target genes of differentially expressed miRNAs were predicted by bioinformatics analysis. The enrichment analysis of the GO term and KEGG pathway for these target genes were subsequently performed in order to gain information of functional adaptation of S. henanense responsive to Cd toxicity. These results provides a basis for further investigation of miRNA-modulating networks involved in the functional adaptation of the animal to combat Cd toxicity.

Results

Solexa sequencing of small RNAs

The 0.5 mg/L Cd group was defined as the experimental group, while the 0 mg/L Cd group was defined as the control group. To identify the miRNAs responsive to the Cd exposure in the hepatopancreases of the crabs, small fragments of RNA libraries of the experimental and control groups were constructed and subjected to sequence analysis. As shown in Table 1, 13,543,113 and 11,437,298 raw reads were obtained in these two libraries (experimental and control groups), respectively. The sequencing data were refined by filtering (1) empty adaptors; (2) sequences containing poly A; (3) low-quality sequences; (4) insert-null sequences; (5) sequences shorter than 18 nt; and (6) low cutoff sequences. Afterwards, 10,387,853 and 9,687,351 clean reads remained were subjected to miRNA analysis. In these two libraries, the size distributions of the clean reads were similar. Most sequence reads were 21 nt in length, followed by 22 nt, 23 nt and 20 nt, which is the typical size range for Dicer-derived products (Fig. 1).

Table 1 Statistics for the distribution of miRNAs during a series of filters in order
Fig. 1
figure 1

Length distribution and abundance of the sequencing reads of the small RNAs of S. henanense

Identification of known and novel miRNAs

After the filtering of sequencing data, the clean tags were compared with several databases of small RNA, such as genebank (https://cipotato.org/genebankcip), Rfam 11.0 (http://rfam.xfam.org), our previously published transcriptome data [15], miRbase 21.0 (http://www.mirbase.org). rRNA, tRNA, snRNA, snoRNA and other small RNA sequences in the two libraries were systematically annotated, as shown in Tables 2 and 3.

Table 2 Annotation results of miRNAs in hepapancreas of control group in S.henanense
Table 3 Annotation results of miRNAs in hepapancreas of 0.5 mg/L Cd group in S.henanense

Overall, 464 known miRNAs and 191 novel miRNAs were obtained from the two libraries, which exhibited variable abundance. Among the known miRNAs, miR-750-3p, miR-100 and miR-317-3p were top three most accumulated miRNAs, with a total of 3,634,631, 1,005,270 and 629,687 reads detected in these two libraries, respectively. miR-750-3p had 1,725,737 and 1,908,894 reads in the experimental and control groups, respectively. miR-100 had 403,119 and 602,151 reads in the experimental and control groups, respectively. miR-317-3p had 321,421 and 308,266 reads in the experimental and control groups, respectively. Among the novel miRNAs, novel-m004-3p, novel-m002-3p and novel-m0076-5p were the top three most accumulated miRNAs, with a total of 3447, 3447 and 1595 reads detected in these two libraries, respectively. Novel-m004-3p had 1605 and 3447 reads in the experimental and control groups, respectively. Novel-m002-3p had 1605 and 3447 reads in the experimental and control groups, respectively. Novel-m0076-5p had 745 and 1595 reads in the experimental and control groups, respectively. The sequences of the 465 known miRNAs and the 191 novel miRNAs were shown in the Additional file 1: Table S1 and Additional file 2: Table S2.

We further matched these 656 S. henanense miRNAs against the miRNAs of Portunus trituberculatus (P. trituberculatus) [21, 22, 27], E. sinensis [20, 23, 25] and Scylla paramamosain (S. paramamosain) [24, 26, 28, 29], and found that 126 known miRNAs could be matched with the miRNAs from the three crab species (P. trituberculatus: 77; E. sinensis: 52; S. paramamosain: 82) (Fig. 2). In addition, a total of 24 conserved miRNAs were detected in S. henanense and the other three crab species (P. trituberculatus, E. sinensis and S. paramamosain). The expression profiles of these miRNAs were systematically summarized in Table 4.

Fig. 2
figure 2

Venn diagrams of conserved microRNAs among four species of S. henanense, P. trituberculatus, E.sinensis, and S. paramamosain. This shows the numbers of the matched microRNAs from multiple comparisons among the four groups

Table 4 The expression profiles and distributions of 24 conserved miRNAs in P. trituberculatus, E. sinensis and S. paramamosain

Differentially expressed miRNAs between the two groups

Fifty one miRNAs were found differentially expressed between these two groups, according to the criteria of fold changes > 2 and p < 0.01. For these differentially expressed miRNAs, 31 were upregulated, including 23 known miRNAs and 8 novel miRNAs; and 20 were downregulated, including 15 known miRNAs and 5 novel miRNAs (Tables 5 and 6). The 8 upregulated novel miRNAs were novel-m0106, novel-m0089-3p, novel-m0012-3p, novel-m0104, novel-m0121-3p, novel-m0169-3p, novel-m0158-3p, and novel-m0053-3p (Table 5). The 5 downregulated novel miRNAs were novel-m0084, novel-m0142, novel-m0113, novel-m0148 and novel-m0150-3p (Table 6).

Table 5 31 significantly up-regulated miRNAs in the 0.5 mg/L Cd-exposed hepatopancreases of S.henanense
Table 6 20 significantly down-regulated miRNAs in the 0.5 mg/L Cd-exposed hepatopancreases of S.henanense

Validation of differentially expressed miRNAs by qRT-PCR

To validate the differential expression of the miRNAs between the control group and the experimental group, 8 miRNAs were randomly selected to confirm the expression pattern by qRT-PCR. Among the 8 miRNAs, 5 were up-regulated, and 3 were down-regulated. As shown in Fig. 3, the mean normalized miRNA expression value was calculated and expressed as relative fold change, and there was a general consistency (87.25%) between the quantitative assay and deep sequencing analysis for the 8 miRNAs in terms of directions of regulation and significance.

Fig. 3
figure 3

Relative expression levels of eight randomly-chosen differentially expressed miRNAs in the control and experimental groups. Expression levels of miRNAs are shown as the relative fold change. The number of samples in each group was 4 male crabs and 4 female crabs. Results are presented as mean ± SD. *: p < 0.05; compared with the controls

MiRNA target gene prediction and functional analysis

Totally, 68,648 transcriptome unigene of S.henanense were applied to identify miRNA targets [15]. The results show that 655 miRNAs have 10,310 target genes (~ 16 genes/miRNA), among which, 51 differentially expressed miRNAs have 5258 target genes (~ 103 genes/miRNA).

GO term analysis showed that, among the 386 clustered GO terms, 17 ones were significantly enriched (p < 0.05). The top 20 enriched GO terms were shown in Fig. 4a, including disulfide oxidoreductase activity (gene ratio: 0.73%; p value: 1.50E-03), oxidoreductase activity (acting on the CH-OH group of donors, NAD or NADP as acceptor) (gene ratio: 1.71%; p value: 2.66E-03), and oxidoreductase activity (acting on CH-OH group of donors) (gene ratio: 2.20%; p value: 4.26E-03). The main target genes related to these three GO terms were listed in Table 7, such as protein-disulfide isomerase, prostaglandin E synthase 2, et al.

Fig. 4
figure 4

The top 20 enriched GO terms (a) and KEGG pathways (b). Gene number: number of target genes in each term or pathway. Rich factor: the ratio of the number of target genes divided by the number of all the gene in each term or pathway

Table 7 Main target genes related to oxiductase activity

KEGG analysis showed that, among the 185 pathways, 18 ones were significantly enriched (p < 0.05). The top 20 enriched terms are shown in Fig. 4b, including mRNA surveillance pathway (gene ratio: 3.48%; p value: 2.32E-04), N-Glycan biosynthesis and endocytosis (gene ratio: 1.78%; p value: 2.73E-04), endocytosis (gene ratio: 6.67%; p value: 4.52E-04).

Discussion

With the developments of high-throughput sequencing technologies, a large number of miRNA transcriptome profiles have been obtained and characterized in various crustaceans, such as P. trituberculatus [21, 22, 27], E. sinensis [20, 23, 25], and S. paramamosain [24, 26, 28, 29]. Furthermore, miRNAs have been demonstrated to be vital for regulating gene expression and several biological functions, such as growth regulation [21], metabolism processes [22], and responses to viral infection [24]. However, the roles of miRNAs in S. henanense and in crustaceans responsive to Cd toxicity remain largely unknown.

This study is the first miRNA transcriptome in S. henanense, and in relevance to their response to sub-chronic Cd toxicity. The miRNA sequencing pipelines yielded 10,387,853 and 9,687,351 clean reads in the experimental and control groups, respectively (Table 1). Consistent with most previous results [20,21,22, 24,25,26], the majority of the sequences were distributed in the 21–22 nt range (Fig. 1). However, in this study, the peak size was 21 nt (Fig. 1), which is a little different from the results (22 nt) in other crab species [21, 22, 24,25,26]. Therefore, this difference may be partly induced by the diversities of species. In addition, the tissue signature may also contribute to the differences of peak size of miRNAs. For example, in E. sinensis, the peak size of miRNAs in haemolymph is 21 nt [20]; while the peak size of miRNAs in testis is 22 nt [25].

In this study, a total of 656 miRNAs (465 known miRNAs and 191 novel miRNAs) were identified. We matched these 656 S. henanense miRNAs against the miRNAs of P. trituberculatus [21, 22, 27], E. sinensis [20, 23, 25] and S. paramamosain [24, 26, 28, 29], and found that 127 known miRNAs could be matched with the miRNAs from these three crab species [20,21,22,23,24,25,26,27,28,29], with 77 in P. trituberculatus; 52 in E.sinensis; 82 in S. paramamosain (Fig. 2). However, none of the novel miRNAs matched to the miRNAs from these species. Our results demonstrate that, S. henanense miRNAs have some homologies to miRNAs from other crab species, but there are also many S. henanense-specific miRNAs.

Many miRNAs are highly conserved from lower to higher organisms, and they may have relatively important functional roles necessary for organisms. In the present study, a total of 24 miRNAs, such as miR-100, were found to be detected in the hepatopancreas of S. henanense and different tissues of the other three crab species (P. trituberculatus, E.sinensis and S. paramamosain) (Fig. 2, Table 4). Coincidentally, miR-100 is the second most accumulated miRNA in the hepatopancreas of S. henanense, with a total of 1,005,270 reads detected (403,119 reads in the experimental group; 602,151 reads in the control group). Apart from its multiple roles in the mammalians [33], in the crustacea Artemia parthenogenetica, miR-100 was also found to regulate cell proliferation via downregulating polo-like kinase 1, leading to the suppression of RNA polymerase II activity and the activation of ribosomal S6 kinase 2 [34].

Comparison of gene expression between the experimental group and control group was helpful for identification of candidate miRNAs underlying responses to Cd toxicity in S. henanense. In the present study, we identified 51 differentially expressed miRNAs in these two groups (31 upregulated and 20 downregulated). Furthermore, the results of qRT-PCR were highly consistent with the deep sequencing results, which indicates that the sequencing data presented here were in high quality (Fig. 3).

Target gene prediction improves our understanding of the physiological functions of these differentially expressed miRNAs, and 5258 target genes were totally identified for these 51 differentially expressed miRNAs. GO functional classification revealed that, the majority of the target genes were related to the regulation of kinase activity, especially on the oxidative reductases. For example, the top three enriched GO terms were disulfide oxidoreductase activity, oxidoreductase activity (acting on the CH-OH group of donors, NAD or NADP as acceptor), oxidoreductase activity (acting on CH-OH group of donors) (Fig. 4a). The main target genes related to these three GO terms includes different enzymes and co-enzymes of oxidoreductive reactivities (Table 7). For example, thioredoxin and thioredoxin reductase 1 are both the main target genes of GO term disulfide oxidoreductase activity, and they are also the major members of thioredoxin system. Thioredoxin system is a key antioxidant system in defense against oxidative stress through its disulfide reductase activity regulating protein dithiol/disulfide balance [35]. In addition, in the hepatopancreas of S. paramamosain, the expression levels of thioredoxin are closely related to the enzyme activities of thioredoxin reductase [36]. It can be therefore speculated that, in the hepatopancreas of S. henanense, these differentially miRNAs may participate in the regulation of the disulfide oxidoreductase activity by partially targeting thioredoxin and thioredoxin reductase 1.

KEGG pathway analysis showed that, many pathways were also associated with the regulation of enzyme activity, including the biosynthesis, degradation, modification of proteins. For example, the top three enriched pathways were mRNA surveillance pathway, N-Glycan biosynthesis, endocytosis (Fig. 4b). Our previous biochemical results showed that, the oxidative stress is one of the most important mechanisms for Cd toxicity. To remove the ROS and resist oxidative damage, the activities of superoxide dismutase, catalase and glutathione peroxidase are increased significantly [9, 10]. Therefore, it could be speculated that, in the hepatopancreas of S. henanense, to resist the oxidative stress induced by Cd, many oxidoreductase activities are induced partly by the miRNA-mediated regulation of the biosynthesis, degradation and modification of the proteins. The current results may provide a better explanation for the oxidative stress in the hepatopancreas of S. henanense under Cd exposure at the molecular level.

Conclusions

This study is the first miRNA profiling in S. henanense, including its response to Cd toxicity. Totally, 656 miRNAs were identified, among which, 51 miRNAs were expressed differentially. 5258 target genes were found to participate in diverse biological processes, especially in the regulation of oxidoreductase activities. The results of the present study provide useful information on the regulation mechanisms of miRNAs in S. henanense, and the relationship between miRNAs and regulation of the responsiveness to Cd toxicity.

Methods

Chemicals

All chemicals were of analytical grade, which were obtained from Sigma Co. (St. Louis, MO, USA).

Animals and treatments

S. henanense were purchased from the Wu Longkou Dong’an Aquatic Wholesale Market in Taiyuan. Before experimental use, they were acclimated in glass aquaria filled with tap water for more than half a month. The water was aerated for 48 h, its temperature was of 16–20 °C, its pH was 6.8, and its dissolved oxygen was over 6 mg/L. To avoid disturbance, aquaria was shielded by a black plastic cover. Every 2 days, crabs were fed with commercial fish pellet feeds. Moreover, at the end of the 2 days, the uneaten feeds and dead animals were removed, and the glass aquaria was cleaned thoroughly.

After acclimation, healthy adult crabs with similar size, length, and molt stage were selected and used for the experiments. The crabs were divided into two experimental groups at random, with approximately 5 male and 5 female individuals in each group and allocated to 0 mg/L (control) and 0.5 mg/L Cd treatment (experimental) for 30 days. Crabs were fed every 2 days, during the experimental period. The exposure medium was also exchanged every 2 days, during the experimental period. After Cd exposure, the hepatopancreas of each crab from the control group and the Cd treatment groups was respectively sampled, weighed, and immediately stored in liquid nitrogen until use. The animal care and the experimental protocols were conducted according to the guidelines approved by the Animal Care Committee at Shanxi University.

RNA isolation, small RNA sequencing and differential expression analysis

A single pooling strategy was applied in this study: samples from three male crabs and three female crabs were pooled before the libraries were constructed in our study. Total RNA was extracted using the TRIzol reagent (Life Technologies, CA, USA). In each of the two experimental groups, equal amount of total RNA from hepatopancreas of 3 male and 3 female crabs was pooled for miRNA profiling. The quality and integrity of the total RNA samples were determined by an Agilent 2100 Bioanalyzer (Agilent, CA, USA), with the RNA integrity number > 7.0.

According to the protocol of NEBNext® Small RNA Library Prep Set for Illumina® (NEB, MA, USA), ~ 1 μg of total RNA was used to prepare a small RNA library. RNA was ligated to an activated 3′ adaptor and an activated 5′ adaptor, then using the RT primer, the reverse transcription PCR was performed to create cDNA constructs. Using primers complementary to the two adaptors, a PCR reaction was performed. The amplified cDNA constructs were purified and size-selected from a 6% polyacrylamide gel, and subsequently used for sequencing analysis on the Illumina Hiseq 2500 (Illumina, CA, USA).

Using the Illumina Genome Analyzer Pipeline software, the raw data were processed and submitted to data filtration. Clean reads were obtained, after discarding the low-quality reads and trimming the adaptor sequences. To assign the mapped reads to RNA classes, the genomic position information of small RNAs and repeats in the annotation files from the UCSC Genome Browser and fRNAdb were used. For known miRNAs, the normalized gene expression levels were obtained by normalizing the number of raw, clean tags in each sample to Tags per Million (TPM). For the discovery of novel miRNAs, the mir-Deep2 algorithm (version 2.0.5) was used was the default parameters. Mappable sequences were mapped and used for further analysis. Unmappable reads were annotated and classified by aligning with non-coding RNAs in the Ensemble and Rfam databases.

qRT-PCR assay

Reverse transcription of miRNA was performed with the use of the miRcute miRNA first-strand cDNA synthesis kit (TIANGEN, Beijing, China). The qRT-PCR experiments were performed in an Applied Biosystems 7500 (Life Technologies, CA, USA) following the instructions from the miRcute miRNA qPCR detection kit (TIANGEN, Beijing, China). The reaction for each sample was carried out in duplicate at 50 °C for 2 min, 95 °C for 10 min, followed by 40 amplification cycles of 95 °C for 15 s and 60 °C for 1 min. Our previous work have indicated that, ribosomal protein L38 (Rpl38) was one of the most stable reference genes in S. henanense [15]. Therefore, in this study, Rpl38 gene was employed as an endogenous control. The fold changes in mRNA between the Cd-treated group and the controls were calculated using the 2-∆∆Cq method, where ∆Cq indicated the subtraction of the Cq of Rpl38 from the miRNA of interest, and ∆∆Cq was calculated by subtracting the ∆Cq of the controls from that of the Cd-treated group. The sequences of Rpl38 and other miRNAs’ primers are listed in Table 8.

Table 8 Primers for real-time PCR of miRNAs

Target gene prediction and analysis

We extracted the 3′-untranslated regions (UTRs) and 5′-UTRs from the published S. henanense transcriptome [15], as there exists no published genome information of S. henanense, Using two bioinformatics programs: Targetscan 7.0 and miRanda 3.3a, the putative target genes were predicted. The parameters of these two softwares were set as score > 50 and free energy < − 10 kcal/mol, respectively. The overlap genes between the two algorithms were identified as the target genes, whose enrichment analysis was conducted using GO terms and KEGG pathways.

Statistical analysis

All statistical analyses were performed with the Statistical Package for the Social Sciences software (Version 17.0; SPSS Inc., IL, USA). All the values were expressed as mean ± SD. Comparison between control and Cd-exposed groups was estimated with One-way ANOVA followed by LSD post hoc test, and p < 0.05 was considered to be statistically significant.

Availability of data and materials

All data produced by the study are disclosed in the manuscript and the additional files.

Abbreviations

Cd:

Cadmium

E. sinensis :

Eriocheir sinensis

miRNA:

microRNA

P. trituberculatus :

Portunus trituberculatus

qRT-PCR:

quantitative real-time PCR

Rpl38:

Ribosomal protein L38

S. henanense :

Sinopotamon henanense

S. paramamosain :

Scylla paramamosain

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Acknowledgements

We thank Yaping Li in the Genedenovo Biotechnologies for her assistance in the analysis of sequencing data.

Funding

This work was supported by the funding from the National Natural Science Foundation of China (No. 21806093) to Dr. Peng Xu, the funding from the National Natural Science Foundation of China (No. 31672293) to Dr. Lan Wang, the funding from the China Postdoctoral Science Foundation (No. 2019 T120342 and BR0890011) to Dr. Peng Xu, the funding for Innovative Projects in Colleges and Universities in Shanxi Province (No. 113548901027) to Dr. Peng Xu, and the funding for Key Discipline of the Common Colleges and Universities in Shanxi Province (No. 2011-SXDX-SWX-003) to Dr. Lan Wang.

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Authors and Affiliations

Authors

Contributions

PX, SCL, ML, CLW, SYQ, YL, MRZ, LW participated designed the experiment. HQG, HHW, YXX, JZ, XLM, HW performed the experiments. PX, FTL analyzed the data. PX, SCL, LW wrote the paper. All authors read and approved the manuscript.

Corresponding author

Correspondence to Lan Wang.

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In this study, the animal care and the experimental protocols were conducted in accordance with the guidelines approved by the Animal Care Committee at Shanxi University.

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The authors declare that they have no competing interests.

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Supplementary information

Additional file 1:

Conserved miRNAs identified from the hepatopancreas of the S. henanense.

Additional file 2:

Novel miRNA candidates identified from the hepatopancreas of the S. henanense.

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Xu, P., Guo, H., Wang, H. et al. Identification and profiling of microRNAs responsive to cadmium toxicity in hepatopancreas of the freshwater crab Sinopotamon henanense. Hereditas 156, 34 (2019). https://doi.org/10.1186/s41065-019-0110-z

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