Research article | Open | Open Peer Review | Published:
Dysregulation of hepatic microRNA expression profiles with Clonorchis sinensis infection
BMC Infectious Diseasesvolume 16, Article number: 724 (2016)
Clonorchiasis remains an important zoonotic parasitic disease worldwide. The molecular mechanisms of host-parasite interaction are not fully understood. Non-coding microRNAs (miRNAs) are considered to be key regulators in parasitic diseases. The regulation of miRNAs and host micro-environment may be involved in clonorchiasis, and require further investigation.
MiRNA microarray technology and bioinformatic analysis were used to investigate the regulatory mechanisms of host miRNA and to compare miRNA expression profiles in the liver tissues of control and Clonorchis sinensis (C. sinensis)-infected rats.
A total of eight miRNAs were downregulated and two were upregulated, which showed differentially altered expression profiles in the liver tissue of C. sinensis-infected rats. Further analysis of the differentially expressed miRNAs revealed that many important signal pathways were triggered after infection with C. sinensis, which were related to clonorchiasis pathogenesis, such as cell apoptosis and inflammation, as well as genes involved in signal transduction mechanisms, such as pathways in cancer and the Wnt and Mitogen-activated protein kinases (MAPK) signaling pathways.
The present study revealed that the miRNA expression profiles of the host were changed by C. sinensis infection. This dysregulation in miRNA expression may contribute to the etiology and pathophysiology of clonorchiasis. These results also provide new insights into the regulatory mechanisms of miRNAs in clonorchiasis, which may present potential targets for future C. sinensis control strategies.
Clonorchis sinensis (C. sinensis) is an important food-borne zoonotic parasite that causes an estimated 35 million human infections worldwide primarily throughout countries in eastern and southeast Asia, including China, Japan, Korea, and Vietnam [1, 2]. Human infection occurs by ingestion of insufficiently cooked freshwater fish harboring C. sinensis metacercariae. Persistent and chronic infections often lead to induction and progression of hepatobiliary diseases, such as cholangitis, cholelithiasis, cholecystitis, pancreatitis, hepatic fibrosis, cholangiocarcinoma, and liver cancer . However, the precise molecular pathogenic mechanisms in C. sinensis infection are not fully understood. Several studies have reported that C. sinensis infection induces changes to several biological responses of the host, such as inflammation, cirrhosis, and activation of nuclear factor-κB-mediated inflammation [4–6]. In addition, it is reported that C. sinensis excretory-secretory products (ESPs) can induce change to expression profiles of cancer-related microRNAs (miRNAs) in human cholangiocarcinoma cells . However, the modulatory mechanisms of these factors remain to be elucidated.
MiRNAs are a class of endogenous non-coding small RNAs (~22 nucleotides in size) that regulate gene expression at the post-transcriptional level and play important roles in the regulation of diverse physiological and pathological processes, such as cell maintenance, development, proliferation, differentiation, metabolism, and apoptosis . Also, miRNAs are reported to regulate a variety of developmental and physiological processes in various parasites , including Trypanosoma brucei, Toxoplasma gondii, and Schistosoma japonicum [10–12]. Some recent studies have investigated differences in miRNA expression profiles and related specific biological functions in parasite-infected hosts . For example, let-7i regulates Toll-like receptor 4 expression in cholangiocytes and contributes to epithelial immune responses against Cryptosporidium parvum infection . Furthermore, T. gondii infection was found to induce changes in mouse brain miRNA expression profiles . Hence, studying changes in host miRNA profiles following parasite infection will help to further elucidate host-parasite interactions. The discovery of the functions of miRNAs is expected to provide new insights into better understanding pathogenic mechanisms and control of these parasites.
Considering complex pathogenic mechanism of clonorchiasis, it is important to define in detail the host-parasite interaction. MiRNAs act as important mediators of host-parasite interaction and play important roles in host environment. However, knowledge of miRNAs functions after C. sinensis infection remains limited. Therefore, the objective of the present study was to analyze miRNA expression profiles in the liver following C. sinensis infection using microarray and bioinformatic analyses. The results of this study provide novel comparative information to potentially define the functional significance of host miRNAs, further elucidate the etiology and pathophysiology of clonorchiasis, and provide a better understanding of potential targets for future C. sinensis control strategies.
Parasites and hosts
C. sinensis metacercariae were harvested from the cyprinid Pseudorasbora parva captured in the Songhuajiang River, an endemic area of C. sinensis infection in China. Metacercariae were collected as described previously.
Wistar rats (5–6 weeks old, male) were purchased from the Harbin Medical University Laboratory Animal Center (Harbin, China) and housed in an air-conditioned room at 24 °C under a 12-h dark/light cycle with free access to standard laboratory food and water. The rats were individually infected orally with 50 metacercariae. Parasitic infection was assessed by detection of parasite eggs in stool samples and pathological findings. Mock-infected control rats were similarly administered with 50 μl of sterile normal solution. All animal care and experimental procedures were conducted in accordance with the guidelines for animal use in toxicology.
Total RNA isolation and microarray analysis
The animals were sacrificed at 3 weeks post-infection and the livers were harvested and preserved in TRIzol reagent (Shanghai Invitrogen Biotechnology Co., Ltd., Shanghai, China) at −80 °C, according to the manufacturer’s protocol, until RNA extraction. Total RNA was extracted from the liver tissues of Wistar rats using the mirVana isolation kit (Applied Biosystem p/n AM1556), according to the manufacturer’s protocol. Total RNA was quantified using the NanoDrop ND-2100 spectrophotometer (Thermo Fisher Scientific, Inc., Waltham, MA, USA) and subsequently RNA integrity was assessed using the Agilent 2100 bioanalyzer system (Agilent Technologies, Santa Clara, CA, USA).
Before small RNA isolation, all RNA templates with good integrity of the same group were pooled. The sample labeling, microarray hybridization, and washing were performed in accordance with the manufacturer’s standard protocols. Briefly, total RNA were tailed with Poly A and labeled with biotin. Then, the labeled RNAs were hybridized onto the microarray. After washing and staining the slides, the microarrays were scanned using the Affymetrix Scanner 3000 (Affymetrix). All microarray analyses were performed by Shanghai Oebiotech Co. Ltd., Shanghai, China.
Affymetrix GeneChip Command Console software (version 4.0, Affymetrix) was used to analyze array images to obtain raw data, which was normalized using the robust multiarray average method. Next, Genespring software (version 12.5; Agilent Technologies) was used for the following data analysis. Differentially expressed miRNAs were then identified through fold change as well as the probability (p) value calculated using the t-test. The threshold set for up- and down-regulated genes was a fold change of ≥ 1.5 and a p value of ≤ 0.05. All dysregulated miRNAs were subjected to hierarchical clustering analysis and the results are presented in a heat map.
MiRNA targeted gene prediction and bioinformatics analysis
Target genes of differentially expressed miRNAs were the intersection predicted with three databases: TargetScan (http://www.targetscan.org/), PITA (http://genie.weizmann.ac.il/pubs/mir07/mir07_data.html), and microRNA.org (http://www.microrna.org/microrna/home.do). Gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses were applied to determine the roles of the target genes. Hierarchical clustering was performed to distinguish miRNA expression patterns among samples.
Validation of microarray data by qPCR analysis
Differentially expressed miRNAs were validated using quantitative stem-loop reverse transcription RT-PCR (qPCR) with SYBR green and specifically designed primers. U6 RNA was selected as a housekeeping miRNA for normalization of miRNA expression. The RNA templates for qPCR analysis were obtained from the same samples used for microarray hybridizations. Total RNA from tissues was quantified using a Nanodrop-1000 spectrophotometer and reverse-transcribed to cDNA using RT primers and the SuperScript™ III Reverse Transcriptase kit (Invitrogen Corporation, Carlsbad, CA, USA). Each 20-μL qPCR reaction contained 10 μL of SYBR@ Premix Ex Taq™II polymerase (TaKaRa, Bio, Inc., Dalian, China), 0.8 μL of a forward/reverse primer mixture, 1 μL of cDNA template, and 8.2 μL of Easy Dilution buffer. The cycling protocol was as follows: 95 °C for 30 s, followed by 45 cycles of 95 °C for 20 s, 60 °C for 20 s, and 72 °C for 20 s (single), and then by 1 cycle of 95 °C for 0 s, 65 °C for 5 s, and 45 °C for 5 s. Quantification of each miRNA relative to U6 was calculated using the 2–ΔΔCt method. All assays were performed in triplicate.
Data are expressed as the mean ± standard deviation. Differences in variables between groups were determined using the t-test. A p value of < 0.05 was considered statistically significant and all statistical analyses were performed using SPSS 11.0 software (IBM-SPSS, Inc., Chicago, IL, USA).
Differentially expressed miRNAs
A total of 728 mature miRNAs sequences of rat liver tissues (Sanger miRbase v17.0) were subjected to miRNA microarray analysis. miRNAs differentially expressed between infected and uninfected animals by an upregulation or downregulation with a signal intensity of >500 are shown in Fig. 1. Log 2 values and fold changes of 10 differentially expressed miRNAs in the livers of Wistar rats infected with C. sinensis (two upregulated miRNAs and eight downregulated miRNAs) are presented in Table 1. Among these miRNAs, rno-miR-335 was downregulated the greatest by almost 6-fold.
Biological functions of the differentially expressed miRNAs
The main functions of the differentially expressed miRNAs in response to C. sinensis infection are shown in Table 2. Most of the differentially regulated miRNAs were annotated as involved in cellular processes, with a direct function of cellular response to stimulus, differentiation, and apoptosis. MiR-335 is reportedly involved in the inhibition of proliferation, migration, and invasion of hepatic stellate cells (HSCs), while miR-146a-5p suppresses activation and proliferation of HSCs in nonalcoholic fibrosing steatohepatitis, and miR-18a-5p increases differentiation of vascular smooth muscle cells.
Prediction of miRNA target genes
We next predicted the functions and the target genes of the differentially expressed hepatic miRNAs following C. sinensis infection using KEGG pathway analysis and functional enrichment analysis within the biological process GO categories. These analyses identified only two potential target genes (miR-335 and miR-3559-3p) using the three online software programs (TargetScan, PITA, and microRNA.org) databases. The number of target genes predicted for the differentially expressed miRNAs varied from 8 to 556.
GO analyses of differentially expressed miRNAs
The predicted target genes were classified according to GO functional annotations. As shown in Fig. 2, there were 20 enriched GO annotations among the predicted target genes of differentially expressed miRNAs. The GO analyses of these predicted target genes revealed that some had potentially important biological functions in the host regarding defense against C. sinensis infection. The GO-specific functions were mainly involved in biological processes (e.g., negative regulation of fibroblast growth factor receptor signaling pathway, zinc II ion transport, and protein phosphorylation), cell components (e.g., endoplasmic reticulum, extracellular exosome, and Golgi apparatus), and molecular functions (e.g., protein binding, calcium channel regulator activity, and transcription co-repressor activity).
Target genes of differentially expressed miRNAs predicted by KEGG pathway analysis
The KEGG pathway analyses indicated that 10 pathways were subject to regulation by the miRNAs with altered levels, which included pathways involved in cancer progression, phosphatidylinositol signaling, Wnt signaling, and MAPK signaling (Fig. 3). Among these, 52 target genes associated with the altered miRNA levels were involved in cancer signaling and a total of 36 target genes were assigned to the MAPK signaling pathway, which is involved in a wide range of cellular responses, including gene expression, differentiation, proliferation, and apoptosis, as well as growth of malignant tumors. Furthermore, other miRNAs were associated with important pathways in immune regulation, especially chemokine signaling.
Validation of miRNA microarray data by qPCR analysis
Three selected miRNAs and the housekeeping miRNA miR-U6 were assayed by qPCR to confirm the results of the expression profiles identified by microarray analysis. The expression patterns validated by qPCR agreed with those of the microarray data, which confirmed that miR-335, miR-18a-5p, and miR-146a-5p were expressed in the liver (Fig. 4).
MiRNAs act as key regulators of gene expression at the post-transcriptional level and regulate a variety of biological processes, not only in the normal functioning of eukaryotic cells, but also dysregulation in the pathogenesis, progression, and prognosis of various diseases [15, 16]. miRNAs are essential for the complex life cycles of parasites and play important roles in the abilities of parasites to cause infection . Parasite-host interactions are complicated processes which including many factors. MiRNAs are considered an important player may be involved in the regulation of the molecular mechanism and host micro-environment . The miRNA expression profiles of C. sinensis have been investigated and analyzed . However, relatively few studies have investigated differences in miRNA expression patterns and associations with specific biological functions in hosts infected with C. sinensis. Therefore, to analyze the interplay between parasites and hosts at the miRNA level, we investigated changes in host miRNA profiles in the livers of Wistar rats 3 weeks post C. sinensis infection using microarray technology. The results of these analyses showed that most of the identified miRNAs were similar between infected liver samples and uninfected controls, indicating fundamental regulatory functions of most of these miRNAs. In addition, there were some differentially expressed miRNAs also found in the liver (two miRNAs were upregulated and eight were downregulated), which implied that C. sinensis infection altered host gene expression and subsequent changes in miRNA profiles targeting host trans-regulation factors. These specific miRNAs might be involved in pathophysiological processes underlying C. sinensis infection. These results will help to better elucidate the interplay between parasites and hosts, and further understanding of the host response.
A study has shown that C. sinensis infection can induce liver fibrosis . However, the mechanisms underlying infection-induced liver fibrosis remain poorly understood. Activation and migration of resident HSCs within the hepatic space of Disse play important roles in hepatic fibrosis, and miRNAs have been found to play essential roles in HSC differentiation and proliferation. The results of this study showed that miR-146a-5p, which is reported to suppress activation and proliferation of HSCs through directly targeting of the Wnt1 and Wnt5a genes , was differently expressed in the liver. miR-335, which is known to downregulate tenascin-C expression, inhibit HSC migration, and reduce the activities of α-SMA and collagen type I , was downregulated in the liver of rats infected with C. sinensis. Thus, our results suggest that miR-146a-5p and miR-335 might play important roles in the regulation of hepatic fibrosis at the post-transcriptional level following C. sinensis infection.
Furthermore, research had shown that C. sinensis infection could result in apoptosis of host hepatic cells. Hence, apoptosis may be an important modulator in host-C. sinensis interactions and host self-regulation . Our results indicated that the functions of miR-15b-5p and miR-335, which were upregulated in the rat liver following C. sinensis infection, include regulation of apoptosis [23, 24]. However, future experiments are required to further reveal the functions of miR-15b-5p and miR-335 during C. sinensis infection.
Other than apoptosis, miRNAs also regulate cellular growth, proliferation, metastasis, and differentiation. As shown in the present study, miR-18a-5p was differentially expressed in the livers of infected rats, which suggests that vascular smooth muscle cell differentiation may be altered following C. sinensis infection . miRNA-188-5p was significantly decreased in hepatocellular carcinoma, which suppresses tumor cell proliferation and metastasis by directly targeting FGF5 . Therefore, it is tempting to postulate that the downregulation of miR-188-5p partly contributes to the C. sinensis-associated induction of cell proliferation during the development of cholangiocarcinoma. It was reported that C. sinensis ESPs could induce change to the expression profiles of cancer-related miRNAs in human cholangiocarcinoma cells . However, the identification of specific mechanisms will have to be further explored. Meanwhile, the biological functions of five differentially expressed miRNAs, including miR-193-5p, miR-872-3p, miR-3559-3p, miR-3473, and let-7d-3p, in C. sinensis infection need to be further investigated.
The discovery of miRNA function sheds new light on the mechanisms underlying the pathogenesis of C. sinensis infection. Therefore, in the present study, GO and KEGG analyses were used to identify reported and predicted target genes involved in C. sinensis infection. The most enriched GOs were involved in zinc II ion transport, protein phosphorylation, and extracellular exosome and calcium channel regulator activities. miRNA analysis also identified some target genes that have been implicated in some important pathways and functional biological processes, such as cancer progression, phosphatidylinositol signaling, Wnt signaling, and MAPK signaling. Some GOs involved in the function of host-derived miRNAs in association with parasite infection need to be further studied.
There were some limitations to this study that should be addressed. First, the sample size was relatively limited, thus future comprehensive studies should be conducted to further validate these findings. Second, the target genes and proteins regulated by these altered miRNAs should be further analyzed to better elucidate potential relationships with clonorchiasis.
Analysis of miRNA expression profiles in the livers of C. sinensis-infected Wistar rats demonstrated that dysregulation of miRNAs may contribute to the etiology and pathophysiology of clonorchiasis. The present study provided novel miRNA-based information to increase our understanding of the pathophysiological processes underlying C. sinensis infection of the liver of Wistar rats and identified potential targets for future strategies to control C. sinensis. Further work needs to investigate for clarifying the direct association of the miRNAs with specific gene function in C. sinensis infection.
- C. sinensis :
Kyoto Encyclopedia of Genes and Genomes
Mitogen-activated protein kinases
Lai DH, Hong XK, Su BX, Liang C, Hide G, Zhang XL, et al. Current status of Clonorchis sinensis and clonorchiasis in China. Trans R Soc Trop Med Hyg. 2016;110:21–7. doi:10.1093/trstmh/trv100.
Han S, Zhang XL, Wen JS, Li YH, Shu J, Ling H, et al. A combination of theKato-Katz methods and ELISA to improve the diagnosis of clonorchiasis in an endemic area. China PLoS One. 2012;7:e46977. doi:10.1371/journal.pone.0046977.
Keiser J, Utzinger J. Emerging foodborne trematodiasis. Emerg Infect Dis. 2005;11:1507–14. doi:10.3201/eid1110.050614.
Nam JH, Moon JH, Kim IK, Lee MR, Hong SJ, Ahn JH, et al. Free radicals enzymatically triggered by Clonorchis sinensis excretory-secretory products cause NF-kappaB-mediated inflammation in human cholangiocarcinoma cells. Int J Parasitol. 2011;42:103–13. doi:10.1016/j.ijpara.2011.11.001.
Hong ST, Fang Y. Clonorchis sinensis and clonorchiasis, an update. Parasitol Int. 2012;61:17–24. doi:10.1016/j.parint.2011.06.007.
Petney TN, Andrews RH, Saijuntha W, Wenz-Mücke A, Sithithaworn P. The zoonotic, fish-borne liver flukes Clonorchis sinensis, Opisthorchis felineus and Opisthorchis viverrini. Int J Parasitol. 2013;43:1031–46. doi:10.1016/j.ijpara.2013.07.007.
Pak JH, Kim IK, Kim SM, Maeng S, Song KJ, Na BK, et al. Induction of cancer-related microRNA expression profiling using excretory-secretory products of Clonorchis sinensis. Parasitol Res. 2014;113:4447–55. doi:10.1007/s00436-014-4127-y.
Guo H, Ingolia NT, Weissman JS, Bartel DP. Mammalian microRNAs predominantly act to decrease target mRNA levels. Nature. 2010;466:835–40. doi:10.1038/nature09267.
Liu Q, Tuo W, Gao H, Zhu XQ. MicroRNAs of parasites: current status and future perspectives. Parasitol Res. 2010;107:501–7. doi:10.1007/s00436-010-1927-6.
Xu MJ, Zhou DH, Nisbet AJ, Huang SY, Fan YF, Zhu XQ. Characterization of mouse brain microRNAs after infection with cyst-forming Toxoplasma gondii. Parasit Vectors. 2013;6:154. doi:10.1186/1756-3305-6-154.
Linhares-Lacerda L, Palu CC, Ribeiro-Alves M, Paredes BD, Morrot A, Garcia-Silva MR, et al. Differential expression of microRNAs in thymic epithelial cells from Trypanosoma cruzi acutely infected mice: putative role in thymic atrophy. Front Immunol. 2015;6:428. doi:10.3389/fimmu.2015.00428.
Sun J, Wang S, Li C, Ren Y, Wang J. Novel expression profiles of microRNA ssuggest that specific miRNAs regulate gene expression for the sexual maturation of female Schistosoma japonicum after pairing. Parasit Vectors. 2014;10:177. doi:10.1186/1756-3305-7-177.
Han HX, Peng JB, Hong Y, Zhang M, Han YH, Fu ZQ, et al. Comparison of the differential expression miRNAs in Wistar rats before and 10 days after S.japonicum infection. Parasit Vectors. 2013;6:120. doi:10.1186/1756-3305-6-120.
Chen XM, Splinter PL, O'Hara SP, LaRusso NF. A cellular micro-RNA, let-7i, regulates Toll-like receptor 4 expression and contributes to cholangiocyte immune responses against Cryptosporidium parvum infection. J Biol Chem. 2007;282:28929–38. doi:10.1074/jbc.M702633200.
Yu L, Gu T, Shi E, Wang Y, Fang Q, Wang C. Dysregulation of renal microRNA expression after deep hypothermic circulatory arrest in rats. Eur J Cardiothorac Surg. 2016;49:1725–31. doi:10.1093/ejcts/ezv460.
Li JB, Tan S, Kooger R, Zhang CY, Zhang Y. MicroRNAs as novel biological targets for detection and regulation. Chem Soc Rev. 2014;43:506–17. doi:10.1039/c3cs60312a.
He JJ, Ma J, Wang JL, Xu MJ, Zhu XQ. Analysis of miRNA expression profiling in mouse spleen affected by acute Toxoplasma gondii infection. Infect Genet Evol. 2016;37:137–42. doi:10.1016/j.meegid.2015.11.005.
Xu MJ, Liu Q, Nisbet AJ, Cai XQ, Yan C, Lin RQ, et al. Identification and characterization of microRNAs in Clonorchis sinensis of human health significance. BMC Genomics. 2010;11:521. doi:10.1186/1471-2164-11-521.
Yan C, Wang L, Li B, Zhang BB, Zhang B, Wang YH, et al. The expression dynamics of transforming growth factor-beta/Smad signaling in the liver fibrosis experimentally caused by Clonorchis sinensis. Parasit Vectors. 2015;8:70. doi:10.1186/s13071-015-0675-y.
Du JH, Niu XM, Wang Y, Kong LB, Wang RQ, Zhang YG, et al. MiR-146a-5p suppresses activation and proliferation of hepatic stellate cells in nonalcoholic fibrosing steatohepatitis through directly targeting Wnt1 and Wnt5a. Sci Rep. 2015;5:16163. doi:10.1038/srep16163.
Chen C, Wu CQ, Zhang ZQ, Yao DK, Zhu L. Loss of expression of miR-335 is implicated in hepatic stellate cell migration and activation. Exp Cell Res. 2011;317:1714–25. doi:10.1016/j.yexcr.2011.05.001.
Zhang XL, Jin ZF, Da R, Dong YX, Song WQ, Chen XB, et al. Fas/FasL-dependent apoptosis of hepatocytes induced in rat and patients with Clonorchis sinensis infection. Parasitol Res. 2008;103:393–9. doi:10.1007/s00436-008-0985-5.
Yang Y, Hou N, Wang XF, Wang LM, Chang S, He K, et al. miR-15b-5p induces endoplasmic reticulum stress and apoptosis in human hepatocellular carcinoma, both in vitro and in vivo, by suppressing Rab1A. Oncotarget. 2015;6:16227–38. doi:10.18632/oncotarget.3970.
Yang BR, Huang J, Liu H, Guo WC, Li GC. miR-335 directly, while miR-34a indirectly modulate survivin expression and regulate growth, apoptosis, and invasion of gastric cancer cells. Tumour Biol. 2015; 29. doi: 10.1007/s13277-015-3951-8.
Kee HJ, Kim GR, Cho SN, Kwon JS, Ahn Y, Kook H, et al. miR-18a-5p MicroRNA increases vascular smooth muscle cell differentiation by downregulating syndecan4. Korean Circ J. 2014;44:255–63. doi:10.4070/kcj.2014.44.4.255.
Fang F, Chang RM, Yu L, Lei X, Xiao S, Yang H, et al. MicroRNA-188-5p suppresses tumor cell proliferation and metastasis by directly targeting FGF5 in hepatocellular carcinoma. J Hepatol. 2015;63:874–85. doi:10.1016/j.jhep.2015.05.008.
We thank the staff of laboratory animal research center of Harbin Medical University for their cooperation and support. We thank Dr. Yujuan Shen for her help and assistance.
This work was supported by China Postdoctoral Science Foundation (Nos. 2014 M550786 and 2015 T80117), National Natural Science Foundation of China (Nos. 81401684 and 81601785), Harbin medical university scientific research innovation fund (No. 2016JCZX27) and Natural Science Younth Foundation of Heilongjiang Province(No. QC2014C093). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Availability of data and materials
All the data supporting our findings is contained within the manuscript. Full details of the miRNA microarray analyses were deposited in the Gene Expression Omnibus (GEO; http://www.ncbi.nlm.nih.gov/geo/) public database with the associated platform accession number GPL21572. The entire microarray data set was MIAME compliant. The raw data are available through GEO under Accession: GSE88708.
Conceived and designed the experiments: SH XZ JC. Performed the experiments: SH YL XZ. Analyzed the data: SH XZ. Contributed reagents/materials/analysis tools: SH QRT XL RC XZ. Wrote the paper: SH XZ JC. All authors read and approved the final version of the manuscript.
The authors declare that they have no competing interests.
Consent for publication
All animal procedures were conducted in accordance with Institutional Animal Care and Use Guidelines and were approved by the Animal Ethics Committee of Harbin Medical University.