Abstract
Takifugu rubripes (T. rubripes) is a valuable commercial fish, and Cryptocaryon irritans (C. irritans) has a significant impact on its aquaculture productivity. DNA methylation is one of the earliest discovered ways of gene epigenetic modification and also an important form of modification, as well as an essential type of alteration that regulates gene expression, including immune response. To further explore the anti-infection mechanism of T. rubripes in inhibiting this disease, we determined genome-wide DNA methylation profiles in the gill of T. rubripes using whole-genome bisulfite sequencing (WGBS) and combined with RNA sequence (RNA-seq). A total of 4659 differentially methylated genes (DMGs) in the gene body and 1546 DMGs in the promoter between the infection and control group were identified. And we identified 2501 differentially expressed genes (DEGs), including 1100 upregulated and 1401 downregulated genes. After enrichment analysis, we identified DMGs and DEGs of immune-related pathways including MAPK, Wnt, ErbB, and VEGF signaling pathways, as well as node genes prkcb, myca, tp53, and map2k2a. Based on the RNA-Seq results, we plotted a network graph to demonstrate the relationship between immune pathways and functional related genes, in addition to gene methylation and expression levels. At the same time, we predicted the CpG island and transcription factor of four immune-related key genes prkcb and mapped the gene structure. These unique discoveries could be helpful in the understanding of C. irritans pathogenesis, and the candidate genes screened may serve as optimum methylation-based biomarkers that can be utilized for the correct diagnosis and therapy T. rubripes in the development of the ability to resist C. irritans infection.
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References
Abrams ST, Lakum T, Lin K, Jones GM, Treweeke AT, Farahani M, Hughes M, Zuzel M, Slupsky JR (2007) B-cell receptor signaling in chronic lymphocytic leukemia cells is regulated by overexpressed active protein kinase CbetaII. Blood 109:1193–1201
Arthur JS, Ley SC (2013) Mitogen-activated protein kinases in innate immunity. Nat Rev Immunol 13:679–692
Awamleh Z, Goodman S, Choufani S, Weksberg R (2023) DNA methylation signatures for chromatinopathies: current challenges and future applications. Hum Genet. https://doi.org/10.1007/s00439-023-02544-2
Bai J, Jiang X, He M, Chan BCB, Wong AOL (2019) Novel mechanisms for IGF-I regulation by glucagon in carp hepatocytes: up-regulation of HNF1alpha and CREB expression via signaling crosstalk for IGF-I gene transcription. Front Endocrinol (lausanne) 10:605
Bartholomeusz C, Gonzalez-Angulo AM, Liu P, Hayashi N, Lluch A, Ferrer-Lozano J, Hortobagyi GN (2012) High ERK protein expression levels correlate with shorter survival in triple-negative breast cancer patients. Oncologist 17:766–774
Beemelmanns A, Ribas L, Anastasiadi D, Moraleda-Prados J, Zanuzzo FS, Rise ML, Gamperl AK (2021) DNA methylation dynamics in Atlantic salmon (Salmo salar) challenged with high temperature and moderate hypoxia. Front Marine Sci 7:604878
Bird AP (1984) DNA methylation–how important in gene control? Nature 307:503–504
Bize P, Piault R, Gasparini J, Roulin A (2010) Indirect costs of parasitism are shaped by variation in the type of immune challenge and food availability. Evol Biol 37:169–176
Bolger AM, Lohse M, Usadel B (2014) Trimmomatic: a flexible trimmer for Illumina sequence data. Bioinformatics 30:2114–2120
Bononi A, Agnoletto C, De Marchi E, Marchi S, Patergnani S, Bonora M, Giorgi C, Missiroli S, Poletti F, Rimessi A, Pinton P (2011) Protein kinases and phosphatases in the control of cell fate. Enzyme Res 2011
Bravo S, Leiva F, Moya J, Guzman O, Vidal R (2023) Unveiling the role of dynamic alternative splicing modulation after infestation with sea lice (Caligus rogercresseyi) in Atlantic salmon. Mar Biotechnol (NY) 25:223–234
Chen P, Xiao WF, Pan MH, Xiao JS, Feng YJ, Dong ZQ, Zou BX, Zhou L, Zhang YH, Lu C (2020) Comparative genome-wide DNA methylation analysis reveals epigenomic differences in response to heat-humidity stress in Bombyx mori. Int J Biol Macromol 164:3771–3779
Cheng JX, Xia YQ, Liu YF, Liu PF, Liu Y (2021) Transcriptome analysis in Takifugu rubripes and Dicentrarchus labrax gills during Cryptocaryon irritans infection. J Fish Dis 44:249–262
Cheong E, Zheng Y, Lee K, Lee J, Kim S, Sanati M, Lee S, Kim YS, Shin HS (2009) Deletion of phospholipase C beta4 in thalamocortical relay nucleus leads to absence seizures. Proc Natl Acad Sci U S A 106:21912–21917
Corrales J, Fang X, Thornton C, Mei W, Barbazuk WB, Duke M, Scheffler BE, Willett KL (2014) Effects on specific promoter DNA methylation in zebrafish embryos and larvae following benzo[a]pyrene exposure. Comp Biochem Physiol C Toxicol Pharmacol 163:37–46
Dan XM, Li AX, Lin XT, Teng N, Zhu XQ (2006) A standardized method to propagate Cryptocaryon irritans on a susceptible host pompano Trachinotus ovatus. Aquaculture 258:127–133
Dang YF, Qiu TX, Song DW, Liu L (2019) PMA-triggered PKCepsilon activity enhances Nrf2-mediated antiviral response on fish rhabdovirus infection. Fish Shellfish Immunol 87:871–878
Daniunaite K, Bakavicius A, Zukauskaite K, Rauluseviciute I, Lazutka JR, Ulys A, Jankevicius F, Jarmalaite S (2021) Promoter methylation of PRKCB, ADAMTS12, and NAALAD2 is specific to prostate cancer and predicts biochemical disease recurrence. Int J Mol Sci 22. https://doi.org/10.3390/ijms22116091
Dehghani S, Nosrati R, Yousefi M, Nezami A, Soltani F, Taghdisi SM, Abnous K, Alibolandi M, Ramezani M (2018) Aptamer-based biosensors and nanosensors for the detection of vascular endothelial growth factor (VEGF): a review. Biosens Bioelectron 110:23–37
Ding Y, He F, Wen H, Li J, Ni M, Chi M, Qian K, Bu Y, Zhang D, Si Y, Zhao J (2013) DNA methylation status of cyp17-II gene correlated with its expression pattern and reproductive endocrinology during ovarian development stages of Japanese flounder (Paralichthys olivaceus). Gene 527:82–88
Drosten M, Barbacid M (2020) Targeting the MAPK pathway in KRAS-driven tumors. Cancer Cell 37:543–550
Eom YS, Shah FH, Kim SJ (2022) Sulforaphane induces cell differentiation, melanogenesis and also inhibit the proliferation of melanoma cells. Eur J Pharmacol 921:147894
Fang W, Chen Q, Cui K, Chen Q, Li X, Xu N, Mai K, Ai Q (2021) Lipid overload impairs hepatic VLDL secretion via oxidative stress-mediated PKCdelta-HNF4alpha-MTP pathway in large yellow croaker (Larimichthys crocea). Free Radic Biol Med 172:213–225
Feng H, Conneely KN, Wu H (2014) A Bayesian hierarchical model to detect differentially methylated loci from single nucleotide resolution sequencing data. Nucleic Acids Res 42:e69
Fragou D, Zanos P, Kouidou S, Njau S, Kitchen I, Bailey A, Kovatsi L (2013) Effect of chronic heroin and cocaine administration on global DNA methylation in brain and liver. Toxicol Lett 218:260–265
Gioacchini G, Giorgini E, Olivotto I, Maradonna F, Merrifield DL, Carnevali O (2014) The influence of probiotics on zebrafish Danio rerio innate immunity and hepatic stress. Zebrafish 11:98–106
Goldberg AD, Allis CD, Bernstein E (2007) Epigenetics: a landscape takes shape. Cell 128:635–638
Gomez R, Barter MJ, Alonso-Perez A, Skelton AJ, Proctor C, Herrero-Beaumont G, Young DA (2023) DNA methylation analysis identifies key transcription factors involved in mesenchymal stem cell osteogenic differentiation. Biol Res 56:9
Gregorieff A, Clevers H (2005) Wnt signaling in the intestinal epithelium: from endoderm to cancer. Genes Dev 19:877–890
Hagiwara K, Ito H, Murate T, Miyata Y, Ohashi H, Nagai H (2012) PROX1 overexpression inhibits protein kinase C beta II transcription through promoter DNA methylation. Genes Chromosomes Cancer 51:1024–1036
He L, Liang X, Wang Q, Yang C, Li Y, Liao L, Zhu Z, Wang Y (2022) Genome-wide DNA methylation reveals potential epigenetic mechanism of age-dependent viral susceptibility in grass carp. Immun Ageing 19:28
Hernandez-Hernandez A, Ray P, Litos G, Ciro M, Ottolenghi S, Beug H, Boyes J (2006) Acetylation and MAPK phosphorylation cooperate to regulate the degradation of active GATA-1. EMBO J 25:3264–3274
Hopirtean C, Nagy V (2018) Optimizing the use of anti VEGF targeted therapies in patients with metastatic colorectal cancer: review of literature. Clujul Med 91:12–17
Hou C, Song S, Zhu L, Shi L, Tan B, Zhang S (2021) Growth, immunity, and transcriptome response to dietary Wnt/β-catenin pathway activator TWS119 in Penaeus vannamei. Front Marine Sci 8:685429
Hu Q, Ao Q, Tan Y, Gan X, Luo Y, Zhu J (2020) Genome-wide DNA methylation and RNA analysis reveal potential mechanism of resistance to Streptococcus agalactiae in GIFT strain of Nile tilapia (Oreochromis niloticus ). J Immunol 204:3182–3190
Jackson JP, Lindroth AM, Cao X, Jacobsen SE (2002) Control of CpNpG DNA methylation by the KRYPTONITE histone H3 methyltransferase. Nature 416:556–560
Jeffrey KL, Brummer T, Rolph MS, Liu SM, Callejas NA, Grumont RJ, Gillieron C, Mackay F, Grey S, Camps M, Rommel C, Gerondakis SD, Mackay CR (2006) Positive regulation of immune cell function and inflammatory responses by phosphatase PAC-1. Nat Immunol 7:274–283
Jones PA, Baylin SB (2002) The fundamental role of epigenetic events in cancer. Nat Rev Genet 3:415–428
Kovanen PE, Bernard J, Al-Shami A, Liu C, Bollenbacher-Reilley J, Young L, Pise-Masison C, Spolski R, Leonard WJ (2008) T-cell development and function are modulated by dual specificity phosphatase DUSP5. J Biol Chem 283:17362–17369
Krueger F, Andrews SR (2011) Bismark: a flexible aligner and methylation caller for Bisulfite-Seq applications. Bioinformatics 27:1571–1572
Li J, Huang KL, Zhang T, Li H, Zhao J, Wang H (2016) Pan-cancer methylation and expression profiling of adenocarcinomas revealed epigenetic silencing in the WNT signaling pathway. Neoplasma 63:208–214
Li P, Gatlin DM (2006) Nucleotide nutrition in fish: current knowledge and future applications. Aquaculture 251:141–152
Li QJ, Yang SH, Maeda Y, Sladek FM, Sharrocks AD, Martins-Green M (2003) MAP kinase phosphorylation-dependent activation of Elk-1 leads to activation of the co-activator p300. EMBO J 22:281–291
Li Y, Jiang B, Mo Z, Li A, Dan X (2021) Cryptocaryon irritans (Brown, 1951) is a serious threat to aquaculture of marine fish. Rev Aquac 14:218–236
Lister R, Pelizzola M, Dowen RH, Hawkins RD, Hon G, Tonti-Filippini J, Nery JR, Lee L, Ye Z, Ngo QM, Edsall L, Antosiewicz-Bourget J, Stewart R, Ruotti V, Millar AH, Thomson JA, Ren B, Ecker JR (2009) Human DNA methylomes at base resolution show widespread epigenomic differences. Nature 462:315–322
Liu PF, Xia Y, Hua XT, Fan K, Li X, Zhang Z, Liu Y (2020) Quantitative proteomic analysis in serum of Takifugu rubripes infected with Cryptocaryon irritans. Fish Shellfish Immunol 104:213–221
Liu S, Chen X, Chen R, Wang J, Zhu G, Jiang J, Wang H, Duan S, Huang J (2017) Diagnostic role of Wnt pathway gene promoter methylation in non small cell lung cancer. Oncotarget 8:36354–36367
Liu W, Xie Y, Ma J, Luo X, Nie P, Zuo Z, Lahrmann U, Zhao Q, Zheng Y, Zhao Y, Xue Y, Ren J (2015) IBS: an illustrator for the presentation and visualization of biological sequences. Bioinformatics 31:3359–3361
Lopes GJ, Gois CC, Lima LH, Castrucci AM (2010) Modulation of rhodopsin gene expression and signaling mechanisms evoked by endothelins in goldfish and murine pigment cell lines. Braz J Med Biol Res 43:828–836
Lundregan SL, Makinen H, Buer A, Holand H, Jensen H, Husby A (2022) Infection by a helminth parasite is associated with changes in DNA methylation in the house sparrow. Ecol Evol 12:e9539
Ma D, Yang H, Sun L, Xu D (2014) Comparative analysis of transcriptomes from albino and control sea cucumbers, Apostichopus japonicus. Acta Oceanol Sin 33:55–61
Ma R, Yu Y, Liu X, Lei Y, Zhou S, Xie X, Jin S, Qian D, Yin F (2020) Transcriptomic analysis of Nibea albiflora skin in response to infection by Cryptocaryon irritans. Fish Shellfish Immunol 98:819–831
Mao X, Cai T, Olyarchuk JG, Wei L (2005) Automated genome annotation and pathway identification using the KEGG Orthology (KO) as a controlled vocabulary. Bioinformatics 21:3787–3793
Moiseeva O, Mallette FA, Mukhopadhyay UK, Moores A, Ferbeyre G (2006) DNA damage signaling and p53-dependent senescence after prolonged beta-interferon stimulation. Mol Biol Cell 17:1583–1592
Naz RK, Kumar G, Minhas BS (1994) Expression and role of c-myc protooncogene in murine preimplantation embryonic development. J Assist Reprod Genet 11:208–216
Paria BC, Dey SK, Andrews GK (1992) Antisense c-myc effects on preimplantation mouse embryo development. Proc Natl Acad Sci U S A 89:10051–10055
Park Y, Wu H (2016) Differential methylation analysis for BS-seq data under general experimental design. Bioinformatics 32:1446–1453
Peng WX, Huang JG, Yang L, Gong AH, Mo YY (2017) Linc-RoR promotes MAPK/ERK signaling and confers estrogen-independent growth of breast cancer. Mol Cancer 16:161
Persons DL, Yazlovitskaya EM, Pelling JC (2000) Effect of extracellular signal-regulated kinase on p53 accumulation in response to cisplatin. J Biol Chem 275:35778–35785
Pradhan MP, Desai A, Palakal MJ (2013) Systems biology approach to stage-wise characterization of epigenetic genes in lung adenocarcinoma. BMC Syst Biol 7:141
Qin W, Scicluna BP, Van Der Poll T (2021) The role of host cell DNA methylation in the immune response to bacterial infection. Front Immunol 12:696280
Sallustio F, Gesualdo L, Gallone A (2019) New findings showing how DNA methylation influences diseases. World J Biol Chem 10:1–6
Sears R, Nuckolls F, Haura E, Taya Y, Tamai K, Nevins JR (2000) Multiple Ras-dependent phosphorylation pathways regulate Myc protein stability. Genes Dev 14:2501–2514
Shao C, Li Q, Chen S, Zhang P, Lian J, Hu Q, Sun B, Jin L, Liu S, Wang Z, Zhao H, Jin Z, Liang Z, Li Y, Zheng Q, Zhang Y, Wang J, Zhang G (2014) Epigenetic modification and inheritance in sexual reversal of fish. Genome Res 24:604–615
Skowron K, Kwiecinska-Pirog J, Grudlewska K, Swieca A, Paluszak Z, Bauza-Kaszewska J, Walecka-Zacharska E, Gospodarek-Komkowska E (2018) The occurrence, transmission, virulence and antibiotic resistance of Listeria monocytogenes in fish processing plant. Int J Food Microbiol 282:71–83
Solovyev VV, Shahmuradov IA, Salamov AA (2010) Identification of promoter regions and regulatory sites. Methods Mol Biol 674:57–83
Stromqvist M, Tooke N, Brunstrom B (2010) DNA methylation levels in the 5’ flanking region of the vitellogenin I gene in liver and brain of adult zebrafish (Danio rerio)–sex and tissue differences and effects of 17alpha-ethinylestradiol exposure. Aquat Toxicol 98:275–281
Sun L, Nguyen AT, Spitsbergen JM, Gong Z (2015) Myc-induced liver tumors in transgenic zebrafish can regress in tp53 null mutation. PLoS ONE 10:e0117249
Sun S, Cao X, Castro LFC, Monroig O, Gao J (2021) A network-based approach to identify protein kinases critical for regulating srebf1 in lipid deposition causing obesity. Funct Integr Genomics 21:557–570
Surdez D, Benetkiewicz M, Perrin V, Han ZY, Pierron G, Ballet S, Lamoureux F, Redini F, Decouvelaere AV, Daudigeos-Dubus E, Geoerger B, De Pinieux G, Delattre O, Tirode F (2012) Targeting the EWSR1-FLI1 oncogene-induced protein kinase PKC-beta abolishes Ewing sarcoma growth. Cancer Res 72:4494–4503
Takaoka A, Hayakawa S, Yanai H, Stoiber D, Negishi H, Kikuchi H, Sasaki S, Imai K, Shibue T, Honda K, Taniguchi T (2003) Integration of interferon-alpha/beta signalling to p53 responses in tumour suppression and antiviral defence. Nature 424:516–523
Tost J (2010) DNA methylation: an introduction to the biology and the disease-associated changes of a promising biomarker. Mol Biotechnol 44:71–81
Tsai WB, Aiba I, Long Y, Lin HK, Feun L, Savaraj N, Kuo MT (2012) Activation of Ras/PI3K/ERK pathway induces c-Myc stabilization to upregulate argininosuccinate synthetase, leading to arginine deiminase resistance in melanoma cells. Cancer Res 72:2622–2633
Vertino PM, Yen RW, Gao J, Baylin SB (1996) De novo methylation of CpG island sequences in human fibroblasts overexpressing DNA (cytosine-5-)-methyltransferase. Mol Cell Biol 16:4555–4565
Wang C, Huang W, Lin J, Fang F, Wang X, Wang H (2020) Triclosan-induced liver and brain injury in zebrafish (Danio rerio) via abnormal expression of miR-125 regulated by PKCalpha/Nrf2/p53 signaling pathways. Chemosphere 241:125086
Wang H, Dang T, Feng J, Wu W, He L, Yang J (2023) Identification of differentially methylated genes for severe acne by genome-wide DNA methylation and gene expression analysis. Epigenetics 18:2199373
Wang J, Shi M, Zhang H, Zhou H, Huang Z, Zhou Y, Shi J (2022) PRKCB is relevant to prognosis of lung adenocarcinoma through methylation and immune infiltration. Thorac Cancer 13:1837–1849
Wang M, Wei X, Shi L, Chen B, Zhao G, Yang H (2014) Integrative genomic analyses of the histamine H1 receptor and its role in cancer prediction. Int J Mol Med 33:1019–1026
Wei M, Xu WT, Li HL, Wang L, Xiu YJ, Yang YM, Li YZ, Zhao FZ, Chen SL (2018) Molecular characterization and expression analysis of a novel r-spondin member (rspo2l) in Chinese tongue sole (Cynoglossus semilaevis). Fish Shellfish Immunol 72:436–442
Wu H, Xu T, Feng H, Chen L, Li B, Yao B, Qin Z, Jin P, Conneely KN (2015) Detection of differentially methylated regions from whole-genome bisulfite sequencing data without replicates. Nucleic Acids Res 43:e141
Wu P, Liu Y, Jiang WD, Jiang J, Zhao J, Zhang YA, Zhou XQ, Feng L (2017) A comparative study on antioxidant system in fish hepatopancreas and intestine affected by choline deficiency: different change patterns of varied antioxidant enzyme genes and Nrf2 signaling factors. PLoS ONE 12:e0169888
Wu S, Huang Y, Li S, Wen H, Zhang M, Li J, Li Y, Shao C, He F (2018) DNA methylation levels and expression patterns of Smyd1a and Smyd1b genes during metamorphosis of the Japanese flounder (Paralichthys olivaceus). Comp Biochem Physiol B Biochem Mol Biol 223:16–22
Xiu Y, Shao C, Zhu Y, Li Y, Gan T, Xu W, Piferrer F, Chen S (2019) Differences in DNA methylation between disease-resistant and disease-susceptible Chinese tongue sole (Cynoglossus semilaevis) families. Front Genet 10:847
Young MD, Wakefield MJ, Smyth GK, Oshlack A (2010) Gene ontology analysis for RNA-seq: accounting for selection bias. Genome Biol 11:R14
Zhang DL, Yu DH, Chen J, Chen C, Wang ZY (2015) Co-expression of march5b and tlr7 in large yellow croaker Larimichthys crocea in response to Cryptocaryon irritans infection. J Fish Biol 87:360–370
Zhang J, Fu Y, Li J, Wang J, He B, Xu S (2009) Effects of subchronic cadmium poisoning on DNA methylation in hens. Environ Toxicol Pharmacol 27:345–349
Zhang S, Fang S, Song S, Zheng Y, Tan B, Shi L (2021) Effect of changes in the activity of Wnt/β-catenin signalling pathway on the growth performance, immunity and transcriptome response in Litopenaeus vannamei. Aquac Rep 20:100774
Zhang S, Zhong B, Chen M, Yang L, Yang G, Li Y, Wang H, Wang G, Li W, Cui J, Hoffman AR, Hu J (2014) Epigenetic reprogramming reverses the malignant epigenotype of the MMP/TIMP axis genes in tumor cells. Int J Cancer 134:1583–1594
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We thank our colleagues who contributed to this study. We thank the Key Laboratory of Environment Controlled Aquaculture.
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This work was supported by the National Natural Science Fund of China (No. 61942106094) and the Liaoning Province Doctor Startup Fund Program (No. 2021-BS-233).
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Yu-qing Xia: performed the experiments, data curation, and writing, original draft. Yi-Yang: data curation. Yan-yun Liu and Jian-xin Cheng: analyzed the data. Ying Liu: contributed reagents/materials/analysis tools. Cheng-hua Li: investigation. Peng-fei Liu: reviewing.
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Xia, Yq., Yang, Y., Liu, Yy. et al. DNA Methylation Analysis Reveals Potential Mechanism in Takifugu rubripes Against Cryptocaryon irritans Infection. Mar Biotechnol 26, 288–305 (2024). https://doi.org/10.1007/s10126-024-10296-x
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DOI: https://doi.org/10.1007/s10126-024-10296-x