Skip to main content
Log in

Comprehensive Multi-omics Approaches Provide Insights to Summer Mortality in the Clam Meretrix petechialis

  • Published:
Marine Biotechnology Aims and scope Submit manuscript

Abstract

Bivalve mass mortalities have been reported worldwide, which not only can be explained as a result of pathogen infection, but may reflect changes in environments. Although these episodes were often reported, there was limited information concerning the molecular responses to various stressors leading to summer mortality. In the present work, RNA sequencing (RNA-seq), tandem mass tagging (TMT)-based quantitative proteomics, and 16S rRNA sequencing were used to explore the natural outbreak of summer mortality in the clam Meretrix petechialis. We identified a total of 172 differentially expressed genes (DEGs) and 222 differentially expressed proteins (DEPs) in the diseased group compared to the normal group. The inconsistent expression profiles of immune DEGs/DEPs may be due to the immune dysregulation of the diseased clams. Notably, 11 solute carrier family genes were found among the top 20 down-regulated genes in the diseased group, indicating that weakened transmembrane transport ability might occur in the diseased clams. Integration analysis of transcriptomic and proteomic results showed that many metabolic processes such as “arginine and proline metabolism” and “tyrosine metabolism” were inhibited in the diseased group, suggesting metabolic inhibition. Moreover, 16S rRNA sequencing revealed that the microbial composition of clam hepatopancreas was disordered in the diseased group. The comparison of DEGs expression between the natural summer mortality event and an artificial challenge experiment involving both Vibrio infection and heat stress revealed 9/15 genes showing similar expression trends between the two conditions, suggesting that the summer mortality might be caused by a combination of high temperature and Vibrio infection. These results would deepen our understanding of summer mortality and provide candidate resistance markers for clam resistance breeding.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8

Similar content being viewed by others

Data Availability

The transcriptome datasets in this study have been submitted to the Sequence Read Archive (SRA) of the National Center for Biotechnology Information with the BioProject accession number PRJNA1025978. The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium (http://proteomecentral.proteomexchange.org) via the iProX partner repository with the dataset identifier PXD046074.

References

  • Alfaro AC, Nguyen TV, Merien F (2019) The complex interactions of Ostreid herpesvirus 1, Vibrio bacteria, environment and host factors in mass mortality outbreaks of Crassostrea gigas. Rev Aquac 11:1148–1168

    Article  Google Scholar 

  • Barbosa Solomieu V, Renault T, Travers MA (2015) Mass mortality in bivalves and the intricate case of the Pacific oyster, Crassostrea gigas. J Invertebr Pathol 131:2–10

    Article  PubMed  Google Scholar 

  • Burdon D, Callaway R, Elliott M, Smith T, Wither A (2014) Mass mortalities in bivalve populations: a review of the edible cockle Cerastoderma edule (L.). Estuar Coast Shelf Sci 150:271–280

    Article  Google Scholar 

  • Burge CA, Griffin FJ, Friedman CS (2006) Mortality and herpesvirus infections of the Pacific oyster Crassostrea gigas in Tomales Bay, California, USA. Dis Aquat Org 72:31–43

    Article  Google Scholar 

  • Burzle M, Suzuki Y, Ackermann D, Miyazaki H, Maeda N, Clemencon B, Burrier R, Hediger MA (2013) The sodium-dependent ascorbic acid transporter family SLC23. Mol Aspects Med 34:436–454

    Article  CAS  PubMed  Google Scholar 

  • Chen YG, Yuan K, Zhang ZZ, Yuan FH, Weng SP, Yue HT, He JG, Chen YH (2016) Identification and functional characterization of a solute carrier family 15, member 4 gene in Litopenaeus vannamei. Dev Comp Immunol 57:57–66

    Article  CAS  PubMed  Google Scholar 

  • Clegg TA, Morrissey T, Geoghegan F, Martin SW, Lyons K, Ashe S, More SJ (2014) Risk factors associated with increased mortality of farmed Pacific oysters in Ireland during 2011. Prev Vet Med 113:257–267

    Article  PubMed  Google Scholar 

  • De Lorgeril J, Lucasson A, Petton B, Toulza E, Montagnani C, Clerissi C, Vidal-Dupiol J, Chaparro C, Galinier R, Escoubas JM, Haffner P, Degremont L, Charriere GM, Lafont M, Delort A, Vergnes A, Chiarello M, Faury N, Rubio T, Leroy MA, Perignon A, Regler D, Morga B, Alunno-Bruscia M, Boudry P, Le Roux F, Destoumieux-Garzomicronn D, Gueguen Y, Mitta G (2018) Immune-suppression by OsHV-1 viral infection causes fatal bacteraemia in Pacific oysters. Nat Commun 9:4215

    Article  PubMed  PubMed Central  Google Scholar 

  • Degremont L, Ernande B, Bédier E, Boudry P (2007) Summer mortality of hatchery-produced Pacific oyster spat (Crassostrea gigas). I. Estimation of genetic parameters for survival and growth. Aquaculture 262:41–53

    Article  Google Scholar 

  • Edgar RC (2013) UPARSE: highly accurate OTU sequences from microbial amplicon reads. Nat Methods 10:996–998

    Article  CAS  PubMed  Google Scholar 

  • Fabioux C, Huvet A, Lelong C, Robert R, Pouvreau S, Daniel JY, Minguant C, Le Pennec M (2004) Oyster vasa-like gene as a marker of the germline cell development in Crassostrea gigas. Biochem Bioph Res Co 320:592–598

    Article  CAS  Google Scholar 

  • Go J, Deutscher AT, Spiers ZB, Dahle K, Kirkland PD, Jenkins C (2017) Mass mortalities of unknown aetiology in Pacific oysters Crassostrea gigas in Port Stephens, New South Wales, Australia. Dis Aquat Org 125:227–242

    Article  CAS  Google Scholar 

  • Grabherr MG, Haas BJ, Yassour M, Levin JZ, Thompson DA, Amit I, Adiconis X, Fan L, Raychowdhury R, Zeng QD, Chen ZH, Mauceli E, Hacohen N, Gnirke A, Rhind N, Di Palma F, Birren BW, Nusbaum C, Lindblad-Toh K, Friedman N, Regev A (2011) Full-length transcriptome assembly from RNA-Seq data without a reference genome. Nat Biotechnol 29:644-U130

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Harris ED (2000) Cellular copper transport and metabolism. Annu Rev Nutr 20:291–310

    Article  CAS  PubMed  Google Scholar 

  • He Y, Li X, Shi C, Li Y, Li Q, Liu S (2022) Transcriptome profiling of the Pacific oyster (Crassostrea gigas) suggests distinct host immune strategy in response to Vibrio alginolyticus infection. Aquaculture 560:738563

    Article  CAS  Google Scholar 

  • Hine PM, Wesney B, Hay BE (1992) Herpesviruses associated with mortalities among hatchery-reared larval Pacific oysters Crassostrea-Gigas. Dis Aquat Org 12:135–142

    Article  Google Scholar 

  • Ivanina AV, Dickinson GH, Matoo OB, Bagwe R, Dickinson A, Beniash E, Sokolova IM (2013) Interactive effects of elevated temperature and CO2 levels on energy metabolism and biomineralization of marine bivalves Crassostrea virginica and Mercenaria mercenaria. Comp Biochem Phys A 166:101–111

    Article  CAS  Google Scholar 

  • Jiang FJ, Yue X, Wang HX, Liu BZ (2017) Transcriptome profiles of the clam Meretrix petechialis hepatopancreas in response to Vibrio infection. Fish Shellfish Immun 62:175–183

    Article  CAS  Google Scholar 

  • Jiang LL, Hong YJ, Xie GS, Zhang JH, Zhang HN, Cai ZW (2021) Comprehensive multi-omics approaches reveal the hepatotoxic mechanism of perfluorohexanoic acid (PFHxA) in mice. Sci Total Environ 790:148160

    Article  CAS  PubMed  Google Scholar 

  • Lattos A, Giantsis IA, Karagiannis D, Theodorou JA, Michaelidis B (2020) Gut symbiotic microbial communities in the IUCN critically endangered Pinna nobilis suffering from mass mortalities, revealed by 16S rRNA amplicon NGS. Pathogens 9:1002

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Le Roux F, Gay M, Lambert C, Waechter M, Poubalanne S, Chollet B, Nicolas JL, Berthe F (2002) Comparative analysis of Vibrio splendidus-related strains isolated during Crassostrea gigas mortality events. Aquat Living Resour 15:251–258

    Article  Google Scholar 

  • Li YF, Yang N, Liang X, Yoshida A, Osatomi K, Power D, Batista FM, Yang JL (2018) Elevated seawater temperatures decrease microbial diversity in the gut of Mytilus coruscus. Front Physiol 9:839

    Article  PubMed  PubMed Central  Google Scholar 

  • Li SM, Alfaro AC, Nguyen TV, Young T, Lulijwa R (2020) An integrated omics approach to investigate summer mortality of New Zealand greenshell (TM) mussels. Metabolomics 16:100

    Article  CAS  PubMed  Google Scholar 

  • Liang BB, Jiang FJ, Zhang SJ, Yue X, Wang HX, Liu BZ (2017) Genetic variation in vibrio resistance in the clam Meretrix petechialis under the challenge of Vibrio parahaemolyticus. Aquaculture 468:458–463

    Article  Google Scholar 

  • Liang ZW, Yang LW, Zheng JF, Zuo HL, Weng SP, He JG, Xu XP (2019) A low-density lipoprotein receptor (LDLR) class A domain-containing C-type lectin from Litopenaeus vannamei plays opposite roles in antibacterial and antiviral responses. Dev Comp Immunol 92:29–34

    Article  CAS  PubMed  Google Scholar 

  • Liu BZ, Dong B, Tang BJ, Zhang T, Xiang JJ (2006) Effect of stocking density on growth, settlement and survival of clam larvae, Meretrix meretrix. Aquaculture 258:344–349

    Article  Google Scholar 

  • Liu H, Zha S, Yang Z, Zhang W, Lin Z, Wang S, Bao Y (2022) Acute sulfide exposure induces hemocyte toxicity and microbiota dysbiosis in blood clam Tegillarca granosa. Aquat Toxicol 249:106224

    Article  CAS  PubMed  Google Scholar 

  • Livak KJ, Schmittgen TD (2001) Analysis of relative gene expression data using real-time quantitative PCR and the 2(T) (-Delta Delta C) method. Methods 25:402–408

    Article  CAS  PubMed  Google Scholar 

  • Lv Z, Qiu L, Wang M, Jia Z, Wang W, Xin L, Liu Z, Wang L, Song L (2018) Comparative study of three C1q domain containing proteins from pacific oyster Crassostrea gigas. Dev Comp Immunol 78:42–51

    Article  CAS  PubMed  Google Scholar 

  • Ma S, Shu X, Wang WX (2022) Multi-omics reveals the regulatory mechanisms of zinc exposure on the intestine-liver axis of golden pompano Trachinotus ovatus. Sci Total Environ 816:151497

    Article  CAS  PubMed  Google Scholar 

  • Magoc T, Salzberg SL (2011) FLASH: fast length adjustment of short reads to improve genome assemblies. Bioinformatics 27:2957–2963

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Malik AR, Willnow TE (2019). Excitatory amino acid transporters in physiology and disorders of the central nervous system. Int J Mol Sci, 20.

  • Monari M, Matozzo V, Foschi J, Cattani O, Serrazanetti GP, Marin MG (2007) Effects of high temperatures on functional responses of haemocytes in the clam Chamelea gallina. Fish Shellfish Immun 22:98–114

    Article  CAS  Google Scholar 

  • Nguyen TV, Alfaro AC, Merien F (2019) Omics approaches to investigate host-pathogen interactions in mass mortality outbreaks of Crassostrea gigas. Rev Aquac 11:1308–1324

    Article  Google Scholar 

  • Nie Q, Yue X, Liu BZ (2015) Development of Vibrio spp. infection resistance related SNP markers using multiplex SNaPshot genotyping method in the clam Meretrix meretrix. Fish Shellfish Immun 43:469–476

    Article  CAS  Google Scholar 

  • Ortega L, Celentano E, Delgado E, Defeo O (2016) Climate change influences on abundance, individual size and body abnormalities in a sandy beach clam. Mar Ecol Prog Ser 545:203–213

    Article  Google Scholar 

  • Petton B, Pernet F, Robert R, Boudry P (2013) Temperature influence on pathogen transmission and subsequent mortalities in juvenile Pacific oysters Crassostrea gigas. Aquacult Env Interac 3:257–273

    Article  Google Scholar 

  • Pizzagalli MD, Bensimon A, Superti-Furga G (2021) A guide to plasma membrane solute carrier proteins. Febs J 288:2784–2835

    Article  CAS  PubMed  Google Scholar 

  • Rubiolo JA, Lozano-Leon A, Rodriguez-Souto R, Rodriguez NF, Vieytes MR, Botana LM (2018) The impact of depuration on mussel hepatopancreas bacteriome composition and predicted metagenome. Anton Leeuw Int J G 111:1117–1129

    Article  CAS  Google Scholar 

  • Saco A, Rey-Campos M, Novoa B, Figueras A (2020) Transcriptomic response of mussel gills after a Vibrio splendidus infection demonstrates their role in the immune response. Front Immunol 11:615580

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Saco A, Panebianco A, Blanco S, Novoa B, Diz AP, Figueras A (2021) Integration of transcriptomics and proteomics improves the characterization of the role of mussel gills in a bacterial waterborne infection. Front Mar Sci 8:735309

    Article  Google Scholar 

  • Segarra A, Pepin JF, Arzul I, Morga B, Faury N, Renault T (2010) Detection and description of a particular Ostreid herpesvirus 1 genotype associated with massive mortality outbreaks of Pacific oysters, Crassostrea gigas, in France in 2008. Virus Res 153:92–99

    Article  CAS  PubMed  Google Scholar 

  • Solomieu VB, Renault T, Travers MA (2015) Mass mortality in bivalves and the intricate case of the Pacific oyster, Crassostrea gigas. J Invertebr Pathol 131:2–10

    Article  Google Scholar 

  • Soon TK, Ransangan J (2019) Extrinsic factors and marine bivalve mass mortalities: an overview. J Shellfish Res 38:223–232

    Article  Google Scholar 

  • Soon TK, Zheng HP (2020) Climate change and bivalve mass mortality in temperate regions. Rev Environ Contam T 251:109–129

    CAS  Google Scholar 

  • Soon TK, Denil DJ, Ransangan J (2016) High mortality and poor growth of green mussels, Perna viridis, in high chlorophyll-a environment. Ocean Sci J 51:43–57

    Article  Google Scholar 

  • Stojanov S, Berlec A, Štrukelj B (2020) The influence of probiotics on the Firmicutes/Bacteroidetes ratio in the treatment of obesity and inflammatory bowel disease. Microorganisms 8:1715

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Talmage SC, Gobler CJ (2011) Effects of elevated temperature and carbon dioxide on the growth and survival of larvae and juveniles of three species of Northwest Atlantic bivalves. PLoS ONE 6:e26941

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Tan KS, Ransangan J (2015) Factors influencing the toxicity, detoxification and biotransformation of paralytic shellfish toxins. Rev Environ Contam Toxicol 235:1–25

    CAS  PubMed  Google Scholar 

  • Tian J, Li YJ, Fu HR, Ren LT, He YM, Zhai SY, Yang B, Li Q, Liu NN, Liu SK (2021) Physiological role of CYP17A1-like in cadmium detoxification and its transcriptional regulation in the Pacific oyster, Crassostrea gigas. Sci Total Environ 796:149039

    Article  CAS  PubMed  Google Scholar 

  • Travers MA, Boettcher Miller K, Roque A, Friedman CS (2015) Bacterial diseases in marine bivalves. J Invertebr Pathol 131:11–31

    Article  PubMed  Google Scholar 

  • Vaughn CC, Hoellein TJ (2018) Bivalve impacts in freshwater and marine ecosystems. Annu Rev Ecol Evol S 49:183–208

    Article  Google Scholar 

  • Vezzulli L, Previati M, Pruzzo C, Marchese A, Bourne DG, Cerrano C, Consortium V (2010) Vibrio infections triggering mass mortality events in a warming Mediterranean Sea. Environ Microbiol 12:2007–2019

    Article  Google Scholar 

  • Villalba A, Carballal MJ, Lopez C, Cabada A, Corral L, Azevedo C (1999) Branchial rickettsia-like infection associated with clam Venerupis rhomboides mortality. Dis Aquat Org 36:53–60

    Article  Google Scholar 

  • Wang H, Yue X, Yu J, Wang R, Teng S, Fang J, Liu B (2020) Microbial community changes in the digestive tract of the clam Meretrix petechialis in response to Vibrio parahaemolyticus challenge. Journal of Oceanology and Limnology 39:329–339

    Article  Google Scholar 

  • Xiao H, Ford SE, Yang HS, Zhang GF, Zhang FS, Guo XM (2005) Studies on mass summer mortality of cultured zhikong scallops (Chlamys farreri Jones et Preston) in China. Aquaculture 250:602–615

    Article  Google Scholar 

  • Xun XG, Cheng J, Wang J, Li YP, Li X, Li ML, Lou JR, Kong YF, Bao ZM, Hu XL (2020) Solute carriers in scallop genome: gene expansion and expression regulation after exposure to toxic dinoflagellate. Chemosphere 241:124968

    Article  CAS  PubMed  Google Scholar 

  • Yang B, Zhai SY, Li X, Tian J, Li Q, Shan HW, Liu SK (2021) Identification of Vibrio alginolyticus as a causative pathogen associated with mass summer mortality of the Pacific oyster (Crassostrea gigas) in China. Aquaculture 535:736363

    Article  CAS  Google Scholar 

  • Young MD, Wakefield MJ, Smyth GK, Oshlack A (2010) Gene ontology analysis for RNA-seq: accounting for selection bias. Genome Biol 11:R14

    Article  PubMed  PubMed Central  Google Scholar 

  • Yue X, Liu BZ, Xiang JH, Jia JT (2010) Identification and characterization of the pathogenic effect of a Vibrio parahaemolyticus-related bacterium isolated from clam Meretrix meretrix with mass mortality. J Invertebr Pathol 103:109–115

    Article  PubMed  Google Scholar 

  • Yue X, Huan P, Hu YH, Liu BZ (2018) Integrated transcriptomic and proteomic analyses reveal potential mechanisms linking thermal stress and depressed disease resistance in the turbot Scophthalmus maximus. Sci Rep-Uk 8:1896

    Article  Google Scholar 

  • Zannella C, Mosca F, Mariani F, Franci G, Folliero V, Galdiero M, Tiscar PG, Galdiero M (2017) Microbial diseases of bivalve mollusks: infections, immunology and antimicrobial defense. Mar Drugs 15:182

    Article  PubMed  PubMed Central  Google Scholar 

  • Zhang SJ, Yue X, Jiang FJ, Wang HX, Liu BZ (2017) Identification of an MITF gene and its polymorphisms associated with the Vibrio resistance trait in the clam Meretrix petechialis. Fish Shellfish Immun 68:466–473

    Article  CAS  Google Scholar 

  • Zhang S, Yue X, Yu J, Wang H, Liu B (2019) MITF regulates downstream genes in response to Vibrio parahaemolyticus infection in the clam Meretrix Petechialis. Front Immunol 10:1547

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Zou LH, Liu BZ (2016) The polymorphisms of a MIF gene and their association with Vibrio resistance in the clam Meretrix meretrix. Dev Comp Immunol 62:116–126

    Article  CAS  PubMed  Google Scholar 

Download references

Funding

This research was supported by the Strategic Priority Research Program of the Chinese Academy of Sciences (XDA24030304), the Key Research and Development Program of Shandong (2021LZGC029), the earmarked fund for CARS-49, and the Taishan Industrial Leading Talents Project to Shandong Dehe Mingxing Biotechnology Co., Ltd. Chinese Academy of Sciences,XDA24030304,XDA24030304.

Author information

Authors and Affiliations

Authors

Contributions

Jing Tian, Hongxia Wang, and Xin Yue performed the experiment. Jing Tian analyzed the data and drafted the manuscript. Pin Huan and Baozhong Liu revised the manuscript. Baozhong Liu conceived the study and obtained the funding. All authors reviewed and approved the manuscript.

Corresponding author

Correspondence to Baozhong Liu.

Ethics declarations

Ethics Approval

The clams are neither an endangered nor protected species. All experiments in this study were conducted according to national and institutional guidelines.

Competing Interests

The authors declare no competing interests.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Tian, J., Wang, H., Huan, P. et al. Comprehensive Multi-omics Approaches Provide Insights to Summer Mortality in the Clam Meretrix petechialis. Mar Biotechnol 26, 389–403 (2024). https://doi.org/10.1007/s10126-024-10304-0

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10126-024-10304-0

Keywords

Navigation