SNP hot-spots in the clam parasite QPX.

BACKGROUND: Quahog Parasite Unknown (QPX) is an opportunistic protistan pathogen of the clam Mercenaria mercenaria. Infections with QPX have caused significant economic losses in the Northeastern United States. Previous research demonstrated a geographic gradient for disease prevalence and intensity, but little information is available on the genetic diversity of the parasite throughout its distribution range. Also, QPX virulence factors are not well understood. This study addresses the occurrence of QPX genetic variants with a particular focus on functions involved in virulence and adaptation to environmental conditions. RESULTS: Analyses were performed using transcriptome-wide single-nucleotide polymorphism (SNP) of four QPX isolates cultured from infected clams collected from disparate locations along the Northeastern United States. For contig assembly and mapping, two different genome builds and four transcriptomes of the parasite were examined. Genomic variants appeared at a differential rate relative to sequenced transcripts at 20.18 and 22.55% occurrence under 1000 base pairs upstream and downstream protein domains respectively and at 57.26% rate in protein domain coding sequences. QPX strains shared 30.50% of the mutations and exhibited a preferential nucleotide substitution towards thymine. Sequence identity suggested relatedness between different QPX strains, with the parasite being possibly introduced to Virginia from the Massachusetts region during clam trading, while QPX could have been naturally present in New York. Diversity in virulence, temperature, and salinity domains suggested a common variability between strains, but with a preferential higher variation in local adaptation genes. This could explain differences in disease prevalence noted in different regions. Overall, the results supported views that this opportunistic parasite might be able to adapt to varying environmental conditions. CONCLUSION: Relatedness and mutations between the four QPX strains suggested that variability in environmental-related functions favors parasite survival, potentially promoting resilience against stressful conditions. These findings are in agreement with the widespread presence of QPX in the environment. Although QPX levels are enzootic in most areas, an increase in disease outbreaks were often associated with seasonal changes in environmental conditions. A selection mediated by the parasitic life of QPX remains possible, but the effect of the environment on the biology of the parasite appears more obvious.

Predicting growth and mortality of bivalve larvae using gene expression and supervised machine learning.

It is commonly known that the nature of the diet has diverse consequences on larval performance and longevity, however it is still unclear which genes have critical impacts on bivalve development and which pathways are of particular importance in their vulnerability or resistance. First we show that a diet deficient in essential fatty acid (EFA) produces higher larval mortality rates, a reduced shell growth, and lower postlarval performance, all of which are positively correlated with a decline in arachidonic and eicosapentaenoic acids levels, two EFAs known as eicosanoid precursors. Eicosanoids affect the cell inflammatory reactions and are synthesized from long-chain EFAs. Second, we show for the first time that a deficiency in eicosanoid precursors is associated with a network of 29 genes. Their differential regulation can lead to slower growth and higher mortality of Mytilus edulis larvae. Some of these genes are specific to bivalves and others are implicated at the same time in lipid metabolism and defense. Several genes are expressed only during pre-metamorphosis where they are essential for muscle or neurone development and biomineralization, but only in stress-induced larvae. Finally, we discuss how our networks of differentially expressed genes might dynamically alter the development of marine bivalves, especially under dietary influence.

Identification of Mytilus edulis genetic regulators during early development.

Understanding the mechanisms that enable growth and survival of an organism while driving it to the full range of its adaptation is fundamental to the issues of biodiversity and evolution, particularly regarding global climatic changes. Here we report the Illumina RNA-sequencing (RNA-seq) and de novo assembly of the blue mussel Mytilus edulis transcriptome during early development. This study is based on high-throughput data, which associates genome-wide differentially expressed transcript (DET) patterns with early activation of developmental processes. Approximately 50,383 high-quality contigs were assembled. Over 8000 transcripts were associated with functional proteins from public databases. Coding and non-coding genes served to design customized microarrays targeting every developmental stage, which encompass major transitions in tissue organization. Consequently, multi-processing pattern exploration protocols applied to 3633 DETs helped discover 12 unique coordinated eigengenes supposedly implicated in various physiological and morphological changes that larvae undergo during early development. Moreover, dynamic Bayesian networks (DBNs) provided key insights to understand stage-specific molecular mechanisms activated throughout ontogeny. In addition, delayed and contemporaneous interactions between DETs were coerced with 16 relevant regulators that interrelated in non-random genetic regulatory networks (GRNs). Genes associated with mechanisms of neural and muscular development have been characterized and further included in dynamic networks necessary in growth and functional morphology. This is the first large-scale study being dedicated to M. edulis throughout early ontogeny. Integration between RNA-seq and microarray data enabled a high-throughput exploration of hidden processes essential in growth and survival of microscopic mussel larvae. Our integrative approach will support a holistic understanding of systems biology and will help establish new links between environmental assessment and functional development of marine bivalves.