ArticleScientific reports2019
Co-expression network analysis identifies gonad- and embryo-associated protein modules in the sentinel species Gammarus fossarum.
Article in Scientific reports, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers, 1 of them a synthesis that pooled it.
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8 citing papers in PubMed, 1 synthesis or guideline pooled it, 21 citations in OpenAlex.
- Weighted gene co-expression network analysis identifies modules and functionally enriched pathways in the lactation process.Scientific reports · 2021Pooled it
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- Key events in the process of sex determination and differentiation in early chicken embryos.Animal bioscience · 2025Article
- Identification of key genes involved in secondary metabolite biosynthesis in Digitalis purpurea.PloS one · 2023Article
- Gene expression networks and functionally enriched pathways involved in the response of domestic chicken to acute heat stress.Frontiers in genetics · 2023Article
- Identification of key genes associated with secondary metabolites biosynthesis by system network analysis in Valeriana officinalis.Journal of plant research · 2021Article
- In silico-driven analysis of thePeerJ · 2021Article
- Deep Transcriptomic Analysis Reveals the Dynamic Developmental Progression during Early Development of Channel Catfish (International journal of molecular sciences · 2020Article
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Authors and funding
7 authors at 3 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Next generation sequencing and mass spectrometry technologies have recently expanded the availability of whole transcriptomes and proteomes beyond classical model organisms in molecular biology, even in absence of an annotated genome. However, the fragmented nature of transcriptomic and proteomic data reduces the ability to interpret the data, notably in non-model organisms. Network-based approaches may help extracting important biological information from -omics datasets. The reproductive cycle of the freshwater crustacean Gammarus fossarum.provides an excellent case study to test the relevance of a network analysis in non-model organisms. Here, we illustrated how the use of a co-expression network analysis (based on Weighted Gene Co-expression Network Analysis algorithm, WGCNA) allowed identifying protein modules whose expression profiles described germ cell maturation and embryonic development in the freshwater crustacean Gammarus fossarum. Proteome datasets included testes, ovaries or embryos samples at different maturation or developmental stages, respectively. We identified an embryonic module correlated with mid-developmental stages corresponding to the organogenesis and it was characterized by enrichment in proteins involved in RNA editing and splicing. An ovarian module was enriched in vitellogenin-like proteins and clottable proteins, confirming the diversity of proteins belonging to the large lipid transfer family involved in oocytes maturations in this freshwater amphipod. Moreover, our results found evidence of a fine-tuned regulation between energy production by glycolysis and actin-myosin-dependent events in G. fossarum spermatogenesis. This study illustrates the importance of applying systems biology approaches to emergent animal models to improve the understanding of the molecular mechanisms regulating important physiological events with ecological relevance.
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