Natural variation of the metabolome of Pinus pinaster was studied to improve understanding of its role in the adaptation process and phenotypic diversity. The metabolomes of needles and the apical and basal section of buds were analysed in ten provenances of P. pinaster, selected from France, Spain and Morocco, grown in a common garden for 5 years. The employment of complementary mass spectrometry techniques (GC-MS and LC-Orbitrap-MS) together with bioinformatics tools allowed the reliable quantification of 2403 molecular masses. The analysis of the metabolome showed that differences were maintained across provenances and that the metabolites characteristic of each organ are mainly related to amino acid metabolism, while provenances were distinguishable essentially through secondary metabolism when organs were analysed independently. Integrative analyses of metabolome, environmental and growth data provided a comprehensive picture of adaptation plasticity in conifers. These analyses defined two major groups of plants, distinguished by secondary metabolism: that is, either Atlantic or Mediterranean provenance. Needles were the most sensitive organ, where strong correlations were found between flavonoids and the water regime of the geographic origin of the provenance. The data obtained point to genome specialization aimed at maximizing the drought stress resistance of trees depending on their origin.
- MeSH
- borovice genetika metabolismus MeSH
- fyziologická adaptace genetika MeSH
- metabolom * MeSH
- metabolomika MeSH
- období sucha MeSH
- plynová chromatografie s hmotnostně spektrometrickou detekcí MeSH
- vysokoúčinná kapalinová chromatografie MeSH
- Publikační typ
- časopisecké články MeSH
- práce podpořená grantem MeSH
- Geografické názvy
- Francie MeSH
- Maroko MeSH
- Španělsko MeSH
Here, we describe a method for the combined metabolomic, proteomic, transcriptomic and genomic analysis from one single sample as a major step for multilevel data integration strategies in systems biology. While extracting proteins and DNA, this protocol also allows the separation of metabolites into polar and lipid fractions, as well as RNA fractionation into long and small RNAs, thus allowing a broad range of transcriptional studies. The isolated biomolecules are suitable for analysis with different methods that range from electrophoresis and blotting to state-of-the-art procedures based on mass spectrometry (accurate metabolite profiling, shot-gun proteomics) or massive sequencing technologies (transcript analysis). The low amount of starting tissue, its cost-efficiency compared with the utilization of commercial kits, and its performance over a wide range of plant, microbial, and algal species such as Chlamydomonas, Arabidopsis, Populus, or Pinus, makes this method a universal alternative for multiple molecular isolation from plant tissues.
- MeSH
- Arabidopsis genetika metabolismus MeSH
- borovice genetika metabolismus MeSH
- Chlamydomonas reinhardtii genetika metabolismus MeSH
- DNA rostlinná izolace a purifikace MeSH
- genomika metody MeSH
- metabolomika metody MeSH
- Populus genetika metabolismus MeSH
- proteomika metody MeSH
- reprodukovatelnost výsledků MeSH
- RNA rostlin izolace a purifikace MeSH
- rostlinné proteiny izolace a purifikace MeSH
- rostliny * genetika metabolismus MeSH
- systémová biologie metody MeSH
- Publikační typ
- časopisecké články MeSH
- práce podpořená grantem MeSH