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de los Cobos FP, García-Gómez BE, Orduña-Rubio L, Batlle I, Arús P, Matus JT, Eduardo I. Exploring large-scale gene coexpression networks in peach ( Prunus persica L.): a new tool for predicting gene function. Hortic Res 2024; 11:uhad294. [PMID: 38487296 PMCID: PMC10939413 DOI: 10.1093/hr/uhad294] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Accepted: 12/17/2023] [Indexed: 03/17/2024]
Abstract
Peach is a model for Prunus genetics and genomics, however, identifying and validating genes associated to peach breeding traits is a complex task. A gene coexpression network (GCN) capable of capturing stable gene-gene relationships would help researchers overcome the intrinsic limitations of peach genetics and genomics approaches and outline future research opportunities. In this study, we created four GCNs from 604 Illumina RNA-Seq libraries. We evaluated the performance of every GCN in predicting functional annotations using an algorithm based on the 'guilty-by-association' principle. The GCN with the best performance was COO300, encompassing 21 956 genes. To validate its performance predicting gene function, we performed two case studies. In case study 1, we used two genes involved in fruit flesh softening: the endopolygalacturonases PpPG21 and PpPG22. Genes coexpressing with both genes were extracted and referred to as melting flesh (MF) network. Finally, we performed an enrichment analysis of MF network and compared the results with the current knowledge regarding peach fruit softening. The MF network mostly included genes involved in cell wall expansion and remodeling, and with expressions triggered by ripening-related phytohormones, such as ethylene, auxin, and methyl jasmonate. In case study 2, we explored potential targets of the anthocyanin regulator PpMYB10.1 by comparing its gene-centered coexpression network with that of its grapevine orthologues, identifying a common regulatory network. These results validated COO300 as a powerful tool for peach and Prunus research. This network, renamed as PeachGCN v1.0, and the scripts required to perform a function prediction analysis are available at https://github.com/felipecobos/PeachGCN.
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Affiliation(s)
- Felipe Pérez de los Cobos
- Institut de Recerca i Tecnologia Agroalimentàries (IRTA) , Mas Bové, Ctra. Reus-El Morell Km 3,8 43120 Constantí Tarragona, Spain
- Centre de Recerca en Agrigenòmica (CRAG), Institut de Recerca i Tecnologia Agroalimentàries (IRTA), CSIC-IRTA-UAB-UB. Cerdanyola del Vallès (Bellaterra), 08193 Barcelona, Spain
- Centre for Research in Agricultural Genomics (CRAG) CSIC-IRTA-UAB-UB, Campus UAB, Edifici CRAG, Cerdanyola del Vallès (Bellaterra), 08193 Barcelona, Spain
| | - Beatriz E García-Gómez
- Centre de Recerca en Agrigenòmica (CRAG), Institut de Recerca i Tecnologia Agroalimentàries (IRTA), CSIC-IRTA-UAB-UB. Cerdanyola del Vallès (Bellaterra), 08193 Barcelona, Spain
- Centre for Research in Agricultural Genomics (CRAG) CSIC-IRTA-UAB-UB, Campus UAB, Edifici CRAG, Cerdanyola del Vallès (Bellaterra), 08193 Barcelona, Spain
| | - Luis Orduña-Rubio
- Institute for Integrative Systems Biology (I2SysBio), Universitat de Valencia-CSIC, Paterna, 46908, Valencia, Spain
| | - Ignasi Batlle
- Institut de Recerca i Tecnologia Agroalimentàries (IRTA) , Mas Bové, Ctra. Reus-El Morell Km 3,8 43120 Constantí Tarragona, Spain
| | - Pere Arús
- Centre de Recerca en Agrigenòmica (CRAG), Institut de Recerca i Tecnologia Agroalimentàries (IRTA), CSIC-IRTA-UAB-UB. Cerdanyola del Vallès (Bellaterra), 08193 Barcelona, Spain
- Centre for Research in Agricultural Genomics (CRAG) CSIC-IRTA-UAB-UB, Campus UAB, Edifici CRAG, Cerdanyola del Vallès (Bellaterra), 08193 Barcelona, Spain
| | - José Tomás Matus
- Institute for Integrative Systems Biology (I2SysBio), Universitat de Valencia-CSIC, Paterna, 46908, Valencia, Spain
| | - Iban Eduardo
- Centre de Recerca en Agrigenòmica (CRAG), Institut de Recerca i Tecnologia Agroalimentàries (IRTA), CSIC-IRTA-UAB-UB. Cerdanyola del Vallès (Bellaterra), 08193 Barcelona, Spain
- Centre for Research in Agricultural Genomics (CRAG) CSIC-IRTA-UAB-UB, Campus UAB, Edifici CRAG, Cerdanyola del Vallès (Bellaterra), 08193 Barcelona, Spain
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Fiol A, García-Gómez BE, Jurado-Ruiz F, Alexiou K, Howad W, Aranzana MJ. Characterization of Japanese Plum ( Prunus salicina) PsMYB10 Alleles Reveals Structural Variation and Polymorphisms Correlating With Fruit Skin Color. Front Plant Sci 2021; 12:655267. [PMID: 34168666 PMCID: PMC8217863 DOI: 10.3389/fpls.2021.655267] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/18/2021] [Accepted: 05/10/2021] [Indexed: 05/07/2023]
Abstract
The red to blue hue of plant organs is caused due to anthocyanins, which are water-soluble flavonoid pigments. The accumulation of these pigments is regulated by a complex of R2R3-MYB transcription factors (TFs), basic-helix-loop-helix (bHLH), and WD-repeat (WDR) proteins (MBW complex). In Rosaceae species, R2R3-MYBs, particularly MYB10 genes, are responsible for part of the natural variation in anthocyanin colors. Japanese plum cultivars, which are hybrids of Prunus salicina, have high variability in the color hue and pattern, going from yellow-green to red and purple-blue, probably as a result of the interspecific hybridization origin of the crop. Because of such variability, Japanese plum can be considered as an excellent model to study the color determination in Rosaceae fruit tree species. Here, we cloned and characterized the alleles of the PsMYB10 genes in the linkage group LG3 region where quantitative trait loci (QTLs) for the organ color have been mapped to other Prunus species. Allele segregation in biparental populations as well as in a panel of varieties, combined with the whole-genome sequence of two varieties with contrasting fruit color, allowed the organization of the MYB10 alleles into haplotypes. With the help of this strategy, alleles were assigned to genes and at least three copies of PsMYB10.1 were identified in some varieties. In total, we observed six haplotypes, which were able to characterize 91.36% of the cultivars. In addition, two alleles of PsMYB10.1 were found to be highly associated with anthocyanin and anthocyanin-less skin. Their expression during the fruit development confirms their role in the fruit skin coloration. Here, we provide a highly efficient molecular marker for the early selection of colored or non-colored fruits in Japanese plum breeding programs.
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Affiliation(s)
- Arnau Fiol
- Centre for Research in Agricultural Genomics, CSIC-IRTA-UAB-UB, Campus UAB, Barcelona, Spain
| | - Beatriz E. García-Gómez
- Centre for Research in Agricultural Genomics, CSIC-IRTA-UAB-UB, Campus UAB, Barcelona, Spain
| | - Federico Jurado-Ruiz
- Centre for Research in Agricultural Genomics, CSIC-IRTA-UAB-UB, Campus UAB, Barcelona, Spain
| | - Konstantinos Alexiou
- Centre for Research in Agricultural Genomics, CSIC-IRTA-UAB-UB, Campus UAB, Barcelona, Spain
- Institut de Recerca i Tecnologia Agroalimentàries, Barcelona, Spain
| | - Werner Howad
- Centre for Research in Agricultural Genomics, CSIC-IRTA-UAB-UB, Campus UAB, Barcelona, Spain
- Institut de Recerca i Tecnologia Agroalimentàries, Barcelona, Spain
| | - Maria José Aranzana
- Centre for Research in Agricultural Genomics, CSIC-IRTA-UAB-UB, Campus UAB, Barcelona, Spain
- Institut de Recerca i Tecnologia Agroalimentàries, Barcelona, Spain
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García-Gómez BE, Salazar JA, Nicolás-Almansa M, Razi M, Rubio M, Ruiz D, Martínez-Gómez P. Molecular Bases of Fruit Quality in Prunus Species: An Integrated Genomic, Transcriptomic, and Metabolic Review with a Breeding Perspective. Int J Mol Sci 2020; 22:E333. [PMID: 33396946 PMCID: PMC7794732 DOI: 10.3390/ijms22010333] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2020] [Revised: 12/21/2020] [Accepted: 12/26/2020] [Indexed: 02/07/2023] Open
Abstract
In plants, fruit ripening is a coordinated developmental process that requires the change in expression of hundreds to thousands of genes to modify many biochemical and physiological signal cascades such as carbohydrate and organic acid metabolism, cell wall restructuring, ethylene production, stress response, and organoleptic compound formation. In Prunus species (including peaches, apricots, plums, and cherries), fruit ripening leads to the breakdown of complex carbohydrates into sugars, fruit firmness reductions (softening by cell wall degradation and cuticle properties alteration), color changes (loss of green color by chlorophylls degradation and increase in non-photosynthetic pigments like anthocyanins and carotenoids), acidity decreases, and aroma increases (the production and release of organic volatile compounds). Actually, the level of information of molecular events at the transcriptional, biochemical, hormonal, and metabolite levels underlying ripening in Prunus fruits has increased considerably. However, we still poorly understand the molecular switch that occurs during the transition from unripe to ripe fruits. The objective of this review was to analyze of the molecular bases of fruit quality in Prunus species through an integrated metabolic, genomic, transcriptomic, and epigenetic approach to better understand the molecular switch involved in the ripening process with important consequences from a breeding point of view.
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Affiliation(s)
- Beatriz E. García-Gómez
- Department of Plant Breeding, CEBAS-CSIC, P.O. Box 164, 30100 Murcia, Spain; (B.E.G.-G.); (J.A.S.); (M.N.-A.); (M.R.); (D.R.)
| | - Juan A. Salazar
- Department of Plant Breeding, CEBAS-CSIC, P.O. Box 164, 30100 Murcia, Spain; (B.E.G.-G.); (J.A.S.); (M.N.-A.); (M.R.); (D.R.)
| | - María Nicolás-Almansa
- Department of Plant Breeding, CEBAS-CSIC, P.O. Box 164, 30100 Murcia, Spain; (B.E.G.-G.); (J.A.S.); (M.N.-A.); (M.R.); (D.R.)
| | - Mitra Razi
- Department of Horticulture, Faculty of Agriculture, University of Zajan, Zanjan 45371-38791, Iran;
| | - Manuel Rubio
- Department of Plant Breeding, CEBAS-CSIC, P.O. Box 164, 30100 Murcia, Spain; (B.E.G.-G.); (J.A.S.); (M.N.-A.); (M.R.); (D.R.)
| | - David Ruiz
- Department of Plant Breeding, CEBAS-CSIC, P.O. Box 164, 30100 Murcia, Spain; (B.E.G.-G.); (J.A.S.); (M.N.-A.); (M.R.); (D.R.)
| | - Pedro Martínez-Gómez
- Department of Plant Breeding, CEBAS-CSIC, P.O. Box 164, 30100 Murcia, Spain; (B.E.G.-G.); (J.A.S.); (M.N.-A.); (M.R.); (D.R.)
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García-Gómez BE, Fernández-Gómez FJ, Muñoz-Delgado E, Buée L, Blum D, Vidal CJ. MRNA Levels of ACh-Related Enzymes in the Hippocampus of THY-Tau22 Mouse: A Model of Human Tauopathy with No Signs of Motor Disturbance. J Mol Neurosci 2015; 58:411-5. [PMID: 26697857 DOI: 10.1007/s12031-015-0699-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2015] [Accepted: 12/03/2015] [Indexed: 12/12/2022]
Abstract
The microtubule-associated protein Tau tends to form aggregates in neurodegenerative disorders referred to as tauopathies. The tauopathy model transgenic (Tg) THY-Tau22 (Tau22) mouse shows disturbed septo-hippocampal transmission, memory deficits and no signs of motor dysfunction. The reports showing a hippocampal downregulation of choline acetyltransferase (ChAT) in SAMP8 mice, a model of aging, and an upregulation of acetylcholinesterase (AChE) in Tg-VLW mice, a model of FTDP17 tauopathy, may lead to think that the supply of ACh to the hippocampus can be threatened as aging or Tau pathology progress. The above was tested by comparing the mRNA levels for ACh-related enzymes in hippocampi of wild-type (wt) and Tau22 mice at ages when the neuropathological signs are debuting (3-4 months), moderate (6-7 months) and extensive (>9 months). Age-matched Tau22 and wt mice hippocampi displayed similar ChAT, AChE-T, butyrylcholinesterase (BChE) and a proline-rich membrane anchor (PRiMA) mRNA levels, any change most likely arising from ACh homeostasis. The unchanged hippocampal levels of AChE-T mRNA and enzyme activity observed in Tau22 mice, expressing G272V-P301S hTau, differed from the increase in AChE-T mRNA and activity observed in Tg-VLW mice, expressing G272V-P301L-R406W hTau. The difference supports the idea that AChE upregulation may proceed or not depending on the particular Tau mutation, which would dictate Tau folding, the accessibility/affinity to kinases and phosphatases, and P-Tau aggregation with itself and protein partners, transcription factors included.
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Affiliation(s)
- Beatriz E García-Gómez
- Departamento de Bioquímica y Biología Molecular-A, Regional Campus of International Excellence "Campus Mare Nostrum", Universidad de Murcia, IMIB-Arrixaca, Murcia, Spain
| | - Francisco J Fernández-Gómez
- INSERM U837 Alzheimer and Tauopathies, Institute of Predictive Medicine and Therapeutic Research, Université Lille Nord de France, Lille, France
| | - Encarnación Muñoz-Delgado
- Departamento de Bioquímica y Biología Molecular-A, Regional Campus of International Excellence "Campus Mare Nostrum", Universidad de Murcia, IMIB-Arrixaca, Murcia, Spain
| | - Luc Buée
- INSERM U837 Alzheimer and Tauopathies, Institute of Predictive Medicine and Therapeutic Research, Université Lille Nord de France, Lille, France
| | - David Blum
- INSERM U837 Alzheimer and Tauopathies, Institute of Predictive Medicine and Therapeutic Research, Université Lille Nord de France, Lille, France
| | - Cecilio J Vidal
- Departamento de Bioquímica y Biología Molecular-A, Regional Campus of International Excellence "Campus Mare Nostrum", Universidad de Murcia, IMIB-Arrixaca, Murcia, Spain. .,Departamento de Bioquímica y Biología Molecular-A, Edificio de Veterinaria, Universidad de Murcia, Apdo. 4021, E-30071, Espinardo, Murcia, Spain.
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