Integrative Transcriptomic and Metabolomic Analysis at Organ Scale Reveals Gene Modules Involved in the Responses to Suboptimal Nitrogen Supply in Tomato
Begoña Renau-Morata,
Rosa-Victoria Molina,
Eugenio G. Minguet,
Jaime Cebolla-Cornejo,
Laura Carrillo,
Raúl Martí,
Víctor García-Carpintero,
Eva Jiménez-Benavente,
Lu Yang,
Joaquín Cañizares,
Javier Canales,
Joaquín Medina,
Sergio G. Nebauer
Affiliations
Begoña Renau-Morata
Departamento de Biología Vegetal, Universitat de València, 46022 València, Spain
Rosa-Victoria Molina
Departamento de Producción Vegetal, Universitat Politècnica de València, 46022 València, Spain
Eugenio G. Minguet
Departamento de Producción Vegetal, Universitat Politècnica de València, 46022 València, Spain
Jaime Cebolla-Cornejo
Joint Research Unit UJI-UPV Improvement of Agri-Food Quality, COMAV, Universitat Politècnica de València, 46022 València, Spain
Laura Carrillo
Centro de Biotecnología y Genómica de Plantas, INIA-CSIC-Universidad Politécnica de Madrid, 28223 Madrid, Spain
Raúl Martí
Joint Research Unit UJI-UPV Improvement of Agri-Food Quality, COMAV, Universitat Politècnica de València, 46022 València, Spain
Víctor García-Carpintero
Bioinformatic and Genomic Group, COMAV-UPV, Universitat Politècnica de València, 28223 València, Spain
Eva Jiménez-Benavente
Departamento de Producción Vegetal, Universitat Politècnica de València, 46022 València, Spain
Lu Yang
Centro de Biotecnología y Genómica de Plantas, INIA-CSIC-Universidad Politécnica de Madrid, 28223 Madrid, Spain
Joaquín Cañizares
Bioinformatic and Genomic Group, COMAV-UPV, Universitat Politècnica de València, 28223 València, Spain
Javier Canales
Institute of Biochemistry and Microbiology, Faculty of Sciences, Universidad Austral de Chile, Valdivia 5110566, Chile
Joaquín Medina
Centro de Biotecnología y Genómica de Plantas, INIA-CSIC-Universidad Politécnica de Madrid, 28223 Madrid, Spain
Sergio G. Nebauer
Departamento de Producción Vegetal, Universitat Politècnica de València, 46022 València, Spain
The development of high nitrogen use efficiency (NUE) cultivars under low N inputs is required for sustainable agriculture. To this end, in this study, we analyzed the impact of long-term suboptimal N conditions on the metabolome and transcriptome of tomato to identify specific molecular processes and regulators at the organ scale. Physiological and metabolic analysis revealed specific responses to maintain glutamate, asparagine, and sucrose synthesis in leaves for partition to sustain growth, while assimilated C surplus is stored in the roots. The transcriptomic analyses allowed us to identify root and leaf sets of genes whose expression depends on N availability. GO analyses of the identified genes revealed conserved biological functions involved in C and N metabolism and remobilization as well as other specifics such as the mitochondrial alternative respiration and chloroplastic cyclic electron flux. In addition, integrative analyses uncovered N regulated genes in root and leaf clusters, which are positively correlated with changes in the levels of different metabolites such as organic acids, amino acids, and formate. Interestingly, we identified transcription factors with high identity to TGA4, ARF8, HAT22, NF-YA5, and NLP9, which play key roles in N responses in Arabidopsis. Together, this study provides a set of nitrogen-responsive genes in tomato and new putative targets for tomato NUE and fruit quality improvement under limited N supply.