A multi-organ maize metabolic model connects temperature stress with energy production and reducing power generation

被引:7
作者
Chowdhury, Niaz Bahar [1 ]
Simons-Senftle, Margaret [2 ]
Decouard, Berengere [3 ]
Quillere, Isabelle [3 ]
Rigault, Martine [3 ]
Sajeevan, Karuna Anna [4 ]
Acharya, Bibek [4 ]
Chowdhury, Ratul [4 ]
Hirel, Bertrand [5 ]
Dellagi, Alia [3 ]
Maranas, Costas [2 ]
Saha, Rajib [1 ]
机构
[1] Univ Nebraska Lincoln, Chem & Biomol Engn, Lincoln, NE 68588 USA
[2] Penn State Univ, Chem Engn, University Pk, PA USA
[3] Univ Paris Saclay, Inst Jean Pierre Bourgin IJPB, INRAE, AgroParisTech, F-78000 Versailles, France
[4] Iowa State Univ, Chem & Biol Engn, Ames, IA USA
[5] Inst Natl Rech Agr, Ctr Versailles Grignon, Versailles, France
基金
美国国家科学基金会;
关键词
DIFFERENTIAL EXPRESSION ANALYSIS; PROTEIN DATA-BANK; MYCORRHIZAL FUNGI; INBRED LINES; COLD STRESS; HEAT-STRESS; ROOT; TRANSPORT; NITROGEN; PHOTOSYNTHESIS;
D O I
10.1016/j.isci.2023.108400
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Climate change has adversely affected maize productivity. Thereby, a holistic understanding of metabolic crosstalk among its organs is important to address this issue. Thus, we reconstructed the first multi-organ maize metabolic model, iZMA6517, and contextualized it with heat and cold stress transcriptomics data using expression distributed reaction flux measurement (EXTREAM) algorithm. Furthermore, implementing metabolic bottleneck analysis on contextualized models revealed differences between these stresses. While both stresses had reducing power bottlenecks, heat stress had additional energy generation bottlenecks. We also performed thermodynamic driving force analysis, revealing thermodynamics-reducing power-energy generation axis dictating the nature of temperature stress responses. Thus, a temperature-tolerant maize ideotype can be engineered by leveraging the proposed thermodynamics-reducing power-energy generation axis. We experimentally inoculated maize root with a beneficial mycorrhizal fungus, Rhi-zophagus irregularis, and as a proof-of-concept demonstrated its efficacy in alleviating temperature stress. Overall, this study will guide the engineering effort of temperature stress-tolerant maize ideotypes.
引用
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页数:23
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