Correlation-based network analysis combined with machine learning techniques highlights rosmarinic acid biosynthesis activation in tuber of potato plants corresponding to water recovery treatment DOI Creative Commons
Helena Maruenda, David Toubiana

Research Square (Research Square), Journal Year: 2023, Volume and Issue: unknown

Published: Oct. 24, 2023

Abstract Water-deficit, as a consequence of elongated drought periods due to current climate trends, is one the most imminent abiotic stresses limiting crop productivity worldwide. Also, production potato – world’s fourth important challenged by effects water-deficit. To investigate metabolic pathway activity in tuber subjected water-deficit, correlation-based network analysis combined with machine-learning techniques approach was conducted on subset samples association panel, grown an augmented block design under normal irrigation and water-deficit conditions Ica, Peru. Metabolic profiles for all were generated using cold injection GC-TOF-MS platform identifying unequivocally 685 metabolites. Samples separated into positive spectrum (PS) negative (NS) groups based their projection principal component 2 (PC2) analysis. Correlation networks showed strong discrepancy edge number between PS NS correlation (143,478 vs. 185,565 edges). Correlation-based machine learning highlighted pathways centered around tyrosine α-ketoglutarate suggestive increased rosmarinic acid biosynthesis I II tuber. Our study suggests that copes stress rewiring its boosting counteract ROS ensuring onset next life cycle.

Language: Английский

Multi‐omics atlas of combinatorial abiotic stress responses in wheat DOI Creative Commons
Letitia Da Ros,

Venkatesh Bollina,

Raju Soolanayakanahally

et al.

The Plant Journal, Journal Year: 2023, Volume and Issue: 116(4), P. 1118 - 1135

Published: May 30, 2023

Field-grown crops rarely experience growth conditions in which yield can be maximized. Environmental stresses occur combination, with advancements crop tolerance further complicated by its polygenic nature. Strategic targeting of causal genes is required to meet future production needs. Here, we employed a systems biology approach wheat (Triticum aestivum L.) investigate physio-metabolic adjustments and transcriptome reprogramming involved acclimations heat, drought, salinity all combinations therein. A significant shift magnitude complexity plant response was evident across stress scenarios based on the agronomic losses, increased proline concentrations 8.7-fold increase unique differentially expressed transcripts (DETs) observed under triple condition. Transcriptome data from treatments were assembled into an online, open access eFP browser for visualizing gene expression during abiotic stress. Weighted co-expression network analysis revealed 152 hub 32% contained ethylene-responsive element binding factor-associated amphiphilic repression (EAR) transcriptional motif. Cross-referencing against 31 DETs common isolated TaWRKY33 as leading candidate greater combinatorial stresses. Integration our findings available literature functional characterization allowed us suggest flexible adaptive stacking wheat. Our demonstrates strength robust multi-omics-based resources discovery complex environmental conditions. Accessibility such datasets will promote cross-validation studies aid accelerating validation resiliency.

Language: Английский

Citations

20

Looking for a systemic concept and physiological diagnosis of a plant stress state DOI
Joaquim Albenísio Gomes da Silveira, Rachel H. V. Sousa

Theoretical and Experimental Plant Physiology, Journal Year: 2024, Volume and Issue: 36(3), P. 523 - 533

Published: April 1, 2024

Language: Английский

Citations

6

Metabolic and physiological analysis reveals distinct salinity tipping point in Vitis vinifera cv. Syrah to enter a stress response mode DOI
Kidanemaryam Wagaw, Naftali Lazarovitch, Aaron Fait

et al.

Plant Stress, Journal Year: 2025, Volume and Issue: 16, P. 100864 - 100864

Published: April 23, 2025

Language: Английский

Citations

0

Correlation-based network analysis combined with machine learning techniques highlights rosmarinic acid biosynthesis activation in tubers of potato plants corresponding to water recovery treatment DOI
David Toubiana, Helena Maruenda

Potato Research, Journal Year: 2025, Volume and Issue: unknown

Published: Jan. 14, 2025

Language: Английский

Citations

0

Integrated transcriptome and metabolome analysis revealed hub genes and metabolites associated with subzero temperature tolerance following cold acclimation in rapeseed (Brassica rapa L.) DOI
Abbas Muhammad Fahim, Liru Cao, Li Ma

et al.

Plant Physiology and Biochemistry, Journal Year: 2025, Volume and Issue: 221, P. 109647 - 109647

Published: Feb. 12, 2025

Language: Английский

Citations

0

Metabolic network plasticity underpins Eucalyptus water use efficiency under drought DOI Creative Commons
Caroline Müller, Letícia dos Anjos, Francisco Bruno S. Freire

et al.

Environmental and Experimental Botany, Journal Year: 2025, Volume and Issue: unknown, P. 106127 - 106127

Published: March 1, 2025

Language: Английский

Citations

0

Light and nutrient cues elicit metabolic reprogramming by targeting carbon fixation, redox balance, and ATP homeostasis in Agastache rugosa DOI
Khairul Azree Rosli, Azizah Misran, Latifah Saiful Yazan

et al.

Planta, Journal Year: 2025, Volume and Issue: 261(6)

Published: May 10, 2025

Language: Английский

Citations

0

Redox homeostasis of cereals during acclimation to drought DOI

Yu. Е. Kolupaev,

Т. О. Yastreb,

N. I. Ryabchun

et al.

Theoretical and Experimental Plant Physiology, Journal Year: 2023, Volume and Issue: 35(2), P. 133 - 168

Published: May 18, 2023

Language: Английский

Citations

9

Novel guard cell sink characteristics revealed by a multi-species/cell-types meta-analysis of 13C-labelling experiments DOI
André Guilherme Daubermann, Valéria F. Lima, Alexander Erban

et al.

Theoretical and Experimental Plant Physiology, Journal Year: 2024, Volume and Issue: 36(1), P. 1 - 20

Published: Jan. 6, 2024

Language: Английский

Citations

2

Abscisic acid-mediated guard cell metabolism regulation DOI
Priscila Ariane Auler,

Moaciria de S Lemos,

Nicole P Porto

et al.

Plant Physiology and Biochemistry, Journal Year: 2024, Volume and Issue: 214, P. 108889 - 108889

Published: June 28, 2024

Language: Английский

Citations

2