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   https://doi.org/10.1016/j.cell.2023.12.030  

   Kong, Liang; Ma, Xiyu; Zhang, Chao; Kim, Sung-Il; Li, Bo; Xie, Yingpeng; Yeo, In-Cheol; Thapa, Hem; Chen, Sixue; Devarenne, Timothy P.; et al (February 2024, Cell)
2. Inoculation of tomato with a plant growth-promoting rhizobacteria enhances basal and wound-induced ROS levels

   https://doi.org/10.1093/plphys/kiaf054  

   Pascual, Lidia_S; Peláez-Vico, María_Ángeles; Gómez-Cadenas, Aurelio; Zandalinas, Sara_I; Mittler, Ron (February 2025, Plant Physiology)
3. Lipid Signaling Requires ROS Production to Elicit Actin Cytoskeleton Remodeling during Plant Innate Immunity

   https://doi.org/10.3390/ijms23052447  

   Cao, Lingyan; Wang, Wenyi; Zhang, Weiwei; Staiger, Christopher J. (March 2022, International Journal of Molecular Sciences)

   In terrestrial plants a basal innate immune system, pattern-triggered immunity (PTI), has evolved to limit infection by diverse microbes. The remodeling of actin cytoskeletal arrays is now recognized as a key hallmark event during the rapid host cellular responses to pathogen attack. Several actin binding proteins have been demonstrated to fine tune the dynamics of actin filaments during this process. However, the upstream signals that stimulate actin remodeling during PTI signaling remain poorly characterized. Two second messengers, reactive oxygen species (ROS) and phosphatidic acid (PA), are elevated following pathogen perception or microbe-associated molecular pattern (MAMP) treatment, and the timing of signaling fluxes roughly correlates with actin cytoskeletal rearrangements. Here, we combined genetic analysis, chemical complementation experiments, and quantitative live-cell imaging experiments to test the role of these second messengers in actin remodeling and to order the signaling events during plant immunity. We demonstrated that PHOSPHOLIPASE Dβ (PLDβ) isoforms are necessary to elicit actin accumulation in response to flg22-associated PTI. Further, bacterial growth experiments and MAMP-induced apoplastic ROS production measurements revealed that PLDβ-generated PA acts upstream of ROS signaling to trigger actin remodeling through inhibition of CAPPING PROTEIN (CP) activity. Collectively, our results provide compelling evidence that PLDβ/PA functions upstream of RBOHD-mediated ROS production to elicit actin rearrangements during the innate immune response in Arabidopsis. 

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4. FLC-ROS: A generic and configurable ROS package for developing fuzzy logic controllers1

   https://doi.org/10.3233/JIFS-210341  

   Karimoddini, Ali; Hailemichael, Abel; Jamshidi, Mo (April 2022, Journal of Intelligent & Fuzzy Systems)

   Fuzzy logic controllers can handle complex systems by incorporating expert’s knowledge in the absence of formal mathematical models. Further, fuzzy logic controllers can effectively capture and accommodate uncertainties that are inherent in real-world controlled systems. On the other hand, Robot Operating System (ROS) has been widely used for many robotic applications due to its modular structure and efficient message-passing mechanisms for the integration of system’s components. For this reason, Robot Operating System is an ideal tool for developing software stacks for robotic applications. This paper develops a generic and configurable Robot Operating System package for the implementation of fuzzy logic controllers, particularly type-1 and interval type-2, which are based on either Mamdani or Takagi-Sugeno-Kang fuzzy inference mechanisms. This is achieved by employing a systematic object-oriented approach using the Unified Model Language (UML) to implement the fuzzy inference system as a single class that is composed of fuzzifier, inference, and defuzzifier classes. The deployment of the developed Robot Operating System package is demonstrated by implementing an interval type-2 fuzzy logic control of an Unmanned Aerial Vehicle (UAV). 

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5. ROS around RIPK

   https://doi.org/10.1016/j.molp.2021.07.019  

   Liu, Derui; Luo, Dexian; He, Ping (October 2021, Molecular Plant)