数字农科院2.0

A cross-scale transfer learning framework: prediction of SOD activity from leaf microstructure to macroscopic hyperspectral imaging

文献类型： 外文期刊

作者： Hao, Jie;Yan, Yan;Zhang, Yao;Zhang, Yiyang;Cao, Yune;Wu, Longguo

作者机构：

关键词： superoxide dismutase;microhyperspectral imaging technology;heterogeneous two-dimensional correlation spectra;CNN-LSTM algorithm;transfer learning

期刊名称： PLANT BIOTECHNOLOGY JOURNAL

ISSN： 1467-7644

年卷期： 2025 年

页码：

收录情况： SCIE（2025版）

摘要： Superoxide dismutase (SOD) plays an important role to respond in the defence against damage when tomato leaves are under different types of adversity stresses. This work employed microhyperspectral imaging (MHSI) and visible near-infrared (Vis-NIR) hyperspectral imaging (HSI) technologies to predict tomato leaf SOD activity. The macroscopic model of SOD activity in tomato leaves was constructed using the convolutional neural network in conjunction with the long and short-term temporal memory (CNN-LSTM) technique. Using heterogeneous two-dimensional correlation spectra (H2D-COS), the sensitive macroscopic and microscopic absorption peaks connected to tomato leaves' SOD activity were made clear. The combination of CNN-LSTM algorithm and H2D-COS analysis was used to research transfer learning between microscopic and macroscopic models based on sensitive wavelengths. The results demonstrated that the CNN-LSTM model, which was based on the FD preprocessed spectra, had the best performance for the microscopic model, with RC and RP reaching 0.9311 and 0.9075, and RMSEC and RMSEP reaching 0.0109 U/mg and 0.0127 U/mg respectively. There were 10 macroscopic and 10 microscopic significant sensitivity peaks found. The transfer learning was carried out using sensitive wavelengths, and the model performed well with an RP value of 0.7549 and an RMSEP of 0.0725 U/mg. The combined CNN algorithm and H2D-COS analysis demonstrated the viability of transfer learning across microscopic and macroscopic models for quantitative tomato leaf SOD prediction.

分类号：

  • 相关文献

[1]Effects of Glutamate and Na+ on the Development and Enzyme Activity of the Oriental Migratory Locust, Locusta migratoria manilensis (Meyen) in Successive Generations. Jia Miao,Wang Lei,Cao Guang-chun,Zhang Ze-hua,Zhao Xia,Wang Lei. 2014

[2]Microcystin-RR-induced accumulation of reactive oxygen species and alteration of antioxidant systems in tobacco BY-2 cells. Yin, LY,Huang, JQ,Huang, WM,Li, DH,Wang, GH,Liu, YD.

[3]Effects of salicylic acid on seed germination and biochemical properties in seedlings of Lactuca sativa L. under high temperature stress. Gu, J. T.,Kang, J.,Lian, J.,Zhang, X. C.,Zhang, T. T.,Zhang, J. F..

[4]Photosynthetic rate, chlorophyll fluorescence parameters, and lipid peroxidation of maize leaves as affected by zinc deficiency. Wang, H,Jin, JY. 2005

[5]Effects of Different Copper Sources and Levels on Plasma Superoxide Dismutase, Lipid Peroxidation, and Copper Status of Lambs. Cheng, Jianbo,Fan, Caiyun,Zhang, Zijun,Wang, Lisheng,Ma, Hui,Jia, Zhihai,Zhu, Xiaoping. 2011

[6]Use of chemical characteristics to predict the relative bioavailability of supplemental organic manganese sources for broilers. Li, S,Luo, X,Liu, B,Crenshaw, TD,Kuang, X,Shao, G,Yu, S. 2004

[7]The oxidative status and inflammatory level of the peripheral blood of rabbits infested with Psoroptes cuniculi. Shang, Xiaofei,Wang, Dongsheng,Miao, Xiaolou,Wang, Xuezhi,Li, Jianxi,Yang, Zhiqiang,Pan, Hu,Shang, Xiaofei,Wang, Dongsheng,Miao, Xiaolou,Wang, Xuezhi,Li, Jianxi,Yang, Zhiqiang,Pan, Hu. 2014

[8]The phosphotransferase system gene ptsI in Bacillus cereus regulates expression of sodA2 and contributes to colonization of wheat roots. Li, Yan,Ding, Mingzheng,Wang, Qi,Gao, Tantan,Chai, Yunrong,Gao, Tantan.

[9]The effects of methanol and amino acid glycine betaine on qualitative characteristics and yield of sugar beet (Beta vulgaris l.) cultivars. Mehdi Khoshkharam,Mohamad H. Shahrajabian,Mehrdad Esfandiary. 2021

[10]Dynamic degradation of penconazole and its effect on antioxidant enzyme activity and malondialdehyde content in apple fruit. Ye Li,Lingxi Han,Bobo Wang,Jia Zhang,Jiyun Nie. 2022

[11]Humic acids alleviate the toxicity of reduced graphene oxide modified by nanosized palladium in microalgae. Xiaokang Li,Yan Yan,Xiaoqiang Li,Li Mu,Jingqi Zhao,Mingqi Yao,Xiangang Hu. 2022

[12]Cu/Zn superoxide dismutase (VdSOD1) mediates reactive oxygen species detoxification and modulates virulence in Verticillium dahliae. Li Tian,Junjiao Li,Caimin Huang,Dandan Zhang,Yan Xu,Xingyong Yang,Jian Song,Dan Wang,Nianwei Qiu,Dylan P.G. Short,Patrik Inderbitzin,Krishna V. Subbarao,Jieyin Chen,Xiaofeng Dai. 2021

[13]The Mining of Genetic Loci and the Analysis of Candidate Genes to Identify the Physical and Chemical Markers of Anti-Senescence in Rice. Wenjing Yin,Zhao Huang,Qianqian Zhong,Luyao Tang,Richeng Wu,Sanfeng Li,Yijian Mao,Xudong Zhu,Changchun Wang,Yuchun Rao,Yuexing Wang. 2023

[14]Reactive Oxygen Species Distribution Involved in Stipe Gradient Elongation in the Mushroom Flammulina filiformis. Junjie Yan,Julia Chekanova,Yuanyuan Liu,Bingcheng Gan,Ying Long,Xing Han,Zongjun Tong,Juan Miao,Lingdan Lian,Baogui Xie,Fang Liu. 2022

[15]Physio-Biochemical Characteristics and Quality Evaluation in Upper Leaves of Tobacco Nicotiana tabacum L. under Waterlogging Stress. Chen, Z. F.,Liu, W.,Ding, J. B.,Chen, K. M.,Lu, C.,Zhong, Y. F.,Zhao, A. J.,Long, D. B.,Xiong, C. L.,Chen, J.,Zeng, W. A.,Deng, X. H.. 2025

[16]Novel Thermostable Manganese Superoxide Dismutase from Alicyclobacillus sp. with High Specific Activity and Antioxidant Properties. Sun, Xihang,Liu, Jinping,Ge, Qianqian,Jiang, Yayun,Xu, Yi,Li, Yuying,Hou, Zhenping,Shi, Pengjun. 2025

[17]The Mining of Genetic Loci and the Analysis of Candidate Genes to Identify the Physical and Chemical Markers of Anti-Senescence in Rice. Wenjing Yin,Zhao Huang,Qianqian Zhong,Luyao Tang,Richeng Wu,Sanfeng Li,Yijian Mao,Xudong Zhu,Changchun Wang,Yuchun Rao,Yuexing Wang. 2025

[18]Biomineralized ZIF-8 Encapsulating SOD from Hydrogenobacter Thermophilus: Maintaining Activity in the Intestine and Alleviating Intestinal Oxidative Stress. Li, Yuying,Chen, Weihua,Yin, Jie,Xia, Siting,Jiang, Yayun,Ge, Qianqian,Liu, Jinping,Wang, Mansheng,Hou, Zhenping,Bai, Yingguo,Shi, Pengjun. 2024

[19]Multi-Label Classification of Chinese Rural Poverty Governance Texts Based on XLNet and Bi-LSTM Fused Hierarchical Attention Mechanism. Xin Wang,Leifeng Guo. 2023

[20]Cotton disease identification method based on pruning. Zhu D.,Feng Q.,Zhang J.,Yang W.. 2022

作者其他论文 更多>>