Comparative Analysis of Chilling Injury in Banana Fruit During Storage: Physicochemical and Microstructural Changes, and Early Optical-Based Nondestructive Identification
文献类型: 外文期刊
第一作者: Ma, Hui
作者: Ma, Hui;Hu, Lingmeng;Zhao, Jingyuan;He, Jie;Wen, Anqi;Lan, Weijie;Pan, Leiqing;Lv, Daizhu;Xu, Zhi;Lan, Weijie;Pan, Leiqing
作者机构:
关键词: chilling injury; banana fruit; quality property; optical technology; nondestructive identification
期刊名称:FOODS ( 影响因子:5.1; 五年影响因子:5.6 )
ISSN:
年卷期: 2025 年 14 卷 8 期
页码:
收录情况: SCI
摘要: Chilling injury (CI) during postharvest storage seriously impairs bananas' quality and marketability. This study systematically investigated CI mechanisms through physicochemical, microstructural, and optical analyses and innovatively developed a hyperspectral imaging (HSI)-based approach for early CI detection. Bananas stored at suboptimal (7 degrees C) and optimal (13 degrees C) conditions exhibited distinct physicochemical changes. CI progression was related to increased browning symptoms, an abnormal moisture redistribution (reduced pulp moisture content), and delayed softening. Microstructural analysis revealed membrane destabilization, cellular lysis, intercellular cavity formation, and inhibited starch hydrolysis under chilling stress. Hyperspectral microscope imaging (HMI) captured chilling-induced spectral variations (400-1000 nm), enabling the t-SNE-based clustering of CI-affected tissues. Machine learning models using first derivative (1-st)-processed spectra achieved a high accuracy. Both PLS-DA and RF had a 99% calibration accuracy and 98.5% prediction accuracy for CI classification. Notably, HSI detected spectral signatures of early CI (2 days post-chilling treatment) before visible symptoms, achieving a 100% identification accuracy with an optimized PLS-DA combined with 1-st processing. This study provides a theoretical basis for studying fruit CI mechanisms and a novel nondestructive optical method for early CI monitoring in postharvest supply chains.
分类号:
- 相关文献
作者其他论文 更多>>
-
Origin and assembly characteristics of periphyton microbes in subtropical paddy fields: A case study in Tuojia catchment in Southern China
作者:Li, Zongming;He, Jie;Shen, Jianlin;Li, Yanyan;Zhu, Qihong;Wu, Jinshui;Li, Zongming;He, Jie;Shen, Jianlin;Li, Yanyan;Zhu, Qihong;Wu, Jinshui;Li, Zongming;Shen, Jianlin;Li, Yanyan;Zhu, Qihong;Wu, Jinshui;Yuan, Quan;Li, Zongming
关键词:Periphyton; Source track; Microbial assembly; Paddy fields
-
Genome-wide circular RNAs signatures involved in sexual maturation and its heterosis in chicken
作者:Wang, Yuanmei;Yuan, Jingwei;Sun, Yanyan;Ni, Aixin;Zhao, Jinmeng;Li, Yunlei;Wang, Panlin;Shi, Lei;Zong, Yunhe;Ge, Pingzhuang;Bian, Shixiong;Ma, Hui;Chen, Jilan
关键词:chicken; sexual maturation; heterosis; ovary; circRNA
-
OsbZIP27 coordinates with OsHUB1 and OsHUB2 to modulate drought tolerance in rice
作者:Xu, Zuntao;Yang, Yachun;Li, Hao;Ma, Hui;Wu, Wenge;Xu, Zuntao;Yang, Yachun;Li, Hao;Ma, Hui;Wu, Wenge;Xu, Zuntao;Zhang, Fei;Ding, Yong;Xu, Zuntao;Zhang, Fei;Ding, Yong;Wu, Wenge
关键词:H2B monoubiquitination; Drought stress; bZIP transcription factor; Ring domain protein; Potassium transporter; Glucanase
-
Mitochondrial aspartate aminotransferase (GOT2) protein as a potential cryodamage biomarker in rooster spermatozoa cryopreservation
作者:Zong, Yunhe;Li, Yunlei;Sun, Yanyan;Han, Xintong;Yuan, Jingwei;Ma, Lin;Ma, Hui;Chen, Jilan
关键词:Chicken spermatozoa; Cryodamage; Mitochondrial; GOT2; Antioxidants
-
Unveiling transfer RNA modifications of oil palm and their dynamic changes during fruit ripening
作者:Deng, Dehai;Qin, Yichao;Lin, Xiuying;Chu, Meng;Lin, Huan;Deng, Dehai;Lin, Xiuying;Chu, Meng;Lv, Daizhu
关键词:tRNA modifications; Oil palm fruit development; RNA mass spectrometry; Epitranscriptome
-
Prediction of quality traits in packaged mango by NIR spectroscopy
作者:Ding, Fangchen;Chen, Xiao;Lan, Weijie;Pan, Leiqing;Ding, Fangchen;Chen, Xiao;Tu, Kang;Lan, Weijie;Pan, Leiqing;Ding, Fangchen;Garcia-Martin, Juan Francisco;Zhang, Li;Xu, Zhi;Lv, Daizhu
关键词:Mango quality; Paper bag packaging; NIR spectroscopy; Non-invasive analysis; Deep learning; Spectral filtering
-
Enhancing passion fruit (Passiflora edulis f. flavicarpa Degener) agriculture with application of alkaline humic acid fertilizer and chemical fertilizer: A effective approach to soil and fruit quality optimization
作者:Fan, Qiong;Feng, Jian;Wu, Huiyu;Jiu, Yuanda;Wu, Xiaofang;Zhang, Qun;Xu, Zhi;Fan, Qiong;Feng, Jian;Wu, Huiyu;Jiu, Yuanda;Wu, Xiaofang;Zhang, Qun;Fan, Qiong;Feng, Jian;Wu, Huiyu;Jiu, Yuanda;Wu, Xiaofang;Zhang, Qun;Fan, Qiong;Feng, Jian;Wu, Huiyu;Jiu, Yuanda;Wu, Xiaofang;Zhang, Qun;Yu, Junyan;Xu, Zhenzhen;Yu, Junyan
关键词:Passion fruit; Alkaline humic acid fertilizer; Soil property; Metabolomics; Functional compound