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INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE · 2023 · IF 1.5

Evaluation Quality of Chinese Baijiu Using GC–MS Based on SPCA and Neural Network

Mingju Chen,Anle Cui,Zhengxu Duan,Xingzhong Xiong

Currently, evaluating the quality of strong-flavor Baijiu (SFB) heavily relies on subjective sensory analysis, resulting in large deviations in evaluation. However, as there are no existing evaluation criteria for SFB quality, this study aimed to extract trace components and design an evaluation model using gas chromatography–mass spectrometry (GC–MS). First, the key component data was analyzed using principal component analysis (PCA) and sparse principal component analysis (SPCA) to identify the most important principal components that represent the SFB samples. Second, KNN, DT, SVM, and BP analyses were then employed on the principal component data to determine the grade of the SFB samples. Finally, a price prediction model based on SPCA+BP was established to objectively evaluate the quality and price of SFB. The experimental results show that the proposed method can effectively realize the distinction and price prediction of SFB.

研究领域: 食品科学 · 分析化学 · 机器学习 · 化学计量学
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Metallomics · 2019 ·Vol. 12 ·期 2 ·173-182 · IF 3.571

Clioquinol induces S-phase cell cycle arrest through the elevation of the calcium level in human neurotypic SH-SY5Y cells

Lv Xiaoguang,Zheng Qiaoqiao,Li Ming,Huang Zhiwei,Peng Min,Sun Jing,Shi Ping

Clioquinol is recently considered to be the most promising drug for treating cancer and neurodegenerative diseases. However, its mode of action varies from different disease models. In this study, we found that clioquinol inhibited cell growth in human neurotypic SHSY-5Y cells, which was attributed to both S-phase cell-cycle arrest and autophagic cell death. Clioquinol increased the intracellular contents of iron and zinc as well as calcium as measured by ICP-AES. Staining of Fluo-3 confirmed an increase in the level of calcium. Analysis of the metal-binding ability of clioquinol showed that it was not a chelating agent of calcium ions and the elevation of intracellular calcium content is not achieved by clioquinol as an ionophore. CaCl2 could simulate or even aggravate the cytotoxicity of clioquinol and it increased S-phase cell cycle arrest induced by clioquinol in a concentration dependent manner. Staining of acridine orange demonstrated that autophagy induced by clioquinol was not affected by addition of calcium ions. In contrast, the intracellular calcium ion chelator BAPTA-am abolished the clioquinol-induced S phase arrest and reduced the cell death caused by clioquinol. The WB assay of cell cycle-related proteins (CDK2, p21 and p27) further confirmed that S phase arrest is positively correlated with intracellular calcium elevation, which was due to the alterations of the mRNA and protein levels of calcium pumps (SERCA and SPCA). Taken together, these data indicate that clioquinol regulates the level of intracellular calcium ions to induce S-phase cell cycle arrest in human SH-SY5Y cells. Our results demonstrate for the first time that an increase of intracellular calcium content is one of the mechanisms of clioquinol in the inhibition of human neurotypic SHSY-5Y cells.

研究领域: 肿瘤学 · 神经科学 · 细胞生物学
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