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一种探索高熵合金相形成的端到端机器学习框架 被引量:1
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作者 张惠然 胡瑞 +5 位作者 刘茜 李盛洲 张光捷 钱权 丁广太 戴东波 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2023年第7期2110-2120,共11页
探索高熵合金(HEAs)的相形成规则对于新型合金的设计具有明确的指导意义。提出一种端到端的框架用来从特征池和模型池中分别选择特征子集和机器学习(ML)模型。在该框架中,模型池中的模型基于其获得的特征重要性来选择适合自身的特征子集... 探索高熵合金(HEAs)的相形成规则对于新型合金的设计具有明确的指导意义。提出一种端到端的框架用来从特征池和模型池中分别选择特征子集和机器学习(ML)模型。在该框架中,模型池中的模型基于其获得的特征重要性来选择适合自身的特征子集;通过评估每个模型和其对应的特征子集的拟合结果,用于建立目标任务的预测模型;最终,获得影响HEAs相形成的重要因素。研究结果显示,建立的相预测模型可将430种HEAs分成5种相,测试准确度达到87.8%,并且通过分析模型发现,当原子尺寸差异大于8.295%时,HEAs的单相固溶体的形成受到抑制。 展开更多
关键词 特征选择 高熵合金 机器学习 相预测 Hume-Rothery规则
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Fine Particulate Matter-Induced Exacerbation of Allergic Asthma via Activation of T-cell Immunoglobulin and Mucin Domain 1 被引量:8
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作者 Yun-Xia Zhao hui-ran zhang +4 位作者 Xiu-Na Yang Yu-Hao zhang Shan Feng Feng-Xue Yu Xi-Xin Yan 《Chinese Medical Journal》 SCIE CAS CSCD 2018年第20期2461-2473,共13页
Background: Fine particulate matter (PM2.5) exacerbates airway inflammation and hyperreactivity in patients with asthma, but the mechanism remains unclear. The aim of this study was to observe the effects of prolon... Background: Fine particulate matter (PM2.5) exacerbates airway inflammation and hyperreactivity in patients with asthma, but the mechanism remains unclear. The aim of this study was to observe the effects of prolonged exposure to high concentrations of PM2.5 on the pathology and airway hyperresponsiveness (AHR) of BALB/c mice undergoing sensitization and challenge with ovalbumin (OVA) and to observe the effects of apoptosis and T-cell immunoglobulin and mucin domain 1 (TIM-1) in this process. Methods: Forty female BALB/c mice were divided into four groups: control group, OVA group, OVA/PM group, and PM group (n - 10 in each group). Mice in the control group were exposed to filtered clean air. Mice in the OVA group were sensitized and challenged with OVA. Mice in the OVA/PM group were sensitized and challenged as in the OVA group and then exposed to PM2.5 for 4 h per day and 5 days per week for a total of 8 weeks using a nose-only "PM2.5 online enrichment system" in The Second Hospital of Hebei Medical University. Mice in the PM group were exposed to the PM2.5 online enrichment system only. AHR was detected. Bronchoalveolar lavage fluid (BALF) was collected for cell classification. The levels of interleukin-4 (IL-4), IL-5, and IL-33 in BALF were measured using enzyme-linked immunosorbent assay. Changes in histological structures were examined by light microscopy, and changes in ultramicrostructures were detected by electron microscopy. Apoptosis was determined by terminal deoxynucleotidyl transferase-mediated dUTP nick end-labeling (TUNEL) assay in the lung tissues. Western blotting and immunohistochemistry were utilized to analyze the expression of Bcl-2, Bax, and TIM-1 in the lungs. Results: The results showed that AHR in the OVA/PM group was significantly more severe than that in the OVA and PM groups (P 〈 0.05). AHR in the PM group was also considerably more severe than that in the control group (P 〈 0.05). The BALF of OVA/PM group (28.00± 6.08 vs. 12.33 ±4.51, t = 4.631, P = 0.002) and PM group (29.00 ± 3.00 vs. 12.33 ± 4.51, t = 4.927, P = 0.001) had more lymphocytes than the BALF of the control group. The number of neutrophils in the BALF of the OVA/PM group (6.67 ± 1.53 vs. 3.33 ± 1.53, t = 2.886, P = 0.020) and PM group (6.67 ± 1.53 vs. 3.33 ± 1.53, t = 2.886, P = 0.020) was much higher than those in the BALF of OVA group (P 〈 0.05). TUNEL assays showed that the number of apoptotic cells in the OVA/PM group was significantly higher than that in the OVA group (Tunel immunohistochemical scores [IHS%], 1.20 ± 0.18 vs. 0.51 ± 0.03, t = 8.094, P 〈 0.001) and PM group (Tunel IHS%, 1.20 ± 0.18 vs. 0.51 ±0.09, t = 8.094, P〈 0.001), and that the number of apoptotic cells in the PM group was significantly higher than that in the control group (Tunel IHS%, 0.51 ± 0.09 vs. 0.26 ± 0.03, t = 2.894, P = 0.020). The concentrations of IL-4 (77.44 ± 11.19 vs. 48.02 ±10.02 pg/ml, t = 4.595, P= 0.002) and IL-5 (15.65 ± 1.19vs. 12.35±0.95pg/ml, t=3.806,P=0.005) and the Bax/Bcl-2 ratio (1.51 ± 0.18 vs. 0.48 ± 0.10, t = 9.654, P 〈 0.001) and TIM-1/β-actin ratio (0.78 ± 0.11 vs. 0.40 ±0.06, t = 6.818, P 〈 0.001) in the OVA/PM group were increased compared to those in the OVA group. The concentrations of IL-4 (77.44 ± 11.19 vs. 41.47 ± 3.40 pg/ml, t = 5.617, P= 0.001) and IL-5 ( 15.65±1. 19 vs. 10.99 ± 1.40 pg/ml, t = 5.374, P = 0.001 ) and the Bax/Bcl-2 ratio (1.51 ±0.18 vs. 0.97 ± 0.16, t = 5.000, P = 0.001) and TIM-1/β-actin ratio (0.78 ± 0.11 vs. 0.31 ± 0.06,t = 8.545, P 〈 0.001 ) in the OVA/PM group were increased compared to those in the PM group. The concentration oflL-4 (41.47 ±3.40 vs. 25.46 ± 2.98 pg/ml, t = 2.501, P = 0.037) and the Bax/Bcl-2 ratio (0.97 ± 0.16 vs. 0.18 ± 0.03, t = 7.439, P 〈 0.001) and TIM-1/β-actin ratio (0.31 ± 0.06 vs. 0.02 ± 0.01, t = 5.109, P = 0.001) in the PM group were also higher than those in the control group. Conclusions: Exacerbated AHR associated with allergic asthma caused by PMz5 is related to increased apoptosis and TIM-1 activation. These data might provide insights into therapeutic targets for the treatment of acute exacerbations of asthma induced by PM2.5. 展开更多
关键词 Apoptosis ASTHMA Fine Particulate Matter T-cell Immunoglobulin and Mucin Domain 1
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Prevalence of Chronic Kidney Disease-Mineral Bone Disorder in Hemodialysis Patients in Hebei,China 被引量:6
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作者 Jing-Jing Jin Sheng-Lei zhang +3 位作者 Jin-Sheng Xu Li-Wen Cui hui-ran zhang Ya-Ling Bai 《Chinese Medical Journal》 SCIE CAS CSCD 2018年第22期2749-2751,共3页
To the Editor:Chronic kidney disease-mineral bone disorder (CKD-MBD)has been found universally in hemodialysis (HD) patients.It increases the risk of cardiovascular morbidity and mortality,particularly vascular calcif... To the Editor:Chronic kidney disease-mineral bone disorder (CKD-MBD)has been found universally in hemodialysis (HD) patients.It increases the risk of cardiovascular morbidity and mortality,particularly vascular calcification.[1]Consequently, it is crucial to effectively control the biochemical indicators' abnormalities of CKD-MBD.Internation,al guidelines have provided measures for CKD-MBD,but relevant research from developing countries is limited,especially in China.[2] 展开更多
关键词 PREVALENCE HEMODIALYSIS PATIENTS
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