1.Progress in animal model studies on chronic fatigue syndrome in military seafaring operations
Shuqi CAI ; Ying HE ; Wenhui WU ; Ruisang LIU ; Yunkai ZHANG ; Yong JIAO ; Xiaomeng REN
Journal of Environmental and Occupational Medicine 2025;42(3):373-378
		                        		
		                        			
		                        			Chronic fatigue syndrome (CFS) is a common problem in military maritime navigation, which greatly affects the safety of military missions. The use of animal models to carry out research on the mechanism of CFS and treatment measures is a common method. This paper systematically introduced the construction methods of CFS models such as single-factor and multi-factor models, summarized common evaluation indicators of CFS, including behavioral and biochemical indicators, and summed up key characteristics of CFS animal models in military oceanic navigation combined with common causes of CFS in military contexts, such as prolonged continuous work, high-intensity physical activity, sleep deprivation, psychological stress, and extreme environmental conditions. The key characteristics of the animal models included, but not limited to, chronic fatigue, sleep disorders, impaired cognitive function, psychological stress responses, and abnormal biochemical indicators. Furthermore, this article identified future research directions for CFS animal models in military oceanic navigation to enhance the application value of the models and provide robust support for the health protection and disease prevention of military personnel.
		                        		
		                        		
		                        		
		                        	
2.Research Progress on Active Ingredients of Chinese Medicine Based on AMPK Signaling Pathway to Improve Insulin Resistance in T2DM
Xiaomeng WANG ; Peng YANG ; Xiaochen LI ; Lili WU ; Lingling QIN ; Tonghua LIU
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(7):247-255
		                        		
		                        			
		                        			Insulin resistance (IR) is an important pathological and physiological mechanism of type 2 diabetes (T2DM), and the treatment of IR has become the key to the prevention and treatment of T2DM. IR is a state of insensitivity or reduced sensitivity of insulin-stimulated tissue cells to glucose, resulting in cells that are unable to efficiently take up glucose in the bloodstream and thus causing hyperglycemia. Adenosine monophosphate-activated protein kinase (AMPK) is an energy-sensing enzyme that can regulate multiple metabolic pathways and maintain the stability of adenosine triphosphate (ATP) in the cell. In recent years, traditional Chinese medicine (TCM) has played an increasingly important role in the prevention and treatment of T2DM. The research on exploring the AMPK signaling pathway of TCM intervention in the progress of T2DM has gradually increased. Many pharmacological studies have shown that TCM has advantages such as safety and high efficiency in the prevention and treatment of T2DM. AMPK signaling pathway is one of the key pathways for the active ingredients of TCM and TCM extracts to improve IR. Active ingredients such as phenols, flavonoids, polysaccharides, alkaloids, and saponins, as well as other herbal extracts can improve IR by activating the AMPK signaling pathway cascade response, thereby improving IR by regulating glucolipid metabolism, inhibiting inflammatory response, anti-oxidative stress and maintaining mitochondrial homeostasis. Based on this, this paper reviews the pharmacological and experimental research results of TCM intervening the AMPK signaling pathway to improve IR in recent years, expecting to provide reference for further research, development and application of TCM in intervening IR and treating T2DM. 
		                        		
		                        		
		                        		
		                        	
3.Research Progress on Traditional Chinese Medicine Interventions Targeting NF-κB Signaling Pathway to Improve Diabetic Nephropathy
Jiangfan GUO ; Xiaomeng WANG ; Qiu'e ZHANG ; Xiaochen LI ; Tonghua LIU ; Lili WU ; Lingling QIN ; Qingsong LI
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(20):241-251
		                        		
		                        			
		                        			Diabetic nephropathy (DN) is a chronic microvascular complication in diabetic patients and the main cause of end-stage renal disease (ESRD). Studies have shown that nuclear factor kappa-B (NF-κB) signaling pathway is involved in the pathological process of DN by activating pathological mechanisms such as inflammation, oxidative stress, fibrosis, apoptosis, autophagy, and pyroptosis. Therefore, blocking the transduction of NF-κB signaling pathway can help prevent and treat DN. Currently, western medical treatment involves strategies such as lowering blood sugar, blood pressure, and lipids, as well as using endothelin receptor antagonists, mineralocorticoid receptor antagonists, aldosterone synthase inhibitors, and other drugs, but they still cannot block the pathological process of DN. Traditional Chinese medicine (TCM) offers a simpler and more cost-effective approach that addresses both the symptoms and underlying causes of DN. Recent research has shown promising results in managing DN with TCM, and NF-κB, as a key factor, plays an important role in the prevention and treatment of DN. This article summarized the research results of TCM based on the NF-κB signaling pathway for the treatment of DN in the past five years. It described a variety of TCM extracts, such as polysaccharides, terpenes, phenols, flavonoids, saponins, and alkaloids, as well as TCM compound prescriptions such as Huaiqihuang granules, Astragalus mongholicus Bunge and Panax notoginseng formula, and Danzhi Jiangtang capsules, which regulated the NF-κB signaling pathway and its upstream and downstream factors to block the pathological process of DN. This inhibition aims to prevent renal pathological damage caused by DN and slow down the deterioration of renal function. The article aims to provide new ideas and references for the research and development of drugs for the prevention and treatment of DN. 
		                        		
		                        		
		                        		
		                        	
4.The influence of knocking down the expression of low-density lipoprotein receptor associated proteins on the vascular abnormalities in hepatocellular carcinoma and its mechanisms
Qiang WU ; Linlin ZHAN ; Yu WANG ; Yuchao HE ; Lu CHEN ; Ziye CHEN ; Guangtao LI ; Dongming LIU ; Xu BAO ; Xiaomeng LIU ; Hua GUO ; Tianqiang SONG
Chinese Journal of Oncology 2024;46(5):399-408
		                        		
		                        			
		                        			Objectives:To investigate the effect of the expression of low-density lipoprotein receptor associated protein (LDLR) on the vascular abnormalities in hepatocellular carcinoma (HCC) and its mechanisms.Methods:Based on the information of Oncomine Cancer GeneChip database, we analyzed the correlation between the expression level of LDLR and the expression level of carcinoembryonic antigen (CEA) and CD31 in hepatocellular carcinoma tissues. Lentiviral transfection of short hairpin RNA target genes was used to construct LDLR-knockdown MHCC-97H and HLE hepatocellular carcinoma cells. The differential genes and their expression level changes in LDLR-knockdown hepatocellular carcinoma cells were detected by transcriptome sequencing, real-time fluorescence quantitative polymerase chain reaction, and protein immunoblotting. The gene-related signaling pathways that involve LDLR were clarified by enrichment analysis. The effect of LDLR on CEA was assessed by the detection of CEA content in conditioned medium of hepatocellular carcinoma cells. Angiogenesis assay was used to detect the effect of LDLR on the angiogenic capacity of human umbilical vein endothelial cells, as well as the role of CEA in the regulation of angiogenesis by LDLR. Immunohistochemical staining was used to detect the expression levels of LDLR in 176 hepatocellular carcinoma tissues, and CEA and CD31 in 146 hepatocellular carcinoma tissues, and analyze the correlations between the expression levels of LDLR, CEA, and CD31 in the tissues, serum CEA, and alanine transaminase (ALT).Results:Oncomine database analysis showed that the expressions of LDLR and CEA in the tissues of hepatocellular carcinoma patients with portal vein metastasis were negatively correlated ( r=-0.64, P=0.001), whereas the expressions of CEA and CD31 in these tissues were positively correlated ( r=0.46, P=0.010). The transcriptome sequencing results showed that there were a total of 1 032 differentially expressed genes in the LDLR-knockdown group and the control group of MHCC-97H cells, of which 517 genes were up-regulated and 515 genes were down-regulated. The transcript expression level of CEACAM5 was significantly up-regulated in the cells of the LDLR-knockdown group. The Gene Ontology (GO) function enrichment analysis showed that the differential genes were most obviously enriched in the angiogenesis function. The Kyoto Encyclopedia of Genes and Genomes (KEGG) signaling pathway enrichment analysis showed that the relevant pathways involved mainly included the cellular adhesion patch, the extracellular matrix receptor interactions, and the interactions with the extracellular matrix receptors. The CEA content in the conditioned medium of the LDLR-knockdown group was 43.75±8.43, which was higher than that of the control group (1.15±0.14, P<0.001). The results of angiogenesis experiments showed that at 5 h, the number of main junctions, the number of main segments, and the total area of the lattice formed by HUVEC cells cultured with the conditioned medium of MHCC-97H cells in the LDLR-knockdown group were 295.3±26.4, 552.5±63.8, and 2 239 781.0±13 8211.9 square pixels, which were higher than those of the control group (113.3±23.5, 194.8±36.5, and 660 621.0±280 328.3 square pixels, respectively, all P<0.01).The number of vascular major junctions, the number of major segments, and the total area of the lattice formed by HUVEC cells cultured in conditioned medium with HLE cells in the LDLR-knockdown group were 245.3±42.4, 257.5±20.4, and 2 535 754.5±249 094.2 square pixels, respectively, which were all higher than those of the control group (113.3±23.5, 114.3±12.2, and 1 565 456.5±219 259.7 square pixels, respectively, all P<0.01). In the conditioned medium for the control group of MHCC-97H cells,the number of main junctions, the number of main segments, and the total area of the lattice formed by the addition of CEA to cultured HUVEC cells were 178.9±12.0, 286.9±12.3, and 1 966 990.0±126 249.5 spixels, which were higher than those in the control group (119.7±22.1, 202.7±33.7, and 1 421 191.0±189 837.8 square pixels, respectively). The expression of LDLR in hepatocellular carcinoma tissues was not correlated with the expression of CEA, but was negatively correlated with the expression of CD31 ( r=-0.167, P=0.044), the level of serum CEA ( r=-0.061, P=0.032), and the level of serum ALT (r=-0.147, P=0.05). The expression of CEA in hepatocellular carcinoma tissues was positively correlated with the expression of CD31 ( r=0.192, P=0.020). The level of serum CEA was positively correlated with the level of serum ALT ( r=0.164, P=0.029). Conclusion:Knocking down LDLR can promote vascular abnormalities in HCC by releasing CEA.
		                        		
		                        		
		                        		
		                        	
5.TRAF4 promotes lung cancer development by activating tyrosine kinase of EGFR
Xiaomeng NIE ; Danfeng DONG ; Jiafei LIN ; Beiying WU ; Gang CAI
Chinese Journal of Oncology 2024;46(10):968-978
		                        		
		                        			
		                        			Objective:To explore the role of tumor necrosis factor receptor-associated factor 4 (TRAF4) in promoting the abnormal activation of epidermal growth factor receptor (EGFR) and its effect on lung cancer cell proliferation, migration and invasion.Methods:Tumor tissues from patients who underwent lung adenocarcinoma resection at The First Affiliated Hospital of Second Military Medical University, from January 2015 to May 2017 were collected, and the expressions of TRAF4 and Ki-67 in lung cancer tissues were detected by immunohistochemistry, the mRNA levels of Cyclin D and Vimentin were detected by real-time fluorescence quantitative PCR (qRT-PCR). The effect of TRAF4 on the tumor growth ability of lung cancer A549 cells was investigated by the xenograft model, the effect of TRAF4 or EGFR on the tumor proliferation ability was detected by using cell counting kit 8 (CCK8) and BrdU assay, and the migration and invasion abilities of tumor cells were detected by Transwell assay. Different structural domain deletion expression vectors of TRAF4 and EGFR were constructed to transfect cells, and the interaction mode of TRAF4 and EGFR was investigated by immunoprecipitation assay.Results:The expression of TRAF4 in non-small cell lung cancer (NSCLC) tissues was positively correlated with the expressions of Ki-67, cyclin D, and vimentin ( r2: 0.438, 0.695, and 0.736, respectively, all P<0.01). Immunohistochemical assay of tumor tissues from NSCLC patients showed that tissues with high expression of TRAF4 were also high in Ki-67. Patients with high TRAF4 expression (TRAF4 positivity >30%) had a shorter progression-free survival (PFS) time than that of patients with low TRAF4 expression (TRAF4 positivity ≤30%) (median PFS of 12 and 19 months, respectively; P=0.034). Traf4 -/- cells had a weakened proliferative capacity than traf4+/+ cells and formed tumors with smaller size ( P<0.05). The expression level of Ki-67 in the tumor tissues formed by traf4 -/- cells [(45.6±8.7)%] was lower than that in the tumor tissues formed by traf4+/+ cells [(62.3±10.3)%, P=0.015], the mRNA levels of cyclin D (1.01±0.15) and vimentin (1.01±0.12) in the traf4 -/- cells were lower than those of the traf4+/+ cells (3.41±0.32 and 3.12±0.18, respectively, both P<0.05).The western blot results showed that, with the elevated intracellular expression level of TRAF4, phosphorylation level of EGFR was significantly increased in both wild-type EGFR and activation mutant EGFR-expression cells. The capacities of proliferation, migration and invasion of A549 cells was weakened after EGFR knockdown (all P<0.01). Immunoprecipitation experiments showed that TRAF4 binds to the peptide segment of the near-membrane region of EGFR through the TRAF structural domain, and the mutual binding between EGFR molecules was enhanced under TRAF4 overexpression conditions. Increasing TRAF4 expression promoted EGFR molecular phosphorylation and activation of downstream signaling. Conclusions:TRAF4 expression is elevated in NSCLC tissues and tumor cells, which promotes tumor proliferation, migration and invasion. TRAF4 directly binds to EGFR molecules, enhances its own phosphorylation and activates the downstream signaling pathway by promoting the interaction between EGFR molecules.
		                        		
		                        		
		                        		
		                        	
6.The influence of knocking down the expression of low-density lipoprotein receptor associated proteins on the vascular abnormalities in hepatocellular carcinoma and its mechanisms
Qiang WU ; Linlin ZHAN ; Yu WANG ; Yuchao HE ; Lu CHEN ; Ziye CHEN ; Guangtao LI ; Dongming LIU ; Xu BAO ; Xiaomeng LIU ; Hua GUO ; Tianqiang SONG
Chinese Journal of Oncology 2024;46(5):399-408
		                        		
		                        			
		                        			Objectives:To investigate the effect of the expression of low-density lipoprotein receptor associated protein (LDLR) on the vascular abnormalities in hepatocellular carcinoma (HCC) and its mechanisms.Methods:Based on the information of Oncomine Cancer GeneChip database, we analyzed the correlation between the expression level of LDLR and the expression level of carcinoembryonic antigen (CEA) and CD31 in hepatocellular carcinoma tissues. Lentiviral transfection of short hairpin RNA target genes was used to construct LDLR-knockdown MHCC-97H and HLE hepatocellular carcinoma cells. The differential genes and their expression level changes in LDLR-knockdown hepatocellular carcinoma cells were detected by transcriptome sequencing, real-time fluorescence quantitative polymerase chain reaction, and protein immunoblotting. The gene-related signaling pathways that involve LDLR were clarified by enrichment analysis. The effect of LDLR on CEA was assessed by the detection of CEA content in conditioned medium of hepatocellular carcinoma cells. Angiogenesis assay was used to detect the effect of LDLR on the angiogenic capacity of human umbilical vein endothelial cells, as well as the role of CEA in the regulation of angiogenesis by LDLR. Immunohistochemical staining was used to detect the expression levels of LDLR in 176 hepatocellular carcinoma tissues, and CEA and CD31 in 146 hepatocellular carcinoma tissues, and analyze the correlations between the expression levels of LDLR, CEA, and CD31 in the tissues, serum CEA, and alanine transaminase (ALT).Results:Oncomine database analysis showed that the expressions of LDLR and CEA in the tissues of hepatocellular carcinoma patients with portal vein metastasis were negatively correlated ( r=-0.64, P=0.001), whereas the expressions of CEA and CD31 in these tissues were positively correlated ( r=0.46, P=0.010). The transcriptome sequencing results showed that there were a total of 1 032 differentially expressed genes in the LDLR-knockdown group and the control group of MHCC-97H cells, of which 517 genes were up-regulated and 515 genes were down-regulated. The transcript expression level of CEACAM5 was significantly up-regulated in the cells of the LDLR-knockdown group. The Gene Ontology (GO) function enrichment analysis showed that the differential genes were most obviously enriched in the angiogenesis function. The Kyoto Encyclopedia of Genes and Genomes (KEGG) signaling pathway enrichment analysis showed that the relevant pathways involved mainly included the cellular adhesion patch, the extracellular matrix receptor interactions, and the interactions with the extracellular matrix receptors. The CEA content in the conditioned medium of the LDLR-knockdown group was 43.75±8.43, which was higher than that of the control group (1.15±0.14, P<0.001). The results of angiogenesis experiments showed that at 5 h, the number of main junctions, the number of main segments, and the total area of the lattice formed by HUVEC cells cultured with the conditioned medium of MHCC-97H cells in the LDLR-knockdown group were 295.3±26.4, 552.5±63.8, and 2 239 781.0±13 8211.9 square pixels, which were higher than those of the control group (113.3±23.5, 194.8±36.5, and 660 621.0±280 328.3 square pixels, respectively, all P<0.01).The number of vascular major junctions, the number of major segments, and the total area of the lattice formed by HUVEC cells cultured in conditioned medium with HLE cells in the LDLR-knockdown group were 245.3±42.4, 257.5±20.4, and 2 535 754.5±249 094.2 square pixels, respectively, which were all higher than those of the control group (113.3±23.5, 114.3±12.2, and 1 565 456.5±219 259.7 square pixels, respectively, all P<0.01). In the conditioned medium for the control group of MHCC-97H cells,the number of main junctions, the number of main segments, and the total area of the lattice formed by the addition of CEA to cultured HUVEC cells were 178.9±12.0, 286.9±12.3, and 1 966 990.0±126 249.5 spixels, which were higher than those in the control group (119.7±22.1, 202.7±33.7, and 1 421 191.0±189 837.8 square pixels, respectively). The expression of LDLR in hepatocellular carcinoma tissues was not correlated with the expression of CEA, but was negatively correlated with the expression of CD31 ( r=-0.167, P=0.044), the level of serum CEA ( r=-0.061, P=0.032), and the level of serum ALT (r=-0.147, P=0.05). The expression of CEA in hepatocellular carcinoma tissues was positively correlated with the expression of CD31 ( r=0.192, P=0.020). The level of serum CEA was positively correlated with the level of serum ALT ( r=0.164, P=0.029). Conclusion:Knocking down LDLR can promote vascular abnormalities in HCC by releasing CEA.
		                        		
		                        		
		                        		
		                        	
7.TRAF4 promotes lung cancer development by activating tyrosine kinase of EGFR
Xiaomeng NIE ; Danfeng DONG ; Jiafei LIN ; Beiying WU ; Gang CAI
Chinese Journal of Oncology 2024;46(10):968-978
		                        		
		                        			
		                        			Objective:To explore the role of tumor necrosis factor receptor-associated factor 4 (TRAF4) in promoting the abnormal activation of epidermal growth factor receptor (EGFR) and its effect on lung cancer cell proliferation, migration and invasion.Methods:Tumor tissues from patients who underwent lung adenocarcinoma resection at The First Affiliated Hospital of Second Military Medical University, from January 2015 to May 2017 were collected, and the expressions of TRAF4 and Ki-67 in lung cancer tissues were detected by immunohistochemistry, the mRNA levels of Cyclin D and Vimentin were detected by real-time fluorescence quantitative PCR (qRT-PCR). The effect of TRAF4 on the tumor growth ability of lung cancer A549 cells was investigated by the xenograft model, the effect of TRAF4 or EGFR on the tumor proliferation ability was detected by using cell counting kit 8 (CCK8) and BrdU assay, and the migration and invasion abilities of tumor cells were detected by Transwell assay. Different structural domain deletion expression vectors of TRAF4 and EGFR were constructed to transfect cells, and the interaction mode of TRAF4 and EGFR was investigated by immunoprecipitation assay.Results:The expression of TRAF4 in non-small cell lung cancer (NSCLC) tissues was positively correlated with the expressions of Ki-67, cyclin D, and vimentin ( r2: 0.438, 0.695, and 0.736, respectively, all P<0.01). Immunohistochemical assay of tumor tissues from NSCLC patients showed that tissues with high expression of TRAF4 were also high in Ki-67. Patients with high TRAF4 expression (TRAF4 positivity >30%) had a shorter progression-free survival (PFS) time than that of patients with low TRAF4 expression (TRAF4 positivity ≤30%) (median PFS of 12 and 19 months, respectively; P=0.034). Traf4 -/- cells had a weakened proliferative capacity than traf4+/+ cells and formed tumors with smaller size ( P<0.05). The expression level of Ki-67 in the tumor tissues formed by traf4 -/- cells [(45.6±8.7)%] was lower than that in the tumor tissues formed by traf4+/+ cells [(62.3±10.3)%, P=0.015], the mRNA levels of cyclin D (1.01±0.15) and vimentin (1.01±0.12) in the traf4 -/- cells were lower than those of the traf4+/+ cells (3.41±0.32 and 3.12±0.18, respectively, both P<0.05).The western blot results showed that, with the elevated intracellular expression level of TRAF4, phosphorylation level of EGFR was significantly increased in both wild-type EGFR and activation mutant EGFR-expression cells. The capacities of proliferation, migration and invasion of A549 cells was weakened after EGFR knockdown (all P<0.01). Immunoprecipitation experiments showed that TRAF4 binds to the peptide segment of the near-membrane region of EGFR through the TRAF structural domain, and the mutual binding between EGFR molecules was enhanced under TRAF4 overexpression conditions. Increasing TRAF4 expression promoted EGFR molecular phosphorylation and activation of downstream signaling. Conclusions:TRAF4 expression is elevated in NSCLC tissues and tumor cells, which promotes tumor proliferation, migration and invasion. TRAF4 directly binds to EGFR molecules, enhances its own phosphorylation and activates the downstream signaling pathway by promoting the interaction between EGFR molecules.
		                        		
		                        		
		                        		
		                        	
8.Research progress of lysine specific demethylase 1(LSD1)inhibitors
Xiaomeng ZHANG ; Jinyang FU ; Yanan HE ; Jianhong GONG ; Kun DU ; Ya WU ; Yanle ZHI
Journal of China Pharmaceutical University 2024;55(5):685-696
		                        		
		                        			
		                        			Lysine specific demethylase1(LSD1)is a flavin adenine dinucleotide(FAD)-dependent monoamine oxidase.Studies have confirmed that aberrant expression of LSD1 is closely related to tumor metastasis and proliferation,and is currently one of the important targets for tumor-targeted therapy.In addition,LSD1 is involved in the development of various conditions such as neurodegenerative diseases,cardiovascular diseases,and inflammatory responses.Currently,several inhibitors have been developed for the clinical research stage.In this paper,the structure and mechanism of action of LSD1 and the research progress of LSD1 inhibitors are briefly introduced to provide some reference for the design and development of novel LSD1 inhibitors.
		                        		
		                        		
		                        		
		                        	
9.Traditional Chinese Medicine Treats Diabetic Nephropathy by Inhibiting Pyroptosis and Inflammasome: A Review
Xiaochen LI ; Peng YANG ; Xiaomeng WANG ; Lili WU ; Lingling QIN ; Tonghuang LIU
Chinese Journal of Experimental Traditional Medical Formulae 2023;29(13):273-282
		                        		
		                        			
		                        			Diabetic nephropathy (DN) is a serious complication of diabetes, a major risk factor for chronic renal failure and end-stage renal disease, a major cause of deaths of diabetic patients, and a major cause of noncommunicable disease-associated deaths in the world. Pyroptosis and inflammasome activation are closely associated with the occurrence and development of DN. They can mediate a variety of pathological changes such as the loss and fusion of podocytes, up-regulated expression of inflammatory cytokines, macrophage infiltration, glomerular mesangial matrix expansion, and increased urinary albumin-to-creatinine ratio, eventually leading to nephron loss and kidney injury. The available studies have reported that the active ingredients in Chinese medicinal herbs or classical prescriptions play a role in the treatment of DN by lowering blood glucose and lipid levels, mitigating insulin resistance, reducing inflammation, alleviating oxidative stress, and regulating immunity. Moreover, the active ingredients can inhibit the activation of inflammasomes and the pyroptosis of renal cells, repair the inflammation-induced damage, improve renal function, and slow the progression of DN, demonstrating definite therapeutic effect. Chinese medicines can treat DN in a multi-target, multi-pathway, and multi-system manner, possessing broad prospects in the prevention and treatment of DN. Despite the extensive studies about the traditional Chinese medicine (TCM) intervention of DN in vivo and in vitro, a comprehensive summary of experimental studies on the TCM intervention of DN model remains to be carried out. This paper reviews the research progress in pyroptosis, inflammasomes, roles of pyroptosis and inflammasomes in DN, and TCM intervention of DN, aiming to provide ideas and reference for the research and development of drugs for this disease. 
		                        		
		                        		
		                        		
		                        	
10.Data-driven engineering framework with AI algorithm of Ginkgo Folium tablets manufacturing.
Lijuan MA ; Jing ZHANG ; Ling LIN ; Tuanjie WANG ; Chaofu MA ; Xiaomeng WANG ; Mingshuang LI ; Yanjiang QIAO ; Yongxiang WANG ; Guimin ZHANG ; Zhisheng WU
Acta Pharmaceutica Sinica B 2023;13(5):2188-2201
		                        		
		                        			
		                        			Smart manufacturing still remains critical challenges for pharmaceutical manufacturing. Here, an original data-driven engineering framework was proposed to tackle the challenges. Firstly, from sporadic indicators to five kinds of systematic quality characteristics, nearly 2,000,000 real-world data points were successively characterized from Ginkgo Folium tablet manufacturing. Then, from simplex to the multivariate system, the digital process capability diagnosis strategy was proposed by multivariate Cpk integrated Bootstrap-t. The Cpk of Ginkgo Folium extracts, granules, and tablets were discovered, which was 0.59, 0.42, and 0.78, respectively, indicating a relatively weak process capability, especially in granulating. Furthermore, the quality traceability was discovered from unit to end-to-end analysis, which decreased from 2.17 to 1.73. This further proved that attention should be paid to granulating to improve the quality characteristic. In conclusion, this paper provided a data-driven engineering strategy empowering industrial innovation to face the challenge of smart pharmaceutical manufacturing.
		                        		
		                        		
		                        		
		                        	
            
Result Analysis
Print
Save
E-mail