1.AI-integrated IQPD framework of quality prediction and diagnostics in small-sample multi-unit pharmaceutical manufacturing: Advancing from experience-driven to data-driven manufacturing.
Kaiyi WANG ; Xinhai CHEN ; Nan LI ; Huimin FENG ; Xiaoyi LIU ; Yifei WANG ; Yanfei WU ; Yufeng GUO ; Shuoshuo XU ; Lu YAO ; Zhaohua ZHANG ; Jun JIA ; Zhishu TANG ; Zhisheng WU
Acta Pharmaceutica Sinica B 2025;15(8):4193-4209
The pharmaceutical industry faces challenges in quality digitization for complex multi-stage processes, especially in small-sample systems. Here, an intelligent quality prediction and diagnostic (IQPD) framework was developed and applied to Tong Ren Tang's Niuhuang Qingxin Pills, utilizing four years of data collected from four production units, covering the entire process from raw materials to finished products. In this framework, a novel path-enhanced double ensemble quality prediction model (PeDGAT) is proposed, which combines a graph attention network and path information to encode inter-unit long-range and sequential dependencies. Additionally, the double ensemble strategy enhances model stability in small samples. Compared to global traditional models, PeDGAT achieves state-of-the-art results, with an average improvement of 13.18% and 87.67% in prediction accuracy and stability on three indicators. Additionally, a more in-depth diagnostic model leveraging grey correlation analysis and expert knowledge reduces reliance on large samples, offering a panoramic view of attribute relationships across units and improving process transparency. Finally, the IQPD framework integrates into a Human-Cyber-Physical system, enabling faster decision-making and real-time quality adjustments for Tong Ren Tang's Niuhuang Qingxin Pills, a product with annual sales exceeding 100 million CNY. This facilitates the transition from experience-driven to data-driven manufacturing.
2.Best evidence summary of cognitive training in breast cancer patients with chemotherapy-related cognitive impairment
Huaiyu BAI ; Qingyang LI ; Ru BAI ; Lingjie XU ; Ping YE ; Shuoshuo LI ; Jing ZHANG
Chinese Journal of Practical Nursing 2024;40(16):1236-1243
Objective:To summarize the evidence of cognitive training in breast cancer patients with chemotherapy-related cognitive impairment, so as to provide evidence-based evidence for clinical decision-making and practice.Methods:The literature about the relevant cognitive training in breast cancer patients with chemotherapy-related cognitive impairment were searched for CNKI, VIP database, Wanfang, SinoMed, PubMed, Web of Science, CINAHL, Embase, Cochrane Library, JBI as well as home and abroad official website of relevant professional institutes, including clinical decisions, guidelines, evidence summaries, systematic reviews, best practice information manuals, expert consensuses, and high-quality original studies. The literature retrieval period was from the database construction to March 1, 2023. Two researchers screened and evaluated the quality of the included literature, and extracted, generalized and summarized evidence according to the topic.Results:A total of 17 articles were involved, including 3 clinical decisions, 4 guidelines, 2 evidence summaries, and 8 systematic reviews. Finally, 6 evidence topics and 25 pieces of best evidences were formed, including screening and evaluation, training principles, training time, training place, training content, training effect.Conclusions:Cognitive training can effectively improve cognitive function in breast cancer patients with chemotherapy-related cognitive impairment. Medical staff should carefully select the best evidence, early screen and dynamically evaluate the cognitive changes of patients, follow the principle of step by step and dynamic adjustment, and carry out individualized cognitive training as soon as possible according to the treatment cycle and patients wishes, so as to prevent or delay chemotherapy-related cognitive impairment and improve the quality of life of patients.
3.Observations on the Therapeutic Effect of Du meridian Moxibustion on Polycystic Ovarian Syndrome of Spleen-kidney Yang Deficiency Type
Yi WANG ; Jinghua XU ; Zhihai HU ; Shuoshuo WANG ; Zumei XIONG ; Zhoujun BAI ; Li GU
Shanghai Journal of Acupuncture and Moxibustion 2015;(1):35-37
Objective To investigate the clinical efficacy of Du meridian moxibustion in treating polycystic ovarian syndrome of spleen-kidney yang deficiency type. Methods Seventy patients with polycystic ovarian syndrome of spleen-kidney yang deficiency type were randomly allocated to treatment and control groups, 35 cases each. The treatment group received Du meridian moxibustion plus medication and stomach and the control group, medication alone. Sex hormones [follicle-stimulating hormone (FSH), luteinizing hormone (IH) and testosterone (T)], fasting insulin (INS), fasting blood glucose (GLU), body mass index (BMI) and changes in menstrual cycle were observed in the two groups before and after three weeks of treatment. The clinical therapeutic effects were compared between the two groups. Results The total efficacy rate was 94.3%in the treatment group and 77.1%in the control group;there was a statistically significant difference between the two groups (P<0.05). There were statistically significant pre-/post-treatment differences in LH, LH/FSH and T in the two groups (P<0.01, P<0.05). There were no statistically significant post-treatment differences in sex hormones between the two groups (P>0.05). There were statistically significant pre-/post-treatment differences in INS, BMI and menstrual cycle in the treatment group (P<0.01, P<0.05). There was a statistically significant pre-/post-treatment difference in menstrual cycle in the control group (P<0.05). There were no statistically significant post-treatment differences in INS, GLU, BMI and menstrual cycle between the two groups (P>0.05). Conclusion Du meridian moxibustion is an effective way to treat polycystic ovarian syndrome of spleen-kidney yang deficiency type. It can improve insulin resistance and insulin sensitivity.
4.Research for Optimizing the Acupuncture-moxibustion Treatment Protocol for Diabetic Gastroparesis
Zhihai HU ; Yi WANG ; Jiaying HUANG ; Jinghua XU ; Zaifeng JIANG ; Shuoshuo WANG
Shanghai Journal of Acupuncture and Moxibustion 2014;(12):1094-1096
ObjectiveTo explore the optimal acupuncture-moxibustion treatment protocol in treating diabetic gastroparesis. MethodA hundred patients were randomized into a body-acupuncture group, an electroacupuncture group, a hydroacupuncture group, and an acupuncture-moxibustion group, allto receive 3 treatment courses. The clinical symptoms and sign scores were observed before and after the intervention in the four groups.ResultThe markedly-effective rate of the acupuncture-moxibustion group was significantly higher than that of the other three groups (P<0.05). Regarding the symptom score for bloating, poor appetite, belching, upper abdominal pain, and nausea, the improvements in the acupuncture-moxibustion group were more significant than that in the other three groups (P<0.05,P<0.01).ConclusionCombination of acupuncture and moxibustion is the optimal treatment protocol for diabetic gastroparesis.

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