1.Machine learning-assisted microfluidic approach for broad-spectrum liposome size control.
Yujie JIA ; Xiao LIANG ; Li ZHANG ; Jun ZHANG ; Hajra ZAFAR ; Shan HUANG ; Yi SHI ; Jian CHEN ; Qi SHEN
Journal of Pharmaceutical Analysis 2025;15(6):101221-101221
Liposomes serve as critical carriers for drugs and vaccines, with their biological effects influenced by their size. The microfluidic method, renowned for its precise control, reproducibility, and scalability, has been widely employed for liposome preparation. Although some studies have explored factors affecting liposomal size in microfluidic processes, most focus on small-sized liposomes, predominantly through experimental data analysis. However, the production of larger liposomes, which are equally significant, remains underexplored. In this work, we thoroughly investigate multiple variables influencing liposome size during microfluidic preparation and develop a machine learning (ML) model capable of accurately predicting liposomal size. Experimental validation was conducted using a staggered herringbone micromixer (SHM) chip. Our findings reveal that most investigated variables significantly influence liposomal size, often interrelating in complex ways. We evaluated the predictive performance of several widely-used ML algorithms, including ensemble methods, through cross-validation (CV) for both liposome size and polydispersity index (PDI). A standalone dataset was experimentally validated to assess the accuracy of the ML predictions, with results indicating that ensemble algorithms provided the most reliable predictions. Specifically, gradient boosting was selected for size prediction, while random forest was employed for PDI prediction. We successfully produced uniform large (600 nm) and small (100 nm) liposomes using the optimised experimental conditions derived from the ML models. In conclusion, this study presents a robust methodology that enables precise control over liposome size distribution, offering valuable insights for medicinal research applications.
2.Differences in gut microbiota among primary school students with different levels of sugar sweetened beverage consumption
Chinese Journal of School Health 2024;45(3):335-340
Objective:
To explore the differences in the gut microbiota of primary school students with different levels of sugar sweetened beverage intake, so as to provide scientific evidence for better identification of health risks in children and the development of targeted health policies.
Methods:
In June 2022, a total of 192 healthy primary school students from Chengdu were selected using a stratified cluster random sampling method. The sugar sweetened beverage intake was assessed through a dietary frequency questionnaire. Based on the median daily sugar sweetened beverage intake, primary school students were categorized into a low intake group ( n =96) and a high intake group ( n =96). The gut microbiota in fresh fecal samples from the two groups of primary school students was analyzed using 16S rRNA high throughput sequencing, and the diversity and community structure differences in the gut microbiota were compared.
Results:
Children in the low intake group had a sugar sweetened beverage intake of (21.3±1.6) mL/d, while the high intake group had an intake of (269.6±37.3) mL/d. Diversity analysis results showed that there were no statistically significant differences between the low intake and the high intake group in terms of α diversity metrics: Observed_otus index [298.50 (259.75, 342.25), 305.50 (244.25, 367.75)], Goods_coverage index [1.00 (1.00, 1.00), 1.00 (1.00, 1.00)], Chao index [304.18 (260.75, 348.78), 305.88 (245.68, 370.88)], Shannon index [5.88 (5.29, 6.45), 5.71 (4.89, 6.28)] and Simpson index [0.95 (0.91, 0.97), 0.94 (0.88, 0.97)] ( Z =-0.64, -0.76, -0.54, -1.76, -1.67, P >0.05). Furthermore, no statistically significant difference was observed in β diversity between the two groups ( R 2=0.006, P >0.05). At the genus level, the abundance of Blautia [0.033 (0.018, 0.055)] and Fusicatenibacter [0.009 (0.005, 0.015)] were higher in the low intake group compared to the high intake group [0.024 (0.013, 0.041),0.006 (0.003, 0.011)]and differences were statistically significant ( Z =-2.52, -2.81, P <0.05). LEfSe analysis highlighted intergroup differences primarily in Blautia, Fusicatenibacter and Sarcina( LDA= 3.56,3.12,3.53, P <0.05).
Conclusions
There is no significant difference in the diversity and overall structure of the gut microbiota in primary school students with different levels of sugar sweetened beverage intake. However, there are species variations at the genus level. The information can serve as a scientific basis for identifying health risks in primary school students and formulating targeted health strategies.
3.Construction and Enhancement of Graduate Curriculum System for Traditional Chinese Medicine Pharmacology: A Case Study of Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences
Tuo LIU ; Yanqiong ZHANG ; Shihuan TANG ; Zhiyong LI ; Shan WANG ; Baohua LIU ; Yu BAI ; Yujie LI
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(23):3-7
Traditional Chinese medicine (TCM) pharmacology (PTCM) is a discipline that studies the interactions between Chinese medicines and the human body, as well as their underlying mechanisms, under the guidance of TCM theories while employing modern scientific techniques and methods. This article reviews the historical development and achievements of the PTCM discipline at the Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences, and outlines the reform measures undertaken in recent years to advance the construction of the graduate course system in PTCM. Building upon the foundation of the "Special Topics in PTCM" course, the curriculum has been expanded through reforms to include a series of self-designed courses, such as foundational advanced courses, experimental pharmacology courses, pharmacological research tools courses, and applied TCM research courses. Along with enriching the graduate course system, the study explores innovative approaches and methods for graduate education and teaching in PTCM, and reflects on the challenges in course system construction and teaching, serving as a reference for improving the quality of graduate training, promoting the development of the PTCM discipline, and advancing teaching reform practices.
4.Neutrophil extracellular traps regulating the development and prognosis of oral squamous cell carcinomas
Jie YI ; Yujie DING ; Yufei SHAN ; Jiaqi GU ; Zhida SUN
STOMATOLOGY 2024;44(7):500-507
Objective To investigate the expression and role of neutrophil extracellular traps(NETs)in oral squamous cell carcinoma(OSCC).Methods Immunofluorescence and immunohistochemistry were used to detect the expression of NETs in OSCC.The clinico-pathological characteristics and prognosis of patients with different NETs expression levels were analyzed.Density gradient centrifugation was used to isolate neutrophils from human peripheral blood.NETs were induced by phorbol 12-myristate 13-acetate(PMA)and co-cultured with OSCC cells.CCK-8 assay was used to detect changes in OSCC cell proliferation ability.OSCC cell migration ability was detected by Transwell cell migration assay and cell scratch assay.Western blotting(WB)assay was used to detect the effect of NETs on the index of epithelial-mesenchymal transition(EMT).Results NETs'expression in OSCC was higher than that in normal tissues(P<0.001).The prognosis of patients with high NETs expression was worse than that of patients with low NETs expression(P<0.05).The expression level of NETs was correlated with the clinical grade,invasion and recurrence degree of OSCC patients(P<0.05).NETs pro-moted the proliferation and migration of Cal27 and HN6 cells(P<0.05),and inhibited the protein expression level of epithelial marker and promoted the protein expression level of mesenchymal markers(P<0.05),which could be reversed by the NETs inhibitor DNaseⅠ.Conclusion NETs are expressed at high levels in OSCC.NETs can promote the proliferation and migration of OSCC cells by regulating epithelial-mesenchymal transition and can affect the prognosis of OSCC patients.
5.Butyrate acts as a G-protein-coupled receptor ligand that prevents high glucose-induced amyloidogenesis in N2a cells through the protein kinase B/glycogen synthase kinase-3β pathway.
Yujie XU ; Shufang SHAN ; Xiaoyu WANG ; Lingli LI ; Liang MA ; Jingyuan XIONG ; Ping FU ; Guo CHENG
Chinese Medical Journal 2023;136(19):2368-2370
6.Evaluation of ICUs and weight of quality control indicators: an exploratory study based on Chinese ICU quality data from 2015 to 2020.
Longxiang SU ; Xudong MA ; Sifa GAO ; Zhi YIN ; Yujie CHEN ; Wenhu WANG ; Huaiwu HE ; Wei DU ; Yaoda HU ; Dandan MA ; Feng ZHANG ; Wen ZHU ; Xiaoyang MENG ; Guoqiang SUN ; Lian MA ; Huizhen JIANG ; Guangliang SHAN ; Dawei LIU ; Xiang ZHOU
Frontiers of Medicine 2023;17(4):675-684
This study aimed to explore key quality control factors that affected the prognosis of intensive care unit (ICU) patients in Chinese mainland over six years (2015-2020). The data for this study were from 31 provincial and municipal hospitals (3425 hospital ICUs) and included 2 110 685 ICU patients, for a total of 27 607 376 ICU hospitalization days. We found that 15 initially established quality control indicators were good predictors of patient prognosis, including percentage of ICU patients out of all inpatients (%), percentage of ICU bed occupancy of total inpatient bed occupancy (%), percentage of all ICU inpatients with an APACHE II score ⩾15 (%), three-hour (surviving sepsis campaign) SSC bundle compliance (%), six-hour SSC bundle compliance (%), rate of microbe detection before antibiotics (%), percentage of drug deep venous thrombosis (DVT) prophylaxis (%), percentage of unplanned endotracheal extubations (%), percentage of patients reintubated within 48 hours (%), unplanned transfers to the ICU (%), 48-h ICU readmission rate (%), ventilator associated pneumonia (VAP) (per 1000 ventilator days), catheter related blood stream infection (CRBSI) (per 1000 catheter days), catheter-associated urinary tract infections (CAUTI) (per 1000 catheter days), in-hospital mortality (%). When exploratory factor analysis was applied, the 15 indicators were divided into 6 core elements that varied in weight regarding quality evaluation: nosocomial infection management (21.35%), compliance with the Surviving Sepsis Campaign guidelines (17.97%), ICU resources (17.46%), airway management (15.53%), prevention of deep-vein thrombosis (14.07%), and severity of patient condition (13.61%). Based on the different weights of the core elements associated with the 15 indicators, we developed an integrated quality scoring system defined as F score=21.35%xnosocomial infection management + 17.97%xcompliance with SSC guidelines + 17.46%×ICU resources + 15.53%×airway management + 14.07%×DVT prevention + 13.61%×severity of patient condition. This evidence-based quality scoring system will help in assessing the key elements of quality management and establish a foundation for further optimization of the quality control indicator system.
Humans
;
China/epidemiology*
;
Cross Infection/epidemiology*
;
Intensive Care Units/statistics & numerical data*
;
Quality Control
;
Quality Indicators, Health Care/statistics & numerical data*
;
Sepsis/therapy*
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East Asian People/statistics & numerical data*
7.Correlations between pruritus and CC chemokine ligand 17 in patients with mycosis fungoides
Haihao PAN ; Yingyi LI ; Yao QIN ; Yujie WEN ; Pan LAI ; Shan XIONG ; Mengzhou CAO ; Jingru SUN ; Ping TU ; Yang WANG
Chinese Journal of Dermatology 2022;55(11):969-975
Objective:To investigate molecules involved in the occurrence of pruritus in patients with mycosis fungoides (MF) .Methods:Totally, 522 patients with MF were enrolled from Peking University First Hospital from October 2009 to August 2021, and the incidence of pruritus was calculated. The patients were grouped according to whether they suffered from pruritus or not. RNA sequencing data on biopsied skin lesions of 49 patients were analyzed to identify differentially expressed genes between patients with pruritus and those without; enzyme-linked immunosorbent assay and immunohistochemical techniques were performed to determine the protein expression of CC chemokine ligand 17 (CCL17) in serum samples from 88 MF patients, and in tissue samples from 81 MF patients, respectively; flow cytometry was conducted to detect markers for T lymphocyte activation and differentiation in peripheral blood samples from 46 MF patients to identify peripheral blood lymphocyte subsets associated with pruritus. Statistical analysis was carried out by using chi-square test, Mann-Whitney U test, and Spearman correlation analysis. Results:Among the 522 patients with MF, 305 were males and 217 were females; 347 were diagnosed with early-stage MF, and 175 with advanced MF. The incidence of pruritus was 67.2% (351/522) in the patients with MF, and significantly higher in the patients with advanced MF (81.7%, 143/175) than in those with early-stage MF (59.9%, 208/347; χ2 = 25.03, P < 0.001) . RNA sequencing showed that CCL17 mRNA expression was significantly higher in the MF patients with pruritus than in those without (fold change = 10.09, P < 0.001) . The serum CCL17 concentration was significantly elevated in the patients with pruritus (1 017.05[377.12, 4 831.80] pg/ml) compared with those without (361.66 [180.47, 500.08] pg/ml; Z = -4.57, P < 0.001) , and correlated with pruritus scores ( r = 0.57, P = 0.010) . In both early and advanced stages of MF, the serum CCL17 concentration was significantly higher in the patients with pruritus than in those without ( Z = -3.68, P < 0.001; Z = -2.54, P = 0.011, respectively) . Immunohistochemical staining revealed that there was no significant difference in the relative quantification value of CCL17 between the patients with pruritus and those without ( Z = -1.84, P = 0.066) . The percentage of CD3 +CD4 +CD26 -CCR4 + malignant T cells significantly increased in the MF patients with pruritus than in those without ( Z = -2.03, P = 0.043) , and was positively correlated with serum CCL17 concentrations ( r = 0.49, P < 0.001) . Conclusions:Both CCL17 mRNA expression in lesional tissues and serum CCL17 concentrations increased in MF patients with pruritus, and CCL17 was associated with the occurrence of pruritus. CCL17 may be involved in the occurrence of pruritus through the recruitment of CD3 +CD4 +CD26 -CCR4 + malignant T cells.
8.Prospective effects of protein and animal foods intake on age at menarche among Chinese girls
Chinese Journal of School Health 2021;42(4):493-496
Objective:
To investigate the prospective effects of the consumption of protein and animal foods before menarche on the age at menarche among Chinese girls.
Methods:
This paper was based on the data collected in the China Health and Nutrition Survey(CHNS) from 1997 to 2015. A total of 683 girls aged 6 and over who had completed information on age at menarche, height, weight, per capita annual household income, maternal education level and participated in at least one complete dietary survey within 1 to 4 years before menarche were included. Urban-rural stratified multivariable linear regression model was used to examine the effects of protein and animal foods intake before menarche on Chinese girls age at menarche in urban and rural areas.
Results:
After adjusted for total energy intake, body mass index standard deviation score and per capita annual household income, the consumption of meat before menarche was negatively associated with the age at menarche among rural Chinese girls(B=-0.003, P=0.00), but not among urban Chinese girls(B=0.002, P>0.05). Total protein, dairy, eggs and aquatic products intake before menarche were not associated with Chinese girls age at menarche in urban and rural areas(B=0.002, -0.001, 0.003, 0.000; 0.001, 0.001, -0.001, -0.003, P>0.05).
Conclusion
Higher intake of meat before menarche might lead to earlier menarche onset in rural Chinese girls. The consumption of total protein, dairy, eggs, and aquatic products before menarche did not affect the age at menarche in Chinese girls.
9.Study on HPLC fingerprints of Biyuanjing capsules
Yanyin CHENG ; Shan ZHU ; Mingchun LI ; Yujie ZHANG ; Qingjie FU
Journal of Pharmaceutical Practice 2021;39(5):431-436
Objective To establish a HPLC fingerprints of Biyuanjing capsules. Methods The column was Agilent SB-C18(4.6mm×250 mm, 5 µm). The mobile phase was acetonitrile-water with gradient elution at a flow rate of 1.0 ml/min. The detection wavelength was 210 nm. The detection time was 80 min. Results The HPLC fingerprints of Biyuanjing capsules were established. Twenty common peaks were confirmed, of which, 15 peaks were belonging to each crude drug and 5 peaks were identified as chemical components. The overall similarity of the fingerprints of 10 batches of samples was above 90% comparing with the control. Conclusion This method can be used for the quality control of Biyuanjing capsules.
10.Efficacy and Safety of Immune Checkpoint Inhibitors Therapy on Advanced Gastric Cancer or Gastroesophageal Junction Cancer: A Meta-analysis
Yujie SHAN ; Ping LIANG ; Yalei LYU ; Long WANG ; Xiaolin ZHANG ; Baoen SHAN
Cancer Research on Prevention and Treatment 2021;48(2):166-172
Objective To systematically evaluate the efficacy and safety of immune checkpoint inhibitors in the treatment of advanced gastric cancer or gastroesophageal junction cancer (GC/GEJC). Methods CNKI, Wanfang, PubMed, EMBASE, ClinicalTrials, Cochrane Library and other databases were searched to collect the clinical trials of immune checkpoint inhibitors in the treatment of advanced GC/GEJC. The retrieval time was from the inception to Nov. 2019. Outcome measures mainly included ORR, DCR, PFS, OS and toxicities. The adoption rate difference and hazard ratio were effect measures. Meta-analysis was performed using RevMan 5.3 software. Results We included seven literatures with a total of 1949 patients. Meta-analysis showed that for the patients with advanced GC/GEJC, the second-line or later immune checkpoint inhibitor therapy improved the overall survival rate at 12 and 18 months; the OS of the patients was prolonged, compared with chemotherapy/placebo therapy (all


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