1.Risk prediction of Reduning Injection batches by near-infrared spectroscopy combined with multiple machine learning algorithms.
Wen-Yu JIA ; Feng TONG ; Heng-Xu LIU ; Shu-Qin JIN ; Yong-Chao ZHANG ; Chen-Feng ZHANG ; Zhen-Zhong WANG ; Xin ZHANG ; Wei XIAO
China Journal of Chinese Materia Medica 2025;50(2):430-438
In this paper, near-infrared spectroscopy(NIRS) was employed to analyze 129 batches of commercial products of Reduning Injection. The batch reporting rate was estimated according to the report of Reduning Injection in the direct adverse drug reaction(ADR) reporting system of the drug marketing authorization holder of the Center for Drug Reevaluation of the National Medical Products Administration(National Center for ADR Monitoring) from August 2021 to August 2022. According to the batch reporting rate, the samples of Reduning Injection were classified into those with potential risks and those being safe. No processing, random oversampling(ROS), random undersampling(RUS), and synthetic minority over-sampling technique(SMOTE) were then employed to balance the unbalanced data. After the samples were classified according to appropriate sampling methods, competitive adaptive reweighted sampling(CARS), successive projections algorithm(SPA), uninformative variables elimination(UVE), and genetic algorithm(GA) were respectively adopted to screen the features of spectral data. Then, support vector machine(SVM), logistic regression(LR), k-nearest neighbors(KNN), naive bayes(NB), random forest(RF), and artificial neural network(ANN) were adopted to establish the risk prediction models. The effects of the four feature extraction methods on the accuracy of the models were compared. The optimal method was selected, and bayesian optimization was performned to optimize the model parameters to improve the accuracy and robustness of model prediction. To explore the correlations between potential risks of clinical use and quality test data, TreeNet was employed to identify potential quality parameters affecting the clinical safety of Reduning Injection. The results showed that the models established with the SVM, LR, KNN, NB, RF, and ANN algorithms had the F1 scores of 0.85, 0.85, 0.86, 0.80, 0.88, and 0.85 and the accuracy of 88%, 88%, 88%, 85%, 91%, and 88%, respectively, and the prediction time was less than 5 s. The results indicated that the established models were accurate and efficient. Therefore, near infrared spectroscopy combined with machine learning algorithms can quickly predict the potential risks of clinical use of Reduning Injection in batches. Three key quality parameters that may affect clinical safety were identified by TreeNet, which provided a scientific basis for improving the safety standards of Reduning Injection.
Spectroscopy, Near-Infrared/methods*
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Drugs, Chinese Herbal/administration & dosage*
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Machine Learning
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Algorithms
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Humans
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Quality Control
2.Eculizumab in the treatment of systemic lupus erythematosus complicated by thrombotic microangiopathy: a case report.
Heng LIU ; Pan-Li LIAO ; Xiao-Wen WANG
Chinese Journal of Contemporary Pediatrics 2025;27(9):1134-1139
The patient was a girl aged 10 years and 10 months, with weakness, pale complexion, and rash as the initial presentation. She had the manifestations of anemia, thrombocytopenia, hematuria-proteinuria with renal insufficiency, hypocomplementemia, polyserositis, and positive anti-nuclear antibody and anti-dsDNA antibody. The girl was initially diagnosed with systemic lupus erythematosus and lupus nephritis. She demonstrated a suboptimal response to methylprednisolone pulse therapy, intravenous immunoglobulin administration, and therapeutic plasma exchange. She had persistent anemia, thrombocytopenia, abnormal renal function, elevated lactate dehydrogenase, decreased complement factors H and I, increased antibodies to C3 converting enzyme, and normal ADAMTS13 activity. She was diagnosed with complement-mediated hemolytic thrombotic microangiopathy secondary to systemic lupus erythematosus. The patient's condition improved after treatment with two doses of eculizumab (600 mg per dose). Patients with systemic lupus erythematosus complicated by thrombotic microangiopathy often have a severe disease course and poor prognosis; therefore, early recognition and aggressive intervention are crucial for improving outcomes.
Humans
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Female
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Lupus Erythematosus, Systemic/drug therapy*
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Thrombotic Microangiopathies/etiology*
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Antibodies, Monoclonal, Humanized/therapeutic use*
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Child
3.The Enhancing Effects and Underlying Mechanism of Ionizing Radiation on Adipogenic Differentiation of Mesenchymal Stem Cells via Regulating Oxidative Stress Pathway.
Fu-Hao YU ; Bo-Feng YIN ; Pei-Lin LI ; Xiao-Tong LI ; Jia-Yi TIAN ; Run-Xiang XU ; Jie TANG ; Xiao-Yu ZHANG ; Wen-Jing ZHANG ; Heng ZHU ; Li DING
Journal of Experimental Hematology 2025;33(1):246-254
OBJECTIVE:
To investigate the effects and underlying mechanism of ionizing radiation on the adipogenic of mesenchymal stem cells (MSCs).
METHODS:
Mouse MSCs were cultured in vitro and treated with 2 Gy and 6 Gy radiation with 60Co, and the radiation dose rate was 0.98 Gy/min. Bulk RNA-seq was performed on control and irradiated MSCs. The changes of adipogenic differentiation and oxidative stress pathways of MSC were revealed by bioinformatics analysis. Oil Red O staining was used to detect the adipogenic differentiation ability of MSCs in vitro, and real-time fluorescence quantitative PCR (qPCR) was used to detect the expression differences of key regulatory factors Cebpa, Lpl and Pparg after radiation treatment. At the same time, qPCR and Western blot were used to detect the effect of inhibition of Nrf2, a key factor of antioxidant stress pathway, on the expression of key regulatory factors of adipogenesis. Moreover, the species conservation of the irradiation response of human bone marrow MSCs and mouse MSC was determined by qPCR.
RESULTS:
Bulk RNA-seq suggested that ionizing radiation promotes adipogenic differentiation of MSCs and up-regulation of oxidative stress-related genes and pathways. The results of Oil Red O staining and qPCR showed that ionizing radiation promoted the adipogenesis of MSCs, with high expression of Cebpa, Lpl and Pparg, as well as oxidative stress-related gene Nrf2. Nrf2 pathway inhibitors could further enhance the adipogenesis of MSCs in bone marrow after radiation. Notably, the similar regulation of oxidative pathways and enhanced adipogenesis post irradiation were observed in human bone marrow MSCs. In addition, irradiation exposure led to up-regulated mRNA expression of interleukin-6 and down-regulated mRNA expression of colony stimulating factor 2 in human bone marrow MSCs.
CONCLUSION
Ionizing radiation promotes adipogenesis of MSCs in mice, and oxidative stress pathway participates in this effect, blocking Nrf2 further promotes the adipogenesis of MSCs. Additionally, irradiation activates oxidative pathways and promotes adipogenic differentiation of human bone marrow MSCs.
Mesenchymal Stem Cells/cytology*
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Oxidative Stress/radiation effects*
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Animals
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Adipogenesis/radiation effects*
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Mice
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Radiation, Ionizing
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Cell Differentiation/radiation effects*
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Humans
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NF-E2-Related Factor 2/metabolism*
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PPAR gamma
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Cells, Cultured
4.Establishment and Application of an in Vitro Cellular Model of Adipogenic Differentiation of Bone Marrow Mesenchymal Stem Cells with Serum Injury in aGVHD Mouse.
Run-Xiang XU ; Pei-Lin LI ; Jia-Yi TIAN ; Jie TANG ; Bo-Feng YIN ; Fu-Hao YU ; Fei-Yan WANG ; Xiao-Tong LI ; Xiao-Yu ZHANG ; Wen-Rong XIA ; Heng ZHU ; Li DING
Journal of Experimental Hematology 2025;33(1):255-261
OBJECTIVE:
To establish an in vitro cell model simulating acute graft-versus-host disease (aGVHD) bone marrow microenvironment injury with the advantage of mouse serum of aGVHD model and explore the effect of serum of aGVHD mouse on the adipogenic differentiation ability of mesenchymal stem cells (MSCs).
METHODS:
The 6-8-week-old C57BL/6N female mice and BALB/c female mice were used as the donor and recipient mice of the aGVHD model, respectively. Bone marrow transplantation (BMT) mouse model (n=20) was established by being injected with bone marrow cells (1×107 per mouse) from donor mice within 4-6 hours after receiving a lethal dose (8.0 Gy, 72.76 cGy/min) of γ ray general irradiation. A mouse model of aGVHD (n=20) was established by infusing a total of 0.4 ml of a mixture of donor mouse-derived bone marrow cells (1×107 per mouse) and spleen lymphocytes (2×106 per mouse). The blood was removed from the eyeballs and the mouse serum was aspirated on the 7th day after modeling. Bone marrow-derived MSCs were isolated from 1-week-old C57BL/6N male mice and incubated with 2%, 5% and 10% BMT mouse serum and aGVHD mouse serum in the medium, respectively. The effect of serum in the two groups on the in vitro adipogenic differentiation ability of mouse MSCs was detected by Oil Red O staining. The expression levels of related proteins PPARγ and CEBPα were detected by Western blot. The expression differences of key adipogenic transcription factors including PPARγ, CEBPα, FABP4 and LPL were determined by real-time quantitative PCR (RT-qPCR).
RESULTS:
An in vitro cell model simulating the damage of bone marrow microenvironment in mice with aGVHD was successfully established. Oil Red O staining showed that the number of orange-red fatty droplets was significantly reduced and the adipogenic differentiation ability of MSC was impaired at aGVHD serum concentration of 10% compared with BMT serum. Western blot experiments showed that adipogenesis-related proteins PPARγ and CEBPα expressed in MSCs were down-regulated. Further RT-qPCR assay showed that the production of PPARγ, CEBPα, FABP4 and LPL, the key transcription factors for adipogenic differentiation of MSC, were significantly reduced.
CONCLUSION
The adipogenic differentiation capacity of MSCs is inhibited by aGVHD mouse serum.
Animals
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Mesenchymal Stem Cells/cytology*
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Mice
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Mice, Inbred BALB C
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Mice, Inbred C57BL
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Adipogenesis
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Female
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Cell Differentiation
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Graft vs Host Disease/blood*
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Bone Marrow Cells/cytology*
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PPAR gamma/metabolism*
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Disease Models, Animal
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CCAAT-Enhancer-Binding Protein-alpha/metabolism*
5.Disease burden of acute viral hepatitis in Guangdong Province, 1990-2019
Jiamin QIU ; Fangfang ZENG ; Chen CHENG ; Huiyan WEN ; Shiqi HUANG ; Dan LIU ; Jinlei QI ; Peng YIN ; Maigeng ZHOU ; Ying XU ; Zhiping LIU ; Qingsong MEI ; Heng XIAO ; Zheng XIANG ; Xiaofeng LIANG
Chinese Journal of Epidemiology 2024;45(3):365-372
Objective:To examine the burden and trends of acute viral hepatitis in Guangdong Province from 1990 to 2019, and provide reference evidences for hepatitis prevention and control in the province.Methods:Data on acute viral hepatitis (hepatitis A, B, C, and E) in Guangdong from 1990 to 2019 were extracted from the Global Burden of Disease Study 2019 database. The incidence, prevalence, mortality, and disability-adjusted life years (DALY) data were analyzed by age and gender, and the estimated annual percentage change (EAPC) was calculated to describe the changing trends in disease burden.Results:From 1999 to 2019, the standardized incidence, prevalence, mortality, and DALY of acute viral hepatitis in Guangdong were higher than the national averages. In 2019, 51.43% (2 245 087/4 365 221) of acute viral hepatitis cases in Guangdong Province were mainly attributed to hepatitis B, and 77.18% (106/138) of deaths were due to acute hepatitis B. In different age groups, except for acute hepatitis B, which was more common in adults, the incidence rates of other types of viral hepatitis such as hepatitis A, B, and E showed an overall decreasing trend with age. The mortality rates of different types of acute viral hepatitis, except for the <5 age group, increased with age. The overall incidence and mortality rates of acute viral hepatitis were higher in men than in women.Conclusions:The overall burden of acute viral hepatitis in Guangdong declined in 2019, but remained higher than the national level. Further efforts are needed to strengthen hepatitis prevention and screening in different population in Guangdong Province, especially in children and the elderly.
6.Causes and global, regional, and national burdens of traumatic brain injury from 1990 to 2019
Xiao-Fei HUANG ; Shuai-Feng MA ; Xu-Heng JIANG ; Ren-Jie SONG ; Mo LI ; Ji ZHANG ; Tian-Jing SUN ; Quan HU ; Wen-Rui WANG ; An-Yong YU ; He LI
Chinese Journal of Traumatology 2024;27(6):311-322
Purpose::Traumatic brain injury (TBI), currently a major global public health problem, imposes a significant economic burden on society and families. We aimed to quantify and predict the incidence and severity of TBI by analyzing its incidence, prevalence, and years lived with disability (YLDs). The epidemiological changes in TBI from 1990 to 2019 were described and updated to provide a reference for developing prevention, treatment, and incidence-reducing measures for TBI.Methods::A secondary analysis was performed on the incidence, prevalence, and YLDs of TBI by sex, age group, and region ( n =21,204 countries and territories) between 1990 and 2019 using the Global Burden of Diseases, Injuries, and Risk Factors Study 2019. Proportions in the age-standardized incidence rate due to underlying causes of TBI and proportions of minor and moderate or severe TBI were also reported. Results::In 2019, there were 27.16 million (95% uncertainty intervals ( UI): 23.36 -31.42) new cases of TBI worldwide, with age-standardized incidence and prevalence rates of 346 per 100,000 population (95% UI: 298 -401) and 599 per 100,000 population (95% UI: 573 -627), respectively. From 1990 to 2019, there were no significant trends in global age-standardized incidence (estimated annual percentage changes: -0.11%, 95% UI: -0.18% --0.04%) or prevalence (estimated annual percentage changes: 0.01%, 95% UI: -0.04% -0.06%). TBI caused 7.08 million (95% UI: 5.00 -9.59) YLDs in 2019, with age-standardized rates of 86.5 per 100,000 population (95% UI: 61.1 -117.2). In 2019, the countries with higher incidence rates were mainly distributed in Central Europe, Eastern Europe, and Australia. The 2019 global age-standardized incidence rate was higher in males than in females. The 2019 global incidence of moderate and severe TBI was 182.7 per 100,000 population, accounting for 52.8% of all TBI, with falls and road traffic injuries being the main causes in most regions. Conclusions::The incidence of moderate and severe TBI was slightly higher in 2019, and TBI still accounts for a significant portion of the global injury burden. The likelihood of moderate to severe TBI and the trend of major injury under each injury cause from 1990 to 2019 and the characteristics of injury mechanisms in each age group are presented, providing a basis for further research on injury causes in each age group and the future establishment of corresponding policies and protective measures.
7.Generation and Evaluation of Human Umbilical Cord Derived Mesenchymal Stem Cells with Antioxidant Capacity
Xiao-Yu ZHANG ; Pei-Lin LI ; Jie TANG ; Zhi-Ling LI ; Rui-Cong HAO ; Xiao-Tong LI ; Wen-Jing ZHANG ; Shi-Rong ZHAO ; Li DING ; Wen-Qing WU ; Heng ZHU
Journal of Experimental Hematology 2024;32(6):1888-1895
Objective:To prepare mesenchymal stem cells with antioxidant capacity (AO-MSC ) from human umbilical cords and evaluate its cell biological properties.Methods:In control group,mesenchymal stem cells (MSC) were isolated by digesting human umbilical cord Wharton's Jelly tissues with 0.2% collagenase Ⅱ,and the released cells were collected and cultured in an animal serum-free culture medium.In AO-MSC group,incompletely collagenase Ⅱ-digested tissue debris were allowed to adhere to flusk flat bottoms and the AO-MSC was harvested by adherent culture. The conventional digestion and culture method was used as control.MSC colony forming ability was evaluated by fibroblast colony forming assay (CFU-F).MSC proliferative capacity was evaluated by CCK-8 assay.The MSC surface markers were detected by using flow cytometry and immunofluorescence staining.The adipogenic and osteogenic capacity of MSC was evaluated by multi-differentiation in vitro,and the mRNA expression of genes that control adipogenic and osteogenic differentiation was detected by real-time fluorescence quantitative PCR (RT-qPCR );Moreover,the mRNA expression of antioxidant substances such as SOD-1,GSH,GAT,and NQO1 in MSC was also evaluated by RT-qPCR.Results:The AO-MSC isolated by this strategy reached a confluence of 80%-90% at around 18 days and grew in a swirling pattern.Flow cytometry and immunofluorescence staining assays showed that CD73,CD29,CD105,CD90 were highly expressed and CD31,CD45,HLA-DR were scarcely expressed in AO-MSC.AO-MSC exhibited stronger self-renewal and differentiation ability compared to MSC.However,the in vitro adipogenic-osteogenic capacity of MSC in the control group was stronger than that of AO-MSC.RT-qPCR assay showed that AO-MSC expressed higher mRNA levels of antioxidant substances compared to MSC.Conclusion:Human AO-MSC is successfully prepared from human umbilical cord without animal serum.
8.Study on the mechanism of Yiqi Yangyin decoction in the treatment of Postoperative thyroid Cancer based on network pharmacology and molecular docking technology
Yan-Ke WU ; Shuo QI ; Wen-Qian GENG ; Xin-Yi LI ; Jiao-Jiao YUAN ; Xiao-Heng CHEN ; Jian-Wei SHANG ; Zhi-Guo DING
Chinese Journal of Current Advances in General Surgery 2023;26(12):925-932
Objective:To explore the mechanism of Yiqi Yangyin decoction in the treatment of thyroid cancer by means of network pharmacology and molecular docking technique.Meth-ods:the chemical constituents of 10 kinds of Yiqi Yangyin decoction were searched by HERB database,the active components were screened by PubChem and SwissADNE,and the action targets of active components were predicted by Swisstargetprediction.The disease targets after operation of thyroid cancer were obtained by searching the databases of GeneCards,OMIM,Dis-GeNET and DrugBank.The intersection target of drug and disease was obtained by Venny2.1.0 platform,the intersection target protein interaction network was constructed by String database,and the core target protein was screened by Cytoscape3.9.1,the drug-active ingredient-target network map was constructed by Cytoscape3.9.1,and the key active components were obtained;the enrichment analysis of GO and KEGG was carried out using Metascape database;and the molecular docking verification of key targets and key components was carried out.Results:157active components of Yiqi Yangyin decoction were obtained,and 507targets of active compo-nents were predicted,1817 targets of thyroid cancer-related diseases and 154targets of drug-disease intersection were obtained.The key target genes of SRC,HSP90AA1,PIK3R1,PIK3CA and AKT1 were obtained by PPI analysis.Quercetin,kaempferol and luteolin were the key active components.Molecular docking showed that the key targets and key active components had good affinity.KEGG enrichment analysis showed that cancer pathway,PI3K-Akt pathway and HIF-1 pathway were the key pathways of drug action.Conclusion:Yiqi Yangyin decoction can play a therapeutic role in anti-inflammation,anti-tumor and improving tissue microenvironment with multi-components,multi-targets and multi-pathways.
9. Effect of menthol, a transient receptor potential melastatin-8 channel activator, on pulmonary arterial hypertensive rats
Hao-Heng GTU ; Zhuang LI ; Jian-Qin YANG ; Wen-Bin FENG ; Xiao-Qing LIU ; Zi-Jian ZHAO ; Yun-Ping MU ; Fang-Hong LI ; Bin LI
Chinese Pharmacological Bulletin 2023;39(4):700-706
Aim To investigate the effects of menthol, a transient receptor potential melastatin-8 channel activator, on treating pulmonary arterial hypertension (PAH) in PAH model rats caused by monocrotaline (MCT). Methods Male Sprague-Dawley rats were divided into six groups randomly (control group, MCT group, MCT + menthol 1 mg • kg
10.Study on the application of model transfer technology in the extraction process of Xiao'er Xiaoji Zhike oral liquid
Xiu-hua XU ; Lei NIE ; Xiao-bo MA ; Xiao-qi ZHUANG ; Jin ZHANG ; Hai-ling DONG ; Wen-yan LIANG ; Hao-chen DU ; Xiao-mei YUAN ; Yong-xia GUAN ; Lian LI ; Hui ZHANG ; Xue-ping GUO ; Heng-chang ZANG
Acta Pharmaceutica Sinica 2023;58(10):2900-2908
The modernization and development of traditional Chinese medicine has led to higher standards for the quality of traditional Chinese medicine products. The extraction process is a crucial component of traditional Chinese medicine production, and it directly impacts the final quality of the product. However, the currently relied upon methods for quality assurance of the extraction process, such as simple wet chemical analysis, have several limitations, including time consumption and labor intensity, and do not offer precise control of the extraction process. As a result, there is significant value in incorporating near-infrared spectroscopy (NIRS) in the production process of traditional Chinese medicine to improve the quality control of the final products. In this study, we focused on the extraction process of Xiao'er Xiaoji Zhike oral liquid (XXZOL), using near-infrared spectra collected by both a Fourier transform near-infrared spectrometer and a portable near-infrared spectrometer. We used the concentration of synephrine, a quality control index component specified by the pharmacopoeia, to achieve rapid and accurate detection in the extraction process. Moreover, we developed a model transfer method to facilitate the transfer of models between the two types of near-infrared spectrometers (analytical grade and portable), thus resolving the low resolution, poor performance, and insufficient prediction accuracy issues of portable instruments. Our findings enable the rapid screening and quality analysis of XXZOL onsite, which is significant for quality monitoring during the traditional Chinese medicine production process.

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