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.Spatial-temporal Dynamics of Tuberculosis and Its Association with Meteorological Factors and Air Pollution in Shaanxi Province, China.
Heng Liang LYU ; Xi Hao LIU ; Hui CHEN ; Xue Li ZHANG ; Feng LIU ; Zi Tong ZHENG ; Hong Wei ZHANG ; Yuan Yong XU ; Wen Yi ZHANG
Biomedical and Environmental Sciences 2025;38(7):867-872
3.Integrating Internet Search Data and Surveillance Data to Construct Influenza Epidemic Thresholds in Hubei Province: A Moving Epidemic Method Approach.
Cai Xia DANG ; Feng LIU ; Heng Liang LYU ; Zi Qian ZHAO ; Si Jin ZHU ; Yang WANG ; Yuan Yong XU ; Ye Qing TONG ; Hui CHEN
Biomedical and Environmental Sciences 2025;38(9):1150-1154
4.Discussion on the Manual Therapy for Cervical Spondylotic Radiculopathy Based on the Classification of Tendons,Joints,Bones and Marrow
Yong-Jin LI ; Fang-Zheng LIN ; Shu-Dong CHEN ; Ji-Heng ZHAN ; Yu HOU ; Ji QI ; Xiao-Long ZENG ; Zi-Bo GAO ; Ding-Kun LIN
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(10):2596-2600
Cervical spondylotic radiculopathy(CSR)is a condition caused by the degeneration of cervical intervertebral discs and facet joints,primarily manifesting as the pain,sensory abnormalities,and motor dysfunction in the cervical nerve innervation area of neck,shoulder,and upper limb.For the treatment of CSR,tendon-bone syndrome differentiation in traditional Chinese medicine often faces the issues of conceptual confusion and non-standard syndrome differentiation.Based on the traditional tendon-bone syndrome differentiation and by integrating modern anatomical insights,Professor LIN Ding-Kun,an esteemed scholar of Traditional Chinese Medicine,proposed a classification system for the cervical spine that includes the categories of tendons,joints,bones and marrow.This paper explored the thoughts of Professor LIN for the tendon-bone syndrome differentiation of CSR,summarized the targets of manual therapy,and proposed the four kinds of pathological changes such as tendon overstrain,joint dislocation,bone lesion,and marrow injury,as well as the four techniques of traditional Chinese medicine manipulations,i.e.relaxation of tendons,reduction of joints,protection of marrow,and treatment of bones.The aim is to improve the syndrome-differentiation and treatment for CSR with orthopedic and traumatologic manipulations,and to provide reference for clinical practice.
5.A Comprehensive Study of the Association between LEPR Gene rs1137101 Variant and Risk of Digestive System Cancers
Qiong Wei HU ; Guang Wei ZHOU ; Wei Guang ZHOU ; Xi Jia LIAO ; Xing Jia SHI ; FengYang XIE ; Heng Shou LI ; Yong WANG ; Hong Xian FENG ; Li Xiu GU ; Feng Bi CHEN
Biomedical and Environmental Sciences 2024;37(5):445-456
Objective The leptin receptor,encoded by the LEPR gene,is involved in tumorigenesis.A potential functional variant of LEPR,rs1137101(Gln223Arg),has been extensively investigated for its contribution to the risk of digestive system(DS)cancers,but results remain conflicting rather than conclusive.Here,we performed a case-control study and subsequent meta-analysis to examine the association between rs1137101 and DS cancer risk. Methods A total of 1,727 patients with cancer(gastric/liver/colorectal:460/480/787)and 800 healthy controls were recruited.Genotyping of rs1137101 was conducted using a polymerase chain reaction-restriction fragment length polymorphism(PCR-RFLP)assay and confirmed using Sanger sequencing.Twenty-four eligible studies were included in the meta-analysis. Results After Bonferroni correction,the case-control study revealed that rs1137101 was significantly associated with the risk of liver cancer in the Hubei Chinese population.The meta-analysis suggested that rs1137101 is significantly associated with the risk of overall DS,gastric,and liver cancer in the Chinese population. Conclusion The LEPR rs1137101 variant may be a genetic biomarker for susceptibility to DS cancers(especially liver and gastric cancer)in the Chinese population.
6.Early result of postoperative echocardiographic evaluation in 28 patients underwent left ventricular assist device implantation
Yong LIN ; Guican ZHANG ; Xiaofu DAI ; Qianzhen LI ; Guanhua FANG ; Zhihuang QIU ; Heng LU ; Yi DONG ; Liangwan CHEN
Chinese Journal of Thoracic and Cardiovascular Surgery 2024;40(1):7-11
Objective:To extract the early result of postoperative echocardiographic evaluation in patients underwent left ventricular assist device (LVAD) implantation, and to assess the efficacy of surgical treatment for end-staged heart failure.Methods:Between June 2019 and May 2023, the patients underwent left ventricular assist device implantation were enrolled in this study. Demographic baseline characteristics and perioperative echocardiographic parameters were collected and analyzed.Results:A total of 28 patients were included in the study. After LVAD implantation, the heart sizes of the patients obviously reduced and the left heart contractibility function improved. The right ventricular contractibility remained stable. The proportion of the patients with moderate to severe mitral regurgitation was significantly reduced, but patients with mild to moderate aortic insufficiency increased. No serious complications such as death, pericardial tamponade and thrombosis events were observed during the follow-up period.Conclusion:LVAD implantation improved the left cardiac function, while the right cardiac function remained stable. However, it should be paid attention that the aortic valve function was impaired after the surgery. Generally, the early results of LVAD implantation for the treatment of end-stage heart failure were satisfactory.
7.Genetic diversity of GⅡ genogroup noroviruses linked to clustered infections in Northeast Chongqing,2021-2022
Zhong-Kai LANG ; Ai-Ping CHEN ; Heng-Qin WANG ; Yu-Lu GAN ; Yong-Jun ZHANG
Chinese Journal of Zoonoses 2024;40(5):448-453
Norovirus is the global leading cause of epidemic and endemic acute gastroenteritis in people of all ages.To inves-tigate the genetic diversity of GⅡ genogroup noroviruses linked to clustered infections in northeast Chongqing,we collected anal swabs or environmental smears from 11 norovirus outbreaks during 2021-2022.Norovirus RNA was detected by quantitative real-time PCR(qRT-PCR),and partial viral RdRp/capsid genes were amplified by reverse transcription PCR(RT-PCR)and sequenced.Among samples from 11 outbreaks in 4 districts and counties,55 strains of GⅡ genogroup norovirus were detected.Six genotypes were identified with an online norovirus genotyping tool(http://www.rivm.nl/mpf/norovirus/typingtool).Genotype GⅡ.17[P17]was associated with four outbreaks;the co-circulating GⅡ.17[P17]and GⅡ.1[P16]caused another out-break;GⅡ.6[P7]and GⅡ.8[P8]respectively were linked to two outbreaks;and GⅡ.3[P12]and GⅡ.2[P16]respectively ac-counted for one outbreak.Phylogenetic analysis also indicated that 55 GⅡ genogroup strains formed five clusters,with norovir-uses of identical genotypes from diverse events belonging to the same cluster,and that genetically distinct genotypes from di-verse events belonged to different clusters.Therefore,our results revealed that multiple genotypes associated with norovirus outbreaks were circulating in northeast Chongqing,and GⅡ.17[P17]was the predominant genotype linked to these out-breaks during 2021-2022.Most norovirus outbreak events were caused by single sources,and genetic relationships were demonstrated among noroviruses of identical genotypes from diverse events.
8.Correlations of Expression Levels of microRNA-206 and microRNA-186 in the Serum With Disease Severity and Prognosis of Elderly Patients With Vascular Dementia.
Yong DENG ; Zhong-Jun CHEN ; Heng-Xu QI ; Xiao-Peng SUN ; Di LI
Acta Academiae Medicinae Sinicae 2024;46(6):883-889
Objective To investigate the correlations of the expression levels of microRNA (miR)-206 and miR-186 in the serum with the disease severity and prognosis of elderly patients with vascular dementia (VD). Methods A total of 104 elderly patients with VD treated in Dalian Municipal Central Hospital from October 2020 to May 2023 were selected into the VD group and 104 healthy volunteers who underwent physical examinations were enrolled in the control group.Baseline data of both groups were collected,and fluorescence quantitative PCR was used to measure the expression levels of miR-206 and miR-186 in the serum.According to the severity of VD,the patients were assigned into mild,moderate,and severe VD groups.The elderly patients with VD were followed up for 6 months after discharge.According to the prognosis,the patients were assigned into good/moderate and poor prognosis groups.The baseline data and the serum levels of miR-206 and miR-186 were compared between the control and VD groups as well as between the good/moderate and poor prognosis groups.The serum levels of miR-206 and miR-186 were compared between the mild,moderate,and severe VD groups.The correlations of serum miR-206 and miR-186 levels with mini-mental state examination (MMSE) score in elderly patients with VD were analyzed,on the basis of which the factors affecting the poor prognosis of elderly patients with VD were predicated.Furthermore,the predictive values of serum levels of miR-206 and miR-186 on the poor prognosis of elderly patients with VD were evaluated. Results The VD group had higher proportions of diabetes history (P=0.021),hypertension history (P<0.001),and hyperlipidemia history (P<0.001),higher serum levels of miR-206 (P<0.001) and miR-186 (P<0.001),and lower score of activity of daily living (P<0.001) than the control group.The serum miR-206 and miR-186 levels varied between the mild,moderate,and severe VD groups (all P<0.001).The trend test results showed that serum miR-206 and miR-186 levels presented a rising trend in mild,moderate,and severe VD groups (all P<0.001).The serum miR-206 and miR-186 levels in elderly VD patients were negatively correlated with the MMSE score (all P<0.001).The poor prognosis group had lower MMSE score and higher serum levels of miR-206 and miR-186 than the good/moderate prognosis group (all P<0.001).The MMSE score was a protective factor and miR-206 and miR-186 were risk factors for poor prognosis in elderly patients with VD (P=0.005,P=0.001,P=0.007).The area under curve of combined serum miR-206 and miR-186 levels in predicting poor prognosis in the elderly patients with VD was 0.963,which was higher than those (0.866 and 0.878) of serum miR-206 and miR-186 levels separately (P=0.010,P=0.020). Conclusions The serum levels of miR-206 and miR-186 in elderly patients of VD are high and closely related to the severity and prognosis of VD.The combination of the two demonstrates high performance in predicting the prognosis of elderly patients with VD.
Humans
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MicroRNAs/genetics*
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Aged
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Prognosis
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Male
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Female
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Dementia, Vascular/genetics*
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Severity of Illness Index
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Case-Control Studies
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Aged, 80 and over
9.Progress in research of risk prediction of non-syndromic oral clefts using genetic information.
Si Yue WANG ; He Xiang PENG ; En Ci XUE ; Xi CHEN ; Xue Heng WANG ; Meng FAN ; Meng Ying WANG ; Nan LI ; Jing LI ; Zhi Bo ZHOU ; Hong Ping ZHU ; Yong Hua HU ; Tong WU
Chinese Journal of Epidemiology 2023;44(3):504-510
Non-syndromic oral cleft (NSOC), a common birth defect, remains to be a critical public health problem in China. In the context of adjustment of childbearing policy for two times in China and the increase of pregnancy at older childbearing age, NSOC risk prediction will provide evidence for high-risk population identification and prenatal counseling. Genome-wide association study and second generation sequencing have identified multiple loci associated with NSOC, facilitating the development of genetic risk prediction of NSOC. Despite the marked progress, risk prediction models of NSOC still faces multiple challenges. This paper summarizes the recent progress in research of NSOC risk prediction models based on the results of extensive literature retrieval to provide some insights for the model development regarding research design, variable selection, model-build strategy and evaluation methods.
Humans
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Cleft Palate/genetics*
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Cleft Lip/genetics*
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Genome-Wide Association Study
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Genetic Predisposition to Disease
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Risk Factors
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Polymorphism, Single Nucleotide
10.Application prospect of endoscopic ultrasound-guided portal pressure gradient measurement
Heng DU ; Yongjun CHEN ; Yong YAO
Journal of Clinical Hepatology 2023;39(4):936-940
Portal pressure measurement plays an important role in the diagnosis and evaluation of portal hypertension, and at present, there is still no unified method for the assessment of portal vein pressure. With the wide application of endoscopic ultrasound in digestive system diseases, endoscopic ultrasound-guided portal pressure gradient (EUS-PPG) measurement was included in the research agenda of the 2021 Baveno-VII conference, thus attracting widespread attention of scholars. This article reviews portal pressure measurement techniques, the development of EUS-PPG measurement technique, and two commonly used methods for EUS-PPG measurement in China and globally and elaborates on the application prospect of EUS-PPG measurement technique. A number of studies around the world have shown that EUS-PPG measurement technique is a direct, minimally invasive, simple, accurate, and radiation-free technique with strong clinical operability, and it is an important supplement to portal pressure measurement methods and may gradually become one of the main methods for portal pressure measurement.

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