1.Slicing Angle Recognition of Fritillariae Thunbergii Bulbus Based on Improved YOLOv7-tiny Algorithm
Xingchen YUE ; Weifeng DU ; Shengli LU ; Guoyin KAI
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(11):183-191
ObjectiveTo realize the automatic recognition of the slicing angles of Fritillariae Thunbergii Bulbus (FTB) based on the improved YOLOv7-tiny algorithm. MethodFirstly, a diverse dataset of FTB images, totaling 16 000 pictures, with various angles was constructed. Furthermore, improvements were made to YOLOv7-tiny by replacing standard convolutions with ghost convolution (GhostConv), incorporating the coordinate attention (CA) mechanism as a preferred addition, substituting some activation functions with HardSwish function for decreasing the floating point operations. Additionally, a penalty term for angle recognition error was integrated into the loss function, and modifications were made to the non-maximum suppression (NMS) strategy to address cases where multiple detection results were associated with the same target. In order to verify the effectiveness of different improvement points on the optimization of the algorithm model, ablation experiments were carried out on all the improvement points, and the effectiveness of the improvement points was proved by comparing the prediction results before and after the addition of a certain improvement point on the basis of the original model or the model with the addition of an improvement point that has been verified to be effective, in order to evaluate the improvement of the indexes. ResultThe number of parameters required for the improved slicing angle recognition algorithm of FTB was about 55.4% of the original algorithm, and the amount of computation was about 59.4% of the original algorithm. The mAP@0.5[mean average precision at an intersection over union(IoU) of 0.5] increased by 12.2%, the mean absolute error(MAE) of the recognized angle was 5.02°, representing a reduction of 4.58° compared to the original algorithm. In the experimental environment of this paper, the average recognition time per image was as low as 8.7 ms, significantly faster than the average human reaction time. ConclusionThis study, by utilizing the improved YOLOv7-tiny algorithm, achieves effective slicing angle recognition of FTB with high accuracy and more lightweight, which provides a novel approach for stable and precise automated slicing of FTB, thereby providing valuable insights into the automation of processing other traditional Chinese medicines.
2.Clinical value of intraoperative sliding CT in deep brain stimulation for Parkinson's disease
Yourang ZHAO ; Yanmin WANG ; Yi TIAN ; Pengfei WANG ; Xianzhi LIU ; Weifeng LU
Chinese Journal of Neuromedicine 2024;23(2):159-163
Objective:To evaluate the clinical value of intraoperative sliding CT in deep brain stimulation (DBS) for Parkinson's disease (PD).Methods:A total of 117 PD patients accepted DBS in Department of Neurosurgery, First Affiliated Hospital of Zhengzhou University from May 2019 to May 2023 were chosen; 46 patients had local anesthesia and 71 had general anesthesia. Bilateral subthalamic nucleus (STN) DBS was performed in 73 patients, bilateral medial globus pallidus (GPi) DBS was performed in 43 patients, and right GPi and left STN DBS was performed in 1 patient. Preoperative/intraoperative sliding CT images and preoperative MRI images were fused to calculate the spatial distance between the preoperative planned target and actual target (adjusting electrode position timely in case of spatial distance greater than 2 mm [electrode displacement]). Differences of spatial distance between preoperative planned target and actual target in patients accepted different types of anesthesia and surgical modalities were compared.Results:All 117 patients were successfully operated and 234 electrodes were implanted. No patients needed a second operation for misalignment of electrodes or poor efficacy. During CT scan, neither anesthesia extubation or mechanical collision nor intracranial hemorrhage complications occurred. Spatial distance between the preoperative planned target and actual target was (1.35±0.50) mm in 117 patients. Displacement was noted in 4 electrodes and immediately adjusted during the operation; and CT re-examination confirmed good electrode position. No statistical significance in spatial distance between the preoperative planned target and actual target was noted between the general anesthesia group and local anesthesia group, and between the STN group and GPi group ( P>0.05). Conclusion:Intraoperative sliding CT is simple, safe and effective, which helps to timely adjust the electrode position during operation, avoids second operation and complications, and improves the safety and efficacy of DBS.
3.Differential component analysis between Fructus Tritici Levis and Triticum aestivum based on qualitative and quantitative methods
Xuejiao LI ; Yu HU ; Yun CHEN ; Juan SHANG ; Zhenyang LI ; Yunhua FENG ; Jiandong ZOU ; Weifeng YAO ; Su LU ; Meijuan XU
China Pharmacy 2024;35(11):1296-1302
OBJECTIVE To analyze the compositional differences between Fructus Tritici Levis and Triticum aestivum, and to provide reference for identification and quality control of both. METHODS Twenty batches of Fructus Tritici Levis and three batches of T. aestivum were collected, and their fingerprints were acquired by high-performance liquid chromatography and the similarities were evaluated by the Evaluation System of Similarity of Chromatographic Fingerprints of Traditional Chinese Medicine (2012 version). Cluster analysis (CA), principal component analysis (PCA) and orthogonal partial least squares-discriminant analysis (OPLS-DA) were performed to analyze the difference of Fructus Tritici Levis and T. aestivum from different regions, and the differential components were screened. The contents of the six identified components in Fructus Tritici Levis and T. aestivum were determined. RESULTS The similarities of the fingerprints of Fructus Tritici Levis ranged from 0.928 to 0.996, and the relative similarities of T. aestivum with Fructus Tritici Levis ranged from 0.761 to 0.773. A total of 19 common peaks were calibrated, and six components including linolenic acid, linoleic acid, 5-heptadecylresorcinol, 5-nonadodecylresorcinol, 5- heneicosylresorcinol, and 5-tricosylresorcinol were identified. The results of CA and PCA showed that Fructus Tritici Levis and T. aestivum could be clearly distinguished; the distribution of Fructus Tritici Levis from Anhui province was relatively concentrated. The results of OPLS-DA showed that linolenic acid, linoleic acid, and other six unknown compounds were the differential components between Fructus Tritici Levis and T. aestivum. The average contents of the six identified components in Fructus Tritici Levis were 0.100 9, 1.094 0, 0.005 1, 0.030 9, 0.098 2,and 0.024 8 mg/g, respectively; the contents of linolenic acid and linoleic acid in Fructus Tritici Levis were significantly higher than those in T. aestivum (P<0.05).CONCLUSIONS The established qualitative and quantitative methods are simple and reliable, and can be used for the identification and quality evaluation of Fructus Tritici Levis and T. aestivum. The identified differential components, such as linolenic acid and linoleic acid, can also provide clues for the differentiation and pharmacological study of Fructus Tritici Levis and T. aestivum.
4.Differential component analysis between Fructus Tritici Levis and Triticum aestivum based on qualitative and quantitative methods
Xuejiao LI ; Yu HU ; Yun CHEN ; Juan SHANG ; Zhenyang LI ; Yunhua FENG ; Jiandong ZOU ; Weifeng YAO ; Su LU ; Meijuan XU
China Pharmacy 2024;35(11):1296-1302
OBJECTIVE To analyze the compositional differences between Fructus Tritici Levis and Triticum aestivum, and to provide reference for identification and quality control of both. METHODS Twenty batches of Fructus Tritici Levis and three batches of T. aestivum were collected, and their fingerprints were acquired by high-performance liquid chromatography and the similarities were evaluated by the Evaluation System of Similarity of Chromatographic Fingerprints of Traditional Chinese Medicine (2012 version). Cluster analysis (CA), principal component analysis (PCA) and orthogonal partial least squares-discriminant analysis (OPLS-DA) were performed to analyze the difference of Fructus Tritici Levis and T. aestivum from different regions, and the differential components were screened. The contents of the six identified components in Fructus Tritici Levis and T. aestivum were determined. RESULTS The similarities of the fingerprints of Fructus Tritici Levis ranged from 0.928 to 0.996, and the relative similarities of T. aestivum with Fructus Tritici Levis ranged from 0.761 to 0.773. A total of 19 common peaks were calibrated, and six components including linolenic acid, linoleic acid, 5-heptadecylresorcinol, 5-nonadodecylresorcinol, 5- heneicosylresorcinol, and 5-tricosylresorcinol were identified. The results of CA and PCA showed that Fructus Tritici Levis and T. aestivum could be clearly distinguished; the distribution of Fructus Tritici Levis from Anhui province was relatively concentrated. The results of OPLS-DA showed that linolenic acid, linoleic acid, and other six unknown compounds were the differential components between Fructus Tritici Levis and T. aestivum. The average contents of the six identified components in Fructus Tritici Levis were 0.100 9, 1.094 0, 0.005 1, 0.030 9, 0.098 2,and 0.024 8 mg/g, respectively; the contents of linolenic acid and linoleic acid in Fructus Tritici Levis were significantly higher than those in T. aestivum (P<0.05).CONCLUSIONS The established qualitative and quantitative methods are simple and reliable, and can be used for the identification and quality evaluation of Fructus Tritici Levis and T. aestivum. The identified differential components, such as linolenic acid and linoleic acid, can also provide clues for the differentiation and pharmacological study of Fructus Tritici Levis and T. aestivum.
5.Community pediatric services under the family physician team model
Wenwen WANG ; Feng XIAO ; Miao WANG ; Daoliang YANG ; Weifeng LU
Chinese Journal of General Practitioners 2024;23(2):176-180
Childhood is an important period for individual health. In order to provide community child health services, Zhoujiaqiao Community Health Service Center of Shanghai Changning District has opened a pediatric clinic since July 2017. Through equipping basic facilities, personnel training, extending service items and service time, allocating resources with cooperative hospitals, optimizing internal system management and other methods, the community pediatric service under the family physician team model has been initially constructed. The article summarizes experiences in the construction and operation of community pediatric services and child health care, to provide reference for the development of a replicable and promotable urban community pediatric service system under the contracted family physician team model.
6.Retrospective study of role of neoadjuvant rectal scores in evaluating the 10-year disease-free survival of patients with locally advanced rectal cancer undergoing neoadjuvant chemoradiotherapy followed by surgery
Weili ZHANG ; Chi ZHOU ; Weifeng WANG ; Weihao LI ; Jiahua HE ; Zhenhai LU ; Xiaojun WU ; Junzhong LIN ; Jianhong PENG
Chinese Journal of Gastrointestinal Surgery 2024;27(6):608-614
Objective:To investigate the correlation between the neoadjuvant rectal (NAR) score and long-term survival in patients with locally advanced rectal cancer who have undergone neoadjuvant chemoradiotherapy.Methods:Clinical and pathological data of 487 patients diagnosed with rectal adenocarcinoma from October 2004 to April 2014 at Sun Yat-sen University Cancer Center who had received neoadjuvant chemoradiotherapy were retrospectively analyzed and the impact of NAR score on prognosis studied. Disease-free-survival (DFS) was calculated by the Kaplan-Meier method and survivals compared using the log-rank test. Cox models were used for univariate and multivariate analyses. Receiver operating characteristic curves were utilized to evaluate the predictive capability of NAR and tumor regression grade scores for the risk of 10-year postoperative recurrence and metastasis. The Delong test was employed to compare the diagnostic performance of the two scores.Results:Of the 487 patients included in the study, 166 were men (34.1%). The median age was 56 years (interquartile range [IQR]: 46–63). All patients completed adequate preoperative chemoradiotherapy and underwent R0 resection.The median interval between the end of chemoradiotherapy and surgery was 51 days (IQR: 44–58). Post-chemoradiotherapy downstaging occurred in 329 patients (67.6%). Tumor regression grades (TRGs) were 1–2 in 246 patients (50.5%) and 3–4 in 241 patients (49.5%). A total of 394 patients (80.9%) received postoperative chemotherapy. NAR scores were <8 in 182 patients (37.4%), 8–16 in 180 (37.0%), and >16 in 125 (25.6%). The median follow-up time was 111.5 months (IQR: 70.7–133.7 months). One hundred and thirteen patients died of rectal cancer, among whom 13 patients developed local recurrence, 88 patients developed distant metastasis, and 12 patients had unknown recurrence patterns. The 10-year DFS and overall survival rate of f the whole group were 68.9% and 71.5% respectively. The 10-year DFS rates for patients with NAR scores <8, 8–16, and >16 were 85.1%, 80.5%, and 66.4%, respectively ( P<0.001). Multivariate analyses revealed that the Dixon operation (HR=0.606, 95%CI: 0.408–0.902, P=0.014), and >16 (HR=2.569, 95%CI: 1.559–4.233, P<0.001) were independent predictors of the 10-year DFS of patients with locally advanced rectal cancer ( P<0.05 for all). In the entire patient cohort, the AUC of the receiver operating characteristic curve for NAR score predicting 10-year recurrence and metastasis was 0.67 (95%CI: 0.62–0.72), whereas the AUC for TRG score was 0.54 (95%CI: 0.49–0.60). The two scores differed significantly in accuracy ( Z=-4.06, P<0.001), the NAR score being a significantly better predictor of risk of 10-year recurrence and metastasis than the TRG score. Conclusion:The NAR score is a reliable predictor of 10-year DFS in patients with locally advanced rectal cancer who have undergone neoadjuvant chemoradiotherapy followed by curative surgery.
7.Risk assessment of hepatocellular carcinoma in patients with hepatitis B-related cirrhosis and hypertension:a propensity score matching-based retrospective cohort study
Jiawei HU ; Fang DU ; Lu DING ; Luxiang WANG ; Weifeng ZHAO
Journal of Southern Medical University 2024;44(11):2243-2249
Objective To analyze the factors affecting the risk of hepatocellular carcinoma(HCC)in patients with chronic hepatitis B-associated cirrhosis(CHB-Cir)complicated by essential hypertension(EH)and explore the impact of EH on HCC risk in patients with CHB-Cir.Methods This study was conducted among the patients with CHB-Cir with or without EH received antiviral therapy in the Infectious Disease Department,Third Affiliated Hospital of Xinxiang Medical University from January,2017 to January,2024.The cases with insufficient follow-up time or missing data were excluded.The patients were subjected to propensity score matching in a 1:1 ratio to form an EH group and a non-EH group.The Kaplan-Meier method was used to compare the cumulative incidence of HCC between the two groups,and the Cox proportional hazards regression model was used to analyze the risk of HCC and the factors affecting HCC risk.Results A total of 390 CHB-Cir patients(274 male and 116 female patients)were enrolled in this study,including 195 with EH and 195 without EH.In these patients,EH was significantly correlated with the occurrence of HCC(HR=1.69,P=0.002).Multivariate analysis suggested that the male gender(HR=1.73,P=0.005),a family history of liver cancer(HR=2.23,P<0.001),elevated alpha-fetoprotein(HR=2.83,P=0.001),elevated glutathione reductase(HR=1.53,P=0.046),reduced high-density lipoprotein(HR=1.46,P=0.027),and elevated low-density lipoprotein(HR=2.29,P=0.003)were all significantly correlated with HCC occurrence,while elevated triglycerides(HR=0.37,P<0.001)was a protective factor against HCC.In the EH group,treatment with non-RASIs drugs(HR=2.77,P=0.021)and no treatment/diuretic treatment(HR=7.18,P<0.001)were significantly correlated with HCC occurrence.Conclusion Hypertension increases the risk of HCC in patients with CHB-Cir,suggesting the importance of controlling hypertension in these patients.
8.Applications of artificial intelligence for imaging-driven diagnosis and treatment of bone and soft tissue tumors
Chenbo JIAO ; Lu LIU ; Weifeng LIU
Chinese Journal of Oncology 2024;46(9):855-861
Bone and soft tissue tumors occur in the musculoskeletal system, and malignant bone tumors of bone and soft tissue account for 0.2% of all human malignant tumors, and if not diagnosed and treated in a timely manner, patients may be at risk of a poor prognosis. Image interpretation plays an increasingly important role in the diagnosis of bone and soft tissue tumors. Artificial intelligence (AI) can be applied in clinical treatment to integrate large amounts of multidimensional data, derive models, predict outcomes, and improve treatment decisions. Among these methods, deep learning is a widely employed technique in AI that predominantly utilizes convolutional neural networks (CNN). The network is implemented through repeated training of datasets and iterative parameter adjustments. Deep learning-based AI models have successfully been applied to various aspects of bone and soft tissue tumors, encompassing but not limiting in image segmentation, tumor detection, classification, grading and staging, chemotherapy effect evaluation, recurrence and prognosis prediction. This paper provides a comprehensive review of the principles and current state of AI in the medical image diagnosis and treatment of bone and soft tissue tumors. Additionally, it explores the present challenges and future prospects in this field.
9.Effects of COL1A1 and SYTL2 on inflammatory cell infiltration and poor extracellular matrix remodeling of the vascular wall in thoracic aortic aneurysm
Xinsheng XIE ; Ye YUAN ; Yulong HUANG ; Xiang HONG ; Shichai HONG ; Gang CHEN ; Yihui CHEN ; Yue LIN ; Weifeng LU ; Weiguo FU ; Lixin WANG
Chinese Medical Journal 2024;137(9):1105-1114
Background::Thoracic aortic aneurysm (TAA) is a fatal cardiovascular disease, the pathogenesis of which has not yet been clarified. This study aimed to identify and validate the diagnostic markers of TAA to provide a strong theoretical basis for developing new methods to prevent and treat this disease.Methods::Gene expression profiles of the GSE9106, GSE26155, and GSE155468 datasets were acquired from the Gene Expression Omnibus (GEO) database. Differentially expressed genes (DEGs) were identified using the "limma" package in R. Least absolute shrinkage and selection operator (LASSO), support vector machine-recursive feature elimination (SVM-RFE), random forest, and binary logistic regression analyses were used to screen the diagnostic marker genes. Single-sample gene set enrichment analysis (ssGSEA) was used to estimate immune cell infiltration in TAA.Results::A total of 16 DEGs were identified. The enrichment and functional correlation analyses showed that DEGs were mainly associated with inflammatory response pathways and collagen-related diseases. Collagen type I alpha 1 chain ( COL1A1) and synaptotagmin like 2 ( SYTL2) were identified as diagnostic marker genes with a high diagnostic value for TAA. The expression of COL1A1 and SYTL2 was considerably higher in TAA vascular wall tissues than in the corresponding normal tissues, and there were significant differences in the infiltration of immune cells between TAA and normal vascular wall tissues. Additionally, COL1A1 and SYTL2 expression were associated with the infiltration of immune cells in the vascular wall tissue. Single-cell analysis showed that COL1A1 in TAA was mainly derived from fibroblasts and SYTL2 mainly from cluster of differentiation (CD)8 + T cells. In addition, single-cell analysis indicated that fibroblasts and CD8 + T cells in TAA were significantly higher than those in normal arterial wall tissue. Conclusions::COL1A1 and SYTL2 may serve as diagnostic marker genes for TAA. The upregulation of SYTL2 and COL1A1 may be involved in the inflammatory infiltration of the vessel wall and poor extracellular matrix remodeling, promoting the progression of TAA.
10.Risk assessment of hepatocellular carcinoma in patients with hepatitis B-related cirrhosis and hypertension:a propensity score matching-based retrospective cohort study
Jiawei HU ; Fang DU ; Lu DING ; Luxiang WANG ; Weifeng ZHAO
Journal of Southern Medical University 2024;44(11):2243-2249
Objective To analyze the factors affecting the risk of hepatocellular carcinoma(HCC)in patients with chronic hepatitis B-associated cirrhosis(CHB-Cir)complicated by essential hypertension(EH)and explore the impact of EH on HCC risk in patients with CHB-Cir.Methods This study was conducted among the patients with CHB-Cir with or without EH received antiviral therapy in the Infectious Disease Department,Third Affiliated Hospital of Xinxiang Medical University from January,2017 to January,2024.The cases with insufficient follow-up time or missing data were excluded.The patients were subjected to propensity score matching in a 1:1 ratio to form an EH group and a non-EH group.The Kaplan-Meier method was used to compare the cumulative incidence of HCC between the two groups,and the Cox proportional hazards regression model was used to analyze the risk of HCC and the factors affecting HCC risk.Results A total of 390 CHB-Cir patients(274 male and 116 female patients)were enrolled in this study,including 195 with EH and 195 without EH.In these patients,EH was significantly correlated with the occurrence of HCC(HR=1.69,P=0.002).Multivariate analysis suggested that the male gender(HR=1.73,P=0.005),a family history of liver cancer(HR=2.23,P<0.001),elevated alpha-fetoprotein(HR=2.83,P=0.001),elevated glutathione reductase(HR=1.53,P=0.046),reduced high-density lipoprotein(HR=1.46,P=0.027),and elevated low-density lipoprotein(HR=2.29,P=0.003)were all significantly correlated with HCC occurrence,while elevated triglycerides(HR=0.37,P<0.001)was a protective factor against HCC.In the EH group,treatment with non-RASIs drugs(HR=2.77,P=0.021)and no treatment/diuretic treatment(HR=7.18,P<0.001)were significantly correlated with HCC occurrence.Conclusion Hypertension increases the risk of HCC in patients with CHB-Cir,suggesting the importance of controlling hypertension in these patients.

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