1.Bone Age Estimation of Chinese Han Adolescents's and Children's Elbow Joint X-rays Based on Multiple Deep Convolutional Neural Network Models
Dan-Yang LI ; Hui-Ming ZHOU ; Lei WAN ; Tai-Ang LIU ; Yuan-Zhe LI ; Mao-Wen WANG ; Ya-Hui WANG
Journal of Forensic Medicine 2025;41(1):48-58
Objective To explore a deep learning-based automatic bone age estimation model for elbow joint X-ray images of Chinese Han adolescents and children and evaluate its performance.Methods A total of 943(517 males and 426 females)elbow joint frontal view X-ray images of Chinese Han ado-lescents and children aged 6.00 to<16.00 years were collected from East,South,Central and North-west China.Three experimental schemes were adopted for bone age estimation.Scheme 1:Directly in-put preprocessed images into the regression model;Scheme 2:Train a segmentation network using"key elbow joint bone annotations"as labels,then input segmented images into the regression model;Scheme 3:Train a segmentation network using"full elbow joint bone annotations"as labels,then in-put segmented images into the regression model.For segmentation,the optimal model was selected from U-Net,UNet++and TransUNet.For regression,VGG16,VGG19,InceptionV2,InceptionV3,ResNet34,ResNet50,ResNet101 and DenseNet121 models were selected for bone age estimation.The dataset was randomly split into 80%(754 samples)for training and validation for model fitting and hyperparameter tuning,and 20%(189 samples)as an internal test set to test the performance of the trained model.An additional 104 elbow joint X-ray images from the same demographic and age group were col-lected and used as an external test set.Model performance was evaluated by comparing the mean ab-solute error(MAE),root mean square error(RMSE),accuracies within±0.7 years(P±0.7 years)and±1.0 years(P±1.0 years)between the estimated age and the actual age,and by drawing radar charts,scat-ter plots,and heatmaps.Results When segmented with Scheme 3,the UNet++model achieved good segmentation performance with a segmentation loss of 0.000 4 and an accuracy of 93.8%at a learning rate of 0.000 1.In the internal test set,the DenseNet121 model with Scheme 3 yielded the best results with MAE,P±0.7 years and P±1.0 years being 0.83 years,70.03%,and 84.30%,respectively.In the external test set,the DenseNet121 model with Scheme 3 also performed best,with an average MAE of 0.89 years and an average RMSE of 1.00 years.Conclusion When performing automatic bone age estima-tion using elbow joint X-ray images in Chinese Han adolescents and children,it is recommended to use the UNet++model for segmentation.The DenseNet121 model with Scheme 3 achieves optimal per-formance.Using segmentation networks,especially that trained with annotation areas encompassing the full elbow joint including the distal humerus,proximal radius,and proximal ulna,can improve the ac-curacy of bone age estimation based on elbow joint X-ray images.
2.Dual-Channel Shoulder Joint X-ray Bone Age Estimation in Chinese Han Ado-lescents Based on the Fusion of Segmentation Labels and Original Images
Hui-Ming ZHOU ; Dan-Yang LI ; Lei WAN ; Tai-Ang LIU ; Yuan-Zhe LI ; Mao-Wen WANG ; Ya-Hui WANG
Journal of Forensic Medicine 2025;41(3):208-216
Objective To explore a deep learning network model suitable for bone age estimation using shoulder joint X-ray images in Chinese Han adolescents.Methods A retrospective collection of 1 286 shoulder joint X-ray images of Chinese Han adolescents aged 12.0 to<18.0 years(708 males and 578 females)was conducted.Using random sampling,approximately 80%of the samples(1 032 cases)were selected as the training and validation sets for model learning,selection and optimization,and the other 20%samples(254 cases)were used as the test set to evaluate the model's generalization ability.The original single-channel shoulder joint X-ray images and dual-channel inputs combining original images with segmentation labels(manually annotated shoulder joint regions multiplied pixel-by-pixel with original images,followed by segmentation via the U-Net++network to retain only key shoulder joint region information)were respectively input into four network models,namely VGG16,ResNet18,ResNet50 and DenseNet121 for bone age estimation.Additionally,manual bone age estimation was con-ducted on the test set data,and the results were compared with the four network models.The mean absolute error(MAE),root mean square error(RMSE),coefficient of determination(R2),and Pear-son correlation coefficient(PCC)were used as main evaluation indicators.Results In the test set,the bone age estimation results of the four models with dual-channel input of shoulder joint X-ray images outperformed those with single-channel input in all four evaluation indicators.Among them,DenseNet121 with dual-channel input achieved best results with MAE of 0.54 years,RMSE of 0.82 years,R2 of 0.76,and PCC(r)of 0.88.Manual estimation yielded an MAE of 0.82 years,ranking second only to dual-channel DenseNet121.Conclusion The DenseNet121 model with dual-channel input combined with original images and segmentation labels is superior to manual evaluation results,and can effectively estimate the bone age of Chinese Han adolescents.
3.Clinical trial of Morinda officinalis oligosaccharides in the continuation treatment of adults with mild and moderate depression
Shu-Zhe ZHOU ; Zu-Cheng HAN ; Xiu-Zhen WANG ; Yan-Qing CHEN ; Ya-Ling HU ; Xue-Qin YU ; Bin-Hong WANG ; Guo-Zhen FAN ; Hong SANG ; Ying HAI ; Zhi-Jie JIA ; Zhan-Min WANG ; Yan WEI ; Jian-Guo ZHU ; Xue-Qin SONG ; Zhi-Dong LIU ; Li KUANG ; Hong-Ming WANG ; Feng TIAN ; Yu-Xin LI ; Ling ZHANG ; Hai LIN ; Bin WU ; Chao-Ying WANG ; Chang LIU ; Jia-Fan SUN ; Shao-Xiao YAN ; Jun LIU ; Shou-Fu XIE ; Mao-Sheng FANG ; Wei-Feng MI ; Hong-Yan ZHANG
The Chinese Journal of Clinical Pharmacology 2024;40(6):815-819
Objective To observe the efficacy and safety of Morinda officinalis oligosaccharides in the continuation treatment of mild and moderate depression.Methods An open,single-arm,multi-center design was adopted in our study.Adult patients with mild and moderate depression who had received acute treatment of Morinda officinalis oligosaccharides were enrolled and continue to receive Morinda officinalis oligosaccharides capsules for 24 weeks,the dose remained unchanged during continuation treatment.The remission rate,recurrence rate,recurrence time,and the change from baseline to endpoint of Hamilton Depression Scale(HAMD),Hamilton Anxiety Scale(HAMA),Clinical Global Impression-Severity(CGI-S)and Arizona Sexual Experience Scale(ASEX)were evaluated.The incidence of treatment-related adverse events was reported.Results The scores of HAMD-17 at baseline and after treatment were 6.60±1.87 and 5.85±4.18,scores of HAMA were 6.36±3.02 and 4.93±3.09,scores of CGI-S were 1.49±0.56 and 1.29±0.81,scores of ASEX were 15.92±4.72 and 15.57±5.26,with significant difference(P<0.05).After continuation treatment,the remission rate was 54.59%(202 cases/370 cases),and the recurrence rate was 6.49%(24 cases/370 cases),the recurrence time was(64.67±42.47)days.The incidence of treatment-related adverse events was 15.35%(64 cases/417 cases).Conclusion Morinda officinalis oligosaccharides capsules can be effectively used for the continuation treatment of mild and moderate depression,and are well tolerated and safe.
4.Study of honey-processed Hedysari Radix on the protection of intestinal mucosal barrier in rats with spleen deficiency
Mao-Mao WANG ; Qin-Jie SONG ; Zhe WANG ; Ding-Cai MA ; Yu-Gui ZHANG ; Ting LIU ; Zhuan-Hong ZHANG ; Fei-Yun GAO ; Yan-Jun WANG ; Yue-Feng LI
The Chinese Journal of Clinical Pharmacology 2024;40(15):2231-2235
Objective To explore the protective mechanism of honey-processed Hedysari Radix in regulating intestinal mucosal injury in rats with spleen qi deficiency.Methods The three-factor composite modeling method of bitter cold diarrhea,overwork and hunger and satiety disorder was used to construct a spleen qi deficiency model rats.After the model was successfully made,they were randomly divided into model group,honey-processed Hedysari Radix group and probiotic group,with 15 animals in each group.Another 15 normal rats were taken as the blank group.The honey-processed Hedysari Radix group was given 12.6 g·kg-1 water decoction of honey-processed Hedysari Radix by gavage,the probiotics group was given Bifidobacterium Lactobacillus triple viable tablets suspension at a dose of 0.625 g·kg-1,and the blank group and the model group were given the same dose of distilled water.The rats in the four groups were administered once a day for 15 days.Enzyme-linked immunosorbent assay was used to detect diamine oxidase(DAO)in serum,D-lactic acid(D-LA),secretory immunoglobulin A factor,and Western blotting was used to detect the expression levels of AMP-activated protein kinase(AMPK),zonula occludens-1(ZO-1)and occludin in colon tissues.Results The serum levels of DAO in the blank group,model group,honey-processed Hedysari Radix group and probiotic group were(138.93±9.78),(187.95±12.90),(147.21±6.92)and(166.47±3.37)pg·mL-1;the contents of D-LA were(892.23±49.17),(1 099.84±137.64),(956.56±86.04)and(989.61±51.75)μg·L-1;the contents of SIgA in colon tissues were(14.04±1.42),(11.47±2.39),(11.84±1.49)and(12.93±1.65)μg·mL-1;the relative expression levels of ZO-1 protein in colon tissues were 1.18±0.11,0.42±0.04,0.77±0.05 and 0.95±0.07;the relative expression levels of occludin protein were 1.35±0.31,0.61±0.17,1.19±0.19 and 0.88±0.13;the relative expression levels of AMPK protein were 0.91±0.02,0.35±0.09,0.74±0.08 and 0.59±0.11.Compared with the model group,there were significant differences in the serum content of DAO and D-LA,SIgA content in colon,and the content of ZO-1,occludin and AMPK protein in the honey-processed Hedysari Radix group(P<0.01,P<0.05).Conclusion Honey-processed Hedysari Radix can enhance the protective effect on the intestinal mucosa of rats with spleen qi deficiency by regulating the expression of related inflammatory cytokines,intestinal mucosal upper cell enzymes and tight junction proteins in rats with spleen qi deficiency.
5.Research status on the mechanism of action of Astragaloside Ⅳ on cardiovascular diseases
Er-Dan XIN ; Yu-Gui ZHANG ; Tian-Tian BIAN ; Ding-Cai MA ; Zhe WANG ; Mao-Mao WANG ; Yue-Feng LI
The Chinese Journal of Clinical Pharmacology 2024;40(17):2580-2585
Asragaloside Ⅳ(AS-Ⅳ)is one of the active ingredients of Astragalus membranaceus,and AS-Ⅳ can play a protective role in cardiovascular diseases by inhibiting inflammatory response,inhibiting cardiomyocyte apoptosis,improving myocardial ischemia reperfusion injury,regulating lipid metabolism,promoting cardiac vascular regeneration,inhibiting myocardial fibrosis,and improving myocardial hypertrophy.In this paper,we reviewed the relevant literature on the prevention and treatment of cardiovascular diseases of AS-Ⅳ,and summarized and analyzed its role and mechanism,in order to provide a reference for the in depth research on cardiovascular diseases and the development and application of drugs.
6.Advances in mesenchymal stem cells therapy for tendinopathies
Xu-Feng MAO ; Xi-Qian ZHANG ; Zhe-Yu YAO ; Hai-Jiao MAO
Chinese Journal of Traumatology 2024;27(1):11-17
Tendinopathies are chronic diseases of an unknown etiology and associated with inflammation. Mesenchymal stem cells (MSCs) have emerged as a viable therapeutic option to combat the pathological progression of tendinopathies, not only because of their potential for multidirectional differentiation and self-renewal, but also their excellent immunomodulatory properties. The immunomodulatory effects of MSCs are increasingly being recognized as playing a crucial role in the treatment of tendinopathies, with MSCs being pivotal in regulating the inflammatory microenvironment by modulating the immune response, ultimately contributing to improved tissue repair. This review will discuss the current knowledge regarding the application of MSCs in tendinopathy treatments through the modulation of the immune response.
7.Analysis of iodine nutritional status of children aged 8-10 years in Zhejiang Province from 2016 to 2021
Guangming MAO ; Zhe MO ; Simeng GU ; Yuanyang WANG ; Yujie JIANG ; Yahui LI ; Xueqing LI ; Zhijian CHEN ; Xiaofeng WANG ; Xiaoming LOU ; Chenyang LIU
Chinese Journal of Preventive Medicine 2024;58(1):11-17
Objective:To analyze the iodine nutrition status of children aged 8 to 10 years in Zhejiang Province from 2016 to 2021.Methods:A multi-stage stratified sampling method was used to select non-residential children aged 8 to 10 years from 90 counties in Zhejiang Province. A total of 114 103 children were included in the study from 2016 to 2021. Direct titration method and arsenic-cerium catalytic spectrophotometry were used to detect salt iodine content and urinary iodine level, respectively, to evaluate the iodine nutritional status of children. Ultrasound was used to detect thyroid volume and analyze the current prevalence of goiter in school-age children.Results:The age of 114 103 children was (9.04 ± 0.81) years old, with 50.0% of (57 083) boys. The median of iodine content M ( Q1, Q3) in children's household salt was 23.00 (19.80, 25.20) mg/kg, including 17 242 non-iodized salt, 6 173 unqualified iodized salt, and 90 688 qualified iodized salt. The coverage rate of iodized salt was 84.89%, and the coverage rate of qualified iodized salt was 79.48%. The proportion of non-iodized salt increased from 11.85% in 2016 to 16.04% in 2021 ( χ 2trend=111.427, P<0.001). The median of urinary iodine concentration M ( Q1, Q3) in children was 182.50 (121.00, 261.00) μg/L, among which the proportions of iodine deficiency, iodine suitability, iodine over suitability, and iodine excess were 17.25% (19 686 cases), 39.21% (44 745 cases), 26.85% (30 638 cases), and 16.68% (19 034 cases), respectively. The median of urinary iodine concentration in children in inland areas [ M ( Q1, Q3): 190.90 (128.80, 269.00) μg/L] was significantly higher than that in children in coastal areas [ M ( Q1, Q3): 173.00 (113.00, 250.30) μg/L] ( P<0.001). From 2016 to 2021, a total of 39 134 ultrasound examinations were conducted, and 1 229 cases of thyroid enlargement were detected. The goiter rate was 3.14% (95% CI: 2.97%-3.32%). The incidence of goiter in children in coastal areas [3.45% (95% CI: 3.19%-3.72%), 641/18 604] was higher than that in children in inland areas [2.86% (95% CI: 2.64%-3.10%), 588/20 530] ( P=0.001). Conclusion:From 2016 to 2021, the iodine nutrition level of children aged 8-10 years in Zhejiang Province is generally suitable, and the rate of goiter in children meets the limit of iodine deficiency disease elimination standards.
8.Cancer Stem Cell-derived Exosomes Promote Drug Resistance and Invasion in Colorectal Cancer Cells
Xin-Yu GAO ; Zi-Jun MAO ; Sheng-Zhe HUANG ; Gang HUANG ; Hao YANG
Chinese Journal of Biochemistry and Molecular Biology 2024;40(8):1119-1131
Cancer stem cells,a small population of cells with self-renewal and multidirectional differenti-ation potential in tumor tissues,can initiate primary tumors and mediate treatment resistance,tumor re-currence,and metastasis,but the mechanism of how they affect colorectal cancer at the cellular level is unknown.Therefore,in this study,we explored the effect of cancer stem cells and their exosomes on the malignant phenotype of colorectal cancer.First,CD 166+CD44+cancer stem cells(CSCs)were isolated from colorectal cancer tumor tissues,and then cancer stem cell-derived exosomes(CSCexo)and colorec-tal cancer SW480 cell-derived exosomes(Sexo)were extracted by ultracentrifugation.Then,exosomes were subjected to NTA particle size analysis,electron microscopic observation and identification by West-ern blotting.Subsequently,the successfully isolated CSC and CSCexo were co-cultured with colorectal cancer SW480 cells.The apoptosis rate of SW480 cells after co-culture was found to decrease from 20%to about 13%by CCK-8,apoptosis assay(P<0.01)and the invasive ability was significantly increased(P<0.001)after co-culture with CSC or CSCexo.In addition,in vivo animal experiments revealed that the tumor growth rate of the S-exo treatment group was slower than that of the CSCexo treatment group,and that CSCexo inhibited the drug efficacy of 5-FU against colorectal cancer tumors.PET/CT imaging,immunohistochemical analysis,and Western blotting experiments showed that CSCexo enhanced the up-take of the glucose analog 18F-FDG and the expression of the glycolytic enzymes HK2,PFKFB2,PKM2,and LDHA in colorectal cancer.In addition,interfering with the expression of glycolytic enzymes with siRNAs blocked the drug resistance induced by CSCexo.In summary,this study demonstrates that color-ectal cancer stem cells deliver exosomes that affect tumor glucose metabolism pathways and promote chemotherapy resistance and invasive ability,revealing the mechanism of formation and dynamic changes in the malignant tumor microenvironment.
9.Clinical Decision on Disorders of Consciousness After Acquired Brain Injury: Stepping Forward.
Rui-Zhe ZHENG ; Zeng-Xin QI ; Zhe WANG ; Ze-Yu XU ; Xue-Hai WU ; Ying MAO
Neuroscience Bulletin 2023;39(1):138-162
Major advances have been made over the past few decades in identifying and managing disorders of consciousness (DOC) in patients with acquired brain injury (ABI), bringing the transformation from a conceptualized definition to a complex clinical scenario worthy of scientific exploration. Given the continuously-evolving framework of precision medicine that integrates valuable behavioral assessment tools, sophisticated neuroimaging, and electrophysiological techniques, a considerably higher diagnostic accuracy rate of DOC may now be reached. During the treatment of patients with DOC, a variety of intervention methods are available, including amantadine and transcranial direct current stimulation, which have both provided class II evidence, zolpidem, which is also of high quality, and non-invasive stimulation, which appears to be more encouraging than pharmacological therapy. However, heterogeneity is profoundly ingrained in study designs, and only rare schemes have been recommended by authoritative institutions. There is still a lack of an effective clinical protocol for managing patients with DOC following ABI. To advance future clinical studies on DOC, we present a comprehensive review of the progress in clinical identification and management as well as some challenges in the pathophysiology of DOC. We propose a preliminary clinical decision protocol, which could serve as an ideal reference tool for many medical institutions.
Humans
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Transcranial Direct Current Stimulation/methods*
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Consciousness Disorders/etiology*
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Brain Injuries/complications*
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Consciousness
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Neuroimaging
10.From viral hepatitis to hepatocellular carcinoma: The role of exosomal microRNAs
Yuanpeng MAO ; Zhe YU ; Aqian SONG ; Hongshan WEI
Journal of Clinical Hepatology 2023;39(2):439-443
Exosomes are nano-sized phospholipid bilayer vesicles containing abundant and complex biomolecules, such as DNA, mRNAs, microRNAs (miRNAs), lipids, and proteins. Exosomes can be secreted and ingested by most types of cells to transfer information through intercellular transport. After uptake by recipient cells, exosomes release bioactive substances to regulate the biological processes of recipient cells, such as promoting tumor growth and metastasis. Changes of exosomes and their contents are associated with a variety of diseases. In recent years, the role of exosomal miRNAs in the development and progression of hepatocellular carcinoma (HCC) caused by viral hepatitis has attracted wide attention, and exosomal miRNAs from different sources play different roles in this process. This article briefly reviews the research on the role of exosomal miRNAs in the development and progression of viral hepatitis-related HCC and proposes that exosomal miRNAs may be the targets for immunotherapy for HCC microenvironment.

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