1.Ancient and Modern Documentation of Classic Formula Sangjuyin
Xiaofang WANG ; Lyuyuan LIANG ; Jialei CAO ; Ziming XU ; Wangju ZHOU ; Yiping WANG ; Yujie CHANG ; Ruiting SU ; Yihan LI ; Jingwen LI ; Bingqi WEI ; Bingxiang MA ; Wenli SHI
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(4):200-207
Sangjuyin, as a pungent and cooling agent with precise therapeutic effect, is a classic pungent formula for cooling relief of the epidermis, which is highly respected by medical practitioners. This formula is from the Wenbing Tiaobian written by WU Jutong in the Qing dynasty, on the basis of which subsequent medical practitioners have made additions and subtractions to apply it. The authors used the bibliometric method to systematically organize the medical books from the Qing dynasty and the Republic of China and modern literature to analyze the composition, concoction, decoction, efficacy, and previous and modern application of Sangjuyin. After examination, the drug base of this formula is basically clear. Armeniacae Semen Amarum is the dried mature seeds of Armeniaca vulgaris, family Rosaceae. Forsythiae Fructus is the dried fruit of Forsythia suspensa, family Mulleinaceae. Menthae Haplocalycis Herba is the dried above-ground part of Mentha haplocalyx, family Labiatae. Mori Folium is the dried leaves of Morus alba, family Moraceae. Chrysanthemi Flos is the dried head of Chrysanthemum morifolium, family Asteraceae. Platycodonis Radix is the dried root of Eryngium grandiflorum, family Eryngium. Glycyrrhizae Radix et Rhizoma is the dried root and rhizome of Glycyrrhiza uralensis of the Leguminosae family, and Phragmitis Rhizoma is the fresh or dried rhizome of Phragmites communis of the Gramineae family. It is recommended that the eight drugs be used in raw form as medicine. The dosage and method of decoction were converted into a modern single dosage of 7.46 g Armeniacae Semen Amarum, 5.60 g Forsythiae Fructus, 2.98 g Menthae Haplocalycis Herba, 9.33 g Mori Folium, 3.73 g Chrysanthemi Flos, 7.46 g Platycodonis Radix, 2.98 g Glycyrrhizae Radix et Rhizoma, and 11.19 g Phragmitis Rhizoma, with 400 mL water added, and the solution was boiled to obtain 200 mL, taken twice a day. Sangjuyin has the efficacy of dispersing wind and clearing heat, promoting lung and relieving cough, and it is used for treating the initial onset of wind-warmth and the evidence of evil spirits in the lungs and collaterals. Modern research has shown that Sangjuyin is often used in the treatment of cough, pneumonia, rhinitis, and other respiratory diseases, and the results of this study provide a reference for the later development of Sangjuyin.
2.Overview of Diagnosis,Treatment and Mechanism Research of Functional Dyspepsia by Integrated Traditional Chinese and Western Medicine
Shengsheng ZHANG ; Zhaohong SHI ; Xiaofang LU ; Luqing ZHAO ; Danyan LI ; Shu ZHANG ; Lu ZHAO ; Yudi ZHUO ; Nian WANG ; Fan LIU ; Shuangyi LI ; Xudong TANG
Journal of Traditional Chinese Medicine 2026;67(4):397-403
Functional dyspepsia (FD) is a prioritized disease category where traditional Chinese medicine (TCM) demonstrates distinct therapeutic advantages. The current western medicine treatment for FD is mainly based on proton pump inhibitors and prokinetic agents, with digestive enzymes, probiotics and antidepressants serving as adjuvant medication, yet such therapies still have certain limitations. TCM treatment for FD includes oral administration of Chinese herbal formulas and Chinese patent medicines, as well as external TCM therapies such as acupuncture and moxibustion, acupoint application, hot medicinal compress therapy, rubbing with ointment, medicinal iontophoresis, auricular acupoint therapy and tui na (Chinese medical massage). The combined treatment of FD with integrated TCM and western medicine can significantly improve clinical effectiveness and reduce adverse reactions. The common mechanisms underlying the therapeutic effects of both TCM and western medicine revolve around the core pathological processes of FD, mainly focusing on restoring gastrointestinal motility, regulating the levels of brain-gut peptides, modulating intestinal microecology, and ameliorating inflammatory status. The differential mechanisms lie in the precise targeting feature of western medicine versus the holistic-regulating and multi-target characteristics of TCM, and the two approaches exert a synergistic effect to enhance efficacy. This paper proposes to leverage the advantages of TCM in holistic regulation and the strengths of western medicine in targeted treatment, so as to provide personalized and comprehensive treatment regimens for FD patients.
3.Protective effect and mechanism of trophoblast-derived mesenchymal stem cells against liver injury in a mouse model of autoimmune hepatitis
Long XU ; Wanwan SHI ; Jiandan QIAN ; Shiyun KE ; Yusheng HE ; Xiaofang WANG ; Guiqiang WANG
Journal of Clinical Hepatology 2026;42(9):2116-2125
ObjectiveTo investigate the effect of trophoblast-derived mesenchymal stem cell (T-MSC) on concanavalin A (Con A)-induced immune-mediated liver injury in mice, as well as its association with the changes in inflammatory response. MethodsMorphological assessment, flow cytometry, and tri-lineage differentiation assay were used to observe the biological characteristics of T-MSC. In the pilot experiment, mice were divided into PBS group, T-MSC monotherapy group, and Con A groups at a concentration of 10, 15, or 20 mg/kg to evaluate the safety of T-MSC monotherapy on liver function and determine the appropriate dose for modeling. In the formal experiment, mice were divided into healthy control group (HC group), Con A group, and Con A+T-MSC group, with 5 mice in each group. The mice were given injection of Con A (15 mg/kg) via the caudal vein to establish a mouse model of immune-mediated liver injury, while the mice in the T-MSC monotherapy group were given transfusion of 1×106 T-MSCs via the caudal vein at 3 hours after modeling, and samples were collected 12 hours later. The serum levels of alanine aminotransferase (ALT), aspartate aminotransferase (AST), and lactate dehydrogenase (LDH) were measured; liver histopathological changes were observed, and Ishak inflammatory activity score and inflammatory necrosis area were assessed; the serum levels of inflammatory cytokines were measured; transcriptome sequencing, immunofluorescence assay, and Western blot were used to measure the changes in inflammation-related molecules in liver tissue. The Shapiro-Wilk test was used to assess the normality of continuous data, and the homogeneity of variance test was also performed; a one-way analysis of variance was used for comparison of normally distributed data with homogeneity of variance between multiple groups, and the Tukey’s post-hoc test was used for further comparison between two groups; the Kruskal-Wallis H test was used for comparison of non-normally distributed data with heterogeneity of variance between multiple groups, and the Wilcoxon test was used for further comparison between two groups. ResultsT-MSC had a long spindle shape, showed the characteristics of fibroblast-like morphology and adherent growth, and possessed the osteogenic, chondrogenic, and adipogenic differentiation abilities. Flow cytometry showed high expression levels of CD90, CD105, and CD73 in T-MSC, with a positive rate of 96.8%, 99.0%, and 99.9%, respectively, while there was low or no expression of CD31, human leukocyte antigen DR, CD45, and CD34, with a positive rate of 0.120%, 0, 0.061%, and 0, respectively. Administration of T-MSC alone did not cause obvious abnormalities in ALT, AST, or LDH. Con A at the concentrations of 10, 15, and 20 mg/kg all increased the serum levels of biochemical parameters for liver injury in a dose-dependent manner, with mortality observed in the 20 mg/kg group. In the formal experiment, compared with the HC group, the Con A group had significant increases in the serum levels of ALT, AST, and LDH (P<0.01), and after T-MSC treatment, there were significant reductions in these markers compared with the Con A group (P<0.01). HE staining showed that the Con A group had disordered structure of the liver, accompanied by marked inflammatory cell infiltration and focal/patchy necrosis, and these pathological changes were alleviated after T-MSC treatment. Compared with the HC group, the Con A group had significant increases in Ishak score and the percentage of inflammatory necrosis area (P<0.001), while there were significant reductions in these indicators after T-MSC treatment compared with the Con A group (P<0.01). ELISA showed that compared with the HC group, the Con A group had significant increases in the serum levels of interleukin-21 (IL-21), interleukin-1β (IL-1β), interleukin-2 (IL-2), interleukin-17A (IL-17A), and tumor necrosis factor-α (TNF-α) (P<0.05), and there were significant reductions in these markers after T-MSC treatment compared with the Con A group (P<0.05), with no significant differences in IL-21, IL-1β, IL-17A, and TNF-α compared with the HC group (P>0.05); although there was a significant reduction in the level of IL-2, the Con A+T-MSC group still had a significantly higher level of IL-2 than the HC group (P=0.001). In contrast, compared with the HC group, the Con A group had a significant increase in IL-10 (P<0.05), with a further increase after T-MSC treatment (P<0.05). The transcriptome analysis showed that T-MSC treatment downregulated the expression of the inflammation- and chemokine-related genes including Ccl2, Cxcl10, Il-21, and Il-6 and inhibited the inflammation-related pathways such as TNF, IL-17, nuclear factor-κB, and JAK-STAT. Immunofluorescence assay showed that compared with the HC group, the Con A group had a significant increase in the expression of IL-21 in the liver (P<0.001), and there was a significant reduction in IL-21 after T-MSC treatment compared with the Con A group (P<0.001); the results of Western blot showed the same trend. ConclusionT-MSC can alleviate Con A-induced immune-mediated liver injury in mice, as evidenced by the improvement in liver biochemical parameters, the alleviation of histopathological damage, and the overall downregulation of inflammation-related molecules. T-MSC exerts marked anti-inflammatory and immunomodulatory effects in this model, and IL-21 shows a significant change in inflammatory response and can be used as a candidate molecule for further investigation.
4.The regulatory role of Dendrobium nobile Lindl alkaloids on the proliferation,migration,and epithelial-mesenchymal transition of human lens epithelial cells induced by TGF-β2
Yinglan SHI ; Zhaoxia HUANG ; Xiaofang TANG ; Die SHI ; Jing CHEN ; Jun LI
The Journal of Practical Medicine 2025;41(20):3165-3174
Objective To investigate the regulatory effect of Dendrobium nobile Lindl alkaloids(DNLA)on the proliferation,migration,and epithelial-mesenchymal transition(EMT)of HLEB3 cells induced by TGF-β2.Methods HLEB3 cells were cultivated in vitro and classified into the control group(DZ),the model group(TGF-β2),and the treatment group(TGF-β2+DNLA).TGF-β2 induced the EMT process of HLEB3 cells.Changes in cell morphology were observed through an inverted microscope.Cell proliferation,apoptosis,and migration were detected by CCK-8 assay,scratch test,and Transwell assay.The total RNAs of the samples were extracted for transcriptome analysis.Bioinformatics processing was employed to obtain relevant information on gene expression differences at the transcriptional level,biological processes,and related signaling pathways.The Western blot(WB)technique was utilized to detect EMT-related proteins to elucidate the mechanism of action of DNLA on lens epithelial cells.Results The study revealed that 10 μg/ml DNLA was suitable for the growth of HLEB3 cells.After 48 hours of the scratch test,the migration rate of the TGF-β2+DNLA group significantly decreased(P<0.01).The Transwell results indicated that the cell migration ability of the TGF-β2+DNLA group was notably weakened(P<0.05).Through bioinformatics,it was discovered that the prevention and treatment of posterior capsular opacification(PCO)by DNLA might be associated with cell junctions,cytoskeleton construction,and fibronectin binding.The pathogenesis of PCO may be related to multiple signaling pathways,including the TGF-β signaling pathway,TNF signaling pathway,and PI3K-Akt signaling pathway.Simultaneously,DNLA could reduce the expression levels of FNI,Smad2/3,and α-SMA proteins and increase the expression of E-cadherin protein.This indicates that DNLA can alleviate abnormal proliferation,migration,and EMT of lens epithelial cells by enhancing intercellular adhesion junctions and weakening cell migration ability,thereby playing a role in preventing and treating posterior capsular opacification.Conclusions DNLA can significantly inhibit the abnormal proliferation and migration of HLEB3 cells,alleviate the EMT process induced by TGF-β2,and prevent and control the occurrence of posterior capsular opacification and other ocular diseases.The mechanism of action might be related to the intervention of the TGF-β/smad signaling pathway and fibrosis proteins such as ZO-1 and E-cadherin.
5.The regulatory role of Dendrobium nobile Lindl alkaloids on the proliferation,migration,and epithelial-mesenchymal transition of human lens epithelial cells induced by TGF-β2
Yinglan SHI ; Zhaoxia HUANG ; Xiaofang TANG ; Die SHI ; Jing CHEN ; Jun LI
The Journal of Practical Medicine 2025;41(20):3165-3174
Objective To investigate the regulatory effect of Dendrobium nobile Lindl alkaloids(DNLA)on the proliferation,migration,and epithelial-mesenchymal transition(EMT)of HLEB3 cells induced by TGF-β2.Methods HLEB3 cells were cultivated in vitro and classified into the control group(DZ),the model group(TGF-β2),and the treatment group(TGF-β2+DNLA).TGF-β2 induced the EMT process of HLEB3 cells.Changes in cell morphology were observed through an inverted microscope.Cell proliferation,apoptosis,and migration were detected by CCK-8 assay,scratch test,and Transwell assay.The total RNAs of the samples were extracted for transcriptome analysis.Bioinformatics processing was employed to obtain relevant information on gene expression differences at the transcriptional level,biological processes,and related signaling pathways.The Western blot(WB)technique was utilized to detect EMT-related proteins to elucidate the mechanism of action of DNLA on lens epithelial cells.Results The study revealed that 10 μg/ml DNLA was suitable for the growth of HLEB3 cells.After 48 hours of the scratch test,the migration rate of the TGF-β2+DNLA group significantly decreased(P<0.01).The Transwell results indicated that the cell migration ability of the TGF-β2+DNLA group was notably weakened(P<0.05).Through bioinformatics,it was discovered that the prevention and treatment of posterior capsular opacification(PCO)by DNLA might be associated with cell junctions,cytoskeleton construction,and fibronectin binding.The pathogenesis of PCO may be related to multiple signaling pathways,including the TGF-β signaling pathway,TNF signaling pathway,and PI3K-Akt signaling pathway.Simultaneously,DNLA could reduce the expression levels of FNI,Smad2/3,and α-SMA proteins and increase the expression of E-cadherin protein.This indicates that DNLA can alleviate abnormal proliferation,migration,and EMT of lens epithelial cells by enhancing intercellular adhesion junctions and weakening cell migration ability,thereby playing a role in preventing and treating posterior capsular opacification.Conclusions DNLA can significantly inhibit the abnormal proliferation and migration of HLEB3 cells,alleviate the EMT process induced by TGF-β2,and prevent and control the occurrence of posterior capsular opacification and other ocular diseases.The mechanism of action might be related to the intervention of the TGF-β/smad signaling pathway and fibrosis proteins such as ZO-1 and E-cadherin.
6.Analysis on MRI for the characteristics of the injuries of knee joint ligament and cartilage of pediatric patients after acute traumatic lateral patellar dislocation
Lei ZHANG ; Chunsheng LIU ; Zhiquan GUO ; Yunli SHI ; Xiaofang PENG
China Medical Equipment 2025;22(1):47-51
Objective:To analyze the characteristics of the injury of knee ligament and cartilage in pediatric patients after acute traumatic lateral patellar dislocation based on magnetic resonance imaging (MRI). Methods:Clinical data of 68 pediatric patients with acute traumatic lateral patellar dislocation admitted to The Second Hospital of Tangshan from September,2020 to September,2023 were retrospectively analyzed. All children underwent MRI scan on knee joint. These children were divided into partial tear group (85 cases) and complete tear group (41 cases) according to injury degree. In addition,the location and characteristic of the medial patellofemoral ligament (MPFL) injury and cartilage injury were analyzed. Results:All 126 children had MPFL injury,including 85 cases of partial tear and 41 cases of complete tear. Among the partial tears,34 cases occurred only on the patellar side,14 cases only on the femoral side,9 cases only in the middle segment,and 28 cases had multiple-site injuries. Among the complete tears,27 cases occurred only on the patellar side,7 cases only on the femoral side,4 cases only in the middle segment,and 3 cases had multiple-site injuries. The number of each degree of partial MPFL injury was higher than that of complete injury,and the difference was statistically significant (x2=7.596,10.886,P<0.05). Among the 126 children,91 cases had VMO injury,and the degree of VMO injury was positively correlated with the degree of MPFL injury (r=0.339,P=0.006). Among the 126 children with acute traumatic lateral patellar dislocation,119 cases had osteochondral injury,with a total of 174 injured sites. The sites of grade 1 injury were mainly on the patellar side,while those of grades 2,3,and 4 injuries were mainly multiple-site injuries. Conclusion:Most of acute traumatic lateral patellar dislocation complicate MPFL injury and cartilage injury in pediatric patients,which mainly focus on patellar side of injury and multiple injury. There are no differences in injury site and degree between different genders. MPFL injury mostly complicates VMO injury,which injury degree is positively correlation with MPFL.
7.Construction of an ultrasound dynamic image segmentation model for thyroid nodules
Junpu HU ; Jialu LI ; Mengjie DOU ; Gang WANG ; Keyan LI ; Xiaofang FU ; Hao SUN ; Changqin SUN ; Duo SHI ; Yan LIAO ; Qiong WANG ; Faqin LYU
Chinese Journal of Ultrasonography 2025;34(6):518-524
Objective:To construct a thyroid nodule segmentation model using ultrasound dynamic images and explore its potential for assisting in the screening of thyroid nodules.Methods:A total of 126 patients with thyroid nodules(comprising 150 nodules)who were diagnosed and treated at Xuzhou Cancer Hospital from April 2024 to December 2024 were prospectively enrolled. Two-dimensional ultrasound was performed to capture short-axis and long-axis video images of thyroid nodules,forming a dynamic ultrasound image dataset. The dataset was divided into training,validation,and test sets in a ratio of 6∶1∶3. After the training loss curve converged,the model that performed well on the validation set was selected for testing. Three-fold cross-validation was employed for training and testing. All 300 ultrasound videos were divided into three subsets. In each experiment,two subsets were used as the training set,and one subset was used as the test set to evaluate the model's generalization ability. A collaborative spatiotemporal diffusion model was established based on the dynamic trends and tissue texture details of thyroid nodules. Six widely used segmentation metrics were employed to evaluate the model's application capabilities.Results:The study included 126 patients with 150 thyroid nodules,300 dynamic ultrasound images,and video lengths of 3-4 seconds per nodule,resulting in 12 312 segmented images. The size of the thyroid nodules was(10.7 ± 10.6)mm(transverse diameter)×(8.4 ± 6.3)mm(anteroposterior diameter). Among the nodules,62(41.3%)had clear boundaries,while 88(58.7%)had indistinct boundaries;61(40.7%)exhibited regular shapes,while 89(59.3%)were irregular;66(44.0%)had a taller-than-wide aspect ratio;and 70(46.7%)showed microcalcifications. The collaborative diffusion model based on dynamic ultrasound image segmentation achieved the following scores:a Jaccard score of(69.22 ± 0.03)%,a Dice score of(79.16 ± 0.18)%,a Precision score of(86.70 ± 0.17)%,a Recall score of(77.82 ± 0.04)%,an Sα score of(85.26 ± 0.01)%,and an Eθmn score of(90.58 ± 0.17)%. Compared to other models,this model demonstrated significant improvements across all evaluation metrics,achieving the highest values in each metric with increments of over 8% and 1%,respectively. Conclusions:The collaborative diffusion model with a dynamic controller,constructed based on dynamic ultrasound images of thyroid nodules,demonstrates excellent performance in ultrasound image segmentation. It improves the accuracy of thyroid nodule screening,thereby providing a valuable auxiliary diagnostic tool for clinical practice.
8.Automatic recognition and segmentation of brachial plexus in ultrasonic images based on deep learning
Duo SHI ; Han ZHANG ; Peipei LIU ; Ruichao ZHANG ; Qingyu LIU ; Hao SUN ; Xiaofang FU ; Mengjie DOU ; Junpu HU ; Changqin SUN ; Keyan LI ; Jianqiu HU ; Guangquan ZHOU ; Ligang CUI ; Ping ZHOU ; Faqin LYU
Chinese Journal of Ultrasonography 2025;34(9):737-744
Objective:To propose a deep learning(DL)-based ultrasound imaging auxiliary tool for automatic segmentation and recognition of the brachial plexus(BP),and to enhance the accuracy and safety of clinical procedures.Methods:It was a multicenter study that collected 773 healthy subjects from Peking University Third Hospital and its branch campuses,the Third Medical Center of the Chinese PLA General Hospital,and Shanghai Eighth People's Hospital between August 2024 and February 2025. Brachial plexus(BP)images in the interscalene groove were captured used high-frequency ultrasound by senior sonographers,a dataset comprising 1 289 standardized images were constructed and the improved model(CHA-TransUNet)was trained. The test set was input into 6 different models(CHA-TransUNet,R50-Unet,TransUnet,SegFormer,SwinUnet,MISSFormer)for segmentation. Segmentation accuracy was evaluated using metrics including the Dice similarity coefficient(DSC),95% Hausdorff distance(HD95)and mean intersection over union(mIoU),and was compared with the segmentation results of 3 ultrasound physicians with varying experience levels(junior physicians and senior physicians)to validate the model's segmentation efficacy.Results:The CHA-TransUNet model established based on a dataset of 1 289 standardized images achieved segmentation results for the BP with a DSC of 90.15%,mIoU of 91.02%,and HD95 of 8.08. Its accuracy was higher than other mainstream models(DSC:90.15% vs. 87.60%,87.77%,81.35%,84.78%,84.55%),significantly better than junior physicians(DSC:90.15% vs. 68.73%, Z=-127.76, P<0.001),and approached the level of senior physician(DSC:90.15% vs. 86.15%, Z=-31.33, P=0.549). The model demonstrated superior boundary recognition in complex anatomical structures(e.g.,C6/C7 nerve roots)compared to ultrasound physicians(junior and senior)(HD95:8.08 vs. 26.34,17.44,56.80). Conclusions:This study proposes an analysis model for BP ultrasound images,CHA-TransUNet. This model achieves segmentation and recognition of the BP with relatively complex pathways and structures. The model exhibits high accuracy and stability,outperforming current mainstream network models and junior physicians while approaching the performance level of senior physicians. It assists junior physicians or trainees in more accurately identifying and localizing the BP.
9.Analysis on MRI for the characteristics of the injuries of knee joint ligament and cartilage of pediatric patients after acute traumatic lateral patellar dislocation
Lei ZHANG ; Chunsheng LIU ; Zhiquan GUO ; Yunli SHI ; Xiaofang PENG
China Medical Equipment 2025;22(1):47-51
Objective:To analyze the characteristics of the injury of knee ligament and cartilage in pediatric patients after acute traumatic lateral patellar dislocation based on magnetic resonance imaging (MRI). Methods:Clinical data of 68 pediatric patients with acute traumatic lateral patellar dislocation admitted to The Second Hospital of Tangshan from September,2020 to September,2023 were retrospectively analyzed. All children underwent MRI scan on knee joint. These children were divided into partial tear group (85 cases) and complete tear group (41 cases) according to injury degree. In addition,the location and characteristic of the medial patellofemoral ligament (MPFL) injury and cartilage injury were analyzed. Results:All 126 children had MPFL injury,including 85 cases of partial tear and 41 cases of complete tear. Among the partial tears,34 cases occurred only on the patellar side,14 cases only on the femoral side,9 cases only in the middle segment,and 28 cases had multiple-site injuries. Among the complete tears,27 cases occurred only on the patellar side,7 cases only on the femoral side,4 cases only in the middle segment,and 3 cases had multiple-site injuries. The number of each degree of partial MPFL injury was higher than that of complete injury,and the difference was statistically significant (x2=7.596,10.886,P<0.05). Among the 126 children,91 cases had VMO injury,and the degree of VMO injury was positively correlated with the degree of MPFL injury (r=0.339,P=0.006). Among the 126 children with acute traumatic lateral patellar dislocation,119 cases had osteochondral injury,with a total of 174 injured sites. The sites of grade 1 injury were mainly on the patellar side,while those of grades 2,3,and 4 injuries were mainly multiple-site injuries. Conclusion:Most of acute traumatic lateral patellar dislocation complicate MPFL injury and cartilage injury in pediatric patients,which mainly focus on patellar side of injury and multiple injury. There are no differences in injury site and degree between different genders. MPFL injury mostly complicates VMO injury,which injury degree is positively correlation with MPFL.
10.Construction of an ultrasound dynamic image segmentation model for thyroid nodules
Junpu HU ; Jialu LI ; Mengjie DOU ; Gang WANG ; Keyan LI ; Xiaofang FU ; Hao SUN ; Changqin SUN ; Duo SHI ; Yan LIAO ; Qiong WANG ; Faqin LYU
Chinese Journal of Ultrasonography 2025;34(6):518-524
Objective:To construct a thyroid nodule segmentation model using ultrasound dynamic images and explore its potential for assisting in the screening of thyroid nodules.Methods:A total of 126 patients with thyroid nodules(comprising 150 nodules)who were diagnosed and treated at Xuzhou Cancer Hospital from April 2024 to December 2024 were prospectively enrolled. Two-dimensional ultrasound was performed to capture short-axis and long-axis video images of thyroid nodules,forming a dynamic ultrasound image dataset. The dataset was divided into training,validation,and test sets in a ratio of 6∶1∶3. After the training loss curve converged,the model that performed well on the validation set was selected for testing. Three-fold cross-validation was employed for training and testing. All 300 ultrasound videos were divided into three subsets. In each experiment,two subsets were used as the training set,and one subset was used as the test set to evaluate the model's generalization ability. A collaborative spatiotemporal diffusion model was established based on the dynamic trends and tissue texture details of thyroid nodules. Six widely used segmentation metrics were employed to evaluate the model's application capabilities.Results:The study included 126 patients with 150 thyroid nodules,300 dynamic ultrasound images,and video lengths of 3-4 seconds per nodule,resulting in 12 312 segmented images. The size of the thyroid nodules was(10.7 ± 10.6)mm(transverse diameter)×(8.4 ± 6.3)mm(anteroposterior diameter). Among the nodules,62(41.3%)had clear boundaries,while 88(58.7%)had indistinct boundaries;61(40.7%)exhibited regular shapes,while 89(59.3%)were irregular;66(44.0%)had a taller-than-wide aspect ratio;and 70(46.7%)showed microcalcifications. The collaborative diffusion model based on dynamic ultrasound image segmentation achieved the following scores:a Jaccard score of(69.22 ± 0.03)%,a Dice score of(79.16 ± 0.18)%,a Precision score of(86.70 ± 0.17)%,a Recall score of(77.82 ± 0.04)%,an Sα score of(85.26 ± 0.01)%,and an Eθmn score of(90.58 ± 0.17)%. Compared to other models,this model demonstrated significant improvements across all evaluation metrics,achieving the highest values in each metric with increments of over 8% and 1%,respectively. Conclusions:The collaborative diffusion model with a dynamic controller,constructed based on dynamic ultrasound images of thyroid nodules,demonstrates excellent performance in ultrasound image segmentation. It improves the accuracy of thyroid nodule screening,thereby providing a valuable auxiliary diagnostic tool for clinical practice.

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