1.Retrospective study on the treatment of chemotherapy intolerance B-cell acute lymphoblastic leukemia in children with Blinatumomab
Min HE ; Xinyu HE ; Hailing LIU ; Ding DING ; Man XU ; Guoli LIAN ; Zhigang LIU
Chinese Pediatric Emergency Medicine 2025;32(10):743-747
Objective:To assess the safety and efficacy of Blinatumomab in treating children with acute B-lymphoblastic leukemia(B-ALL).Methods:The clinical data of 10 B-ALL children who were admitted to the Department of Pediatrics,the First Affiliated Hospital of Xi’an Jiaotong University from May 2022 to April 2024 and treated with Blinatumomab were analyzed retrospectively.Results:All the 10 cases had a complete remission of bone marrow and all minimal residual disease(MRD)were negative. Serious adverse events were reported after chemotherapy,including intracranial venous sinus thrombosis with acute cerebral infarction,acute pancreatitis,paralytic ileus,syndrome of abnormal secretion of antidiuretic hormone,severe pneumonia,liver injury,sepsis(β-lactamase resistant Escherichia coli,Pseudomonas aeruginosa),oral mucositis,persistent agranulocytosis with bloodstream infection. All patients interrupted chemotherapy and received Blinatumomab injections for 14 days. During treatment,there was hematological toxicity,which resulted in grade 3-4 neutropenia in 5 cases within the first 7 days. Transient low-grade fever was observed in 4 cases of non-hematological toxicity during days 1-3 of treatment. One patient experienced a headache on the 7th day of treatment,which worsened on the 14th day,but it improved with mannitol treatment. Mild liver injury was present in 3 cases. Interleukin-6 reached a peak of 71.86 pg/mL on the second day of treatment in one case,whereas it was normal in others. All patients were found to be free of cytokine release syndrome. T lymphocyte count increased in 5 patients after 14 days of Blinatumomab treatment,but B lymphocyte count and serum immunoglobulin levels declined in 10 patients. Hypogammaglobulinemia was observed in 3 of these patients. The median follow-up time was 7.8(3.0-24.0)months. All patients achieved MRD-negative complete remission and 6-month overall survival rate and progression-free survival were both 100%.Conclusion:Children with B-ALL can benefit from using Blinatumomab,which is safer than conventional chemotherapy,as a new treatment strategy for those who cannot tolerate traditional chemotherapy.
2.Three-dimensional finite element analysis of three-dimensional printed personalized orthodontic appliances for vertical movement of single teeth
Yilin CAO ; Xinyu WANG ; Yan ZHUANG ; Yaru WANG ; Zhixiu JIANG ; Danyu LIU ; Jiuxu MEN ; Yuansheng DING
Chinese Journal of Tissue Engineering Research 2025;29(16):3360-3368
BACKGROUND:Based on the principle of vertical tooth movement,a personalized orthodontic appliance is created through digital design combined with 3D printing,so that the personalized orthodontic appliance forms a support system with the individual incisors.With the help of the absolute support of the micro-implant,the single tooth is precisely controlled in a three-dimensional direction.OBJECTIVE:To design personalized orthodontic appliances with 11,12,21,and 22 intrusion and extrusion based on biomechanical principles,and analyze the safety of the personalized orthodontic appliances in terms of their movement effect on the teeth by means of the three-dimensional finite element method.METHODS:Three-dimensional finite element models of alveolar bone-periodontium-maxillary incisors-personalized cantilever micro-implant-connecting plates-personalized brackets in the maxillary anterior region(teeth numbers 11,12,21,and 22)were established using Mimics,Geomagic Wrap,SolidWorks,and Ansys Workbench software,respectively.Personalized orthodontic appliances with low pressure movement and extended movement were set up at each tooth position.The stress level of each component of the personalized orthodontic appliances was analyzed,and the tooth displacement and periodontal stress distribution were calculated under loading of 300 g tensile or thrust force.RESULTS AND CONCLUSION:(1)The maximum equivalent force on the personalized intrusion mobile orthodontic appliance was 162.90 MPa,and the maximum equivalent force on the personalized extrusion mobile orthodontic appliance was 239.57 MPa.The maximum equivalent stress on both devices was located in the vertical portion of the personalized bracket loading attachment.The equivalent stresses on each part of the personalized orthodontic appliance were all within the yield strength,and they had good safety.(2)The initial displacement of the teeth under the action of the personalized orthodontic appliances showed a tendency towards overall intrusion or extrusion,with the displacement in the vertical direction far exceeding that in the horizontal and sagittal directions.The equivalent stress peak appeared at the root tip or neck of the periodontal membrane,and the equivalent stress concentration area appeared in the periodontal membrane of the root apical region.(3)The results show that the personalized orthodontic appliance allows 11,12,21,and 22 to approximate either intrusion movement or extrusion movement,initially confirming the effectiveness of the personalized vertical movement orthodontic appliance.
3.Three-dimensional finite element analysis of personalized orthodontic devices for 3D printed maxillary single-rooted rotated tooth
Yan ZHUANG ; Xinyu WANG ; Yilin CAO ; Yuanxin DING ; Jiaqi WANG ; Miao YU ; Chunyang LUAN ; Yuansheng DING
Chinese Journal of Tissue Engineering Research 2025;29(30):6409-6415
BACKGROUND:In orthodontic treatment,full-mouth treatment is usually used to treat single-root severely twisted teeth,and single-tooth treatment is less common.OBJECTIVE:To design a personalized orthodontic device based on biomechanical principles to address the rotation of teeth 11,12,13,21,22,and 23,and evaluate the device's impact on tooth movement using three-dimensional finite element method.METHODS:Based on the biomechanical principle of tooth rotation and movement,a personalized orthodontic device was made by digital design combined with three-dimensional printing,so that the personalized orthodontic device and the tooth formed an anchorage system.The absolute anchorage of the micro-implant was used to precisely control the single-root twisted tooth in the three-dimensional direction.The CBCT data of the maxillary alveolar bone and tooth tissue of a female volunteer were collected.The three-dimensional finite element models of the twisted tooth-periodontal ligament-maxillary bone-personalized orthodontic device were established using Mimics,Geomagic Wrap,SolidWorks,3-matic Research 15.0,and Ansys Workbench software.The equivalent stress distribution characteristics of the personalized orthodontic device,the movement trend of the tooth,and the equivalent stress distribution characteristics of the periodontal ligament were calculated under a thrust of 60 g.RESULTS AND CONCLUSION:(1)The maximum equivalent stress observed on the personalized orthodontic device was 47.71 MPa.(2)The initial tooth displacement under the device demonstrated a rotational trend.The peak equivalent stress in the periodontal ligament was concentrated at the neck,while lower stress was observed in the apex region.(3)The safety and feasibility of the personalized orthodontic device designed in this study for severely rotated single-rooted teeth were preliminarily verified through finite element analysis.
4.Three-dimensional finite element analysis of personalized orthodontic devices for 3D printed maxillary single-rooted rotated tooth
Yan ZHUANG ; Xinyu WANG ; Yilin CAO ; Yuanxin DING ; Jiaqi WANG ; Miao YU ; Chunyang LUAN ; Yuansheng DING
Chinese Journal of Tissue Engineering Research 2025;29(30):6409-6415
BACKGROUND:In orthodontic treatment,full-mouth treatment is usually used to treat single-root severely twisted teeth,and single-tooth treatment is less common.OBJECTIVE:To design a personalized orthodontic device based on biomechanical principles to address the rotation of teeth 11,12,13,21,22,and 23,and evaluate the device's impact on tooth movement using three-dimensional finite element method.METHODS:Based on the biomechanical principle of tooth rotation and movement,a personalized orthodontic device was made by digital design combined with three-dimensional printing,so that the personalized orthodontic device and the tooth formed an anchorage system.The absolute anchorage of the micro-implant was used to precisely control the single-root twisted tooth in the three-dimensional direction.The CBCT data of the maxillary alveolar bone and tooth tissue of a female volunteer were collected.The three-dimensional finite element models of the twisted tooth-periodontal ligament-maxillary bone-personalized orthodontic device were established using Mimics,Geomagic Wrap,SolidWorks,3-matic Research 15.0,and Ansys Workbench software.The equivalent stress distribution characteristics of the personalized orthodontic device,the movement trend of the tooth,and the equivalent stress distribution characteristics of the periodontal ligament were calculated under a thrust of 60 g.RESULTS AND CONCLUSION:(1)The maximum equivalent stress observed on the personalized orthodontic device was 47.71 MPa.(2)The initial tooth displacement under the device demonstrated a rotational trend.The peak equivalent stress in the periodontal ligament was concentrated at the neck,while lower stress was observed in the apex region.(3)The safety and feasibility of the personalized orthodontic device designed in this study for severely rotated single-rooted teeth were preliminarily verified through finite element analysis.
5.Three-dimensional finite element analysis of three-dimensional printed personalized orthodontic appliances for vertical movement of single teeth
Yilin CAO ; Xinyu WANG ; Yan ZHUANG ; Yaru WANG ; Zhixiu JIANG ; Danyu LIU ; Jiuxu MEN ; Yuansheng DING
Chinese Journal of Tissue Engineering Research 2025;29(16):3360-3368
BACKGROUND:Based on the principle of vertical tooth movement,a personalized orthodontic appliance is created through digital design combined with 3D printing,so that the personalized orthodontic appliance forms a support system with the individual incisors.With the help of the absolute support of the micro-implant,the single tooth is precisely controlled in a three-dimensional direction.OBJECTIVE:To design personalized orthodontic appliances with 11,12,21,and 22 intrusion and extrusion based on biomechanical principles,and analyze the safety of the personalized orthodontic appliances in terms of their movement effect on the teeth by means of the three-dimensional finite element method.METHODS:Three-dimensional finite element models of alveolar bone-periodontium-maxillary incisors-personalized cantilever micro-implant-connecting plates-personalized brackets in the maxillary anterior region(teeth numbers 11,12,21,and 22)were established using Mimics,Geomagic Wrap,SolidWorks,and Ansys Workbench software,respectively.Personalized orthodontic appliances with low pressure movement and extended movement were set up at each tooth position.The stress level of each component of the personalized orthodontic appliances was analyzed,and the tooth displacement and periodontal stress distribution were calculated under loading of 300 g tensile or thrust force.RESULTS AND CONCLUSION:(1)The maximum equivalent force on the personalized intrusion mobile orthodontic appliance was 162.90 MPa,and the maximum equivalent force on the personalized extrusion mobile orthodontic appliance was 239.57 MPa.The maximum equivalent stress on both devices was located in the vertical portion of the personalized bracket loading attachment.The equivalent stresses on each part of the personalized orthodontic appliance were all within the yield strength,and they had good safety.(2)The initial displacement of the teeth under the action of the personalized orthodontic appliances showed a tendency towards overall intrusion or extrusion,with the displacement in the vertical direction far exceeding that in the horizontal and sagittal directions.The equivalent stress peak appeared at the root tip or neck of the periodontal membrane,and the equivalent stress concentration area appeared in the periodontal membrane of the root apical region.(3)The results show that the personalized orthodontic appliance allows 11,12,21,and 22 to approximate either intrusion movement or extrusion movement,initially confirming the effectiveness of the personalized vertical movement orthodontic appliance.
6.Artificial intelligence automatic reconstruction for evaluating coronary artery bypass graft
Ruiyao TANG ; Shutong ZHANG ; Zengfa HUANG ; Ni LIU ; Yi DING ; Xinyu DU ; Xiang WANG
Chinese Journal of Interventional Imaging and Therapy 2025;22(1):27-31
Objective To evaluate the value of deep learning(DL)-based artificial intelligence(AI)automatic reconstruction for evaluation of grafts in patients who underwent coronary artery bypass grafting(CABG).Methods Coronary CT angiography data of 90 patients who underwent CABG with a total of 197 grafts were retrospectively analyzed.Taken manual evaluation results(manual group)as the standards,the efficacy of AI(AI group)for evaluating the degree of stenosis of graft and distal autologous blood vessels were assessed.The consistency between calculating unprotected coronary territory(UCT)and the total time for image post-processing and diagnosis were compared between groups.Results AI group showed average consistency with manual group for evaluating the number of grafts([intra-class correlation coefficient,ICC]=0.743,P<0.05),average to excellent for evaluating the maximum degree of graft stenosis(Kappa=0.310-1.000,all P<0.05),also average to good consistency for evaluating the maximum degree of stenosis of the native vessel distal to the graft insertion(Kappa=0.292-0.795,all P<0.05).AI group had moderate consistency with manual group for UCT(ICC=0.469,P<0.05),achieved an area under the curve of 0.811.The overall time of image post-processing and diagnosis in AI group were both significantly shorter than that in manual group(P<0.05).Conclusion Having acceptable consistency with manual evaluation and ability for assistant,AI was efficient for automatic reconstructing coronary artery bypass graft and quantifying the degree of graft stenosis.
7.Retrospective study on the treatment of chemotherapy intolerance B-cell acute lymphoblastic leukemia in children with Blinatumomab
Min HE ; Xinyu HE ; Hailing LIU ; Ding DING ; Man XU ; Guoli LIAN ; Zhigang LIU
Chinese Pediatric Emergency Medicine 2025;32(10):743-747
Objective:To assess the safety and efficacy of Blinatumomab in treating children with acute B-lymphoblastic leukemia(B-ALL).Methods:The clinical data of 10 B-ALL children who were admitted to the Department of Pediatrics,the First Affiliated Hospital of Xi’an Jiaotong University from May 2022 to April 2024 and treated with Blinatumomab were analyzed retrospectively.Results:All the 10 cases had a complete remission of bone marrow and all minimal residual disease(MRD)were negative. Serious adverse events were reported after chemotherapy,including intracranial venous sinus thrombosis with acute cerebral infarction,acute pancreatitis,paralytic ileus,syndrome of abnormal secretion of antidiuretic hormone,severe pneumonia,liver injury,sepsis(β-lactamase resistant Escherichia coli,Pseudomonas aeruginosa),oral mucositis,persistent agranulocytosis with bloodstream infection. All patients interrupted chemotherapy and received Blinatumomab injections for 14 days. During treatment,there was hematological toxicity,which resulted in grade 3-4 neutropenia in 5 cases within the first 7 days. Transient low-grade fever was observed in 4 cases of non-hematological toxicity during days 1-3 of treatment. One patient experienced a headache on the 7th day of treatment,which worsened on the 14th day,but it improved with mannitol treatment. Mild liver injury was present in 3 cases. Interleukin-6 reached a peak of 71.86 pg/mL on the second day of treatment in one case,whereas it was normal in others. All patients were found to be free of cytokine release syndrome. T lymphocyte count increased in 5 patients after 14 days of Blinatumomab treatment,but B lymphocyte count and serum immunoglobulin levels declined in 10 patients. Hypogammaglobulinemia was observed in 3 of these patients. The median follow-up time was 7.8(3.0-24.0)months. All patients achieved MRD-negative complete remission and 6-month overall survival rate and progression-free survival were both 100%.Conclusion:Children with B-ALL can benefit from using Blinatumomab,which is safer than conventional chemotherapy,as a new treatment strategy for those who cannot tolerate traditional chemotherapy.
8.Mechanistic study on the male flower of Eucommia ulmoides-Sanchi flower herb pair for improving glucose and lipid metabolism in type 2 diabetes mellitus model mice
Ning WANG ; Congyi LIU ; Ying DING ; Xinyu ZHONG ; Zimeng HUANG ; Na ZHENG ; Qiu'e ZHANG ; Ruifeng YANG ; Lili WU ; Lingling QIN ; Tonghua LIU
Journal of Beijing University of Traditional Chinese Medicine 2025;48(10):1390-1403
Objective Based on the traditional Chinese medicine theory of"simultaneous regulation of the liver and kidney,"this study integrated network pharmacology prediction,molecular docking,and animal experimental validation to analyze the multi-target regulatory network of Duzhong Xionghua(the male flower of Eucommia ulmoides)-Sanqi Hua(Sanchi flower)herb pair(hereinafter called"herb pair")in modulating glucolipid metabolic disorders in type 2 diabetes mellitus(T2DM),thereby elucidating its underlying molecular mechanism.Methods Traditional Chinese Medicine Systems Pharmacology Database and Analysis Platform,China National Knowledge Infrastructure,VIP Database for Chinese Technical Periodicals,and Wanfang Data were used to obtain the active ingredients of the male flower of Eucommia ulmoides and Sanchi flower.PubChem Compound,SwissTargetPrediction,and SuperPred were used to screen and predict the targets of the drugs;The Human Gene Database,The Online Mendelian Inheritance in Man,and Therapeutic Target Database were used to screen the key gene targets of T2DM.A"component-target-pathway"network diagram was constructed using Cytoscape software,and Gene Ontology functional annotation and Kyoto Encyclopedia of Genes and Genomes pathway enrichment analysis were employed to identify the functions of the relevant target genes and pathways.Molecular docking was used to verify the binding activities of the core components and the key targets.For animal experiments,spontaneous T2DM model mice were used,in which the normal group consisted of six mice(wild type)from the same litter,and the 24 successfully modeled mice were randomly divided into model,metformin(0.26 g/kg),high-dose herb pair(2.6 g/kg),and low-dose herb pair groups(1.3 g/kg)according to the blood glucose levels and body weights,with six mice per group.The drugs were administered by gavage daily for six consecutive weeks.The body weight and fasting blood glucose(FBG)levels were measured weekly,and an oral glucose tolerance test was performed in the fifth week.At the end of drug administration,body weight,naso-anal length,liver and bilateral epididymal adipose mass were measured;pathological changes in the liver were observed using HE staining;serum levels of aspartate transaminase(AST),alanine amino-transferase(ALT),total cholesterol(TC),triglyceride(TG),low-density lipoprotein cholesterol(LDL-C),and high-density lipoprotein cholesterol(HDL-C)were detected using colorimetric assay;and liver tissue phosphoinositide 3-kinase(PI3K)/protein kinase B(AKT)/glycogen synthase kinase-3β(GSK-3β)signaling pathway protein expressions were determined using Western blotting.Results Network pharmacology screening identified 38 active components and 669 potential targets of the herb pair.Intersection analysis with 1,275 T2DM-related targets yielded 185 common targets.Protein-protein interaction network analysis and pathway enrichment revealed the PI3K/AKT signaling pathway as a key mechanism.Molecular docking confirmed the strong binding affinity of the core components to key targets such as AKT1,suggesting that the herb pair may activate the PI3K/AKT pathway and inhibit GSK-3β activity via beta-sitosterol etc.Animal experiments demonstrated that,compared with the model group,the metformin group exhibited reduced FBG,AST,and ALT levels(P<0.01),but failed to improve body weight,Lee's index,or epididymal fat coefficient.Both herb pair doses significantly lowered Lee's index,hepatic index,and the epididymal fat coefficient(P<0.01),with the low-dose herb pair group showing attenuated body weight gain in mice.In contrast,the high-dose herb pair group exhibited decreased FBG,improved glucose tolerance,reduced TC,TG,and LDL-C levels,and increased HDL-C level(all P<0.01).HE staining revealed that all metformin and the herb pair markedly restored hepatic structure and alleviated steatosis in model mice,with more pronounced effects in the high-dose group than in the low-dose group.Western blotting result indicated that in the low-dose herb pair group,phospho-PI3K(p-PI3K),AKT,and phospho-GSK-3β(p-GSK-3β)protein expressions significantly increased(P<0.05 or P<0.01),whereas GSK-3β decreased(P<0.05).The high-dose group exhibited enhanced PI3K,p-PI3K,AKT,phospho-AKT,and p-GSK-3β protein expressions(all P<0.01),accompanied by reduced GSK-3β expression(P<0.01).Conclusion The male flower of Eucommia ulmoides-Sanchi flower herb pair may ameliorate T2DM-related glucolipid metabolic disorders by modulating the PI3K/AKT/GSK-3β pathway.
9.Effect of Wenyang Shengji Ointment (温阳生肌膏) on MGO Content and HIF-1a/VEGF Pathway in Wound Tissue of Diabetic Wound Model Rats with Yin Syndrome
Xinyu HUANG ; Li CHEN ; Yarong DING ; Jun WANG ; Shuihua FENG ; Zhongzhi ZHOU
Journal of Traditional Chinese Medicine 2025;66(4):382-389
ObjectiveTo investigate the possible mechanism of Wenyang Shengji Ointment (温阳生肌膏, WSO) in the treatment of diabetic wounds with yin syndrome. MethodsA total of 24 SD rats were randomly divided into a group (n=6) and modeling group (n=18). The modeling group rats were fed with high-fat diet for 14 days and then were injected intraperitoneally with streptozotocin to induce diabetic model. After steroid injection, full-thickness skin defects were created on the back of the rats to establish a diabetic wound with yin syndrome model. The normal group was fed with regular diet, and full-thickness skin defects were created surgically on the back of the rats. The 18 successfully modeled rats were further divided into three groups, the model group, the WSO group, and the Beifuxin (Recombinant Bovine Basic Fibroblast Growth Factor Gel, BX) group, 6 rats in each group. The WSO group was given the ointment to the wound, the Beifuxin group was givne BX gel, and the normal group and model group was disinfected and treated with saline. All groups had their dressings changed once daily for 14 days. Wound healing was recorded on days 0, 3, 7, and 14, and the wound healing rate was calculated on day 3, 7, and 14. On day 14 after treatment, HE staining was performed to observe the pathological morphology of the wound tissue. Western Blot was used to detect the relative protein levels of hypoxia-inducible factor 1 alpha (HIF-1α) and vascular endothelial growth factor (VEGF). Immunofluorescence was used to measure the fluorescence intensity of HIF-1α in the wound tissue, and ELISA was used to detect the methylglyoxal (MGO) content in the wound tissue. ResultsCompared with the normal group, the model group showed poor wound healing on day 3, 7, and 14, with a low wound healing rate (P<0.01). HE staining showed scab coverage on the wound, with inflammatory cell infiltration and disorganized collagen arrangement. The relative protein levels of VEGF were significantly reduced, while the relative protein levels of HIF-1α and the MGO content significantly increased (P<0.01), and the fluorescence intensity of HIF-1α was enhanced. Compared to the model group, the WSO group and Beifuxin group showed better wound healing on day 3, 7, and 14, with an increased wound healing rate (P<0.01). The wound tissue showed clear and complete epithelial structure, reduced inflammatory cells, mature granulation tissue, and organized collagen arrangement. MGO content was significantly reduced (P<0.01). The relative protein levels of HIF-1α and VEGF both significantly increased in the WSO group, while only VEGF increased in the Beifuxin group (P<0.05 or P<0.01). Compared with the Beifuxin group, the WSO group had a thicker epidermal layer, prominent collagen formation, significantly increased HIF-1α fluorescence expression, reduced MGO content in the wound tissue, and higher relative protein levels of HIF-1α (P<0.05). ConclusionWSO can reduce the accumulation of MGO in diabetic wound tissue with yin syndrome and activate the HIF-1α/VEGF pathway, which could be one of the mechanisms for promoting wound healing.
10.Facial color-preserving generative adversarial network-based privacy protection of facial diagnostic images in traditional Chinese medicine
Jilong SHEN ; Aihua GUAN ; Xinyu WANG ; Jiadong XIE ; Youwei DING ; Kongfa HU
Digital Chinese Medicine 2025;8(4):455-466
Objective:
To develop a facial image generation method based on a facial color-preserving generative adversarial network (FCP-GAN) that effectively decouples identity features from diagnostic facial complexion characteristics in traditional Chinese medicine (TCM) inspection, thereby addressing the critical challenge of privacy preservation in medical image analysis.
Methods:
A facial image dataset was constructed from participants at Nanjing University of Chinese Medicine between April 23 and June 10, 2023, using a TCM full-body inspection data acquisition equipment under controlled illumination. The proposed FCP-GAN model was designed to achieve the dual objectives of removing identity features and preserving colors through three key components: (i) a multi-space combination module that comprehensively extracts color attributes from red, green, blue (RGB), hue, saturation, value (HSV), and Lab spaces; (ii) a generator incorporating efficient channel attention (ECA) mechanism to enhance the representation of diagnostically critical color channels; and (iii) a dual-loss function that combines adversarial loss for de-identification with a dedicated color preservation loss. The model was trained and evaluated using a stratified 5-fold cross-validation strategy and evaluated against four baseline generative models: conditional GAN (CGAN), deep convolutional GAN (DCGAN), dual discriminator CGAN (DDCGAN), and medical GAN (MedGAN). Performance was assessed in terms of image quality [peak signal-to-noise ratio (PSNR) and structural similarity (SSIM)], distribution similarity [Fréchet inception distance (FID)], privacy protection (face recognition accuracy), and diagnostic consistency [mean squared error (MSE) and Pearson correlation coefficient (PCC)].
Results:
The final analysis included facial images from 216 participants. Compared with baseline models, FCP-GAN achieved superior performance, with PSNR = 31.02 dB and SSIM = 0.908, representing an improvement of 1.21 dB and 0.034 in SSIM over the strongest baseline (MedGAN). The FID value (23.45) was also the lowest among all models, indicating superior distributional similarity to real images. The multi-space feature fusion and the ECA mechanism contributed significantly to these performance gains, as evidenced by ablation studies. The stratified 5-fold cross-validation confirmed the model’s robustness, with results reported as mean ± standard deviation (SD) across all folds. The model effectively protected privacy by reducing face recognition accuracy from 95.2% (original images) to 60.1% (generated images). Critically, it maintained high diagnostic fidelity, as evidenced by a low MSE (< 0.051) and a high PCC (> 0.98) for key TCM facial features between original and generated images.
Conclusion
The FCP-GAN model provides an effective technical solution for ensuring privacy in TCM diagnostic imaging, successfully having removed identity features while preserving clinically vital facial color features. This study offers significant value for developing intelligent and secure TCM telemedicine systems.

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