1.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.
2.Treating Blood-Bi-Syndrome from the Perspective of Theories of Classical Prescriptions Yindan and Yangdan Formulas
Guiwei SU ; Shiya HUANG ; Tianlin WANG ; Chang LIU ; Jiadong XU ; Xiaoxuan ZHANG
Journal of Guangzhou University of Traditional Chinese Medicine 2025;42(11):2883-2887
Blood-bi-syndrome is primarily characterized by localized numbness and mild pain in the limbs.Records about the diagnosis and treatment of blood-bi-syndrome are scattered throughout classical medical literature.According to the theory of Yindan and Yangdan formulas in the classical prescription system,when the body's ascending function of qi movement is insufficiency,Yangdan formulas which contain Astragali Radix can be used for warming and uplifting yang qi.Conversely,when the descending function of qi movement is insufficiency,Yindan formulas which contain containing Bupleuri Radix can be used for astringing,descending,clearing and purging.This article,based on the principles of Yindan and Yangdan formulas,analyzed the fundamental pathogenesis of blood-bi-syndrome developing from the transmission of superficial syndromes,as well as its clinical manifestations during the transmission and change between taiyin disease and yangming disease.And the therapeutic strategies for blood-bi-syndrome were also summarized.It is proposed that taiyin blood-bi-syndrome arises in individuals with constitutionally deficient cold after the attack of pathogenic factors,resulting from fluid depletion,blood insufficiency,and stomach deficiency,which should be treated by Yangdan Formulas with pungent-sweet-warm properties for warming and uplifting yang qi.For the treatment of patients with taiyin blood-bi-syndrome characterized by exterior syndrome,Astragali Radix-containing classical prescriptions like Astragali Radix and Cinnamomi Ramulus Five-Component Decoction(Huangqi Guizhi Wuwu Decoction)can be chosen;for the treatment of patients with taiyin blood-bi-syndrome characterized by interior syndrome,Zingiberis Rhizoma Recens-containing classical prescriptions like Citri Reticulatae Pericarpium and Bambusae Caulis in Taenia Decoction(Jupi Zhuru Decoction)is adopted.Conversely,yangming blood-bi-syndrome occurs in individuals with constitutionally excessive heat after the attack of pathogenic factors,resulting from the internal accumulation of blood stasis and heat and the impairment of the fluid and blood,which should be treated by Yindan Formulas with pungent-sweet-cold or sour-cold properties for astringing,descending,clearing and purging.For the treatment of patients with yangming blood-bi-syndrome characterized by exterior syndrome,Puerariae Lobatae Radix-containing classical prescriptions like Phyllostachydis Henonis Folium and Puerariae Lobatae Radix Decoction(Zhuye Gegen Decoction)can be used;for the treatment of patients with yangming blood-bi-syndrome characterized by interior syndrome,Paeoniae Radix Alba-containing classical prescriptions like Rhei Radix et Rhizoma and Eupolyphaga seu Steleophaga Decoction(Dahuang Zhechong Wan)is recommended.
3.Functional and aesthetic evaluation of external fixator lengthening through plantar approach for fourth brachymetatarsia.
Jiadong ZHANG ; Ning ZHANG ; Zheng HUANG ; Yang WANG ; Wenpeng XU ; Yong HU
Chinese Journal of Reparative and Reconstructive Surgery 2025;39(8):1020-1024
OBJECTIVE:
To evaluate the functional and aesthetic evaluation of external fixator lengthening through plantar approach for fourth brachymetatarsia.
METHODS:
A retrospective analysis was conducted on 20 patients (23 feet) with fourth brachymetatarsia who met the selection criteria between January 2016 and January 2024, including 3 males and 17 females, with 8 left, 9 right, and 3 bilateral cases. The mean age was 24.7 years (range, 14-51 years). The preoperative metatarsal shortening length was (13.8±3.2) mm. The preoperative American Orthopaedic Foot and Ankle Society (AOFAS) forefoot score was 79.5±3.9, the visual analogue scale (VAS) score of appearance satisfaction was 1.7±0.8, and the appearance index (AI) score was 13.6±0.9. All patients underwent external fixator lengthening through plantar approach. The lengthening length of metatarsal bone, lengthening ratio, healing time, and healing index were recorded. Functional outcomes were assessed using the AOFAS forefoot score, VAS score of appearance satisfaction, and quality-of-life impact with AI questionnaire.
RESULTS:
All 20 patients were followed up 14-55 months with an average of 36.3 months. During the follow-up, complications occurred in 4 cases (17.4%), including 2 cases of metatarsophalangeal joint stiffness, which had no significant effect on the function and appearance. Delayed union of osteotomy occurred in 1 case (healed at 12 weeks after operation). Pin loosening occurred in 1 case and recovered after outpatient reinforcement. No complications related to plantar scar occurred. At last follow-up, the lengthening length of metatarsal bone was (13.9±3.1) mm, and the lengthening ratio was 25.8%±5.6%. All cases achieved bony union, with a mean healing time of (64.3±12.5) days and a healing index of (46.9±4.8) d/cm. At last follow-up, AOFAS score was 98.9±2.1, the VAS score of appearance satisfaction was 9.3±0.7, and the AI score was 0.6±0.8, which significantly improved when compared with those before operation ( t=27.398, P<0.001; t=32.994, P<0.001; t=56.135, P<0.001).
CONCLUSION
External fixator lengthening through plantar approach is a safe and effective technique for fourth brachymetatarsia, achieving satisfactory functional and aesthetic outcomes.
Humans
;
Male
;
Female
;
Adult
;
External Fixators
;
Retrospective Studies
;
Bone Lengthening/instrumentation*
;
Middle Aged
;
Metatarsal Bones/abnormalities*
;
Adolescent
;
Young Adult
;
Treatment Outcome
;
Patient Satisfaction
;
Esthetics
;
Osteotomy/methods*
;
Foot Deformities, Congenital/surgery*
4.Application and innovation of functional perforator flaps in reconstruction of tissue defects.
Chinese Journal of Reparative and Reconstructive Surgery 2025;39(9):1071-1075
OBJECTIVE:
To review the nomenclature, functional unit construction, technical essentials, and prevention and treatment of complications of functional perforator flaps, so as to provide references for the structural and functional reconstruction of composite tissue defects.
METHODS:
By retrieving and analyzing domestic and foreign literature on anatomical research, technical innovation and clinical application of functional design and application of perforator flaps, combined with the clinical practice of our team, the methods for harvesting and integrating functional units of perforator flaps were summarized.
RESULTS:
Functional perforator flap refers to a perforator flap that, on the basis of perforator blood supply, carries one or more tissue functional units (such as muscles, nerves, lymphatic vessels, lymph nodes, bones, mucous membranes, joints or articular cartilages, etc.) with sufficient blood supply located in the supra-fascia and/or sub-fascia, and is used to reconstruct one or more functions of the recipient site. The design and transfer of functional perforator flaps should not only meet the needs of precise coverage of the wound, but also reconstruct the functions of the recipient site such as muscle contraction, flap sensation, lymphatic drainage, blood flow bridging, bone growth, glandular secretion or joint movement, while avoiding iatrogenic dysfunction in the donor site.
CONCLUSION
Functional perforator flaps have broken through the limitation of "wound coverage" and realize the integrated reconstruction of "structure-function-aesthetics".
Humans
;
Perforator Flap/blood supply*
;
Plastic Surgery Procedures/methods*
;
Soft Tissue Injuries/surgery*
;
Tissue and Organ Harvesting/methods*
;
Skin Transplantation/methods*
5.Functional perforator flap: concept and clinical applications.
Hu JIAO ; Mengqing ZANG ; Lu ZHOU ; Shengyang JIN ; Jiadong PAN ; Miao WANG ; Xin WANG ; Yuanbo LIU
Chinese Journal of Reparative and Reconstructive Surgery 2025;39(9):1076-1085
OBJECTIVE:
To review the clinical applications of functional perforator flaps in restoring human body functions.
METHODS:
An extensive literature review was conducted on both domestic and international publications to summarize the clinical use of functional perforator flaps for functional restoration.
RESULTS:
Perforator flaps are among the most commonly used flaps in reconstructive surgery. Beyond providing soft tissue repair, they are increasingly employed to reconstruct diverse bodily functions, leading us to propose the concept of the "functional perforator flap". Although various forms of functional perforator flaps are currently utilized, reports are predominantly scattered case studies, lacking systematic organization. Commonly used functional perforator flaps can be categorized into five types: chimeric perforator flaps, perforator flaps for nerve function restoration, perforator flaps for lymphatic drainage enhancement, flow-through perforator flaps, and perforator flaps for restoring bone and joint motion. These flaps significantly broaden the application scope of perforator flaps, elevating the goal of reconstruction from mere wound repair to achieving repair concurrent with functional reconstruction.
CONCLUSION
The application of various functional perforator flap designs significantly improves wound reconstruction outcomes and represents an effective approach for managing complex defects. Future developments will undoubtedly see more forms of functional perforator flaps reported to meet increasingly sophisticated reconstructive demands.
Humans
;
Perforator Flap/blood supply*
;
Plastic Surgery Procedures/methods*
;
Soft Tissue Injuries/surgery*
;
Skin Transplantation/methods*
;
Wound Healing
6.Infrared thermography-assisted design and harvesting of ultrathin anterolateral thigh perforator flaps.
Chenxi ZHANG ; Jiadong PAN ; Shanqing YIN ; Guoqing SHAO ; Xianting ZHOU ; Gaoxiang YU ; Luzhe WU ; Xin WANG
Chinese Journal of Reparative and Reconstructive Surgery 2025;39(9):1143-1148
OBJECTIVE:
To explore the application value of infrared thermography in the design and harvesting of ultrathin anterolateral thigh perforator flaps.
METHODS:
Between June 2024 and December 2024, 9 cases of ultrathin anterolateral thigh perforator flaps were designed and harvested with the assistance of infrared thermography. There were 7 males and 2 females, aged 21-61 years (mean, 39.8 years). The body mass index ranged from 19.49 to 26.45 kg/m² (mean, 23.85 kg/m²). Causes of injury included 5 cases of traffic accident injuries and 4 cases of machine crush injuries. There were 3 cases of leg wounds, 2 cases of foot wounds, and 4 cases of hand wounds. After debridement, the size of wound ranged from 7 cm×4 cm to 13 cm×11 cm. The time from admission to flap repair surgery was 5-12 days (mean, 7 days). Preoperatively, perforator localization was performed using a traditional Doppler flow detector and infrared thermography, respectively. The results were compared with the actual intraoperative locations; a discrepancy ≤10 mm was considered as consistent localization (positive), and the positive predictive value was calculated. All 9 cases were repaired with ultrathin anterolateral thigh perforator flaps designed and harvested based on thermographic images. The size of flap ranged from 8 cm×5 cm to 14 cm×8 cm, with a thickness of 3-6 mm (mean, 5.2 mm). One donor site was repaired with a full-thickness skin graft, and the others were sutured directly. Postoperatively, anti-inflammatory, anticoagulant, and anti-vascular spasm treatments were administered, and follow-up was conducted.
RESULTS:
The Doppler flow detector identified 22 perforating vessels within the set range, among which 16 were confirmed as superficial fascia layer perforators intraoperatively, with a positive predictive value of 72.7%. The infrared thermograph detected 23 superficial fascia layer perforating vessels, and 21 were verified intraoperatively, with a positive predictive value of 91.3%. There was no significant difference between the two methods [OR (95%CI)=3.93 (0.70, 22.15), P=0.100]. The perforator localization time of the infrared thermograph was (5.1±1.3) minutes, which was significantly shorter than that of the Doppler flow detector [(10.1±2.6) minutes; MD (95%CI)=-5.00 (-7.08, -2.91), P<0.001]. Postoperatively, 1 case of distal flap necrosis healed after dressing change; all other flaps survived successfully. The skin grafts at donor site survived, and all incisions healed by first intention. All patients were followed up 3-6 months (mean, 4.7 months). No pain or other discomfort occurred at the donor or recipient sites. All patients with foot wounds could walk with shoes, and no secondary flap revision was required. Flaps in 3 hand wound cases, 2 foot wound cases, and 3 leg wound cases recovered light touch and pressure sensation, but not pain or temperature sensation; the remaining 2 cases had no sensory recovery.
CONCLUSION
Preoperative localization using infrared thermography for repairing ultrathin anterolateral thigh perforator flaps can help evaluate the blood supply status of perforators, reduce complications, and improve surgical safety and flap survival rate.
Humans
;
Perforator Flap/blood supply*
;
Adult
;
Male
;
Thermography/methods*
;
Female
;
Thigh/blood supply*
;
Middle Aged
;
Plastic Surgery Procedures/methods*
;
Tissue and Organ Harvesting/methods*
;
Infrared Rays
;
Skin Transplantation/methods*
;
Soft Tissue Injuries/surgery*
;
Young Adult
7.Evolution-guided design of mini-protein for high-contrast in vivo imaging.
Nongyu HUANG ; Yang CAO ; Guangjun XIONG ; Suwen CHEN ; Juan CHENG ; Yifan ZHOU ; Chengxin ZHANG ; Xiaoqiong WEI ; Wenling WU ; Yawen HU ; Pei ZHOU ; Guolin LI ; Fulei ZHAO ; Fanlian ZENG ; Xiaoyan WANG ; Jiadong YU ; Chengcheng YUE ; Xinai CUI ; Kaijun CUI ; Huawei CAI ; Yuquan WEI ; Yang ZHANG ; Jiong LI
Acta Pharmaceutica Sinica B 2025;15(10):5327-5345
Traditional development of small protein scaffolds has relied on display technologies and mutation-based engineering, which limit sequence and functional diversity, thereby constraining their therapeutic and application potential. Protein design tools have significantly advanced the creation of novel protein sequences, structures, and functions. However, further improvements in design strategies are still needed to more efficiently optimize the functional performance of protein-based drugs and enhance their druggability. Here, we extended an evolution-based design protocol to create a novel minibinder, BindHer, against the human epidermal growth factor receptor 2 (HER2). It not only exhibits super stability and binding selectivity but also demonstrates remarkable properties in tissue specificity. Radiolabeling experiments with 99mTc, 68Ga, and 18F revealed that BindHer efficiently targets tumors in HER2-positive breast cancer mouse models, with minimal nonspecific liver absorption, outperforming scaffolds designed through traditional engineering. These findings highlight a new rational approach to automated protein design, offering significant potential for large-scale applications in therapeutic mini-protein development.
8.Effects of thinned anterolateral thigh perforator flaps combined with finger splitting and webplasty in sequential treatment of degloving destructive wound of total hand
Shanqing YIN ; Feng ZHU ; Yaopeng HUANG ; Jiadong PAN ; Dongchao XIAO ; Linhai LIU ; Xueyuan LI ; Xin WANG
Chinese Journal of Burns 2024;40(11):1052-1058
Objective:To investigate the effects of thinned anterolateral thigh perforator flaps combined with finger splitting and webplasty in sequential treatment of degloving destructive wound of total hand.Methods:This study was a retrospective observational study. From January 2012 to January 2023, a total of 15 cases who met the inclusion criteria with degloving destructive wound of total hand were admitted to Ningbo No.6 Hospital, including 10 males and 5 females, aged 17-75 years. The wounds were all combined with exposed bones or tendon. Emergency debridement and vacuum sealing drainage were performed in all cases before flap transplantation in stage Ⅰ. After thorough debridement, the wound area was 11.0 cm×3.0 cm-23.0 cm×13.5 cm. One or both anterolateral thigh perforator flaps with size of 12.5 cm×5.0 cm-25.0 cm×15.5 cm were designed, cut, and thinned to repair the skin and soft tissue defects of the hand. The donor site was sutured directly or repaired with medium-thickness skin graft from the opposite thigh. As needed, the flap was reconstructed by finger splitting and webplasty once or more times every 3 months after stage Ⅰoperation. The survival and complications of flap and wound healing at the donor site were observed after stage Ⅰoperation. The appearance of flap, two-point discrimination distance, and hand function were observed during the follow-up. At the final follow-up, the function of the affected hand was evaluated by the trial standards for evaluation of partial function of upper extremity by the Hand Surgery Society of Chinese Medical Association.Results:After the operation of stage Ⅰ, all the flaps of 15 cases of patients survived completely, including 1 case that had arterial crisis of flap but survived completely after exploration and re-anastomosis of blood vessels; all the wounds at the donor site healed. During the follow-up period of 6 to 18 months after stage Ⅰ, the flap was slightly swollen, with a little pigmentation, and the two-point discrimination distance in the finger flap was 8-11 mm. The fingers could complete the basic life actions such as flexion, extension, pinch, and grip. At the final follow-up, 3 cases were excellent, 9 cases were good, and 3 cases were acceptable in function evaluation of the affected hand.Conclusions:For degloving destructive wound of total hand, free transplantation of one or both thinned anterolateral thigh perforator flaps is used for repair in stage Ⅰ, and finger splitting and webplasty are used to reconstruct the flaps in the later stage, which can basically restore the pinch and grip function of the affected hand that is required for daily life, and is worthy of clinical promotion.
9.Correlations of lumbar bone mineral density and metabolic syndrome in adult males
Xinbei LIN ; Yongbing SUN ; Zhi ZOU ; Xiaoling WU ; Zhonglin LI ; Ling WANG ; Jiadong ZHU ; Yongli LI ; Hao LI
Chinese Journal of Medical Imaging Technology 2024;40(10):1562-1566
Objective To explore the correlations of lumbar bone mineral density(BMD)and metabolic syndrome(MS)in adult males.Methods Data of low dose chest CT and quantitative CT of 13 490 adult males were retrospectively analyzed,and lumbar BMD were measured to judge whether MS existed and the degree of MS,and the correlations of lumbar BMD with MS or not and the degree of MS,as well as of lumbar BMD value and the related indicators of MS were assessed.Taken lumbar BMD as the dependent variable,the age,low density lipoprotein cholesterol(LDL-C),blood uric acid(BUA),hemoglobin(Hb)and MS or not were included in multiple linear regression analysis to observe the impact of MS and related indicators on lumbar BMD.Results Among 13 490 adult males,3 900 were found with MS(MS group),while 9 590 were found without MS(non-MS group).Significant difference of lumbar BMD was detected between groups(P=0.001).Lumbar BMD values were negatively correlated with MS(rs=-0.025,P=0.004)and the degree of MS(rs=-0.038,P<0.001),whereas positively correlated with abdominal obesity,high triglyceride and low HDL-C or not(rs=0.024,0.061,0.036,all P<0.001)but negatively correlated with hypertension and hyperglycemia or not(rs=-0.135,-0.104,both P<0.05).After adjustment of age,lumbar BMD of adult males was negatively correlated with MS or not as well as LDL-C(both P<0.05),but positively correlated with BUA and Hb(both P<0.001).Conclusion Lumbar BMD was associated with MS in adult males.
10.Review on the etiology and risk factors of progressive local kyphosis after vertebral augmentation for osteoporotic vertebral fractures
Jiadong WANG ; Lei LIU ; Yuzhu XU ; Pan FAN ; Lele ZHANG ; Wenwu GAN ; Feng ZHANG ; Yuntao WANG
Chinese Journal of Orthopaedics 2024;44(21):1424-1431
With an aging population, the incidence of osteoporotic vertebral fractures (OVFs) is on the rise, posing new challenges for developing personalized treatment strategies. For patients who do not respond to conservative treatment, percutaneous vertebroplasty or percutaneous kyphoplasty (PVP/PKP) remains the preferred surgical option due to its minimal invasiveness and rapid recovery time. However, progressive local kyphosis (PLK) is one of the most severe complications following PVP/PKP, with an incidence rate of 1.5%-25.8%. PLK often presents with recurring thoracic and lower back pain, and in severe cases, spinal stenosis, causing symptoms like numbness and pain in the lower limbs. The severity of PLK varies, and treatments can range from conservative management and bone cement reinforcement to internal fixation or osteotomy. Current studies suggest that re-fracture of the affected vertebra, intervertebral disc degeneration, and osteonecrosis may be underlying mechanisms. These conditions shift the axial load forward, promoting postoperative PLK, which tends to progress over time. Postoperative PLK is closely associated with patient characteristics, fracture details, surgical factors, and post-surgery osteoporosis management. 1) The severity of osteoporosis, as indicated by the T-score from bone mineral density testing, can help predict postoperative PLK. While factors like age and gender influence osteoporosis severity, no direct relationship has been established between these factors and PLK. 2) Thoracolumbar fractures, old nonunion fractures, endplate fractures, or severe preoperative compression changes with kyphosis can increase PLK risk. Surgical factors, including the use of balloons or implants and the distribution of bone cement, also play a role. Personalized treatment plans should be developed based on the patient's general condition and imaging results to ensure adequate bone cement diffusion, as enhanced integration can reduce PLK risk. 3) Postoperative anti-osteoporosis therapy is also crucial; long-term therapy, particularly with teriparatide, can prevent PLK. Recognizing the related risk factors and establishing predictive models can help clinicians tailor treatments. Machine learning models, utilizing big data, are particularly adept at handling complex interrelated risk factors and may provide a powerful tool for personalized treatment in the future.

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