1.Identification of high-risk preoperative blood indicators and baseline characteristics for multiple postoperative complications in rheumatoid arthritis patients undergoing total knee arthroplasty: a multi-machine learning feature contribution analysis.
Kejia ZHU ; Zhiyang HUANG ; Biao WANG ; Hang LI ; Yuangang WU ; Bin SHEN ; Yong NIE
Chinese Journal of Reparative and Reconstructive Surgery 2025;39(12):1532-1542
OBJECTIVE:
To explore, identify, and develop novel blood-based indicators using machine learning algorithms for accurate preoperative assessment and effective prediction of postoperative complication risks in patients with rheumatoid arthritis (RA) undergoing total knee arthroplasty (TKA).
METHODS:
A retrospective cohort study was conducted including RA patients who underwent unilateral TKA between January 2019 and December 2024. Inpatient and 30-day postoperative outpatient follow-up data were collected. Six machine learning algorithms, including decision tree, random forest, logistic regression, support vector machine, extreme gradient boosting, and light gradient boosting machine, were used to construct predictive models. Model performance was evaluated using the area under the receiver operating characteristic curve (AUC), F1-score, accuracy, precision, and recall. SHapley Additive exPlanations (SHAP) values were employed to interpret and rank the importance of individual variables.
RESULTS:
According to the inclusion criteria, a total of 1 548 patients were enrolled. Ultimately, 18 preoperative indicators were identified as effective predictive features, and 8 postoperative complications were defined as prediction labels for inclusion in the study. Within 30 days after surgery, 453 patients (29.2%) developed one or more complications. Considering overall accuracy, precision, recall, and F1-score, the random forest model [AUC=0.930, 95% CI (0.910, 0.950)] and the extreme gradient boosting model [AUC=0.909, 95% CI (0.880, 0.938)] demonstrated the best predictive performance. SHAP analysis revealed that anti-cyclic citrullinated peptide antibody, C-reactive protein, rheumatoid factor, interleukin-6, body mass index, age, and smoking status made significant contributions to the overall prediction of postoperative complications.
CONCLUSION
Machine learning-based models enable accurate prediction of postoperative complication risks among RA patients undergoing TKA. Inflammatory and immune-related blood biomarkers, such as anti-cyclic citrullinated peptide antibody, C-reactive protein, and rheumatoid factor, interleukin-6, play key predictive roles, highlighting their potential value in perioperative risk stratification and individualized management.
Humans
;
Arthroplasty, Replacement, Knee/adverse effects*
;
Arthritis, Rheumatoid/blood*
;
Machine Learning
;
Postoperative Complications/blood*
;
Female
;
Male
;
Retrospective Studies
;
Middle Aged
;
Aged
;
Risk Factors
;
Preoperative Period
;
C-Reactive Protein/analysis*
;
Risk Assessment
2.Clinical Study on Shenshi Jiangzhuo Formula in Treating Non-Alcoholic Fatty Liver Disease with Phlegm Blended with Stasis Syndrome
Ziqi LIN ; Zheng XU ; Zhiyang HUANG ; Zheng WEN ; Fanwei WU
Journal of Guangzhou University of Traditional Chinese Medicine 2025;42(10):2451-2457
Objective To evaluate the clinical efficacy of Shenshi Jiangzhuo Formula(composed of Poria,Atractylodis Rhizoma,Magnoliae Officinalis Cortex,Pinelliae Rhizoma Praeparatum,Aurantii Fructus Immaturus,Arecae Semen,Talcum,Tetrapanacis Medulla,Notoginseng Radix et Rhizoma,Paeoniae Radix Rubra,Rubiae Radix et Rhizoma,Broussonetiae Fructus,etc.)in treating non-alcoholic fatty liver disease(NAFLD)with phlegm blended with stasis syndrome.Methods A total of 76 NAFLD patients with phlegm blended with stasis syndrome from the Seventh School of Clinical Medicine,Guangzhou University of Chinese Medicine(Shenzhen Bao'an Traditional Chinese Medicine Hospital)were enrolled between February 2024 and December 2024.The patients were randomly assigned(via random number table)to either the trial group(n=38,treated with Silibinin Meglumine Tablets plus Shenshi Jiangzhuo Formula)or the control group(n=38,treated with Silibinin Meglumine Tablets alone)for 8 weeks.The changes in liver controlled attenuation parameter(CAP),liver function markers[alanine aminotransferase(ALT),aspartate aminotransferase(AST),gamma-glutamyl transferase(GGT)],lipid profiles[triglycerides(TG),total cholesterol(TC),low-density lipoprotein cholesterol(LDL-C)],and traditional Chinese medicine(TCM)syndrome scores were observed before and after treatment.Clinical efficacy and safety were evaluated.Results(1)One case dropped out from each group during the study and 37 cases in each group were included for final statistics.(2)After 8 weeks of treatment,the overall response rate in the trial group was 94.59%(35/37),compared with 62.16%(23/37)in the control group.Intergroup comparison revealed that the trial group demonstrated significantly superior overall therapeutic efficacy(by rank-sum test)and overall response rate(by chi-square test)compared with the control group(P<0.01).(3)Both groups showed improved CAP values after treatment,and the trial group demonstrated significantly greater improvement compared to the control group(P<0.01).(4)Post-treatment improvements in alanine aminotransferase(ALT),aspartate aminotransferase(AST),and gamma-glutamyl transferase(GGT)were improved in both groups(P<0.01),with the trial group showing significantly superior improvements(P<0.05 or P<0.01).(5)Triglycerides(TG),total cholesterol(TC),and low-density lipoprotein cholesterol(LDL-C)were improved in both groups after treatment,and the trial group exhibited significantly better outcomes(P<0.01).(6)Both groups presented reduced TCM syndrome scores after treatment,and the trial group showed greater reduction(P<0.01).(7)No significant adverse recations were observed in both groups,showing high safety.Conclusion Integrative therapy with Shenshi Jiangzhuo Formula exerts certain effects in improving CAP values,liver function,lipid metabolism,and TCM symptoms in NAFLD patients with phlegm blended with stasis syndrome,demonstrating robust clinical value.
3.Application of 3D printing technology in the adjuvant treatment of complex Stanford type B aortic dissection and abdominal aortic aneurysm
Guo XU ; Wei XIONG ; Shanglin BAI ; Xu WU ; Qi XIONG ; Liangxin ZHAO ; Zhiyang XIONG
Journal of Interventional Radiology 2025;34(9):943-949
Objective To discuss the application of 3D printing technology in the adjuvant treatment of complex Stanford type B aortic dissection(SBAD)and abdominal aortic aneurysm.Methods The clinical data of 64 patients with complex SBAD and 64 patients with abdominal aortic aneurysm,who were admitted to the Mianyang No.404 Hospital of China from January 2022 to January 2024,were retrospectively analyzed.Of the 64 patients with complex SBAD,33 received preoperative 3D printing adjuvant treatment(observation group Ⅰ)and 31 received preoperative routine examination(control group Ⅰ).Of the 64 patients with abdominal aortic aneurysm,32 received preoperative 3D printing adjuvant treatment(observation group Ⅱ)and 32 received preoperative routine examination(control group Ⅱ).The changes in left-right diameter(LR)and anterior-posterior diameter(AP)of anatomical structure in observation group Ⅰ and observation group Ⅱ were analyzed.The perioperative situations were compared between observation group Ⅰ and control group Ⅰ,as well as between observation groupⅡ and control group Ⅱ.Results In patients with complex SBAD,LR of descending aorta diaphragm in S2(STL model)was significantly higher than that in S1(CTA image)and S3(plastic model,P<0.05),and AP of descending aorta diaphragm in S2 was higher than that in S3(P<0.05).LR of brachiocephalic trunk in S3 was significantly lower than that in S1 and S2(P<0.05),AP of brachiocephalic trunk in S3 stage was significantly higher than that in S1 and S2(P<0.05),and AP of brachiocephalic trunk in S2 was higher than that in S1(P<0.05).LR of left common carotid artery in S3 was significantly higher than that in S1 and S2(P<0.05),LR of left common carotid artery in S2 was higher than that in S1(P<0.05),and AP of left common carotid artery in S3 was lower than that in S1(P<0.05).LR and AP of left subclavian artery in S3 were significantly higher than those in S1 and S2(P<0.05).In patients with abdominal aortic aneurysm,LR and AP of tumor neck in S3 were significantly higher than those in S1(P<0.05),and AP of aneurysm neck in S3 was significantly higher than that in S2(P<0.05).LR and AP of aneurysm in S3 and S2 were significantly higher than those in S1(P<0.05),and LR and AP of aneurysm in S3 were significantly higher than those in S2(P<0.05).LR of abdominal aortic bifurcation in S3 and S2 was significantly higher than that in S1(P<0.05),LR of abdominal aortic bifurcation in S3 was significantly higher than that in S2(P<0.05),and AP of abdominal aortic bifurcation in S3 was significantly lower than that in S1(P<0.05).AP of left common iliac artery in S3 was significantly lower than that in S1(P<0.05).In the observation group Ⅰ,the operation time,endovascular operation time and length of hospital stay were significantly shorter than those in the control group Ⅰ(P<0.05),and the intraoperative blood loss and used dosage of contrast agent were lower than those in the control group Ⅰ(P<0.05).In observation group Ⅱ,the operation time,endovascular operation time and length of hospital stay were significantly shorter than those in the control group Ⅱ(P<0.05),and the intraoperative blood loss and used dosage of contrast agent were lower than those in the control group Ⅱ(P<0.05).In patients with complex SBAD or abdominal aortic aneurysm,there was no internal leakage or stent displacement at 6 months after surgery.Conclusion Adjuvant treatment with 3D printing technology is helpful for improving anatomical structure measurement of lesion sites in patients with complex SBAD and abdominal aortic aneurysm.Preoperative 3D plastic model preview surgery is helpful for shortening the operation time and length of hospital stay and reducing the used dosage of contrast agent without affecting surgical treatment effect.
4.Construction of eukaryotic expression vector for bacteriophage D29 LysinB/Holin and analysis of its bactericidal activity
Zhiyang XI ; Tong SONG ; Wentao WANG ; Wenxiao WU ; Yurong FU ; Zhengjun YI
Chinese Journal of Microbiology and Immunology 2024;44(1):74-80
Objective:To construct a eukaryotic expression vector for bacteriophage D29 LysinB/Holin fusion protein and study its bactericidal efficacy against Mycobacterium tuberculosis ( Mtb) in a cell infection model. Methods:A recombinant plasmid pET32a-LysinB was constructed and induced to express LysinB. The polyclonal antibody against LysinB was prepared after the purification of LysinB. A recombinant plasmid pcDNA3.1(+ )-LysinB/Holin was constructed and transfected into mononuclear macrophages RAW264.7. After the expression of the prepared polyclonal antibody was identified, a cell infection model was established and the bactericidal efficacy of LysinB/Holin fusion protein was measured by acid-fast staining and colony counting.Results:The polyclonal antibody against LysinB was successfully prepared. The recombinant plasmid pcDNA3.1(+ )-LysinB/Holin could effectively express LysinB/Holin fusion protein in eukaryotic cells without inducing significant cytotoxicity. LysinB/Holin fusion protein was effective in killing Mtb in cells. Conclusions:The recombinant plasmid pcDNA3.1(+ )-LysinB/Holin has a better killing effect on intracellular Mtb without inducing obvious cytotoxicity against eukaryotic cells, showing a potential in the treatment of tuberculosis.
5.Contralateral mandibular outer cortex "sandwich" bone grafting for correcting lower facial asymmetry with normal occlusal relationship
Guoping WU ; Tong LU ; Yuming QU ; Sheng GAO ; Zhiyang XIE ; Kaili YAN ; Chongxu QIAO ; Shunchao YAN ; Shu WANG ; Wensong SHANGGUAN
Chinese Journal of Plastic Surgery 2024;40(10):1049-1058
Objective:To investigate the clinical outcomes of using autologous mandibular outer cortex "sandwich" grafting to augment mandible for correcting lower facial asymmetry with normal occlusal relationships.Methods:A retrospective analysis was conducted on the clinical data of patients with lower facial asymmetry treated at the Department of Plastic Surgery, the Affiliated Friendship Plastic Surgery Hospital of Nanjing Medical University, from January 2016 to December 2019. Preoperative cone-beam CT (CBCT) scans of the maxillofacial region were obtained to acquire three-dimensional data of the maxillofacial skeleton. Computer-aided design was used to determine the osteotomy range of the mandibular outer cortex and design osteotomy guide template. The outer cortex of the larger mandibular side (donor site) was harvested according to the osteotomy guide template and sectioned. The segmented mandibular outer cortex was then contoured to match the arc of the recipient side’s mandibular outer cortex and fixed to the inner side of the recipient mandibular outer cortex, thus increasing the width and thickness of the expanded mandible. Follow-up was conducted at 7th day and 6 months postoperatively, CBCT scan was performed to measure the changes in ramus height (Co-Go), mandibular body length (Go-Me), and mandibular outer cortex thickness, and volume, and the patient satisfaction with facial appearance (1 to 5 points, with higher scores indicating higher satisfaction), were assessed to evaluate surgical outcomes. Statistical analysis was performed using SPSS 12.0 software. Paired t-tests were used to compare patient satisfaction scores preoperatively and six months postoperatively. Repeated measurement ANOVA was used to compare Co-Go and Go-Me measurements preoperatively, 7th day, and 6 months postoperatively. If a statistically significant difference is found, further analysis using post-hoc testing(Tukey’s HSD test) will be conducted to examine the data. Results:Sixteen patients with lower facial asymmetry were included, comprising of 5 males and 11 females, aged 18 to 40 years, with an average age of 25.2 years. Surgical method included contralateral mandibular outer cortex "sandwich" grafting to the expanded mandible in 9 cases and simultaneous genioplasty in 7 cases. Follow-up ranged from 6 months to 5 years, with an average follow-up of 18.6 months. All patients experienced numbness of the lower lip postoperatively, which resolved within six months, and no severe complications occurred. The symmetry of lower facial contour improved significantly and remained stable. Patient satisfaction score for facial appearance increased from (1.63±0.62) points preoperatively to (4.19±0.75) points six months postoperatively( P<0.01). The differences in Co-Go on the donor side and Go-Me on the recipient side across the three time points(preoperatively, 7th day and 6 months postoperatively) were not statistically significant(all P>0.05). However, the differences in Go-Me on the donor side and Co-Go on the recipient side across the three time points were statistically significant(all P<0.05). On the donor side, the mandibular outer cortex thickness decreased by a maximum of 6 mm on 7th day postoperatively and increased by a maximum of 2 mm at 6 months postoperatively compared to 7th day. On the recipient side, mandibular outer cortex thickness increased by a maximum of 6 mm on 7th day postoperatively and decreased by a maximum of 2 mm at six months postoperatively compared to 7th day. The volume of the mandibular outer cortex on the recipient side increased by (4 415.94±1 017.21)mm 3 at 7th day postoperatively compared to preoperatively, and decreased by (202.63±300.85)mm 3 at 6 months postoperatively. Conclusion:For lower facial asymmetrical with normal occlusal relationships and no occlusal plane deviation, contralateral mandibular outer cortex "sandwich" bone grafting can effectively increase the width and volume of the mandible on the grafted side, achieving favorable clinical outcomes.
6.Contralateral mandibular outer cortex "sandwich" bone grafting for correcting lower facial asymmetry with normal occlusal relationship
Guoping WU ; Tong LU ; Yuming QU ; Sheng GAO ; Zhiyang XIE ; Kaili YAN ; Chongxu QIAO ; Shunchao YAN ; Shu WANG ; Wensong SHANGGUAN
Chinese Journal of Plastic Surgery 2024;40(10):1049-1058
Objective:To investigate the clinical outcomes of using autologous mandibular outer cortex "sandwich" grafting to augment mandible for correcting lower facial asymmetry with normal occlusal relationships.Methods:A retrospective analysis was conducted on the clinical data of patients with lower facial asymmetry treated at the Department of Plastic Surgery, the Affiliated Friendship Plastic Surgery Hospital of Nanjing Medical University, from January 2016 to December 2019. Preoperative cone-beam CT (CBCT) scans of the maxillofacial region were obtained to acquire three-dimensional data of the maxillofacial skeleton. Computer-aided design was used to determine the osteotomy range of the mandibular outer cortex and design osteotomy guide template. The outer cortex of the larger mandibular side (donor site) was harvested according to the osteotomy guide template and sectioned. The segmented mandibular outer cortex was then contoured to match the arc of the recipient side’s mandibular outer cortex and fixed to the inner side of the recipient mandibular outer cortex, thus increasing the width and thickness of the expanded mandible. Follow-up was conducted at 7th day and 6 months postoperatively, CBCT scan was performed to measure the changes in ramus height (Co-Go), mandibular body length (Go-Me), and mandibular outer cortex thickness, and volume, and the patient satisfaction with facial appearance (1 to 5 points, with higher scores indicating higher satisfaction), were assessed to evaluate surgical outcomes. Statistical analysis was performed using SPSS 12.0 software. Paired t-tests were used to compare patient satisfaction scores preoperatively and six months postoperatively. Repeated measurement ANOVA was used to compare Co-Go and Go-Me measurements preoperatively, 7th day, and 6 months postoperatively. If a statistically significant difference is found, further analysis using post-hoc testing(Tukey’s HSD test) will be conducted to examine the data. Results:Sixteen patients with lower facial asymmetry were included, comprising of 5 males and 11 females, aged 18 to 40 years, with an average age of 25.2 years. Surgical method included contralateral mandibular outer cortex "sandwich" grafting to the expanded mandible in 9 cases and simultaneous genioplasty in 7 cases. Follow-up ranged from 6 months to 5 years, with an average follow-up of 18.6 months. All patients experienced numbness of the lower lip postoperatively, which resolved within six months, and no severe complications occurred. The symmetry of lower facial contour improved significantly and remained stable. Patient satisfaction score for facial appearance increased from (1.63±0.62) points preoperatively to (4.19±0.75) points six months postoperatively( P<0.01). The differences in Co-Go on the donor side and Go-Me on the recipient side across the three time points(preoperatively, 7th day and 6 months postoperatively) were not statistically significant(all P>0.05). However, the differences in Go-Me on the donor side and Co-Go on the recipient side across the three time points were statistically significant(all P<0.05). On the donor side, the mandibular outer cortex thickness decreased by a maximum of 6 mm on 7th day postoperatively and increased by a maximum of 2 mm at 6 months postoperatively compared to 7th day. On the recipient side, mandibular outer cortex thickness increased by a maximum of 6 mm on 7th day postoperatively and decreased by a maximum of 2 mm at six months postoperatively compared to 7th day. The volume of the mandibular outer cortex on the recipient side increased by (4 415.94±1 017.21)mm 3 at 7th day postoperatively compared to preoperatively, and decreased by (202.63±300.85)mm 3 at 6 months postoperatively. Conclusion:For lower facial asymmetrical with normal occlusal relationships and no occlusal plane deviation, contralateral mandibular outer cortex "sandwich" bone grafting can effectively increase the width and volume of the mandible on the grafted side, achieving favorable clinical outcomes.
7.Demand, supply and satisfaction of assistive technology in China based on rapid Assistive Technology Assessment data
Mei YAN ; Hua JIANG ; Liquan DONG ; Bofei LIU ; Weijie HE ; Xiaogao WU ; Zhiyang GUO
Chinese Journal of Rehabilitation Theory and Practice 2023;29(4):373-380
ObjectiveTo investigate the demand, supply and satisfaction of the Chinese people on assistive technology. MethodsBased on the data from the World Health Organization rapid Assistive Technology Assessment
8.Efficacy of W-genioplasty on the broad and short chin
Zhiyang XIE ; Sheng GAO ; Kaili YAN ; Tong LU ; Chao HU ; Shu WANG ; Wensong SHANGGUAN ; Guoping WU
Chinese Journal of Medical Aesthetics and Cosmetology 2023;29(1):19-22
Objective:To investigate the clinical effect of W-shaped genioplasty in the correction of broad and short chin deformity.Methods:Thirty-eight patients (5 males, 33 females, aged 20 to 41 years, mean 27.3 years) complained with broad and short chin were admitted to the Affiliated Friendship Plastic Surgery Hospitalof Nanjing Medical University from January 2019 to December 2021. CBCT scan and three-dimensional reconstruction were performed to design osteotomy line and determine the distance of chin lengthening, narrowing and advancing or retrocession preoperatively. Under general anesthesia, the W-shaped osteotomy was performed using an intraoral incision, and the angle between the bilateral free bone fragments, the distance of downward and forward movement were adjusted to change the curvature, width, length and prominence of the lower edge of the chin according to the preoperative designs. The results were evaluated by clinical appearances and image analyses at a follow-up of 3-24 months.Results:The amount of vertical lengthening of the chin in 38 cases were 2 mm to 5 mm, with an average of 3.02 mm. The horizontal narrowing width distances were 3-7 mm, with an average of 5.6 mm. The patients were followed up for 3-24 months, with an average of 10.6 months. There were no complications such as hematoma, wound dehiscence, accidental fracture, surgical area infection and permanent neurosensory disorder. 38 patients had transient sensory loss in the lower lip region of varying degrees, but all recovered spontaneously during routine follow-up period. All patients were satisfied with the improvement of facial contour.Conclusions:W-shaped geinoplasty preserves the central bone of the chin and the attachment of genioglossus muscle, which does not affect the normal anatomy and physiological function of the oral cavity. After osteotomy, the bone is removed and the bilateral bone fragments move flexibly. It can effectively change the radian, width, length and protrusion of the lower edge of the chin in three dimensions, so as to correct the wide and short deformity of the chin.
9.Turner syndrome with Madelung deformity, complex brachydactyly and ankylosing spondylitis: A case report
Zhiyang WU ; Guoliang ZHENG ; Yuquan YOU ; Bingzuan LI
Chinese Journal of Orthopaedics 2022;42(12):786-790
Turner syndrome (TS) complicated with Madelung deformity and complex brachydactyly are rare clinically, and it is even rarer to combine with ankylosing spondylitis (AS). This article reports a case of a 36 year-old female patient who was admitted to the hospital with "ankylosing spondylitis" due to repeated back, hip and knee pain for 11 years and aggravated for 1 month. After admission, the karyotype showed "46, X, i (Xq)" due to short stature, dysplasia of secondary sexual characteristics, limb deformity etc, thus confirming TS. Further examination revealed bilateral Madelung deformity and complex brachydactyly characterized by shortening of the fourth metacarpal, multiple missing and shortened middle phalanxes. By reviewing the relevant literature, we believe that autoimmune diseases such as AS should be excluded in TS patients. TS aggravates the inflammatory response of AS, but the combination of TS and AS is more likely to be an accidental event. Patients with Madelung deformity should be careful to exclude TS. Madelung deformity and shortening of the fourth metacarpal are mainly associated with haploinsufficiency of SHOX gene. Brachydactyly characterized by multiple loss and shortening of the middle phalanx may be a new clinical manifestation of TS, especially the karyotype of 46, X, i (Xq). It is possible that there are some genes on the short arm of X chromosome, which regulate the number, growth and development of fingers. Early estrogen replacement therapy can greatly benefit patients.
10.Effects of eyebrow arch augmentation with personalized PEEK implant assisted by endoscope
Shu WANG ; Zhiyang XIE ; Tong LU ; Chao HU ; Sheng GAO ; Wenwen ZHANG ; Wensong SHANGGUAN ; Yang ZHAO ; Guoping WU
Chinese Journal of Medical Aesthetics and Cosmetology 2022;28(3):185-188
Objective:To investigate the effect of eyebrow arch augmentation with personalized polyether ether ketone (PEEK) implant assisted by endoscope.Methods:From January 2019 to August 2021, 9 patients with low and flat eyebrow arch requiring eyebrow arch augmentation were treated in the plastic surgery department of the Friendship Plastic Surgery Hospital Affiliated to Nanjing Medical University. The cranial and maxillofacial CT scanning data were obtained before operation, the eyebrow arch elevation range and height were designed according to the patient's requirements, and personalized peek implants were manufactured. During the operation, a small temporal hairline incision was used to accurately separate the implantation cavity of individualized peek implants under the periosteum of the eyebrow arch implantation area with the aid of endoscope. Personalized PEEK implants were implanted under endoscope to make them fully fit with the eyebrow arch bone and fixed with titanium nails. Photos were taken and analyzed before and after operation.Results:All patients were followed up for 3 months to 2 years. Their facial expressions were normal, and there were no motor nerve injury, rejection and iatrogenic infection. The patients were satisfied with the postoperative effect. Compared with before operation, the low level of orbital bone in eyebrow area was improved, and the facial contour was three-dimensional and harmonious.Conclusions:The eyebrow arch augmentation with individualized peek implant assisted by endoscope is safe and effective. It can greatly reshape the upper contour of the face, deepen the upper eyelid fossa and improve the convex eye phenomenon, so as to achieve the cosmetic effect of enhancing the three-dimensional sense of the eyebrow orbital area, which is worthy of clinical application.

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