1.Study on lightweight plasma recognition algorithm based on depth image perception.
Hanwen ZHANG ; Yu SUN ; Hao JIANG ; Jintian HU ; Gangyin LUO ; Dong LI ; Weijuan CAO ; Xiang QIU
Journal of Biomedical Engineering 2025;42(1):123-131
In the clinical stage, suspected hemolytic plasma may cause hemolysis illness, manifesting as symptoms such as heart failure, severe anemia, etc. Applying a deep learning method to plasma images significantly improves recognition accuracy, so that this paper proposes a plasma quality detection model based on improved "You Only Look Once" 5th version (YOLOv5). Then the model presented in this paper and the evaluation system were introduced into the plasma datasets, and the average accuracy of the final classification reached 98.7%. The results of this paper's experiment were obtained through the combination of several key algorithm modules including omni-dimensional dynamic convolution, pooling with separable kernel attention, residual bi-fusion feature pyramid network, and re-parameterization convolution. The method of this paper obtains the feature information of spatial mapping efficiently, and enhances the average recognition accuracy of plasma quality detection. This paper presents a high-efficiency detection method for plasma images, aiming to provide a practical approach to prevent hemolysis illnesses caused by external factors.
Algorithms
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Humans
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Hemolysis
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Plasma
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Deep Learning
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Image Processing, Computer-Assisted/methods*
2.Epidemiological investigation of iron deficiency among preschool children in 10 provinces, autonomous regions, or municipalities in China
Lei WANG ; Jie SHAO ; Wenhong DONG ; Shuangshuang ZHENG ; Bingquan ZHU ; Qiang SHU ; Wei CHEN ; Lichun FAN ; Jin SUN ; Yue GAO ; Youfang HU ; Nianrong WANG ; Zhaohui WANG ; Tingting NIU ; Yan LUO ; Ju GAO ; Meiling TONG ; Yan HU ; Wei XIANG ; Zhengyan ZHAO ; Meng MAO ; Fan JIANG
Chinese Journal of Pediatrics 2024;62(5):416-422
Objective:To understand the current status of anemia, iron deficiency, and iron-deficiency anemia among preschool children in China.Methods:A cross-sectional study was conducted with a multi-stage stratified sampling method to select 150 streets or townships from 10 Chinese provinces, autonomous regions, or municipalities (East: Jiangsu, Zhejiang, Shandong, and Hainan; Central: Henan; West: Chongqing, Shaanxi, Guizhou, and Xinjiang; Northeast: Liaoning). From May 2022 to April 2023, a total of 21 470 children, including community-based children aged 0.5 to<3.0 years receiving child health care and kindergarten-based children aged 3.0 to<7.0 years, were surveyed. They were divided into 3 age groups: infants (0.5 to<1.0 year), toddlers (1.0 to<3.0 years), and preschoolers (3.0 to<7.0 years). Basic information such as sex and date of birth of the children was collected, and peripheral blood samples were obtained for routine blood tests and serum ferritin measurement. The prevalence rates of anemia, iron deficiency, and iron-deficiency anemia were analyzed, and the prevalence rate differences were compared among different ages, sex, urban and rural areas, and regions using the chi-square test.Results:A total of 21 460 valid responses were collected, including 10 780 boys (50.2%). The number of infants, toddlers, and preschoolers were 2 645 (12.3%), 6 244 (29.1%), and 12 571 (58.6%), respectively. The hemoglobin level was (126.7±14.8) g/L, and the serum ferritin level was 32.3 (18.5, 50.1) μg/L. The overall rates of anemia, iron deficiency, and iron-deficiency anemia were 10.4% (2 230/21 460), 28.3% (6 070/21 460), and 3.9% (845/21 460), respectively. The prevalence rate of anemia was higher for boys than for girls (10.9% (1 173/10 780) vs. 9.9% (1 057/10 680), χ2=5.58, P=0.018), with statistically significant differences in the rates for infants, toddlers and preschoolers (18.0% (475/2 645), 10.6% (662/6 244), and 8.7% (1 093/12 571), respectively, χ2=201.81, P<0.01), and the rate was significantly higher for children in rural than that in urban area (11.8% (1 516/12 883) vs. 8.3% (714/8 577), χ2=65.54, P<0.01), with statistically significant differences in the rates by region ( χ2=126.60, P<0.01), with the highest rate of 15.8% (343/2 173) for children in Central region, and the lowest rate of 5.3% (108/2 053) in Northeastern region. The prevalence rates of iron deficiency were 33.8% (895/2 645), 32.2% (2 011/6 244), and 25.2% (3 164/12 571) in infants, toddlers, and preschoolers, respectively, and 30.0% (3 229/10 780) in boys vs. 26.6% (2 841/10 680) in girls, 21.7% (1 913/8 821), 40.0% (870/2 173), 27.1% (2 283/8 413), 48.9% (1 004/2 053) in Eastern, Central, Western, and Northeastern regions, respectively, and each between-group showed a significant statistical difference ( χ2=147.71, 29.73, 773.02, all P<0.01). The prevalence rate of iron-deficiency anemia showed a significant statistical difference between urban and rural areas, 2.9% (251/8 577) vs. 4.6% (594/12 883) ( χ2=38.62, P<0.01), while the difference in iron deficiency prevalence was not significant ( χ2=0.51, P=0.476). Conclusions:There has been a notable improvement in iron deficiency and iron-deficiency anemia among preschool children in China, but the situation remains concerning. Particular attention should be paid to the prevention and control of iron deficiency and iron-deficiency anemia, especially among infants and children in the Central, Western, and Northeastern regions of China.
3.Study on the chemosensitivity of hypopharyngeal cancer cells to 5-FU regulated by KRT8 siRNA delivered by exosomes
Piao LUO ; Qiuhong LIN ; Jiahui HAN ; Li LI ; Jinxin WANG ; Xiang XIAO ; Shujia ZHANG ; Chunguang DONG
Chinese Archives of Otolaryngology-Head and Neck Surgery 2024;31(4):219-225
OBJECTIVE To investigate the effect and mechanism of action of KRT8 small interfering RNA(si-KRT8)in exosomes derived from patient serum with hypopharyngeal carcinoma on chemosensitivity to 5-fluorouracil(5-FU)in human pharyngeal squamous cell carcinoma FaDu cell line.METHODS The cancerous tissues of hypopharyngeal cancer patients and The serum,cancerous tissues and paracancerous tissues of drug-resistant patients after treatment were collected.A 5-FU-resistant cell line of FaDu(FaDu/R)was constructed for subsequent experiments.Exosomes were isolated from patient serum by ultrafast gradient centrifugation,identified using transmission electron microscopy and Western blot(WB)techniques.si-KRT8 was encapsulated into exosomes(Exosome@si-KRT8)using electroporation technology and subsequently used to treat cells.Real-time fluorescence quantitative PCR(RT-qPCR)and WB were used to detect the expression levels of KRT8 in different tissues,exosomes after electroporation of si-KRT8,and FaDu cells,respectively.Cell counting kit-8(CCK-8),terminal deoxynucleotidyl transferase-mediated dUTP-biotin nick end labeling assay,migration invasion technique and WB were used to detect the effects of Exosome@si-KRT8 on viability,apoptosis,and epithelial-mesenchymal transition of FaDu/R cells.RESULTS The expression level of KRT8 in drug-resistant tissues of hypopharyngeal carcinoma and FaDu/R cells was elevated compared with that in paraneoplastic tissues,cancer tissues and normal FaDu cells(t=15.79,P<0.01).Isolated patient serum exosomes showed a double membrane structure and expressed both CD63 and TSG101 proteins,and KRT8 expression in exosomes was decreased after electro-transfection with si-KRT8(t=6.70,P<0.01).Exosome@si-KRT8 inhibited KRT8 protein expression levels in FaDu/R cells(t=123.50,P<0.01).Compared with the 5-FU group and the 5-FU+Exosome group,Exosome@si-KRT8 was able to inhibit the viability of FaDu/R cells(t=17.07,P<0.01),promote the level of apoptosis in FaDu/R cells,and inhibit the expression of drug-resistance-associated proteins in FaDu/R cells(P-gp:t=103.20,MDR1:t=238.60,P<0.01),and Exosome@si-KRT8 was able to suppress the expression of metastasis of FaDu/R cells(t=42.30,t=122.00,P<0.01)and promoted the expression of E-cadherin while inhibiting the expression level of N-cadherin(t=130.80,t=83.90,P<0.01).CONCLUSION Serum-derived exosome encapsulation of si-KRT8 enhances chemosensitivity of hypopharyngeal carcinoma cells and its mechanism of action may be related to inhibition of epithelial-mesenchymal transition.
4.Visualization Analysis of Artificial Intelligence Literature in Forensic Research
Yi-Ming DONG ; Chun-Mei ZHAO ; Nian-Nian CHEN ; Li LUO ; Zhan-Peng LI ; Li-Kai WANG ; Xiao-Qian LI ; Ting-Gan REN ; Cai-Rong GAO ; Xiang-Jie GUO
Journal of Forensic Medicine 2024;40(1):1-14
Objective To analyze the literature on artificial intelligence in forensic research from 2012 to 2022 in the Web of Science Core Collection Database,to explore research hotspots and developmen-tal trends.Methods A total of 736 articles on artificial intelligence in forensic medicine in the Web of Science Core Collection Database from 2012 to 2022 were visualized and analyzed through the litera-ture measuring tool CiteSpace.The authors,institution,country(region),title,journal,keywords,cited references and other information of relevant literatures were analyzed.Results A total of 736 articles published in 220 journals by 355 authors from 289 institutions in 69 countries(regions)were identi-fied,with the number of articles published showing an increasing trend year by year.Among them,the United States had the highest number of publications and China ranked the second.Academy of Forensic Science had the highest number of publications among the institutions.Forensic Science Inter-national,Journal of Forensic Sciences,International Journal of Legal Medicine ranked high in publica-tion and citation frequency.Through the analysis of keywords,it was found that the research hotspots of artificial intelligence in the forensic field mainly focused on the use of artificial intelligence technol-ogy for sex and age estimation,cause of death analysis,postmortem interval estimation,individual identification and so on.Conclusion It is necessary to pay attention to international and institutional cooperation and to strengthen the cross-disciplinary research.Exploring the combination of advanced ar-tificial intelligence technologies with forensic research will be a hotspot and direction for future re-search.
5.Correlation between Combined Urinary Metal Exposure and Grip Strength under Three Statistical Models: A Cross-sectional Study in Rural Guangxi
Jian Yu LIANG ; Hui Jia RONG ; Xiu Xue WANG ; Sheng Jian CAI ; Dong Li QIN ; Mei Qiu LIU ; Xu TANG ; Ting Xiao MO ; Fei Yan WEI ; Xia Yin LIN ; Xiang Shen HUANG ; Yu Ting LUO ; Yu Ruo GOU ; Jing Jie CAO ; Wu Chu HUANG ; Fu Yu LU ; Jian QIN ; Yong Zhi ZHANG
Biomedical and Environmental Sciences 2024;37(1):3-18
Objective This study aimed to investigate the potential relationship between urinary metals copper (Cu), arsenic (As), strontium (Sr), barium (Ba), iron (Fe), lead (Pb) and manganese (Mn) and grip strength. Methods We used linear regression models, quantile g-computation and Bayesian kernel machine regression (BKMR) to assess the relationship between metals and grip strength.Results In the multimetal linear regression, Cu (β=-2.119), As (β=-1.318), Sr (β=-2.480), Ba (β=0.781), Fe (β= 1.130) and Mn (β=-0.404) were significantly correlated with grip strength (P < 0.05). The results of the quantile g-computation showed that the risk of occurrence of grip strength reduction was -1.007 (95% confidence interval:-1.362, -0.652; P < 0.001) when each quartile of the mixture of the seven metals was increased. Bayesian kernel function regression model analysis showed that mixtures of the seven metals had a negative overall effect on grip strength, with Cu, As and Sr being negatively associated with grip strength levels. In the total population, potential interactions were observed between As and Mn and between Cu and Mn (Pinteractions of 0.003 and 0.018, respectively).Conclusion In summary, this study suggests that combined exposure to metal mixtures is negatively associated with grip strength. Cu, Sr and As were negatively correlated with grip strength levels, and there were potential interactions between As and Mn and between Cu and Mn.
6.Dietary assessment of patients with chronic kidney disease
Hui HUANG ; Qian WANG ; Ya-Yong LUO ; Zheng-Chun TANG ; Fang LIU ; Rui-Min ZHANG ; Zhe-Yi DONG ; Xiang-Mei CHEN
Medical Journal of Chinese People's Liberation Army 2024;49(8):946-951
Chronic kidney disease(CKD)commonly used dietary assessments including 24-hour dietary recall(24 h DR)/3-day dietary recall(3DDR),food frequency questionnaire(FFQ),dietary records,and estimation of dietary protein intake based on nitrogen balance.Given the high prevalence of CKD patients in Asian population and the scarcity of research using FFQ method,it is crucial to develop an FFQ suitable for Chinese CKD patients.This review summarizes the advantages and disadvantages of dietary assessment methods for CKD,the current research status,and the content and steps involved in establishing an FFQ,with the aim of providing reference for the modification of FFQ for Chinese CKD patients.
7.Contrast-Enhanced Ultrasound in the Differential Diagnosis of Gallbladder Polypoid Lesions:A Multicenter Study
Ligang JIA ; Xiang FEI ; Xiang JING ; Mingxing LI ; Fang NIE ; Dong JIANG ; Shaoshan TANG ; Wei ZHANG ; Hong DING ; Tao SONG ; Qi ZHOU ; Bei ZHANG ; Zhixia SUN ; Xiaojuan MA ; Nianan HE ; Fang LI ; Yingqiao ZHU ; Wen CHENG ; Yukun LUO
Chinese Journal of Medical Imaging 2024;32(11):1147-1154
Purpose To explore the value of contrast-enhanced ultrasound(CEUS)in the differential diagnosis of gallbladder polypoid lesions(GPLs)(diameter≥10 mm).Materials and Methods A prospective enrollment of 229 patients with GPLs who underwent cholecystectomy in 17 hospitals from December 1 2021 to June 30 2024 was conducted to analyze the relationship between general data,conventional ultrasound,CEUS characteristics and the nature of GPLs.Multivariate Logistic regression was employed to identify independent risk factors for neoplastic polyps,the differential diagnostic value of different indicators was compared.Results Among 229 patients with GPLs,there were 108 cases of cholesterol polyps,102 cases of adenoma and 19 cases of gallbladder cancer.Age(Z=-4.476,P<0.001),polyp number(χ2=15.561,P<0.001),diameter(Z=-8.149,P<0.001),echogenicity(χ2=9.241,P=0.010),vascularity(χ2=23.107,P<0.001),enhancement intensity(χ2=47.610,P<0.001),enhancement pattern(χ2=6.468,P=0.011),vascular type(χ2=84.470,P<0.001),integrity of gallbladder wall(χ2=7.662,P=0.006)and stalk width(Z=-9.831,P<0.001)between cholesterol polyps and neoplastic polyps were statistically significant.Age,location,diameter,echogenicity,enhancement pattern,vascular type and stalk width between adenoma and gallbladder cancer were statistically significant(Z=-4.333,-3.902,-5.042,all P<0.05).Multivariate Logistic regression analysis showed that hyper-enhancement,branched vascular type and stalk width were independent risk factors for neoplastic polyps(OR=4.563,5.770,3.075,all P<0.001).The combination of independent risk factors was better than single factor and diameter in the differential diagnosis of cholesterol polyps and neoplastic polyps(all P<0.01).Conclusion CEUS can effectively identify the nature of GPLs and provide a valuable imaging reference for the selection of treatment methods.
8.Establishment and validation of a novel nomogram to predict overall survival after radical nephrectomy.
Long Bin XIONG ; Xiang Peng ZOU ; Kang NING ; Xin LUO ; Yu Lu PENG ; Zhao Hui ZHOU ; Jun WANG ; Zhen LI ; Chun Ping YU ; Pei DONG ; Sheng Jie GUO ; Hui HAN ; Fang Jian ZHOU ; Zhi Ling ZHANG
Chinese Journal of Oncology 2023;45(8):681-689
Objective: To establish a nomogram prognostic model for predicting the 5-, 10-, and 15-year overall survival (OS) of non-metastatic renal cell carcinoma patients managed with radical nephrectomy (RN), compare the modelled results with the results of pure pathologic staging, the Karakiewicz nomogram and the Mayo Clinic Stage, Size, Grade, and Necrosis (SSIGN) score commonly used in foreign countries, and stratify the patients into different prognostic risk subgroups. Methods: A total of 1 246 non-metastatic renal cell carcinoma patients managed with RN in Sun Yat-sen University Cancer Center (SYSUCC) from 1999 to 2020 were retrospectively analyzed. Multivariate Cox regression analysis was used to screen the variables that influence the prognosis for nomogram establishment, and the bootstrap random sampling was used for internal validation. The time-receiver operating characteristic curve (ROC), the calibration curve and the clinical decision curve analysis (DCA) were applied to evaluate the nomogram. The prediction efficacy of the nomogram and that of the pure pathologic staging, the Karakiewicz nomogram and the SSIGN score was compared through the area under the curve (AUC). Finally, patients were stratified into different risk subgroups according to our nomogram scores. Results: A total of 1 246 patients managed with RN were enrolled in this study. Multivariate Cox regression analysis showed that age, smoking history, pathological nuclear grade, sarcomatoid differentiation, tumor necrosis and pathological T and N stages were independent prognostic factors for RN patients (all P<0.05). A nomogram model named SYSUCC based on these factors was built to predict the 5-, 10-, and 15-year survival rate of the participating patients. In the bootstrap random sampling with 1 000 iterations, all these factors occurred for more than 800 times as independent predictors. The Harrell's concordance index (C-index) of SYSUCC was higher compared with pure pathological staging [0.770 (95% CI: 0.716-0.823) vs 0.674 (95% CI: 0.621-0.728)]. The calibration curve showed that the survival rate as predicted by the SYSUCC model simulated the actual rate, while the clinical DCA showed that the SYSUCC nomogram has a benefit in certain probability ranges. In the ROC analysis that included 857 patients with detailed pathological nuclear stages, the nomogram had a larger AUC (5-/10-year AUC: 0.823/0.804) and better discriminating ability than pure pathological staging (5-/10-year AUC: 0.701/0.658), Karakiewicz nomogram (5-/10-year AUC: 0.772/0.734) and SSIGN score (5-/10-year AUC: 0.792/0.750) in predicting the 5-/10-year OS of RN patients (all P<0.05). In addition, the AUC of the SYSUCC nomogram for predicting the 15-year OS (0.820) was larger than that of the SSIGN score (0.709), and there was no statistical difference (P<0.05) between the SYSUCC nomogram, pure pathological staging (0.773) and the Karakiewicz nomogram (0.826). The calibration curve was close to the standard curve, which indicated that the model has good predictive performance. Finally, patients were stratified into low-, intermediate-, and high-risk subgroups (738, 379 and 129, respectively) according to the SYSUCC nomogram scores, among whom patients in intermediate- and high-risk subgroups had a worse OS than patients in the low-risk subgroup (intermediate-risk group vs. low-risk group: HR=4.33, 95% CI: 3.22-5.81, P<0.001; high-risk group vs low-risk group: HR=11.95, 95% CI: 8.29-17.24, P<0.001), and the high-risk subgroup had a worse OS than the intermediate-risk group (HR=2.63, 95% CI: 1.88-3.68, P<0.001). Conclusions: Age, smoking history, pathological nuclear grade, sarcomatoid differentiation, tumor necrosis and pathological stage were independent prognostic factors for non-metastasis renal cell carcinoma patients after RN. The SYSUCC nomogram based on these independent prognostic factors can better predict the 5-, 10-, and 15-year OS than pure pathological staging, the Karakiewicz nomogram and the SSIGN score of patients after RN. In addition, the SYSUCC nomogram has good discrimination, agreement, risk stratification and clinical application potential.
Humans
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Nomograms
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Retrospective Studies
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Carcinoma, Renal Cell/pathology*
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Prognosis
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Risk Factors
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Nephrectomy
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Kidney Neoplasms/pathology*
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Necrosis
9.Correlation between sleep midpoint and sleep quality in type 2 diabetic patients with insomnia
Lingling ZHAO ; Wei XIE ; Huaqian DONG ; Xiuya REN ; Qing LIU ; Dan YUAN ; Yiming XIANG ; Liyuan LUO ; Yihan ZHOU
Chinese Journal of Practical Nursing 2023;39(31):2419-2425
Objective:To analyze the correlation between sleep midpoint and sleep quality in insomnia patients with type 2 diabetes mellitus (T2DM).Methods:By adopting current situation investigation research, total of 150 T2DM patients hospitalized in the Department of Endocrinology, the First Affiliated Hospital of Guizhou University of Traditional Chinese Medicine from November 2021 to July 2022 were selected as the research objects. The general information questionnaire, Pittsburgh Sleep Quality Index (PSQI), anxiety scale (SAS) and Depression Scale (SDS) were used to investigate, and then analysis the datum.Results:Among 150 T2DM insomnia patients, 41 cases (27.33%) were in the early midpoint sleep group, 37 cases (24.67%) were in the middle midpoint sleep group, and 72 cases (48.00%) were in the late midpoint sleep group. There were significant differences in the distribution of sex, age and BMI level among different sleep midpoint groups ( χ2=7.24, 13.36, 15.93, all P<0.05). The scores of time to fall asleep at the midpoint of sleep in the 3 groups were (2.12 ± 1.25), (2.65 ± 0.79), (2.33 ± 1.02), the difference was significant ( F=2.14, P<0.05); the daytime disability scores in the 3 groups were (1.39 ± 1.36), (2.16 ± 1.12), (1.85 ± 1.32), the difference was significant ( F=3.17, P<0.05). Logistic regression analysis of disorder showed that the time to fall asleep ( OR=4.922, P<0.05) and daytime disability ( OR=4.043, P<0.05) had significant influence to the middle midpoint of sleep group when the early midpoint of sleep group as the control, while the male ( OR=2.182, P<0.05), 50 - 70 years old ( OR=5.005, P<0.05) and BMI over fat side ( OR=3.488, P<0.05) had significant influence to the late midpoint of sleep group. Conclusions:Medical staff should pay attention to the sleep quality of T2DM patients, pay attention to the sleep midpoint of patients, and improve patients′cognition of healthy sleep patterns.
10.Expression and correlation of microRNA-27b, microRNA-221/222 and vascular endothelial growth factor in keloid
Xuee ZHU ; Fang XIANG ; Dong LUO ; Xiaojing KANG ; Yuan DING
Chinese Journal of Plastic Surgery 2023;39(5):583-589
Objective:To investigate the expression of microRNA-27b (miRNA-27b) , miRNA-221 and miRNA-222 in keloids and their relationship with vascular endothelial growth factor (VEGF).Methods:From January 2021 to January 2022, 36 cases of keloid tissue (keloid group) , 36 cases of normal adjacent scar tissue (normal control group) and 12 cases of flat scar (flat scar group) were selected from Dermatology and Venereology Department of Xinjiang Uygur Autonomous Region People’ s Hospital. VEGF protein expression and microvascular density in the three groups were determined by immunohistochemistry, and the expression levels of miRNA-27b, miRNA-221 and miRNA-222 were detected by real-time quantitative PCR. SPSS 27. 0 statistical software was used for analysis. The measurement data of normal distribution were expressed as Mean ± SD. ANOVA was used for multi-group comparison, and LSD method was used for pound-for-pair multiple comparison. The measurement data of non-normal distribution were expressed as M ( Q1, Q3) , and Kruskal-Wallis H test was used for comparison between groups. Spearman correlation analysis was used for correlation analysis among data. All tests were bilateral tests, and P<0. 05 was considered statistically significant. Results:The levels of VEGF protein and microvascular count in keloid group [(0. 28±0. 08) , (47. 78±14. 06) bar/×400 view] were significantly higher than those in normal control group [(0.09±0.05), (10.25±5.08) bar/×400 view] and flat scar group [(0.19±0.06) , (23.75±7.94) bar/× 400 view] , the difference was statistically significant ( P < 0. 01) . The expression level of miR-27b in keloid group [0.50 (0.32, 0.64) ] was significantly lower than that in normal control group [0.69 (0.37, 1.69) ] and flat scar group [1.35 (0.68, 1.74) ] , the difference was statistically significant ( P<0. 05). There were no significant difference in the expression levels of miR-221 and miR-222 among the three groups ( P>0. 05 ). Correlation analysis showed that miR-27b, miR-221, miR-222 were positively correlated with VEGF protein expression in keloid group ( r=0.36, 0.41, 0.37, P<0. 05). Conclusions:miR-27b, miR-221 and miR-222 in keloid are positively correlated with the expression of VEGF, which may have certain regulatory effects on its angiogenesis, and the low expression of miR-27b may play an important role in the occurrence and development of keloid.

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