1.Anti-inflammatory and osteogenic effects of chitosan/sodium glycerophosphate/sodium alginate/leonurine hydrogel
Zengbo ZHAO ; Chenxi LI ; Chenlei DOU ; Na MA ; Guanjun ZHOU
Chinese Journal of Tissue Engineering Research 2025;29(4):678-685
BACKGROUND:Leonurine has many biological activities such as improving microcirculation,anti-oxidation,anti-apoptosis,scavenging free radicals,anti-inflammation,and anti-fibrosis,and can promote osteogenic differentiation of bone marrow mesenchymal stem cells,which has the potential to be applied in the treatment of periodontitis. OBJECTIVE:To explore the anti-inflammatory and osteogenic effects of leonurine loading into chitosan/sodium glycerophosphate/sodium alginate hydrogel. METHODS:(1)Chitosan/sodium glycerophosphate/sodium alginate hydrogel(blank hydrogel)and chitosan/sodium glycerophosphate/sodium alginate/leonurus alkali hydrogel were prepared respectively.RAW 264.7 and MC3T3-E1 cells were inoculated with the two kinds of hydrogel.The cytotoxicity of hydrogels was detected by CCK-8 assay and live/dead cell staining.(2)RAW 264.7 cells were cultured in five groups.The blank group was cultured for 24 hours routinely.The lipopolysaccharide group was treated with lipopolysaccharide.The simple hydrogel group was treated with lipopolysaccharide and blank hydrogel.The drug-loaded hydrogel group was treated with lipopolysaccharide and drug-loaded hydrogel.The inhibitor group was treated with lippolysaccharide,drug-loaded hydrogel,and PI3K inhibitor LY294002.24 hours later,mRNA expression of inflammation-related factors was detected by qRT-PCR.Western blot assay was utilized to detect the protein expression of inflammation-related factors and PI3K/AKT signaling pathway.(3)MC3T3-E1 cells were inoculated in four groups.The blank group was cultured without any material.The simple hydrogel group was treated with blank hydrogel.The drug-loaded hydrogel group was treated with drug-loaded hydrogel.The inhibitor group was treated with drug-loaded hydrogel and PI3K inhibitor LY294002 for 7 days.Alkaline phosphatase staining was performed.mRNA expression levels of osteogenic factors were detected by qRT-PCR.The protein expression levels of the PI3K/AKT signaling pathway were detected by western blot assay. RESULTS AND CONCLUSION:(1)The results of CCK-8 assay and live/dead cell staining showed that the two kinds of hydrogels had no cytotoxic effect and had good cytocompatibility.(2)Compared with the blank group,the mRNA and protein expression levels of interleukin 6,tumor necrosis factor α,and interleukin 1β were significantly increased(P<0.05),and the protein expression levels of p-AKT,p-PI3K,p-p65,and p-IκBα were significantly increased in the lipopolysaccharide group(P<0.05).Compared with lipopolysaccharide group,mRNA and protein expression levels of the above indexes were decreased in drug-loaded hydrogel group(P<0.05).Compared with the drug-loaded hydrogel group,the mRNA and protein expression levels of the above indexes were decreased in the inhibitor group(P<0.05).(3)The activity of alkaline phosphatase in drug-loaded hydrogel group was higher than that in the blank group,simple hydrogel group,and inhibitor group(P<0.05).Compared with blank group,the mRNA expression levels of alkaline phosphatase,Runx2,osteocalcin,and type I collagen were increased(P<0.05),and the protein expression levels of p-AKT and p-PI3K were increased in the simple hydrogel group(P<0.05).Compared with the simple hydrogel group,the mRNA and protein expression levels of the above indexes were increased in the drug-loaded hydrogel group(P<0.05).Compared with the drug-loaded hydrogel group,the mRNA and protein expression levels of the above indexes were decreased in the inhibitor group(P<0.05).(4)These findings conclude that chitosan/sodium glycerophosphate/sodium alginate/leonurine hydrogel has anti-inflammatory and osteogenic effects,which may be related to the regulation of PI3K/AKT signaling pathway.
2.EZH2 protein expression in predicting malignant transformation of oral leukoplakia: a prospective cohort study
MEI Nianrou ; LIU Limin ; YANG Jingwen ; XU Siming ; LI Chenxi ; GE Shuyun ; ZHOU Haiwen
Journal of Prevention and Treatment for Stomatological Diseases 2025;33(10):862-872
Objective:
To investigate the predictive value of EZH2 expression for malignant transformation in oral leukoplakia (OLK) and to provide a reference for clinical practice.
Methods:
This study was approved by the institutional ethics committee, and informed consent was obtained from all participants. A total of 114 patients diagnosed with OLK by pathological examination and treated at our hospital between November 2020 and July 2022 were initially enrolled. After excluding those with incomplete data or follow-up, 105 participants were included in the final analysis, comprising 14 in the high EZH2 expression group and 91 in the low EZH2 expression group. Histopathological examination of oral mucosa and immunohistochemical detection of EZH2 protein expression were performed. The follow-up period was 30 months; participants were followed until malignant transformation occurred or until the end of follow-up, at which point they were withdrawn from the study. The exposure factor was the level of EZH2 protein expression, and the outcome was the malignant transformation rate of OLK. Differences in EZH2 expression levels and transformation outcomes were analyzed.
Results:
There were no statistically significant differences between the high and low EZH2 expression groups in terms of age, sex, history of systemic disease, lifestyle habits, psychological status, diet, and sleep conditions (P > 0.05). Lesions in the high EZH2 expression group were mainly located on the ventral tongue, while in the low EZH2 expression group, they were more commonly found on the dorsal tongue and buccal mucosa. The malignant transformation rate was 28.6% (4/14) in the high expression group and 8.8% (8/91) in the low expression group; these differences were not statistically significant (P=0.053). In univariate Cox regression analysis, the risk of malignant transformation in the high EZH2 expression group was 3.647 times that of the low EZH2 expression group (HR = 3.647, 95% CI: 1.097-12.120, P<0.05). Kaplan-Meier survival analysis showed that over the 30-month follow-up period, the cancer-free survival rate in the high EZH2 expression group was 19.8% lower than in the low expression group, and the difference was statistically significant (P<0.05). In multivariate Cox regression analysis, only moderate and severe epithelial dysplasia were identified as independent risk factors for malignant transformation. The risk of malignant transformation in the moderate and severe dysplasia groups was 10.695 and 13.623 times higher, respectively, than in the mild dysplasia group (HR = 10.695, 95% CI: 2.270-50.396, P<0.05; HR=13.623, 95% CI: 1.918-96.774, P<0.05). EZH2 high expression was not an independent risk factor in the multivariate model (HR= 2.528, 95% CI: 0.752-8.500, P = 0.134).
Conclusion
High EZH2 protein expression is a risk factor for the malignant transformation of OLK but does not have independent predictive value.
3.Application of quality monitoring indicators of blood testing in blood banks of Shandong province
Xuemei LI ; Weiwei ZHAI ; Zhongsi YANG ; Shuhong ZHAO ; Yuqing WU ; Qun LIU ; Zhe SONG ; Zhiquan RONG ; Shuli SUN ; Xiaojuan FAN ; Wei ZHANG ; Jinyu HAN ; Lin ZHU ; Xianwu AN ; Hui ZHANG ; Junxia REN ; Xuejing LI ; Chenxi YANG ; Bo ZHOU ; Haiyan HUANG ; Guangcai LIU ; Ping CHEN ; Hui YE ; Mingming QIAO ; Hua SHEN ; Dunzhu GONGJUE ; Yunlong ZHUANG
Chinese Journal of Blood Transfusion 2024;37(3):258-266
【Objective】 To objectively evaluate the quality control level of blood testing process in blood banks through quantitative monitoring and trend analysis, and to promote the homogenization level and standardized management of blood testing laboratories in blood banks. 【Methods】 A quality monitoring indicator system covering the whole process of blood collection and supply, including blood donation service, blood component preparation, blood testing, blood supply and quality control was established. The questionnaire Quality Monitoring Indicators for Blood Collection and Supply Process with clear definition of indicators and calculation formulas was distributed to 17 blood banks in Shandong province. Quality monitoring indicators of each blood bank from January to December 2022 were collected, and 31 indicators in terms of blood testing were analyzed using SPSS25.0 software. 【Results】 The proportion of unqualified serological tests in 17 blood bank laboratories was 55.84% for ALT, 13.63% for HBsAg, 5.08% for anti HCV, 5.62% for anti HIV, 18.18% for anti TP, and 1.65% for other factors (mainly sample quality). The detection unqualified rate and median were (1.23±0.57)% and 1.11%, respectively. The ALT unqualified rate and median were (0.74±0.53)% and 0.60%, respectively. The detection unqualified rate was positively correlated with ALT unqualified rate (r=0.974, P<0.05). The unqualified rate of HBsAg, anti HCV, anti HIV and anti TP was (0.15±0.09)%, (0.05±0.04)%, (0.06±0.03)% and (0.20±0.05)% respectively. The average unqualified rate, average hemolysis rate, average insufficient volume rate and the abnormal hematocrit rate of samples in 17 blood bank laboratories was 0.21‰, 0.08‰, 0.01‰ and 0.02‰ respectively. There were differences in the retest concordance rates of four HBsAg, anti HCV and anti HIV reagents, and three anti TP reagents among 17 blood bank laboratories (P<0.05). The usage rate of ELISA reagents was (114.56±3.30)%, the outage rate of ELISA was (10.23±7.05) ‰, and the out of range rate of ELISA was (0.90±1.17) ‰. There was no correlation between the out of range rate, outrage rate and usage rate (all P>0.05), while the outrage rate was positively correlated with the usage rate (r=0.592, P<0.05). A total of 443 HBV DNA positive samples were detected in all blood banks, with an unqualified rate of 3.78/10 000; 15 HCV RNA positive samples were detected, with an unqualified rate of 0.13/10 000; 5 HIV RNA positive samples were detected, with an unqualified rate of 0.04/10 000. The unqualified rate of NAT was (0.72±0.04)‰, the single NAT reaction rate [(0.39±0.02)‰] was positively correlated with the single HBV DNA reaction rate [ (0.36±0.02) ‰] (r=0.886, P<0.05). There was a difference in the discriminated reactive rate by individual NAT among three blood bank laboratories (C, F, H) (P<0.05). The median resolution rate of 17 blood station laboratories by minipool test was 36.36%, the median rate of invalid batch of NAT was 0.67%, and the median rate of invalid result of NAT was 0.07‰. The consistency rate of ELISA dual reagent detection results was (99.63±0.24)%, and the median length of equipment failure was 14 days. The error rate of blood type testing in blood collection department was 0.14‰. 【Conclusion】 The quality monitoring indicator system for blood testing process in Shandong can monitor potential risks before, during and after the experiment, and has good applicability, feasibility, and effectiveness, and can facilitate the continuous improvement of laboratory quality control level. The application of blood testing quality monitoring indicators will promote the homogenization and standardization of blood quality management in Shandong, and lay the foundation for future comprehensive evaluations of blood banks.
4.Application of quality control indicator system in blood banks of Shandong
Qun LIU ; Yuqing WU ; Xuemei LI ; Zhongsi YANG ; Zhe SONG ; Zhiquan RONG ; Shuhong ZHAO ; Lin ZHU ; Xiaojuan FAN ; Shuli SUN ; Wei ZHANG ; Jinyu HAN ; Xuejing LI ; Bo ZHOU ; Chenxi YANG ; Haiyan HUANG ; Guangcai LIU ; Kai CHEN ; Xianwu AN ; Hui ZHANG ; Junxia REN ; Hui YE ; Mingming QIAO ; Hua SHEN ; Dunzhu GONGJUE ; Yunlong ZHUANG
Chinese Journal of Blood Transfusion 2024;37(3):267-274
【Objective】 To establish an effective quality monitoring indicator system for blood quality control in blood banks, in order to analyze the quality control indicators for blood collection and supply, and evaluate blood quality control process, thus promoting continuous improvement and standardizing management of blood quality control in blood banks. 【Methods】 A quality monitoring indicator system covering the whole process of blood collection and supply, including blood donation services, component preparation, blood testing, blood supply and quality control was established. The Questionnaire of Quality Monitoring Indicators for Blood Collection and Supply Process was distributed to 17 blood banks in Shandong, which clarified the definition and calculation formula of indicators. The quality monitoring indicator data from January to December 2022 in each blood bank were collected, and 20 quality control indicators data were analyzed by SPSS25.0 software. 【Results】 The average pass rate of key equipment monitoring, environment monitoring, key material monitoring, and blood testing item monitoring of 17 blood banks were 99.47%, 99.51%, 99.95% and 98.99%, respectively. Significant difference was noticed in the pass rate of environment monitoring among blood banks of varied scales(P<0.05), and the Pearson correlation coefficient (r) between the total number of blood quality testing items and the total amount of blood component preparation was 0.645 (P<0.05). The average discarding rates of blood testing or non-blood testing were 1.14% and 3.36% respectively, showing significant difference among blood banks of varied scales (P<0.05). The average discarding rate of lipemic blood was 3.07%, which had a positive correlation with the discarding rate of non testing (r=0.981 3, P<0.05). There was a statistically significant difference in the discarding rate of lipemic blood between blood banks with lipemic blood control measures and those without (P<0.05). The average discarding rate of abnormal color, non-standard volume, blood bag damage, hemolysis, blood protein precipitation and blood clotting were 0.20%, 0.14%, 0.06%, 0.06%, 0.02% and 0.02% respectively, showing statistically significant differences among large, medium and small blood banks(P<0.05).The average discarding rates of expired blood, other factors, confidential unit exclusion and unqualified samples were 0.02%, 0.05%, 0.003% and 0.004%, respectively. The discarding rate of blood with air bubbles was 0.015%, while that of blood with foreign body and unqualified label were 0. 【Conclusion】 The quality control indicator system of blood banks in Shandong can monitor weak points in process management, with good applicability, feasibility, and effectiveness. It is conducive to evaluate different blood banks, continuously improve the quality control level of blood collection and supply, promote the homogenization and standardization of blood quality management, and lay the foundation for comprehensive evaluation of blood banks in Shandong.
5.Quality monitoring indicator system in blood banks of Shandong: applied in blood donation services, component preparation and blood supply process
Yuqing WU ; Hong ZHOU ; Zhijie ZHANG ; Zhiquan RONG ; Xuemei LI ; Zhe SONG ; Shuhong ZHAO ; Zhongsi YANG ; Qun LIU ; Lin ZHU ; Xiaojuan FAN ; Shuli SUN ; Wei ZHANG ; Jinyu HAN ; Haiyan HUANG ; Guangcai LIU ; Ping CHEN ; Xianwu AN ; Hui ZHANG ; Junxia REN ; Xuejing LI ; Chenxi YANG ; Bo ZHOU ; Hui YE ; Mingming QIAO ; Hua SHEN ; Dunzhu GONGJUE ; Yunlong ZHUANG
Chinese Journal of Blood Transfusion 2024;37(3):275-282
【Objective】 To establish an effective quality indicator monitoring system, scientifically and objectively evaluate the quality management level of blood banks, and achieve continuous improvement of quality management in blood bank. 【Methods】 A quality monitoring indicator system that covers the whole process of blood collection and supply was established, the questionnaire of Quality Monitoring Indicators for Blood Collection and Supply Process with clear definition of indicators and calculation formulas was distributed to 17 blood banks in Shandong. Statistical analysis of 21 quality monitoring indicators in terms of blood donation service (10 indicators), blood component preparation (7 indicators ), and blood supply (4 indicators) from each blood bank from January to December 2022 were conducted using SPSS25.0 software The differences in quality monitoring indicators of blood banks of different scales were analyzed. 【Results】 The average values of quality monitoring indicators for blood donation service process of 17 blood banks were as follows: 44.66% (2 233/5 000) of regular donors proportion, 0.22% (11/50) of adverse reactions incidence, 0.46% (23/5 000) of non-standard whole blood collection rate, 0.052% (13/25 000) of missed HBsAg screening rate, 99.42% (4 971/5 000) of first, puncture successful rate, 86.49% (173/200) of double platelet collection rate, 66.50% (133/200) of 400 mL whole blood collection rate, 99.25% (397/400) of donor satisfaction rate, 82.68% (2 067/2 500) of use rate of whole blood collection bags with bypass system with sample tube, and 1 case of occupational exposure in blood collection.There was a strong positive correlation between the proportion of regular blood donors and the collection rate of 400 mL whole blood (P<0.05). The platelet collection rate, incidence of adverse reactions to blood donation, and non-standard whole blood collection rate in large blood banks were significantly lower than those in medium and small blood banks (P<0.05). The average quality monitoring indicators for blood component preparation process of 17 blood banks were as follows: the leakage rate of blood component preparation bags was 0.03% (3/10 000), the discarding rate of lipemic blood was 3.05% (61/2 000), the discarding rate of hemolysis blood was 0.13%(13/10 000). 0.06 case had labeling errors, 8 bags had blood catheter leaks, 2.76 bags had blood puncture/connection leaks, and 0.59 cases had non-conforming consumables. The discarding rate of hemolysis blood of large blood banks was significantly lower than that of medium and small blood banks (P<0.05), and the discarding rate of lipemic blood of large and medium blood banks was significantly lower than that of small blood banks (P<0.05). The average values of quality monitoring indicators for blood supply process of 17 blood banks were as follows: the discarding rate of expired blood was 0.023% (23/100 000), the leakage rate during storage and distribution was of 0.009%(9/100 000), the discarding rate of returned blood was 0.106% (53/50 000), the service satisfaction of hospitals was 99.16% (2 479/2 500). The leakage rate of blood components during storage and distribution was statistically different with that of blood component preparation bags between different blood banks (P<0.05). There were statistically significant differences in the proportion of regular blood donors, incidence of adverse reactions, non-standard whole blood collection rate, 400 mL whole blood collection rate, double platelet collection rate, the blood bag leakage rate during preparation process, the blood components leakage rate during storage and distribution as well as the discarding rate of lipemic blood, hemolysis blood, expired blood and returned blood among large, medium and small blood banks (all P<0.05). 【Conclusion】 The establishment of a quality monitoring indicator system for blood donation services, blood component preparation and blood supply processes in Shandong has good applicability, feasibility and effectiveness. It can objectively evaluate the quality management level, facilitate the continuous improvement of the quality management system, promote the homogenization of blood management in the province and lay the foundation for future comprehensive evaluation of blood banks.
6.Correlation between the varicella incidence and temperature in Minhang District, Shanghai
Xia ZHAO ; Linjuan DONG ; Yibin ZHOU ; Zhaowen ZHANG ; Jinsong CUI ; Jialei FAN ; Chenxi XU ; Dunjia WANG
Shanghai Journal of Preventive Medicine 2024;36(8):753-759
ObjectiveTo explore the exposure-lag-response relationship between temperature and risk of varicella incidence,and to provide a scientific evidence for early warning and precise prevention and control of varicella epidemic. MethodsDaily varicella cases and daily meteorological data were collected in Minhang District, Shanghai from 2010 to 2022. A distributed lag nonlinear model was used to determine the exposure-lag-response relationship between temperature and risk of varicella incidence. Furthermore, effect of temperature on the incidence risk was determined across different age groups. ResultsIn 2010‒2022, the total number of notified varicella cases was 26 207 in Minhang District, with the highest incidence in the group aged 3‒14 years (50.35%). The seasonal pattern of daily varicella cases showed a double peak. The large peak was found in November and December, followed by a smaller peak in May and June. Moreover, the distributed lag nonlinear model showed a unimodal curve in the relationship between temperature and varicella incidence. The RR value reached its maximum peak of 1.90 (95%CI: 1.25‒2.87) at 7 ℃. A reverse U-shape was found in the lag-response curves between temperature and varicella incidence. Furthermore, the effect of temperature on the varicella incidence showed a unimodal pattern in the varicella cases aged 3‒14 years. The RR value reached its peak at 11 ℃ (RR=2.89, 95%CI: 1.33‒6.24). In contrast, the effect of temperature on the varicella incidence in the cases aged 15 years and above showed a unimodal pattern, with RR value reaching the peak at 5 ℃ (RR=2.14, 95%CI: 1.33‒3.44). ConclusionThe unimodal curve is found in the relationship between temperature and varicella incidence. Low temperature is associated with increased risk of varicella incidence. Children aged 3‒14 years are more susceptible to the effect of temperature on the varicella incidence.
7.Chemical Composition Analysis and Repellent Activity Evaluation of Compound Mosquito Repellent Essential Oil
Li-Ang CHENG ; Chenxi SHI ; Xin ZHOU
Journal of Zhejiang Chinese Medical University 2024;48(2):147-153
[Objective]To analyze the chemical components of the compound essential oil for mosquito repellent,which was composed of Menthae haplocalyx Briq.,Spirodela polyrrhiza(L.)Schleid,Acorus tatarinowii Schott and Rosmarinus offiicinalis L.,and to evaluate its repellent effect.[Methods]The chemical components of the compound mosquito repellent essential oil were analyzed by gas chromatography-mass spectrometer(GC-MS),and the repellent activity of the essential oil against adult Aedes albopictus was evaluated according to the"Efficacy Test and Evaluation of Space Repellent Products(Y-tube Method)".[Results]Fifty-eight main volatile components were identified,accounting for 98.28%of the total components of essential oil,eighteen terpenes(44.99%),nine alkenes(20.27%),five esters(14.07%),eight aromatic hydrocarbons(12.00%),seven alkanes(3.48%),nine alcohols(2.78%),two ketones(0.69%).The percent repellency(PR)of the compound mosquito repellent essential oil against Aedes albopictus was more than 90%on average.[Conclusion]There were many chemical components in the compound mosquito repellent essential oil.There may be a variety of chemical components such as menthol,menthone,α-pinene,etc,which had a repellent effect on Aedes albopictus,and the average repellent effect reached the A level.
8.Asurvey of career growth recognition amongphysicians at the stage of standardized training
Geng NI ; Chenxi ZHOU ; Fangfang WANG ; Jianjun HUANG ; Yutong QIN
Chinese Journal of Medical Education Research 2024;23(1):38-42
Objective:To investigatethe heterogeneity of career growth recognition amongphysicians at the stage of standardized training and the growth characteristics of clinical physicians in the early stage, and to provide a reference for improving the quality of standardized training.Methods:The trainees who received standardized residency trainingwere randomly selected from three grade A tertiary hospitals in Chongqing, China. Mplus7.4 was used for latent profile analysis to explain the relationship between explicit continuous indicators, and the subtypes of career growth recognition were analyzed.Results:Career growth recognition at the stage of standardized training was classifiedinto three subtypes of all-round growth recognition, high resource and expectation recognition, and unclassified growth recognition, among which the subtype of unclassified growth recognition accounted for the highest percentage of 40.27% (207 trainees).Conclusions:Physicians at the stage of standardized training show obvious uncertainty aboutcareer growth recognition, and it is necessary to strengthen the education on career growth recognition during standardized training and design a development pathway based on the characteristics of career growth recognition.
9.Analysis of the differences in the characteristics of mesenchymal stem cells derived from jaw and long bones based on single-cell RNA-sequencing
Hao WANG ; Zekai ZHOU ; Bingdong SUI ; Fang JIN ; Jun ZHOU ; Chenxi ZHENG
Chinese Journal of Stomatology 2024;59(3):247-254
Objective:To study the whole bone marrow cellular composition of jaw and long bones, and further analyze the heterogeneity of mesenchymal stem cells (MSCs) derived from these two tissue, aiming at exploring the differences in functional characteristics of bone MSCs from different lineage sources.Methods:The Seurat package of R language was used to analyze the mandibular and femur whole bone marrow single-cell RNA-sequencing (scRNA-seq) datasets in the literature, and the subpopulations were annotated by reference to the marker genes reported by previous studies. The differentially expressed genes between mandible-derived MSCs (M-MSCs) and femur-derived MSCs (F-MSCs) were calculated, and cell-cell communication analysis between M-MSCs or F-MSCs with other cell populations was performed. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were performed on up-regulated and down-regulated differentially expressed genes of M-MSCs, and Gene Set Enrichment Analysis (GSEA) was performed on M-MSCs or F-MSCs.Results:cRNA-seq analysis showed that the mandible and femur had the same bone marrow cell composition, but there were differences in the proportion of specific cell populations. Also, there were significantly differentially expressed genes between M-MSCs and F-MSCs. In addition, cell-cell communication analysis revealed differences in numbers of ligand-receptor pairs between M-MSCs or F-MSCs with other cell populations. Furthermore, GO, KEGG and GSEA analysis showed that M-MSCs had higher extracellular matrix production potential than F-MSCs, but had lower ability to regulate other cells in the bone marrow, especially immune cells.Conclusions:M-MSCs and F-MSCs showed distinct differences in the gene expression pattern and up-regulated signaling pathways, which may be closely related to the developmental sources and functional characteristics of jaw and long bones.
10.Correlation between computer-assisted quantitative autofluorescence imaging results and the pathological grading of oral epithelial dysplasia in oral leukoplakia
Chenxi LI ; Zirui WANG ; Tianhao JIN ; Zengtong ZHOU ; Guoyao TANG ; Linjun SHI
Journal of Shanghai Jiaotong University(Medical Science) 2024;44(9):1146-1154
Objective·To explore the correlation between the quantitative results of autofluorescence imaging under computer assistance and the grade of epithelial dysplasia in oral leukoplakia.Methods·From April 2016 to January 2024,357 patients with oral leukoplakia who visited the Department of Oral Mucosal Diseases at Shanghai Ninth People's Hospital,Shanghai Jiao Tong University School of Medicine,were included.Autofluorescence images of the lesions were obtained using a handheld autofluorescence device.These images were converted to grayscale images to obtain quantitative metrics.An ordered multinomial Logistic regression model was fitted in Python,and cumulative probability plots were generated.The dataset was divided into training and testing sets,and a decision tree was generated.Different hyperparameters were adjusted to achieve optimal model performance.Accuracy,precision,and F1 scores were calculated.The model performance was visualized using a confusion matrix.Results·As the degree of epithelial dysplasia increased,the relative mean color level showed a declining trend.In the binary classification of epithelial dysplasia,there was no overlap between the cumulative probability curves of different categories.In the four-category classification,only severe epithelial dysplasia overlapped with other category curves,indicating good discriminative ability of the model.In binary pathological grading,when the training and testing set ratio was 4∶1 and the maximum depth was 2,the accuracy,precision,and F1 scores were 0.792,0.801,and 0.795,respectively.In the four-category pathological grading,when the training and testing set ratio was 9∶1 and the maximum depth was 4,the accuracy,precision,and F1 scores were 0.611,0.537,and 0.569,respectively.Conclusion·Computer-assisted quantitative analysis of autofluorescence images can be used by oral mucosal specialists as a reference to predict the degree of epithelial dysplasia in patients with oral leukoplakia and to monitor their risk of cancer.


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