1.Prognosis-guided optimization of intensity-modulated radiation therapy plans for lung cancer.
Huali LI ; Ting SONG ; Jiawen LIU ; Yongbao LI ; Zhaojing JIANG ; Wen DOU ; Linghong ZHOU
Journal of Southern Medical University 2025;45(3):643-649
OBJECTIVES:
To propose a new method for optimizing radiotherapy planning for lung cancer by incorporating prognostic models that take into account individual patient information and assess the feasibility of treatment planning optimization directly guided by minimizing the predicted prognostic risk.
METHODS:
A mixed fluence map optimization objective was constructed, incorporating the outcome-based objective and the physical dose constraints. The outcome-based objective function was constructed as an equally weighted summation of prognostic prediction models for local control failure, radiation-induced cardiac toxicity, and radiation pneumonitis considering clinical risk factors. These models were derived using Cox regression analysis or Logistic regression. The primary goal was to minimize the outcome-based objective with the physical dose constraints recommended by the clinical guidelines. The efficacy of the proposed method for optimizing treatment plans was tested in 15 cases of non-small cell lung cancer in comparison with the conventional dose-based optimization method (clinical plan), and the dosimetric indicators and predicted prognostic outcomes were compared between different plans.
RESULTS:
In terms of the dosemetric indicators, D95% of the planning target volume obtained using the proposed method was basically consistent with that of the clinical plan (100.33% vs 102.57%, P=0.056), and the average dose of the heart and lungs was significantly decreased from 9.83 Gy and 9.50 Gy to 7.02 Gy (t=4.537, P<0.05) and 8.40 Gy (t=4.104, P<0.05), respectively. The predicted probability of local control failure was similar between the proposed plan and the clinical plan (60.05% vs 59.66%), while the probability of radiation-induced cardiac toxicity was reduced by 1.41% in the proposed plan.
CONCLUSIONS
The proposed optimization method based on a mixed objective function of outcome prediction and physical dose provides effective protection against normal tissue exposure to improve the outcomes of lung cancer patients following radiotherapy.
Humans
;
Lung Neoplasms/radiotherapy*
;
Radiotherapy Planning, Computer-Assisted/methods*
;
Prognosis
;
Radiotherapy, Intensity-Modulated/methods*
;
Carcinoma, Non-Small-Cell Lung/radiotherapy*
;
Radiotherapy Dosage
;
Female
;
Male
;
Middle Aged
2.A two-sample Mendelian randomization study of the association between type 2 diabetes mellitus and papillary thyroid cancer
Jiawen WANG ; Qiuyu LIN ; Nan JIANG ; Shuangyan ZHAO ; Yuxin WANG ; Ying GUO ; Chenghe LIN
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(3):164-168
Objective:To investigate the causal relationship between type 2 diabetes mellitus (T2DM), type 1 diabetes mellitus (T1DM), body mass index (BMI) and papillary thyroid cancer using Mendelian randomization(MR) study.Methods:Publicly available genome-wide association studies (GWAS) were used as the data source to screen single nucleotide polymorphisms significantly associated with exposure factors (instrumental variables), and the inverse variance weighting (IVW), weighted median, MR-Egger analysis, simple mode, and weighted mode of two-sample MR were used to assess the causal association between T2DM, T1DM, BMI and papillary thyroid cancer. The reliability and stability of the results were assessed by heterogeneity analysis, multiple validity analysis and sensitivity analysis.Results:A total of 118 strong instrumental variables for T2DM, 76 for T1DM, and 486 for BMI were screened respectively to conduct two-sample MR analysis. Among the 5 MR analysis methods, the results of the IVW method showed that T2DM was significantly associated with papillary thyroid cancer (odds ratio ( OR)=1.147, 95% CI: 1.026-1.282; P=0.016), and the genetic effect values ( β values) of the other 4 analysis methods and IVW method were in the same direction; the results of heterogeneity analysis, multiplicity analysis and sensitivity analysis showed all P>0.05. T1DM (IVW method: OR=1.000, 95% CI: 0.952-1.051; P=0.994) and papillary thyroid cancer, BMI (IVW method: OR=1.214, 95% CI: 0.923-1.598; P=0.166) and papillary thyroid cancer were not clearly causally related. Conclusions:There is a causal association between T2DM and papillary thyroid cancer, and T2DM increases the risk of papillary thyroid cancer. There is no clear causal association between T1DM, BMI and papillary thyroid cancer.
3.Liuwei Dihuang Wan inhibits oxidative stress in premature ovarian failure mice by regulating intestinal microbiota
Jiawen ZHONG ; Bo JIANG ; Wenyan ZHANG ; Xiaorong LI ; Ling QIN ; Ting GAO
Chinese Journal of Tissue Engineering Research 2025;29(11):2285-2293
BACKGROUND:Studies have shown that patients with premature ovarian failure have changes in the structure of intestinal flora and that imbalance of intestinal microbiota may be one of the important mechanisms in the development of premature ovarian failure. OBJECTIVE:To investigate the effect of Liuwei Dihuang Wan on oxidative stress and intestinal microbiota in premature ovarian failure mice induced by cyclophosphamide. METHODS:Forty-five female ICR mice were randomized into three groups:blank group(normal mice),model group(premature ovarian failure mice),and Liuwei Dihuang Wan group.A mouse model of premature ovarian failure was prepared by one-time intraperitoneal injection of cyclophosphamide(120 mg/kg)in the latter two groups.After successful modeling,the Liuwei Dihuang Wan group was intragastrically administered for 28 continuous days,and the other two groups were intragastrically administered with the same amount of normal saline for 28 days.Mouse body mass was recorded weekly and ovarian index was calculated.The development of mouse follicles was observed using hematoxylin-eosin staining.ELISA method was used to detect serum levels of anti-Mullerian hormone,estradiol,follicle stimulating hormone,superoxide dismutase,glutathione peroxidase,and malondialdehyde.Meanwhile,the gut microbiome of all mice was detected through 16S rDNA sequencing. RESULTS AND CONCLUSION:The mice in the model group had loose hair,decreased vigor and grip strength,almost no increase in body mass,and decreased ovarian index.Whereas,the mouse body mass and ovarian index were increased after treatment with Liuwei Dihuang Wan(P<0.05).The estrous cycle of mice in the model group was disorganized;Liuwei Dihuang Wan could restore the estrous cycle and reduce the number of atretic follicles in mice with premature ovarian failure.The serum levels of follicle stimulating hormone and malondialdehyde in the model group significantly increased(P<0.01),while the levels of estradiol,anti-Mullerian hormone,superoxide dismutase,and glutathione peroxidase significantly decreased(P<0.01).Liuwei Dihuang Wan could significantly decrease the serum levels of follicle stimulating hormone and malondialdehyde(P<0.01),and increase the levels of estradiol,anti-Mullerian hormone,superoxide dismutase,and glutathione peroxidase.According to the 16S rDNA sequencing results,Liuwei Dihuang Wan could regulate the abundance and diversity of intestinal microbiota,and increase the relative abundance of beneficial bacteria.KEGG pathway analysis showed that the intestinal microbiota and metabolic pathways,biosynthesis of secondary metabolites,microbial metabolism in different environments,and biosynthesis of amino acids were regulated by Liuwei Dihuang Wan.To conclude,the changes in the structure of intestinal microbiome may be one of the potential mechanisms of Liuwei Dihuang Wan in treating premature ovarian failure.Liuwei Dihuang Wan can regulate the structure of intestinal microbiome,increase the number of beneficial bacteria,reduce the number of harmful bacteria,and thus improve the balance of intestinal microbiota.This regulatory effect helps to reduce oxidative stress levels and further inhibit ovarian oxidative stress in mice with premature ovarian failure.
4.Effect of Liangxue Tuizi Formula (凉血退紫方) on RAF/MEK/ERK Pathway in Skin Tissue and Serum NETs Biomarkers in Henoch-Schönlein Purpura Model Rats with Blood Heat Syndrome
Yingying JIANG ; Manxiang YANG ; Zhenhua YUAN ; Leying XI ; Mingyang CAI ; Diya MA ; Yifan LI ; Yuhang NIU ; Runze LIU ; Jiawen CAO ; Xilin CHEN ; Xianqing REN
Journal of Traditional Chinese Medicine 2025;66(23):2475-2483
ObjectiveTo investigate the potential mechanism of Liangxue Tuizi Formula (凉血退紫方, LXTZF) in treating Henoch-Schönlein Purpura (HSP) by examining its regulatory effect on neutrophil extracellular trap (NETs) dysregulation via the rapidly accelerated fibrosarcoma kinase (RAF)/mitogen-activated protein kinase (MEK)/extracellular signal-regulated kinase (ERK) signaling pathway. MethodsSeventy Wistar rats were randomly allocated into a blank control group (n=14) and a modeling group (n=56). Rats in the modelling group underwent an eight-week modelling period to establish HSP rat models with blood-heat syndrome via modified ovalbumin (OVA) induction method combined with oral administration of heat-property Chinese herbal medicine. Fifty successfully modeled rats were subsequently randomly divided into five groups (n=10 per group), model group, compound glycyrrhizin group, LXTZF group, RAF inhibitor group, and LXTZF + RAF agonist group. Additionally, 10 rats were selected from the original blank control group for the final experiment. From the 11th week of modelling, rats in the blank control group and the model group received 1 ml/(100 g·d) ultrapure water via oral administration, in addition to 0.5 ml/(kg·d) 0.9% sodium chloride solution via intraperitoneal injection. The LXTZF group and the compound glycyrrhizin group received 7.5 g/(kg·d) LXTZF granule suspension via gavage, 13.5 mg/(kg·d) compound glycyrrhizin suspension via gavage, respectively. The RAF inhibitor group received 1 mg/(kg·d) GW5074 suspension via intraperitoneal injection and ultrapure water via oral administration; the LXTZF + RAF agonist group received 7.5 g/(kg·d) LXTZF granule suspension via gavage and 1 mg/(kg·d) paclitaxel suspension via intraperitoneal injection. All administrations were performed once daily for 4 weeks. After intervention, skin tissue histopathology was examined by hematoxylin and eosin (H&E) staining, immunoglobulin A (IgA) deposition was assessed via immunofluorescence, serum levels of neutrophil elastase (NE), tumor necrosis factor-α (TNF-α), and vascular cell adhesion molecule-1 (VCAM-1) were measured using enzyme-linked immunosorbent assay (ELISA), serum myeloperoxidase (MPO) level was determined by a colorimetric assay; the mRNA expression levels of RAF, MEK, and ERK in skin tissue were detected by real-time quantitative polymerase chain reaction (RT-qPCR); and the protein expression of RAF, MEK, ERK, as well as phosphorylated MEK (p-MEK) and phosphorylated ERK (p-ERK), were analyzed by Western Blot. ResultsSkin tissue in the blank control group rats remained normal, whereas the model group exhibited neutrophil infiltration and haemorrhage with red blood cell rupture. In all drug intervention groups, neutrophil infiltration and haemorrhagic exudation reduced markedly, with LXTZF group demonstrating the most pronounced improvement. Compared with the blank control group, rats in the model group exhibited enhanced IgA fluorescence intensity in skin tissue, elevated serum levels of NE, MPO, TNF-α and VCAM-1, increased mRNA expression of RAF, MEK, ERK1 and ERK2, as well as heightened RAF protein levels and p-MEK/MEK and p-ERK/ERK ratios (P<0.05). Compared with the model group, the drug intervention groups exhibited reduced IgA fluorescence intensity in skin tissue, along with decreased serum levels of NE, MPO, TNF-α, and VCAM-1 (P<0.05). In LXTZF group and RAF inhibition groups, reduced mRNA expression of RAF, MEK, ERK1, and ERK2 was observed in rat skin tissue, alongside decreased RAF protein levels and reduced p-MEK/MEK and p-ERK/ERK ratios (P<0.05). Compared with LXTZF + RAF agonist group, the compound glycyrrhizin group, LXTZF group, and RAF inhibitior group exhibited reduced IgA fluorescence intensity in skin tissue, decreased serum NE, MPO, TNF-α, and VCAM-1 levels, and decreased MEK mRNA expression and p-MEK/MEK ratio (P<0.05). ConclusionThe potential mechanism by which LXTZF treats Henoch-Schönlein purpura with blood heat syndrome may involve blocking the RAF/MEK/ERK signaling pathway in skin tissue, and suppressing excessive formation of NETs, thereby reducing IgA deposition in dermal microvessels and attenuating systemic inflammatory responses.
5.Analysis of disease burden status and trends of hip osteoarthritis in China,1990-2021
Shengpeng ZHENG ; Zheng LI ; Weilong XU ; Jiawen PAN ; Ziwei JIANG ; Feng HUANG
Journal of Xi'an Jiaotong University(Medical Sciences) 2025;46(2):257-264
Objective To analyze the disease burden of hip osteoarthritis(HOA)and its changing trends in China from 1990 to 2021.Methods Utilizing the Global Burden of Disease(GBD)2021 database,age-standardized incidence rate(ASIR),age-standardized prevalence rate(ASPR),and age-standardized disability adjusted life years(DALY)rate(ASDR)of HOA were compared and analyzed in China,globally,and in regions with high sociodemographic index(SDI)from 1990 to 2021.Joinpoint regression model was used to analyze the temporal trend of disease burden,and age and gender were combined to deeply analyze the disease burden of HOA in China.Meanwhile,the age-period-cohort model was used to analyze the influencing factors and the Bayesian age-period-cohort model to predict the trend of China's HOA disease burden in the next 10 years.Results The ASIR,ASPR,and ASDR of HOA in China showed an increasing trend from 1990 to 2021[average annual percentage change(AAPC)were 0.87%,0.82%,and 0.81%,respectively,P<0.001],and their AAPCs were higher than those of the global and high SDI regions,but in 2021,the ASIR,ASPR,and ASDR of China were lower than those of the global and high SDI regions.Crude incidence,crude prevalence,and crude DALY rate in Chinese HOA increased with age,with the highest number of incidence in the 55-59 age group and the highest number of prevalence,DALY,in the 65-69 age group.In 2021,the ASIR,ASPR and ASDR of HOA in Chinese males were 1.25,1.24 and 1.25 times higher than those in females.Changes in the incidence of HOA in China from 1990 to 2021 were influenced by age,period,and birth cohort.Compared with 2021,new cases of HOA are expected to increase by 37.78%by 2035,and the number of incidence cases in people aged 60 years and above will increase significantly.Conclusion The disease burden of HOA in China continued to rise from 1990 to 2021,and prevention and control need to be strengthened,with a focus on men,high BMI,and middle-aged and older populations.
6.Effects of olanzapine and risperidone on sensory gating inhibitory deficits and cognitive impairment in first-episode schizophrenia
Jiawen HUO ; Junjiao PING ; Shuyi ZHENG ; Jing WAN ; Jie ZHANG ; Jianli ZHU ; Jiali LUO ; Ying ZHANG ; Rui LI ; Aoxiang LUO ; Tingyun JIANG
Chinese Journal of Behavioral Medicine and Brain Science 2025;34(5):438-444
Objective:To investigate the impact of olanzapine and risperidone on the cognitive function, sensory gating function and clinical symptoms of patients with first-episode schizophrenia(FES).Additionally, to analyze the correlation between sensory gating inhibitory deficits and cognitive impairment in FES patients.Methods:A total of 71 FES patients were selected in the Third People's Hospital of Zhongshan City from March 2023 to March 2024, and 60 healthy controls were recruited during the same period.The FES patients were divided into olanzapine group and risperidone group by random number table.Olanzapine group was treated with variable doses of olanzapine(10-20 mg/d), and risperidone group was treated with variable doses of risperidone(3-6 mg/d).The MATRICS consensus cognitive battery(MCCB) was used to evaluate the cognitive function of the patients, P50 index was measured by auditory paired condition-stimulus paradigm, and the efficacy was evaluated by positive and negative syndrome scale(PANSS) score reduction rate before and after 6 weeks of treatment.Healthy controls were assessed cognitive function only once with P50.SPSS 25.0 software was used for data processing. Perform statistical analysis using paired sample t-test, Wilcoxon signed rank test, independent sample t-test, Mann Whitney U test, χ2 test and generalized linear model. Results:Before treatment, the S2 amplitude of FES (1.74 (0.91, 2.79) μV) was higher than that of healthy controls (1.70 (1.04, 2.71) μV) (Wald χ2=4.483, P=0.034), the S2/S1 ratio of FES (0.58 (0.43, 0.78)) was higher than that of healthy controls (0.41 (0.31, 0.57)) (Wald χ2=10.909, P=0.001), and the difference of FES amplitude of S1-S2 was (1.22 (0.43, 1.92) μV) was lower than that of healthy controls (2.23 (1.54, 3.07) μV) (Wald χ2=17.679, P<0.001). There was no significant difference in PANSS, MCCB and P50 between olanzapine group and risperidone group before treatment (all P>0.05). After treatment, there was no significant difference in response rate between the two groups ( χ2=0.059, P=0.808), the PANSS scores were lower than those before treatment, the MCCB test results were higher than those before treatment (both P<0.05), and the P50 results were not statistically significant different compared with those before treatment (both P>0.05). The generalized linear model showed that the S1, S2 amplitude of the P50 had positive impact on the connection test score in the MCCB test ( β=0.466, P=0.020; β=0.879, P=0.009), other indicators were not found to have an impact on the test scores of the MCCB test (all P>0.05). Conclusion:Olanzapine and risperidone can significantly improve the cognitive function of FES, but the improvement of sensory gating deficits is limited. The pathogenic mechanism of sensory gating inhibitory deficits in FES may be different from that of cognitive dysfunction.
7.Effects of olanzapine and risperidone on sensory gating inhibitory deficits and cognitive impairment in first-episode schizophrenia
Jiawen HUO ; Junjiao PING ; Shuyi ZHENG ; Jing WAN ; Jie ZHANG ; Jianli ZHU ; Jiali LUO ; Ying ZHANG ; Rui LI ; Aoxiang LUO ; Tingyun JIANG
Chinese Journal of Behavioral Medicine and Brain Science 2025;34(5):438-444
Objective:To investigate the impact of olanzapine and risperidone on the cognitive function, sensory gating function and clinical symptoms of patients with first-episode schizophrenia(FES).Additionally, to analyze the correlation between sensory gating inhibitory deficits and cognitive impairment in FES patients.Methods:A total of 71 FES patients were selected in the Third People's Hospital of Zhongshan City from March 2023 to March 2024, and 60 healthy controls were recruited during the same period.The FES patients were divided into olanzapine group and risperidone group by random number table.Olanzapine group was treated with variable doses of olanzapine(10-20 mg/d), and risperidone group was treated with variable doses of risperidone(3-6 mg/d).The MATRICS consensus cognitive battery(MCCB) was used to evaluate the cognitive function of the patients, P50 index was measured by auditory paired condition-stimulus paradigm, and the efficacy was evaluated by positive and negative syndrome scale(PANSS) score reduction rate before and after 6 weeks of treatment.Healthy controls were assessed cognitive function only once with P50.SPSS 25.0 software was used for data processing. Perform statistical analysis using paired sample t-test, Wilcoxon signed rank test, independent sample t-test, Mann Whitney U test, χ2 test and generalized linear model. Results:Before treatment, the S2 amplitude of FES (1.74 (0.91, 2.79) μV) was higher than that of healthy controls (1.70 (1.04, 2.71) μV) (Wald χ2=4.483, P=0.034), the S2/S1 ratio of FES (0.58 (0.43, 0.78)) was higher than that of healthy controls (0.41 (0.31, 0.57)) (Wald χ2=10.909, P=0.001), and the difference of FES amplitude of S1-S2 was (1.22 (0.43, 1.92) μV) was lower than that of healthy controls (2.23 (1.54, 3.07) μV) (Wald χ2=17.679, P<0.001). There was no significant difference in PANSS, MCCB and P50 between olanzapine group and risperidone group before treatment (all P>0.05). After treatment, there was no significant difference in response rate between the two groups ( χ2=0.059, P=0.808), the PANSS scores were lower than those before treatment, the MCCB test results were higher than those before treatment (both P<0.05), and the P50 results were not statistically significant different compared with those before treatment (both P>0.05). The generalized linear model showed that the S1, S2 amplitude of the P50 had positive impact on the connection test score in the MCCB test ( β=0.466, P=0.020; β=0.879, P=0.009), other indicators were not found to have an impact on the test scores of the MCCB test (all P>0.05). Conclusion:Olanzapine and risperidone can significantly improve the cognitive function of FES, but the improvement of sensory gating deficits is limited. The pathogenic mechanism of sensory gating inhibitory deficits in FES may be different from that of cognitive dysfunction.
8.Analysis of disease burden status and trends of hip osteoarthritis in China,1990-2021
Shengpeng ZHENG ; Zheng LI ; Weilong XU ; Jiawen PAN ; Ziwei JIANG ; Feng HUANG
Journal of Xi'an Jiaotong University(Medical Sciences) 2025;46(2):257-264
Objective To analyze the disease burden of hip osteoarthritis(HOA)and its changing trends in China from 1990 to 2021.Methods Utilizing the Global Burden of Disease(GBD)2021 database,age-standardized incidence rate(ASIR),age-standardized prevalence rate(ASPR),and age-standardized disability adjusted life years(DALY)rate(ASDR)of HOA were compared and analyzed in China,globally,and in regions with high sociodemographic index(SDI)from 1990 to 2021.Joinpoint regression model was used to analyze the temporal trend of disease burden,and age and gender were combined to deeply analyze the disease burden of HOA in China.Meanwhile,the age-period-cohort model was used to analyze the influencing factors and the Bayesian age-period-cohort model to predict the trend of China's HOA disease burden in the next 10 years.Results The ASIR,ASPR,and ASDR of HOA in China showed an increasing trend from 1990 to 2021[average annual percentage change(AAPC)were 0.87%,0.82%,and 0.81%,respectively,P<0.001],and their AAPCs were higher than those of the global and high SDI regions,but in 2021,the ASIR,ASPR,and ASDR of China were lower than those of the global and high SDI regions.Crude incidence,crude prevalence,and crude DALY rate in Chinese HOA increased with age,with the highest number of incidence in the 55-59 age group and the highest number of prevalence,DALY,in the 65-69 age group.In 2021,the ASIR,ASPR and ASDR of HOA in Chinese males were 1.25,1.24 and 1.25 times higher than those in females.Changes in the incidence of HOA in China from 1990 to 2021 were influenced by age,period,and birth cohort.Compared with 2021,new cases of HOA are expected to increase by 37.78%by 2035,and the number of incidence cases in people aged 60 years and above will increase significantly.Conclusion The disease burden of HOA in China continued to rise from 1990 to 2021,and prevention and control need to be strengthened,with a focus on men,high BMI,and middle-aged and older populations.
9.A two-sample Mendelian randomization study of the association between type 2 diabetes mellitus and papillary thyroid cancer
Jiawen WANG ; Qiuyu LIN ; Nan JIANG ; Shuangyan ZHAO ; Yuxin WANG ; Ying GUO ; Chenghe LIN
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(3):164-168
Objective:To investigate the causal relationship between type 2 diabetes mellitus (T2DM), type 1 diabetes mellitus (T1DM), body mass index (BMI) and papillary thyroid cancer using Mendelian randomization(MR) study.Methods:Publicly available genome-wide association studies (GWAS) were used as the data source to screen single nucleotide polymorphisms significantly associated with exposure factors (instrumental variables), and the inverse variance weighting (IVW), weighted median, MR-Egger analysis, simple mode, and weighted mode of two-sample MR were used to assess the causal association between T2DM, T1DM, BMI and papillary thyroid cancer. The reliability and stability of the results were assessed by heterogeneity analysis, multiple validity analysis and sensitivity analysis.Results:A total of 118 strong instrumental variables for T2DM, 76 for T1DM, and 486 for BMI were screened respectively to conduct two-sample MR analysis. Among the 5 MR analysis methods, the results of the IVW method showed that T2DM was significantly associated with papillary thyroid cancer (odds ratio ( OR)=1.147, 95% CI: 1.026-1.282; P=0.016), and the genetic effect values ( β values) of the other 4 analysis methods and IVW method were in the same direction; the results of heterogeneity analysis, multiplicity analysis and sensitivity analysis showed all P>0.05. T1DM (IVW method: OR=1.000, 95% CI: 0.952-1.051; P=0.994) and papillary thyroid cancer, BMI (IVW method: OR=1.214, 95% CI: 0.923-1.598; P=0.166) and papillary thyroid cancer were not clearly causally related. Conclusions:There is a causal association between T2DM and papillary thyroid cancer, and T2DM increases the risk of papillary thyroid cancer. There is no clear causal association between T1DM, BMI and papillary thyroid cancer.
10.A gallstones classification method and verification based on deep learning
Qianyun GU ; Chengli SONG ; Jiawen GUO ; Dongming YIN ; Shiju YAN ; Bo WANG ; Zhaoyan JIANG ; Hai HU
International Journal of Biomedical Engineering 2024;47(4):312-317
Objective:To establish and validate a gallstones classification method based on deep learning.Methods:A total of 618 gallstones samples were collected from East Hospital Affiliated to Tongji University, and 1 023 high-definition cross-sectional gallstones profile images were captured to construct a cross-sectional gallstones profile image dataset. Based on the traditional eight-category gallstones classification method, a lightweight network model, MobileNet V3, was trained using deep learning and transfer learning methods. The classification performance of MobileNet was evaluated using a confusion matrix with metrics such as accuracy rate, precision rate, F1 score, and recall rate. The MobileNet V3 was improved and further validated using accuracy and loss values.Results:The accuracy rate (94.17%), precision rate (94.03%), F1 score (92.96%) and recall rate (92.99%) of the improved MobileNet V3 model were better than other networks. The improved MobileNet V3 model achieved the highest accuracy rate (94.17%) in gallstones profile classification and was validated by the test set. The confusion matrix showed a weighted average of accuracy rate (92.0%), precision rate (92.6%), and F1 score (92.2%) for each category of gallstones.Conclusions:Based on deep learning, a high-accuracy gallstones classification method is proposed, which provides a new idea for the intelligent identification of gallstones.

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