1.Application of neural network model in ultrasound image segmentation of MTP1 tophus
Yuchen LI ; Ting ZHANG ; Yongming LIU ; Lingtao WANG ; Jiarui LIU ; Yujie XIE ; Cheng ZHAO ; Jianrui DING ; Chunping NING
Chinese Journal of Ultrasonography 2025;34(9):745-750
Objective:To evaluate the performance of the neural network model in segmenting gout tophus in the first metatarsophalangeal(MTP1)joint ultrasound images.Methods:A total of 1 218 tophus images from 381 patients who underwent MTP1 ultrasound examinations in the Affiliated Hospital of Qingdao University between May 2023 and December 2024 were prospectively collected. The images were divided into training,validation,and test sets in a ratio of 7∶2∶1. Multiple neural network models were trained to automatically identify and segment tophus in the images,with physician-annotated tophus regions serving as the reference standard. Model performance was evaluated in the test set,and the impact of tophus characteristics(e.g.,echogenicity,size,and presence of bone erosion)on segmentation efficacy was analyzed.Results:In the test set,CMUNeXt demonstrated superior tophus segmentation performance versus Unet,Unet++,TransUnet,and CMU-Net,achieving an accuracy of 99.1%,precision of 79.1%,recall of 84.6%,intersection over union of 68.8%,and Dice similarity coefficient of 80.2%. Logistic regression identified tophus echogenicity,size,and bone erosion as independent efficacy factors OR(95% CI)=7.275(1.598-33.129),21.303(4.282-105.985),13.520(3.617-50.530),0.076(0.007-0.823)(all P<0.05). Hypoechoic tophus demonstrated significantly superior segmentation performance compared to mixed-echoic and isoechoic tophus(all P<0.05),and lesions with larger maximum diameters(>10 mm)were segmented more effectively than smaller tophus( P<0.05). Conclusions:The CMUNeXt model enables accurate identification and segmentation of tophus in MTP1 ultrasound images,particularly excelling for larger and hypoechoic lesions. This approach holds significant promise for AI-assisted diagnosis of MTP1 gouty arthritis.
2.Application of neural network model in ultrasound image segmentation of MTP1 tophus
Yuchen LI ; Ting ZHANG ; Yongming LIU ; Lingtao WANG ; Jiarui LIU ; Yujie XIE ; Cheng ZHAO ; Jianrui DING ; Chunping NING
Chinese Journal of Ultrasonography 2025;34(9):745-750
Objective:To evaluate the performance of the neural network model in segmenting gout tophus in the first metatarsophalangeal(MTP1)joint ultrasound images.Methods:A total of 1 218 tophus images from 381 patients who underwent MTP1 ultrasound examinations in the Affiliated Hospital of Qingdao University between May 2023 and December 2024 were prospectively collected. The images were divided into training,validation,and test sets in a ratio of 7∶2∶1. Multiple neural network models were trained to automatically identify and segment tophus in the images,with physician-annotated tophus regions serving as the reference standard. Model performance was evaluated in the test set,and the impact of tophus characteristics(e.g.,echogenicity,size,and presence of bone erosion)on segmentation efficacy was analyzed.Results:In the test set,CMUNeXt demonstrated superior tophus segmentation performance versus Unet,Unet++,TransUnet,and CMU-Net,achieving an accuracy of 99.1%,precision of 79.1%,recall of 84.6%,intersection over union of 68.8%,and Dice similarity coefficient of 80.2%. Logistic regression identified tophus echogenicity,size,and bone erosion as independent efficacy factors OR(95% CI)=7.275(1.598-33.129),21.303(4.282-105.985),13.520(3.617-50.530),0.076(0.007-0.823)(all P<0.05). Hypoechoic tophus demonstrated significantly superior segmentation performance compared to mixed-echoic and isoechoic tophus(all P<0.05),and lesions with larger maximum diameters(>10 mm)were segmented more effectively than smaller tophus( P<0.05). Conclusions:The CMUNeXt model enables accurate identification and segmentation of tophus in MTP1 ultrasound images,particularly excelling for larger and hypoechoic lesions. This approach holds significant promise for AI-assisted diagnosis of MTP1 gouty arthritis.
3.Study on the occupational exposure limit of glyphosate in the air of workplace
Feng ZHANG ; Mengyao CHEN ; Enmin DING ; Jianrui DOU ; Baoli ZHU
Chinese Journal of Industrial Hygiene and Occupational Diseases 2023;41(8):600-604
Objective:To establish occupational exposure limits for glyphosate in workplace air.Methods:In November 2014, by searching the documents of the United States Environmental Protection Agency (EPA) on glyphosate toxicity, the toxicity data and clinical symptoms of glyphosate toxicity were collected through various literature databases, and the target organs of glyphosate toxicity were determined. A total of 5 representative production enterprises in Jiangsu Province and Shandong Province were selected for field investigation. A total of 968 people were selected as the study subjects, including 526 workers exposed to glyphosate as the contact group, and 442 off-site (such as financial, administrative, etc.) workers with enterprises as the control group. Health examination was carried out in the exposure group and the control group to observe the damage of target organs of workers with different exposure concentrations and determine the occupational exposure limit.Results:The main target organs of glyphosate are liver and kidney and its effect on cholinesterase activity. The time-weighted average concentration (TWA) of glyphosate exposure in the exposure group was <0.03~48.91 mg/m 3, and there were statistically significant differences in liver and renal function between the exposure group and the control group ( P<0.05). When the concentration of glyphosate in the air was higher than 5 mg/m3, there was a statistically significant difference in the abnormal rate of renal function between the exposure group and the control group ( P<0.05) . Conclusion:The study sets the occupational exposure limit of glyphosate as 5 mg/m 3. The safety of this standard conforms to the relevant requirements of toxicology and occupational disease epidemiology, and also conforms to the existing economic and technological level in my country, and is highly feasible.
4.Study on the occupational exposure limit of glyphosate in the air of workplace
Feng ZHANG ; Mengyao CHEN ; Enmin DING ; Jianrui DOU ; Baoli ZHU
Chinese Journal of Industrial Hygiene and Occupational Diseases 2023;41(8):600-604
Objective:To establish occupational exposure limits for glyphosate in workplace air.Methods:In November 2014, by searching the documents of the United States Environmental Protection Agency (EPA) on glyphosate toxicity, the toxicity data and clinical symptoms of glyphosate toxicity were collected through various literature databases, and the target organs of glyphosate toxicity were determined. A total of 5 representative production enterprises in Jiangsu Province and Shandong Province were selected for field investigation. A total of 968 people were selected as the study subjects, including 526 workers exposed to glyphosate as the contact group, and 442 off-site (such as financial, administrative, etc.) workers with enterprises as the control group. Health examination was carried out in the exposure group and the control group to observe the damage of target organs of workers with different exposure concentrations and determine the occupational exposure limit.Results:The main target organs of glyphosate are liver and kidney and its effect on cholinesterase activity. The time-weighted average concentration (TWA) of glyphosate exposure in the exposure group was <0.03~48.91 mg/m 3, and there were statistically significant differences in liver and renal function between the exposure group and the control group ( P<0.05). When the concentration of glyphosate in the air was higher than 5 mg/m3, there was a statistically significant difference in the abnormal rate of renal function between the exposure group and the control group ( P<0.05) . Conclusion:The study sets the occupational exposure limit of glyphosate as 5 mg/m 3. The safety of this standard conforms to the relevant requirements of toxicology and occupational disease epidemiology, and also conforms to the existing economic and technological level in my country, and is highly feasible.
5.Clinical analysis of intracranial hemangioblastomas treated by microsurgery combined with preoperative in-terventional embolization and its related problems
Guangyi JIANG ; Jianrui SUN ; Daling DING ; Xianzhi LIU ; Changhe PANG
Chinese Journal of Microsurgery 2018;41(1):53-56
Objective To investigate the clinical effect of microsurgical resection combined with preoperative interventional embolization in the treatment of solid intracranial hemangioblastomas, and to analyze the effect of pre-operative embolization on tumor resection,and to discuss the surgical technique and perioperative management of mi-crosurgery. Methods From September, 2010 to September, 2015, the clinical signs, preoperative embolization, mi-crosurgery and prognosis of 18 patients with solid hemangioblastomas were retrospectively analyzed. The patients were examined by CTA and MRI,18 patients underwent DSA tumor arterial embolization and tumor microsurgery. Results The tumor diameter was 2.5-4.0 cm, the proportion of preoperative embolization tumor was 100% in 4 cases, 80% -95% in 9 cases,60%-70% in 3 cases and 60% in 2 cases.16 cases(88.9%)were subtotal tumors,2 cases(11.1%) were subtotal resection, 1 case died. No patients with intraoperative blood transfusion.followed up for 2 years without tumor recurrence. Conclusion The risk of postoperative hemangioblastomas is high, and the intervention of em-bolization for tumor artery will reduce the risk of operation.Microsurgery is the preferred treatment,and skilled micro-surgery is the key to treatment.
6.Microsurgical treatment of solitary fibrous tumor in the central nervous system
Daling DING ; Jianrui SUN ; Shukai WANG ; Xianzhi LIU ; Changhe PANG
Chinese Journal of Microsurgery 2018;41(2):109-112
Objective To explore the clinicopathological features,imaging manifestation and treatment of solitary fibrous tumor in the central nervous system(cSFT),in order to improve the diagnosis and treatment.Methods Fourteen cases of cSFT that had been received microsurgery treatment from June,2010 to July,2016 were analyzed retrospectively.The clinicopathological features,treatment and prognosis were concluded and analyzed.Results In 14 patients with cSFT treated with microsurgery,and 1 case in the foramen magnum region for the first time,and enriched the understanding of this disease.Of 14 patients with cSFT,12 received total resection and 2 subtotal or part.The cSFT were pathologically diagnosed as benign tumors in 11 patients and low grade cSFT in 3.The microscopical presence of spindle-shaped tumor cells arranged in fascicles that alternate hypocellular and hypercellular areas separated from each other by collagenous fibre.Immunohistochemistry was positive for Vimentin,and CD34,Bcl-2 of 14 patients,and positive for CD99 in 12 patients.Followed-up time was from 6 to 49 months.Twelve cases had good prognosis to total resection and 2 recurrence due to subtotal or part resection.Conclusion cSFT is extremely rare,and it has some characteristics on MRI,final diagnosis should be depended on pathological and immunohistochemical examination.There are good prognoses in the patients with cSFT after the total removal of cSFT,but when the lesion could not be totally resected,radiotherapy should be considered,the curative effect of chemotherapy on cSFT is not definitive.
7.DNA expression of human cytomegalovirus in glioma and its prognostic significance
Daling DING ; Yuan LI ; Fengjiang ZHANG ; Lixin WU ; Zongze GUO ; Xianzhi LIU ; Jianrui SUN
Chinese Journal of Neuromedicine 2018;17(6):554-557
Objective To explore the DNA expression of human cytomegalovirus (HCMV) in glioma and the association between HCMV infection and prognosis of glioma patients.Methods Used for this study were 89 specimens of glioma which had been surgically ablated and pathologically confirmed from the patients between January 2007 and December 2016 at Department of Neurosurgery,The First Affiliated Hospital of Zhengzhou University,and Department of Neurosurgery,The First Hospital of China Medical University.Of them,32 belonged to WHO grade Ⅱ,31 to WHO grade Ⅲ and 26 to WHO grade Ⅳ.Ten specimens of normal brain tissue were excised as controls from the contemporary patients receiving resection for essential epilepsy.Nested PCR was used to analyze the DNA expression of HCMV in the glioma tissue and normal brain tissue,and in the peripheral blood from the glioma and control patients.Prognosis of the glioma patients was evaluated using the Kaplan-Meier survival analysis.Results The DNA expression of HCMV was positive in 46 of the 89 specimens of glioma,involving 14 cases of WHO grade Ⅱ,16 ones of WHO grade Ⅲ and 16 ones of WHO grade Ⅳ.The DNA expression of HCMV was negative in all the 10 specimens of normal brain tissue.There was a significant difference in the DNA expression of HCMV between the glioma tissue and normal brain tissue (P=0.002).The HCMV DNA was measured in the peripheral blood from 26 glioma patients,involving 10 cases of WHO grade Ⅱ,8 ones of WHO grade Ⅲ and 8 ones of WHO grade Ⅳ.No HCMV DNA was detected in the peripheral blood from the 10 control patients.There was a significant difference between the brain glioma and control groups in gene expression of HCMV in peripheral blood (P=0.048).There were no significant differences in the survival rate between the patients with positive or negative DNA expression of HCMV in the glioma tissue or in the peripheral blood from the glioma and control patients (x2=1.849,P=0.174;x2=0.082,2=0.774).Conclusion HCMV infection may play an active role in pathogenesis and development of glioma.
8.To explore the electric-welding fumes monitoring results and the pulmonary function of workers in Yangzhou city.
Jianrui DOU ; Xiang CAI ; Jinxia CHENG ; Baoli ZHU ; Lizhuang XIE ; Liangliang ZHAO ; Jianfeng WANG ; Bangmei DING
Chinese Journal of Industrial Hygiene and Occupational Diseases 2014;32(5):364-365
Adult
;
Air Pollutants, Occupational
;
analysis
;
Dust
;
analysis
;
Female
;
Humans
;
Male
;
Middle Aged
;
Occupational Exposure
;
adverse effects
;
Occupational Health
;
Welding
;
Young Adult

Result Analysis
Print
Save
E-mail