1.Automated diagnostic classification with lateral cephalograms based on deep learning network model.
Qiao CHANG ; Shao Feng WANG ; Fei Fei ZUO ; Fan WANG ; Bei Wen GONG ; Ya Jie WANG ; Xian Ju XIE
Chinese Journal of Stomatology 2023;58(6):547-553
Objective: To establish a comprehensive diagnostic classification model of lateral cephalograms based on artificial intelligence (AI) to provide reference for orthodontic diagnosis. Methods: A total of 2 894 lateral cephalograms were collected in Department of Orthodontics, Capital Medical University School of Stomatology from January 2015 to December 2021 to construct a data set, including 1 351 males and 1 543 females with a mean age of (26.4± 7.4) years. Firstly, 2 orthodontists (with 5 and 8 years of orthodontic experience, respectively) performed manual annotation and calculated measurement for primary classification, and then 2 senior orthodontists (with more than 20 years of orthodontic experience) verified the 8 diagnostic classifications including skeletal and dental indices. The data were randomly divided into training, validation, and test sets in the ratio of 7∶2∶1. The open source DenseNet121 was used to construct the model. The performance of the model was evaluated by classification accuracy, precision rate, sensitivity, specificity and area under the curve (AUC). Visualization of model regions of interest through class activation heatmaps. Results: The automatic classification model of lateral cephalograms was successfully established. It took 0.012 s on average to make 8 diagnoses on a lateral cephalogram. The accuracy of 5 classifications was 80%-90%, including sagittal and vertical skeletal facial pattern, mandibular growth, inclination of upper incisors, and protrusion of lower incisors. The acuracy rate of 3 classifications was 70%-80%, including maxillary growth, inclination of lower incisors and protrusion of upper incisors. The average AUC of each classification was ≥0.90. The class activation heat map of successfully classified lateral cephalograms showed that the AI model activation regions were distributed in the relevant structural regions. Conclusions: In this study, an automatic classification model for lateral cephalograms was established based on the DenseNet121 to achieve rapid classification of eight commonly used clinical diagnostic items.
Male
;
Female
;
Humans
;
Young Adult
;
Adult
;
Artificial Intelligence
;
Deep Learning
;
Cephalometry
;
Maxilla
;
Mandible/diagnostic imaging*
2.Near-infrared targeted probe designed for intraoperative imaging of prostatic neurovascular bundles.
Zhan Yi ZHANG ; Fan ZHANG ; Ye YAN ; Cai Guang CAO ; Chang Jian LI ; Shao Hui DENG ; Yue Hao SUN ; Tian Liang HUANG ; Yun He GUAN ; Nan LI ; Min LU ; Zhen Hua HU ; Shu Dong ZHANG
Journal of Peking University(Health Sciences) 2023;55(5):843-850
OBJECTIVE:
To investigate the imaging effect of a near-infrared fluorescent targeted probe ICG-NP41 on the neurovascular bundles (NVB) around the prostate in rats.
METHODS:
A near-infrared fluorescent targeted probe ICG-NP41 was synthesized. An animal model for NVB imaging was established using Sprague-Dawley rats (250-400 g). Experiments were conducted using a custom-built near-infrared windowⅡ(NIR-Ⅱ) small animal in vivo imaging system, and images collected were processed using ImageJ and Origin. The fluorescence signal data were statistically analyzed using GraphPad Prism. The signal-to-background ratio (SBR) for NVB was quantitatively calculated to explore the effective dosage and imaging time points. Finally, paraffin pathology sections and HE staining were performed on the imaging structures.
RESULTS:
Except for rats in the control group (n=2), right-sided NVB of the rats injected with ICG-NP41 (n=2 per group) were all observed in NIR-Ⅱ fluorescence mode 2 h and 4 h after administration. At 2 h and 4 h, average SBR of cavernous nerve in 2 mg/kg group in fluorescence mode was 1.651±0.142 and 1.619±0.110, respectively, both higher than that in white light mode (1.111±0.036), with no significant difference (P>0.05); average SBR of 4 mg/kg group in fluorescence mode were 1.168±0.066 and 1.219±0.118, respectively, both higher than that in white light mode (1.081±0.040), with no significant difference (P>0.05). At 2 h and 4 h, the average SBR of 2 mg/kg and 4 mg/kg groups in fluorescence mode were higher than that of the control group (SBR=1), the average SBR of the 2 mg/kg group was higher than that of the 4 mg/kg group, and all the above with no significant difference (P>0.05). The average diameter of the nerve measured by full width at half maxima method was about (178±15) μm. HE staining of paraffin sections showed the right major pelvic ganglion.
CONCLUSION
The near-infrared fluorescent targeted probe ICG-NP41 can be used for real-time imaging of the NVB around the prostate in rats, providing a potential feasible solution for localizing NVB in real time during nerve-sparing radical prostatectomy.
Male
;
Rats
;
Animals
;
Prostate/diagnostic imaging*
;
Paraffin
;
Indocyanine Green
;
Rats, Sprague-Dawley
;
Fluorescent Dyes
3.Analysis of incidence characteristics of occupational chronic benzene poisoning under two diagnostic criteria
Zhimin FAN ; Bei YANG ; Zhipeng DONG ; Haiyan SHAO ; Wenwen LIU ; Xianghua BAO ; Maogong SHI
Chinese Journal of Industrial Hygiene and Occupational Diseases 2021;39(5):350-353
Objective:To analyze the incidence characteristics of occupational chronic benzene poisoning under two diagnostic criteria.Methods:In March 2020, 126 patients who were divided into the old criteria group (74 cases) and the new criteria group (52 cases) were retrospectively analyzed. These patients were diagnosed with occupational chronic benzene poisoning, and were diagnosed in our hospital during the period of January 2009 to December 2019. The gender composition, age of onset, years of benzene exposure, industry distribution, work type, benzene concentration in working environment and diagnostic grade of the two groups of patients were analyzed and compared. The follow-up of 22 benzene poisoning observation subjects under the old criteria were retrospectively analyzed.Results:There were no statistically significant differences in gender composition, age of onset, years of benzene exposure, industry distribution and work type between the old criteria group and the new criteria group ( P>0.05) . In the old criteria group and the new criteria group, 41.9% (31/74) and 17.3% (9/52) of the patients' workplace benzene concentration exceeded the maximum allowable concentration, respectively. The composition of different benzene concentration in the workplace between the two groups showed statistically significant ( P<0.05) . In the old criteria group, the proportion of mild poisoning (79.7%, 59/74) was the majority, while in the new criteria group, the proportion of moderate and severe poisoning (51.9%, 27/52) were the majority, and there was statistically significance in the composition ratio of diagnostic grade between the two groups ( P<0.05) . Under the old criteria, after folow-up of 22 cases of benzene poisoning observation subjects, we observed that 8 cases (36.4%) progressed to the level of chronic benzene poisoning. Conclusion:The revision of diagnostic criteria for benzene poisoning may affect the composition of diagnosis classification. Based on the rights and interests of workers, formulating more complete diagnostic criteria and system policies will be more conducive to the development of occupational benzene poisoning prevention and control.
4.Analysis of incidence characteristics of occupational chronic benzene poisoning under two diagnostic criteria
Zhimin FAN ; Bei YANG ; Zhipeng DONG ; Haiyan SHAO ; Wenwen LIU ; Xianghua BAO ; Maogong SHI
Chinese Journal of Industrial Hygiene and Occupational Diseases 2021;39(5):350-353
Objective:To analyze the incidence characteristics of occupational chronic benzene poisoning under two diagnostic criteria.Methods:In March 2020, 126 patients who were divided into the old criteria group (74 cases) and the new criteria group (52 cases) were retrospectively analyzed. These patients were diagnosed with occupational chronic benzene poisoning, and were diagnosed in our hospital during the period of January 2009 to December 2019. The gender composition, age of onset, years of benzene exposure, industry distribution, work type, benzene concentration in working environment and diagnostic grade of the two groups of patients were analyzed and compared. The follow-up of 22 benzene poisoning observation subjects under the old criteria were retrospectively analyzed.Results:There were no statistically significant differences in gender composition, age of onset, years of benzene exposure, industry distribution and work type between the old criteria group and the new criteria group ( P>0.05) . In the old criteria group and the new criteria group, 41.9% (31/74) and 17.3% (9/52) of the patients' workplace benzene concentration exceeded the maximum allowable concentration, respectively. The composition of different benzene concentration in the workplace between the two groups showed statistically significant ( P<0.05) . In the old criteria group, the proportion of mild poisoning (79.7%, 59/74) was the majority, while in the new criteria group, the proportion of moderate and severe poisoning (51.9%, 27/52) were the majority, and there was statistically significance in the composition ratio of diagnostic grade between the two groups ( P<0.05) . Under the old criteria, after folow-up of 22 cases of benzene poisoning observation subjects, we observed that 8 cases (36.4%) progressed to the level of chronic benzene poisoning. Conclusion:The revision of diagnostic criteria for benzene poisoning may affect the composition of diagnosis classification. Based on the rights and interests of workers, formulating more complete diagnostic criteria and system policies will be more conducive to the development of occupational benzene poisoning prevention and control.
5.Simultaneous determination of three antidepressant drugs in feces by HLPC-MS.
Yi-Fan SHAO ; An-Qi ZHANG ; Tian-Jiao CHEN ; Hai-Bei LI ; Zheng-Shan CHEN ; Jing YIN ; Dong YANG ; Dan-Yang SHI ; Yong-Bing LIANG ; Chun-Yan CHENG ; Rong TAN ; Dong-Liang SUN ; Jun-Wen LI ; Min JIN
Chinese Journal of Applied Physiology 2020;36(6):668-672
6.Entecavir add-on Peg-interferon therapy plays a positive role in reversing hepatic fibrosis in treatment-naïve chronic hepatitis B patients: a prospective and randomized controlled trial.
Jing-Mao YANG ; Li-Ping CHEN ; Ya-Jie WANG ; Bei LYU ; Hong ZHAO ; Zhi-Yin SHANG ; Jun LI ; Zhen-Yu FAN ; Sheng-Di WU ; Xiao MING ; Xian LI ; Shao-Ping HUANG ; Ji-Lin CHENG
Chinese Medical Journal 2020;133(14):1639-1648
BACKGROUND:
The efficacy of entecavir (ETV) add-on peg-interferon therapy compared with ETV monotherapy in treatment-naïve hepatitis B virus (HBV) patients remains controversial. We investigated whether adding peg-interferon to ongoing ETV treatment leads to a better curative effect or not.
METHODS:
All patients have been recruited between August 2013 and January 2015 from the Shanghai Public Health Clinical Center and Zhongshan Hospital (China). Eligible HBV patients (n = 144) were randomly divided (1:1) to receive either ETV monotherapy (n = 70) or peg-interferon add-on therapy from week 26 to 52 (n = 74). Patients were followed-up for at least 2 years. Indexes including hepatitis B surface antigen (HBsAg) and hepatitis B e antigen (HBeAg) seroconversion rate, sustained virologic response, transient elastography value, and histological scores were evaluated every 3 months until the end of the study. The rate of patients with HBsAg loss was defined as the primary endpoint criteria.
RESULTS:
At week 26, no patient achieved HBsAg seroconversion in either group. At week 52, one patient in the monotherapy group was HBsAg-negative but there was none in the combination therapy group. The monotherapy group showed significantly better liver function recovery results than the combination therapy group. At week 78, one patient in the combination group had HBsAg seroconverted. At week 104, only three patients in the combination therapy group were HBsAg-negative compared with one patient in monotherapy. The mean alanine aminotransferase and aspartate aminotransferase levels and transient elastography values decreased significantly compared with baseline. Both groups showed a favorable decrease in alpha-fetoprotein (monotherapy: 4.5 [2.8, 7.1] vs. 2.2 [1.8, 3.1] ng/mL, P < 0.001; combination therapy: 5.7 [3.0, 18.8] vs. 3.2 [2.0, 4.3] ng/mL, P < 0.001) and an improved result of liver biopsy examination scores. The combination group showed a better improvement in histology compared with the monotherapy group (mean transient elastography value 6.6 [4.9, 9.8] vs. 7.8 [5.4, 11.1] kPa, P = 0.028). But there was no significant difference in HBsAg conversion rate (1.8% [1/56] vs. 4.1% [3/73], P = 0.809) and HBeAg conversion rate (12.5% [7/56] vs. 11.0% [8/73], P = 0.787), as well as HBV-DNA, sustained virologic response (93.2% vs. 98.5%, P = 0.150) between the two groups.
CONCLUSIONS:
Both therapies supported liver function recovery and histology improvement. Combination therapy did not show better anti-viral efficacy in HBsAg or HBeAg seroconversion compared with monotherapy. However, combination therapy played a more positive role in reversing hepatic fibrosis compared with monotherapy.
TRIAL REGISTRATION
ClinicalTrials.gov: NCT02849132; https://clinicaltrials.gov/ct2/show/NCT02849132.
7.Analysis of new pneumoconiosis in Yantai from 2010 to 2019
Haiyan SHAO ; Zhimin FAN ; Zhipeng DONG ; Bei YANG ; Wenwen LIU ; Maogong SHI
Chinese Journal of Industrial Hygiene and Occupational Diseases 2020;38(6):427-430
Objective:To analyze the characteristics of new cases of pneumoconiosis in Yantai from 2010 to 2019, and to provide scientific basis for the prevention and control of pneumoconiosis.Methods:In March 2020, 2575 new pneumoconiosis cases in Yantai City from January 1, 2010 to December 31, 2019 were obtained through the "Health Hazard Information Monitoring System" platform under "China Disease Prevention and Control Information System" and patient hospital files. Excel 2007 was used to sort out the database of pneumoconiosis and analyze the epidemiological characteristics of new pneumoconiosis, including gender, age, length of service, type of work, etc.Results:From 2010 to 2019, the majority of new pneumoconiosis cases were male (2542 cases, 98.72%) , and the age of onset was 40-<60 years old (2074 cases, 80.54%) . The main age of onset was 15-<30 years (1534 cases, 59.57%) . Silicosis was the most common type of new pneumoconiosis (2313 cases, 89.83%) . There were 2262 cases (87.84%) with one stage of pneumoconiosis. The main types of work were rock driller (799 cases, 31.03%) , hauler (797 cases, 30.95%) , other mine workers (391 cases, 15.18%) . The economic type of enterprises was mainly state-owned enterprises (1156 cases, 44.89%) . The scale of enterprises mainly concentrated in large enterprises (1897 cases, 73.67%) .Conclusion:The new pneumoconiosis in Yantai City shows obvious concentration of disease and work types.It is necessary to strengthen the prevention and treatment of silicosis and the training of protection knowledge for rock drillers and transport workers.
8.Clinical study of sequential glucocorticoids in the treatment of acute mercury poisoning complicated with interstitial pneumonia
Zhimin FAN ; Haiyan SHAO ; Bei YANG ; Zhipeng DONG ; Wenwen LIU ; Maogong SHI
Chinese Journal of Industrial Hygiene and Occupational Diseases 2020;38(8):621-624
Objective:To study the clinical efficacy of sequential glucocorticoids in the treatment of acute mercury poisoning complicated with interstitial pneumonia.Methods:Retrospective analysis of 37 patients with acute mercury poisoning complicated with interstitial pneumonia admitted from January 2009 to April 2019, including the sequential treatment group (15 cases) and the conventional treatment group (22 cases) , all patients were treated with sodium dimercaptopropane sulfonate, and given anti-inflammatory, liver-protecting and other drugs for symptomatic treatment. The conventional treatment group was given methylprednisolone 1mg/kg once a day for 5-7 days. The sequential treatment group was given 1 mg/kg of methylprednisolone once a day for 5-7 days, then gradually reduced to 20 mg, and the total course of treatment was 14-21 days. To observe the changes of clinical symptoms, signs, lung function including forced vital capacity (FVC) , forced expiratory volume in the first second (FEV 1) and ratio of forced expiratory volume in the first second to forced vital capacity (FEV 1/FVC) , and chest CT indexes before and after treatment in the two groups. Results:The clinical symptoms and signs of the two groups were significantly improved compared with those before treatment, and there was no significant difference between the apparent efficiency and the total effective rate of the two groups ( P>0.05) . The FVC, FEV 1, and FEV 1/FVC of the two groups were significantly higher than those before treatment. After treatment, the indexes of the sequential treatment group were significantly higher than that of the conventional treatment group, and the difference was statistically significant ( P<0.05) . The apparent efficiency (93.3%, 14/15) of CT lesions in the sequential treatment group was significantly higher than those of the conventional treatment group (59.1%, 13/22) , and the difference was statistically significant ( P< 0.05) . Conclusion:Sequential glucocorticoid treatment of acute mercury poisoning complicated with interstitial pneumonia could improve the effect of clinical signs and symptoms which is equal to conventional treatment, but it could better promote the recovery of lung function and the absorption of lung lesions.
9.Analysis of new pneumoconiosis in Yantai from 2010 to 2019
Haiyan SHAO ; Zhimin FAN ; Zhipeng DONG ; Bei YANG ; Wenwen LIU ; Maogong SHI
Chinese Journal of Industrial Hygiene and Occupational Diseases 2020;38(6):427-430
Objective:To analyze the characteristics of new cases of pneumoconiosis in Yantai from 2010 to 2019, and to provide scientific basis for the prevention and control of pneumoconiosis.Methods:In March 2020, 2575 new pneumoconiosis cases in Yantai City from January 1, 2010 to December 31, 2019 were obtained through the "Health Hazard Information Monitoring System" platform under "China Disease Prevention and Control Information System" and patient hospital files. Excel 2007 was used to sort out the database of pneumoconiosis and analyze the epidemiological characteristics of new pneumoconiosis, including gender, age, length of service, type of work, etc.Results:From 2010 to 2019, the majority of new pneumoconiosis cases were male (2542 cases, 98.72%) , and the age of onset was 40-<60 years old (2074 cases, 80.54%) . The main age of onset was 15-<30 years (1534 cases, 59.57%) . Silicosis was the most common type of new pneumoconiosis (2313 cases, 89.83%) . There were 2262 cases (87.84%) with one stage of pneumoconiosis. The main types of work were rock driller (799 cases, 31.03%) , hauler (797 cases, 30.95%) , other mine workers (391 cases, 15.18%) . The economic type of enterprises was mainly state-owned enterprises (1156 cases, 44.89%) . The scale of enterprises mainly concentrated in large enterprises (1897 cases, 73.67%) .Conclusion:The new pneumoconiosis in Yantai City shows obvious concentration of disease and work types.It is necessary to strengthen the prevention and treatment of silicosis and the training of protection knowledge for rock drillers and transport workers.
10.Clinical study of sequential glucocorticoids in the treatment of acute mercury poisoning complicated with interstitial pneumonia
Zhimin FAN ; Haiyan SHAO ; Bei YANG ; Zhipeng DONG ; Wenwen LIU ; Maogong SHI
Chinese Journal of Industrial Hygiene and Occupational Diseases 2020;38(8):621-624
Objective:To study the clinical efficacy of sequential glucocorticoids in the treatment of acute mercury poisoning complicated with interstitial pneumonia.Methods:Retrospective analysis of 37 patients with acute mercury poisoning complicated with interstitial pneumonia admitted from January 2009 to April 2019, including the sequential treatment group (15 cases) and the conventional treatment group (22 cases) , all patients were treated with sodium dimercaptopropane sulfonate, and given anti-inflammatory, liver-protecting and other drugs for symptomatic treatment. The conventional treatment group was given methylprednisolone 1mg/kg once a day for 5-7 days. The sequential treatment group was given 1 mg/kg of methylprednisolone once a day for 5-7 days, then gradually reduced to 20 mg, and the total course of treatment was 14-21 days. To observe the changes of clinical symptoms, signs, lung function including forced vital capacity (FVC) , forced expiratory volume in the first second (FEV 1) and ratio of forced expiratory volume in the first second to forced vital capacity (FEV 1/FVC) , and chest CT indexes before and after treatment in the two groups. Results:The clinical symptoms and signs of the two groups were significantly improved compared with those before treatment, and there was no significant difference between the apparent efficiency and the total effective rate of the two groups ( P>0.05) . The FVC, FEV 1, and FEV 1/FVC of the two groups were significantly higher than those before treatment. After treatment, the indexes of the sequential treatment group were significantly higher than that of the conventional treatment group, and the difference was statistically significant ( P<0.05) . The apparent efficiency (93.3%, 14/15) of CT lesions in the sequential treatment group was significantly higher than those of the conventional treatment group (59.1%, 13/22) , and the difference was statistically significant ( P< 0.05) . Conclusion:Sequential glucocorticoid treatment of acute mercury poisoning complicated with interstitial pneumonia could improve the effect of clinical signs and symptoms which is equal to conventional treatment, but it could better promote the recovery of lung function and the absorption of lung lesions.

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