1.YOLOX-SwinT algorithm improves the accuracy of AO/OTA classification of intertrochanteric fractures by orthopedic trauma surgeons.
Xue-Si LIU ; Rui NIE ; Ao-Wen DUAN ; Li YANG ; Xiang LI ; Le-Tian ZHANG ; Guang-Kuo GUO ; Qing-Shan GUO ; Dong-Chu ZHAO ; Yang LI ; He-Hua ZHANG
Chinese Journal of Traumatology 2025;28(1):69-75
PURPOSE:
Intertrochanteric fracture (ITF) classification is crucial for surgical decision-making. However, orthopedic trauma surgeons have shown lower accuracy in ITF classification than expected. The objective of this study was to utilize an artificial intelligence (AI) method to improve the accuracy of ITF classification.
METHODS:
We trained a network called YOLOX-SwinT, which is based on the You Only Look Once X (YOLOX) object detection network with Swin Transformer (SwinT) as the backbone architecture, using 762 radiographic ITF examinations as the training set. Subsequently, we recruited 5 senior orthopedic trauma surgeons (SOTS) and 5 junior orthopedic trauma surgeons (JOTS) to classify the 85 original images in the test set, as well as the images with the prediction results of the network model in sequence. Statistical analysis was performed using the SPSS 20.0 (IBM Corp., Armonk, NY, USA) to compare the differences among the SOTS, JOTS, SOTS + AI, JOTS + AI, SOTS + JOTS, and SOTS + JOTS + AI groups. All images were classified according to the AO/OTA 2018 classification system by 2 experienced trauma surgeons and verified by another expert in this field. Based on the actual clinical needs, after discussion, we integrated 8 subgroups into 5 new subgroups, and the dataset was divided into training, validation, and test sets by the ratio of 8:1:1.
RESULTS:
The mean average precision at the intersection over union (IoU) of 0.5 (mAP50) for subgroup detection reached 90.29%. The classification accuracy values of SOTS, JOTS, SOTS + AI, and JOTS + AI groups were 56.24% ± 4.02%, 35.29% ± 18.07%, 79.53% ± 7.14%, and 71.53% ± 5.22%, respectively. The paired t-test results showed that the difference between the SOTS and SOTS + AI groups was statistically significant, as well as the difference between the JOTS and JOTS + AI groups, and the SOTS + JOTS and SOTS + JOTS + AI groups. Moreover, the difference between the SOTS + JOTS and SOTS + JOTS + AI groups in each subgroup was statistically significant, with all p < 0.05. The independent samples t-test results showed that the difference between the SOTS and JOTS groups was statistically significant, while the difference between the SOTS + AI and JOTS + AI groups was not statistically significant. With the assistance of AI, the subgroup classification accuracy of both SOTS and JOTS was significantly improved, and JOTS achieved the same level as SOTS.
CONCLUSION
In conclusion, the YOLOX-SwinT network algorithm enhances the accuracy of AO/OTA subgroups classification of ITF by orthopedic trauma surgeons.
Humans
;
Hip Fractures/diagnostic imaging*
;
Orthopedic Surgeons
;
Algorithms
;
Artificial Intelligence
2.Investigating the correlation between white matter injury and cerebral perfusion in preterm infants using arterial spin labeling.
Xiang-Bo KONG ; Fan-Yue QIN ; Wen-Li DUAN ; Lin LU ; Xiao-Chan GUO ; Yan-Ran XUE ; Yin-Gang HONG ; Fa-Lin XU
Chinese Journal of Contemporary Pediatrics 2025;27(6):661-667
OBJECTIVES:
To explore the relationship between white matter injury (WMI) and cerebral perfusion in preterm infants using arterial spin labeling (ASL).
METHODS:
A total of 293 preterm infants (gestational age <34 weeks) hospitalized at the Third Affiliated Hospital of Zhengzhou University between June 2022 and June 2024 were included. After achieving clinical stability, the infants underwent brain magnetic resonance imaging (MRI) and ASL. Based on MRI findings, infants were classified into WMI (n=66) and non-WMI (n=227) groups. Cerebral perfusion parameters were compared between groups, and the association between WMI and perfusion alterations was evaluated.
RESULTS:
The WMI group showed a higher incidence of mild intraventricular hemorrhage (IVH) than the non-WMI group (P<0.05). Significantly lower cerebral perfusion was observed in the WMI group across bilateral frontal, temporal, parietal, and occipital lobes, as well as the basal ganglia and thalamus (P<0.05). After adjusting for gestational age, corrected gestational age at ASL scan, and mild IVH, WMI remained significantly associated with reduced regional perfusion (P<0.05).
CONCLUSIONS
WMI in preterm infants correlates with localized cerebral hypoperfusion. ASL-detected perfusion abnormalities may provide novel insights into WMI pathogenesis.
Humans
;
White Matter/blood supply*
;
Infant, Newborn
;
Spin Labels
;
Infant, Premature
;
Female
;
Male
;
Cerebrovascular Circulation
;
Magnetic Resonance Imaging
3.Status of wearable flexible monitoring devices based on organic field effect transistors in biomedical field
Kai GUO ; Cui-Zhi TANG ; Bo SUN ; Duan-Qiang XIAO ; Yuan-Biao LIU ; En-Xiang JIAO ; Jie GONG ; Hai-Jun ZHANG
Chinese Medical Equipment Journal 2024;45(1):93-100
The working principle and development of flexible semiconductor devices based on organic field effect transistor(OFET)technology were introduced.The current research status of OFET-based wearable flexible monitoring devices were reviewed,including biomechanical monitoring devices,tattoo biomonitoring devices and cellular detection devices and etc.The deficiencies of OFET-based wearable flexible monitoring devices were analyzed,and it's pointed out that miniaturization,personalization and diversification were the directions for the development of the future OFET-based wearable flexible moni-toring devices.[Chinese Medical Equipment Journal,2024,45(1):93-100]
4.Three 2,3-diketoquinoxaline alkaloids with hepatoprotective activity from Heterosmilax yunnanensis
Rong-rong DU ; Xin-yi GUO ; Wen-jie QIN ; Hua SUN ; Xiu-mei DUAN ; Xiang YUAN ; Ya-nan YANG ; Kun LI ; Pei-cheng ZHANG
Acta Pharmaceutica Sinica 2024;59(2):413-417
Three 2,3-diketoquinoxaline alkaloids were isolated from
5.Analysis of the direct economic burden of measles cases and its influencing factors in Shanghai from 2017 to 2019.
Xiang GUO ; Jian Fang DUAN ; Zhi LI ; Jing QIU ; Xiao Ying MA ; Zhuo Ying HUANG ; Jia Yu HU ; Xiu Fang LIANG ; Xiao Dong SUN
Chinese Journal of Preventive Medicine 2023;57(6):857-862
Objective: To analyze the direct economic burden caused by measles cases in Shanghai from 2017 to 2019 and its influencing factors. Methods: A total of 161 laboratory-confirmed measles cases reported from January 1, 2017, to December 31, 2019, in Shanghai were included in the study through the "Measles Surveillance Information Reporting and Management System" of the "China Disease Surveillance Information Reporting and Management System". Through telephone follow-up and consulting hospital data, the basic information of population, medical treatment situation, medical treatment costs and other information were collected, and the direct economic burden of cases was calculated, including registration fees, examination fees, hospitalization fees, medical fees and other disease treatment expenses, as well as transportation and other expenses of cases. The multiple linear regression model was used to analyze the main influencing factors of the direct economic burden. Results: The age of 161 measles cases M (Q1, Q3) was 28.21 (13.33, 37.00) years. Male cases (56.52%) were more than female cases (43.48%). The largest number of cases was≥18 years old (70.81%). The total direct economic burden of 161 measles cases was 540 851.14 yuan, and the per capita direct economic burden was 3 359.32 yuan. The direct economic burden M (Q1, Q3) was 873.00 (245.01, 4 014.79) yuan per person. The results of multiple linear regression model analysis showed that compared with other and unknown occupations, central areas and non-hospitalized cases, the direct economic burden of measles cases was higher in scattered children, childcare children, students, and cadre staff in the occupational distribution, suburban areas and hospitalized, with the coefficient of β (95%CI) values of 0.388 (0.150-0.627), 0.297 (0.025-0.569), 0.327 (0.148-0.506) and 1.031 (0.853-1.209), respectively (all P values<0.05). Conclusion: The direct economic burden of some measles cases in Shanghai is relatively high. Occupation, area of residence and hospitalization are the main factors influencing the direct economic burden of measles cases.
Child
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Humans
;
Male
;
Female
;
Adolescent
;
Financial Stress
;
Cost of Illness
;
China/epidemiology*
;
Health Care Costs
;
Measles/epidemiology*
6.Analysis of the current status and related factors of human papillomavirus infection among community-dwelling women aged 18-24 years without a history of vaccination in Shanghai City.
Jian Fang DUAN ; Xiang GUO ; Jing QIU ; Fang HUANG ; Juan LI ; Zhi LI ; Ying Jie ZHENG ; Xiao Dong SUN
Chinese Journal of Preventive Medicine 2023;57(12):2056-2063
Objective: To understand the status of human papillomavirus (HPV) infection among young women without a history of vaccination in Shanghai, and analyze the related factors of HPV infection in this population. Methods: A total of 2 660 women aged 18-24 years old who had made an appointment for HPV vaccine at 36 community health service centers in Shanghai from July 2022 to February 2023 were selected as the study subjects. Basic information (including demographic characteristics, previous disease history, female menstrual and reproductive history, sexual life history, etc.) was collected by a self-filling electronic questionnaire. Cervical secretions were detected by HPV nucleic acid typing. The multivariate logistic regression model was used to analyze the factors related to high-risk HPV (HR-HPV) infection in the target population. Results: The age of the subjects was (23±1) years old, and the infection rate of HPV was 14.51% (386 cases), among which the infection rates of HR-HPV and low-risk HPV were 13.53% (360 cases) and 1.84% (49 cases), respectively. The main subtypes of HR-HPV infection were HPV52, 16, 58, 39 and 66. The multivariate logistic regression model analysis showed that compared with the control group, the OR (95%CI) values for HR-HPV infection in the group of married, earned less than 2 000 yuan/month, drank alcohol occasionally, gynecological disease history, had two or more sexual partners in the past year, and did not know whether the partners had other sexual partners were 0.41 (0.25-0.66), 0.39 (0.21-0.70), 1.45 (1.13-1.86), 1.29 (1.00-1.66), 2.18-5.18 (1.02-16.05), and 1.82 (1.31-2.54), respectively. Conclusion: The infection rate of HPV among women aged 18-24 years old in Shanghai remains at a high level. The main subtypes of HR-HPV infection are HPV52, 16, 58, 39 and 66. The marital status, economic income level, drinking status, gynecological disease history and sexual life history are related to HR-HPV infection.
Humans
;
Female
;
Adolescent
;
Young Adult
;
Adult
;
Independent Living
;
Papillomavirus Infections/prevention & control*
;
China/epidemiology*
;
Vaccination
7.Analysis of the current status and related factors of human papillomavirus infection among community-dwelling women aged 18-24 years without a history of vaccination in Shanghai City.
Jian Fang DUAN ; Xiang GUO ; Jing QIU ; Fang HUANG ; Juan LI ; Zhi LI ; Ying Jie ZHENG ; Xiao Dong SUN
Chinese Journal of Preventive Medicine 2023;57(12):2056-2063
Objective: To understand the status of human papillomavirus (HPV) infection among young women without a history of vaccination in Shanghai, and analyze the related factors of HPV infection in this population. Methods: A total of 2 660 women aged 18-24 years old who had made an appointment for HPV vaccine at 36 community health service centers in Shanghai from July 2022 to February 2023 were selected as the study subjects. Basic information (including demographic characteristics, previous disease history, female menstrual and reproductive history, sexual life history, etc.) was collected by a self-filling electronic questionnaire. Cervical secretions were detected by HPV nucleic acid typing. The multivariate logistic regression model was used to analyze the factors related to high-risk HPV (HR-HPV) infection in the target population. Results: The age of the subjects was (23±1) years old, and the infection rate of HPV was 14.51% (386 cases), among which the infection rates of HR-HPV and low-risk HPV were 13.53% (360 cases) and 1.84% (49 cases), respectively. The main subtypes of HR-HPV infection were HPV52, 16, 58, 39 and 66. The multivariate logistic regression model analysis showed that compared with the control group, the OR (95%CI) values for HR-HPV infection in the group of married, earned less than 2 000 yuan/month, drank alcohol occasionally, gynecological disease history, had two or more sexual partners in the past year, and did not know whether the partners had other sexual partners were 0.41 (0.25-0.66), 0.39 (0.21-0.70), 1.45 (1.13-1.86), 1.29 (1.00-1.66), 2.18-5.18 (1.02-16.05), and 1.82 (1.31-2.54), respectively. Conclusion: The infection rate of HPV among women aged 18-24 years old in Shanghai remains at a high level. The main subtypes of HR-HPV infection are HPV52, 16, 58, 39 and 66. The marital status, economic income level, drinking status, gynecological disease history and sexual life history are related to HR-HPV infection.
Humans
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Female
;
Adolescent
;
Young Adult
;
Adult
;
Independent Living
;
Papillomavirus Infections/prevention & control*
;
China/epidemiology*
;
Vaccination
8.Comparison of ultrasound-guided percutaneous fascia dilatation with one-step and multi-step percutaneous renal dilatation on renal injury in pigs
Yilian DUAN ; Xinliang GUO ; Cheng YU ; Wen ZHANG ; Mengyun YAO ; Feixiang XIANG
Journal of Chinese Physician 2022;24(9):1285-1289
Objective:To evaluate the renal injury of ultrasound-guided percutaneous fascia dilatation with one-step and multi-step percutaneous renal dilatation on renal injury in pigs.Methods:20 experimental pigs were randomly divided into 16F group and 24F group, with 10 pigs in each group. Under the guidance of ultrasound, the left and right kidneys of each experimental pig in group 16F were expanded by percutaneous renal multi-step expansion and one-step expansion (multi-step dilation subgroup and one-step dilation subgroup respectively) with 16F expander, and the same operation was performed with 24F expander in 24F group. After the operation, the left and right kidneys were left with fistula tubes for 1 week. The duration of hematuria in the renal fistula tubes was observed and compared. One month later, the experimental pigs were killed and the kidneys were removed. The histopathology of each group was observed under the naked eye and microscope. The scar tissue around the nephrostomy channel was removed, and hematoxylin-eosin (HE) and Masson staining were performed respectively. The scar volume was measured by digital image analysis technology, and the percentage of the scar volume in the renal cortex volume was calculated.Results:There was no significant difference in gross hematuria duration between one-step dilation subgroup [(4.60±1.26)d] versus multi-step dilation subgroup [(4.70±1.17)d] of 16F group ( P>0.05); There was no significant difference in gross hematuria duration between one-step dilation subgroup [(5.40±1.25)d] versus multi-step dilation subgroup [(5.50±1.08)d] of the 24F group ( P>0.05). There was no significant difference in the gross and histological observation of pig kidney specimens in 16F group and 24F group. There was no significant difference in the scar volume of the fistula channel [(0.35±0.04)cm 3, (0.36±0.03)cm 3] and its percentage in the whole renal cortical volume [(0.41±0.05)%, (0.41±0.06)%] between one-step dilation subgroup versus multi-step dilation subgroup of 16F group (all P>0.05); there was no significant difference in the scar volume of the fistula channel [(0.48±0.02)cm 3, (0.49±0.04)cm 3] and its percentage in the whole renal cortical volume [(0.52±0.04)%, (0.53±0.07)%] between one-step dilation subgroup versus multi-step dilation subgroup of 24F group (all P>0.05). The scar volume and its percentage in the whole renal cortical volume of the one-step dilation subgroup and the multi-step dilation subgroup in the 24F group were higher than that of the 16F group, with statistically significant difference (all P<0.05). Conclusions:Both one-step and multi-step percutaneous renal dilatation have less damage to renal parenchyma. The multi-step dilatation has no obvious advantage over one-step dilatation in reducing renal parenchyma injury.
9.Series of group standards of Technical Specifications for Revision of Safety Information in Marketed Chinese Patent Medicine Instructions.
Bing ZHANG ; Xiao-Meng ZHANG ; Zhi-Jian LIN ; Ri-Na SA ; Jin-Tao LYU ; Hao WU ; Yao-Lei LI ; Hui-Zhe XU ; Zheng-Kai HUANG ; Yu-Bo GUO ; Xiang-Fei SU ; Xiao-Jiao DUAN
China Journal of Chinese Materia Medica 2022;47(2):285-294
Drug instructions,the statutory and technical documents recording effectiveness and safety information,are an important basis for guiding doctors,pharmacists,and patients to use drugs rationally,and their scientificity,standardization,and accuracy directly affect the medication safety of the public. The sections of adverse drug events,contraindications,precautions,warnings,and application for specific populations in drug instructions directly express safety information and measures for rational use of drugs. In the drug life cycle,marketing authorization holders( MAHs) need to update safety information in the instructions promptly to ensure the safety and effectiveness of clinical drug medication. At present,revising instructions is an important measure to control drug risks. In the drug life cycle,in order to standardize the revision of safety information in the instructions by MAHs and eliminate inexact terms such as " unclear",the Technical Specifications for Revision of Safety Information in Marketed Chinese Patent Medicine Instructions,a series of group standards,have been established under the guidance of Standardization Department,China Association of Chinese Medicine. Therefore,on the basis of the existing rules and regulations,the standardized technical procedures for revising instructions came into being to help clinical safe and rational medication of drugs,and implement the strategy of " Healthy China".
China
;
Drug-Related Side Effects and Adverse Reactions
;
Drugs, Chinese Herbal/adverse effects*
;
Humans
;
Medicine, Chinese Traditional
;
Nonprescription Drugs/adverse effects*
;
Reference Standards
10.Interpretation of Technical Specifications for Revision of Safety Information in Marketed Chinese Patent Medicine Instructions.
Xiao-Meng ZHANG ; Zhi-Jian LIN ; Bing ZHANG ; Ri-Na SA ; Jin-Tao LYU ; Hao WU ; Yao-Lei LI ; Hui-Zhe XU ; Zheng-Kai HUANG ; Yu-Bo GUO ; Xiang-Fei SU ; Xiao-Jiao DUAN
China Journal of Chinese Materia Medica 2022;47(2):295-300
Technical Specifications for Revision of Safety Information in Marketed Chinese Patent Medicine Instructions,a series of group standards,were proposed by Professor ZHANG Bing from Research Center for Pharmacovigilance and Rational Use of Traditional Chinese Medicine,and underwent centralized management by Chinese Association of Chinese Medicine. They were officially released on July 23 and implemented on July 31,2021. The series of group standards consist of six sections,including general principles,adverse drug events,contraindications,precautions,application for special populations,and warnings. The section of general principles is comprised of holistic and programmatic expressions,which explain the general technical requirements for revising the marketed Chinese patent medicine instructions. The other five sections focus on information collection,screening,transformation,and illustration of specific items,forming a standardized revision technical process. This series of standards is the result of multiple rounds of research and the suggestions of more than 200 experts in different professional fields of " medicine-pharmacy-management-law-enterprise" have been gathered therein to reach a consensus. With the purposes of establishing standardized technical specifications for the revision of safety information in the marketed Chinese patent medicine instructions,guiding marketing authorization holders in revising the instructions,filling the gaps in the research of Chinese patent medicine instructions,promoting the deve-lopment of pharmaceutical care and academic research,and encouraging the rational and safe medication of Chinese patent medicine,the series of group standards is of great significance.
China
;
Drug-Related Side Effects and Adverse Reactions
;
Drugs, Chinese Herbal/adverse effects*
;
Humans
;
Medicine, Chinese Traditional
;
Nonprescription Drugs/adverse effects*
;
Pharmacovigilance

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