1.Brain midline segmentation method based on prior knowledge and path optimization.
Shuai GENG ; Yonghui LI ; Yu AO ; Weili SHI ; Yu MIAO ; Shuhan WANG ; Zhengang JIANG
Journal of Biomedical Engineering 2025;42(4):766-774
To address the challenges faced by current brain midline segmentation techniques, such as insufficient accuracy and poor segmentation continuity, this paper proposes a deep learning network model based on a two-stage framework. On the first stage of the model, prior knowledge of the feature consistency of adjacent brain midline slices under normal and pathological conditions is utilized. Associated midline slices are selected through slice similarity analysis, and a novel feature weighting strategy is adopted to collaboratively fuse the overall change characteristics and spatial information of these associated slices, thereby enhancing the feature representation of the brain midline in the intracranial region. On the second stage, the optimal path search strategy for the brain midline is employed based on the network output probability map, which effectively addresses the problem of discontinuous midline segmentation. The method proposed in this paper achieved satisfactory results on the CQ500 dataset provided by the Center for Advanced Research in Imaging, Neurosciences and Genomics, New Delhi, India. The Dice similarity coefficient (DSC), Hausdorff distance (HD), average symmetric surface distance (ASSD), and normalized surface Dice (NSD) were 67.38 ± 10.49, 24.22 ± 24.84, 1.33 ± 1.83, and 0.82 ± 0.09, respectively. The experimental results demonstrate that the proposed method can fully utilize the prior knowledge of medical images to effectively achieve accurate segmentation of the brain midline, providing valuable assistance for subsequent identification of the brain midline by clinicians.
Humans
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Brain/diagnostic imaging*
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Deep Learning
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Image Processing, Computer-Assisted/methods*
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Algorithms
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Magnetic Resonance Imaging/methods*
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Neural Networks, Computer
2.Effect of lumbar manipulation for lumbar disc herniation at different protrusion locations based on Michigan State University grading.
Shuai PEI ; Jie YU ; Ming-Hui ZHUANG ; Hong JIANG ; Yu-Wei LI
China Journal of Orthopaedics and Traumatology 2025;38(8):786-791
OBJECTIVE:
To study the efficacy of lumbar oblique manipulation in the treatment of lumbar disc herniation with different herniation locations based on MSU classification.
METHODS:
A total of 272 patients with lumbar disc herniation who were treated from June 2023 to December 2023 were divided into central type group, paracentral type group, and far lateral type group. Among them, there were 73 cases in the central type group, including 41 males and 32 females, with an age of (46.39±6.89) years;161 cases in the paracentral type group, including 88 males and 73 females, with an age of (37.14±5.89) years;and 38 cases in the far lateral type group, including 22 males and 16 females, with an age of (28.56±4.89) years. The visual analogue scale (VAS) and straight leg raising angle of the three groups of patients before treatment, after treatment, and at 1 and 3 months after treatment were recorded, and inter-group, intra-group, and correlation comparisons were made.
RESULTS:
A total of 272 patients were followed up, with a follow-up time of (3.0±0.2) months. The VAS score of central type patients after treatment was 2(2, 3) points, which was lower than 4(3, 5) points before treatment, and the difference was statistically significant (P<0.05). There was no statistically significant difference between 1 month and 3 months after treatment and before treatment (P>0.05). The VAS score of paracentral type patients after treatment 2(2, 3) points and 1 month after treatment 3(2, 4) points were lower than that before treatment 5(4, 6) points, and the differences were statistically significant (P<0.05). There was no statistically significant difference in VAS between 3 months after treatment and before treatment (P>0.05). There were no statistically significant differences in VAS scores of far lateral type patients before treatment, after treatment, and at 1 and 3 months after treatment (P>0.05). The straight leg raising angle of central type patients after treatment 64(58, 69) and 1 month after treatment 58(52, 65) were significantly different from that before treatment 44(40, 51) (P<0.05);there was no statistically significant difference between 3 months after treatment and before treatment (P>0.05). The straight leg raising angle of paracentral type patients after treatment 61(55, 67)°, 1 month after treatment 61(53, 66)°, and 3 months after treatment 47(41, 56)° were significantly different from that before treatment 44(36, 52)° (P<0.05). There were no statistically significant differences in the straight leg raising angle of far lateral type patients before treatment, after treatment, and at 1 and 3 months after treatment (P>0.05). There was a correlation between VAS and straight leg raising angle in the three groups of patients, but there was no linear relationship.
CONCLUSION
Lumbar oblique manipulation has a better effect in treating patients with central and paracentral lumbar disc herniation, but a poor effect in treating far lateral type;after treatment, the curative effect of paracentral type patients lasts longer than that of central type patients.
Humans
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Male
;
Female
;
Intervertebral Disc Displacement/physiopathology*
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Adult
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Lumbar Vertebrae/physiopathology*
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Middle Aged
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Manipulation, Spinal
3.Diagnosis of coronary artery lesions in children based on Z-score regression model.
Yong WANG ; Jia-Ying JIANG ; Yan DENG ; Bo LI ; Ping SHUAI ; Xiao-Ping HU ; Yin-Yan ZHANG ; Han WU ; Lu-Wei YE ; Qian PENG
Chinese Journal of Contemporary Pediatrics 2025;27(2):176-183
OBJECTIVES:
To construct a Z-score regression model for coronary artery diameter based on echocardiographic data from children in Sichuan Province and to establish a Z-score calculation formula.
METHODS:
A total of 744 healthy children who underwent physical examinations at Sichuan Provincial People's Hospital from January 2020 to December 2022 were selected as the modeling group, while 251 children diagnosed with Kawasaki disease at the same hospital from January 2018 to December 2022 were selected as the validation group. Pearson correlation analysis was conducted to analyze the relationships between coronary artery diameter values and age, height, weight, and body surface area. A regression model was constructed using function transformation to identify the optimal regression model and establish the Z-score calculation formula, which was then validated.
RESULTS:
The Pearson correlation analysis showed that the correlation coefficients for the diameters of the left main coronary artery, left anterior descending artery, left circumflex artery, and right coronary artery with body surface area were 0.815, 0.793, 0.704, and 0.802, respectively (P<0.05). Among the constructed regression models, the power function regression model demonstrated the best performance and was therefore chosen as the optimal model for establishing the Z-score calculation formula. Based on this Z-score calculation formula, the detection rate of coronary artery lesions was found to be 21.5% (54/251), which was higher than the detection rate based on absolute values of coronary artery diameter. Notably, in the left anterior descending and left circumflex arteries, the detection rate of coronary artery lesions using this Z-score calculation formula was higher than that of previous classic Z-score calculation formulas.
CONCLUSIONS
The Z-score calculation formula established based on the power function regression model has a higher detection rate for coronary artery lesions, providing a strong reference for clinicians, particularly in assessing coronary artery lesions in children with Kawasaki disease.
Humans
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Male
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Female
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Child, Preschool
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Child
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Coronary Artery Disease/diagnostic imaging*
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Infant
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Mucocutaneous Lymph Node Syndrome
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Regression Analysis
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Coronary Vessels/diagnostic imaging*
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Echocardiography
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Adolescent
4.The 5-HT Descending Facilitation System Contributes to the Disinhibition of Spinal PKCγ Neurons and Neuropathic Allodynia via 5-HT2C Receptors.
Xiao ZHANG ; Xiao-Lan HE ; Zhen-Hua JIANG ; Jing QI ; Chen-Chen HUANG ; Jian-Shuai ZHAO ; Nan GU ; Yan LU ; Qun WANG
Neuroscience Bulletin 2025;41(7):1161-1180
Neuropathic pain, often featuring allodynia, imposes significant physical and psychological burdens on patients, with limited treatments due to unclear central mechanisms. Addressing this challenge remains a crucial unsolved issue in pain medicine. Our previous study, using protein kinase C gamma (PKCγ)-tdTomato mice, highlights the spinal feedforward inhibitory circuit involving PKCγ neurons in gating neuropathic allodynia. However, the regulatory mechanisms governing this circuit necessitate further elucidation. We used diverse transgenic mice and advanced techniques to uncover the regulatory role of the descending serotonin (5-HT) facilitation system on spinal PKCγ neurons. Our findings revealed that 5-HT neurons from the rostral ventromedial medulla hyperpolarize spinal inhibitory interneurons via 5-HT2C receptors, disinhibiting the feedforward inhibitory circuit involving PKCγ neurons and exacerbating allodynia. Inhibiting spinal 5-HT2C receptors restored the feedforward inhibitory circuit, effectively preventing neuropathic allodynia. These insights offer promising therapeutic targets for neuropathic allodynia management, emphasizing the potential of spinal 5-HT2C receptors as a novel avenue for intervention.
Animals
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Neuralgia/physiopathology*
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Protein Kinase C/metabolism*
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Receptor, Serotonin, 5-HT2C/metabolism*
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Hyperalgesia/physiopathology*
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Mice, Transgenic
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Mice
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Spinal Cord/metabolism*
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Serotonin/metabolism*
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Male
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Neurons/metabolism*
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Mice, Inbred C57BL
5.Comparison on direct and after ultrasound-guided percutaneous transluminal angioplasty of radial artery arteriovenous fistula formation and reverse"J"arteriovenous graft formation in hemodialysis patients with relative small diameter vessels
Yan JIANG ; Zhiqian XIONG ; Liting LIU ; Chaojiang SU ; Yan CHEN ; Shuai ZHANG ; Zongyang LIU
Chinese Journal of Interventional Imaging and Therapy 2025;22(3):159-163
Objective To compare the application value of direct arteriovenous fistula(AVF),after ultrasound-guided percutaneous transluminal angioplasty(PTA)dilation of radial artery AVF formation and reverse"J"arteriovenous graft(AVG)in hemodialysis patients with small diameter vessels.Methods Totally 96 end-stage renal disease patients with distal radial artery<1.5 mm and cephalic vein≥2.0 mm who planning to receive hemodialysis were retrospectively enrolled.The patients were divided into AVF group(n=30),PTA+AVF group(n=34)and AVG group(n=32)according to fistulization methods.The technical success rate,clinical success rate,primary patency rate and secondary patency rate were compared among groups.Results The technical success rate of AVF group,PTA+AVF group and AVG group was 80.00%,94.12%and 100%,respectively,and the clinical success rate was 30.00%,82.35%and 93.75%,respectively,with significant differences among 3 groups(both P<0.05).The primary patency rate 1,3,6,9 and 12 months after fistulization in AVF group was 80.00%,30.00%,27.59%,27.59%and 24.14%,respectively,in PTA+AVF group was 94.12%,82.35%,78.79%,68.75%and 62.50%,respectively,while in AVG group was 100%,93.33%,83.33%,76.67%and 66.67%,respectively,all being significant different among 3 groups(all P<0.05).The secondary patency rate 1,3,6,9 and 12 months after fistulization in AVF group was 83.33%,75.00%,75.00%,70.83%and 58.33%,respectively,in PTA+AVF group was 93.33%,93.33%,83.33%,83.33%and 80.00%,respectively,while in AVG group was 100%,100%,93.33%,90.00%and 80.00%,respectively,also being significant different among 3 groups(all P<0.05).Conclusion Compared with direct and after ultrasound-guided PTA dilation of radial artery AVF formation,AVG formation was more valuable for hemodialysis patients with small diameter vessels.
6.Analysis on the Impact Mechanism of Open Sharing of Medical Health Data Based on the Value Orientation
Chinese Health Economics 2025;44(6):88-92
Objective:It aimed to analyze the influencing factors of open sharing of healthcare data in public hospitals and identify the relationship between the factors,so as to provide references for realizing the value of data reuse.Methods:Through the review of healthcare data policies and related literature analysis,the key factors affecting the openly sharing of data were pre-summarized with the help of the technology-organization-environment analysis framework.The expert consultation method,the decision-making trial and evaluation laboratory method were further used to screen those key affecting factors and clarify the interaction between the factors.Results:A total of 8 cause factors and 6 result factors were selected.Among them,data sharing technical specifications,data security technology and data sharing support platform were the top 3 cause reasons.The quality of health data,ownership of health data and decentralization of healthcare data were the top three in the outcome factors.Conclusion:It was suggested to establish and improve data sharing technical specifications and multi-level data sharing support platform,and improve data security and quality of medical and health data.At the same time,it needed to clarify the ownership of medical data rights and responsibilities,and gradually realize the integration and open sharing of healthcare data.
7.Key Issues and Countermeasures in the Management of Primary Care Disease Admissions in Tertiary Hospitals under DIP Payment
Jinghan SU ; Di CHEN ; Yaxin PEI ; Jing WANG ; Fang SHI ; Zaihua GAO ; Shuai JIANG
Chinese Health Economics 2025;44(11):11-13
The Diagnosis-Intervention Packet(DIP)payment exerts notable effects on hospitals' economic operations.As centralized hubs of high-quality medical resources,tertiary hospitals face a functional mismatch with the provision of services for primary care diseases.By analyzing the admission and payment practices for primary care diseases in sample hospitals in Henan Province,it identifies key challenges,including inadequate alignment between healthcare payment reform policies and management systems,weak foundational capabilities in hospital health insurance informatization,and insufficient awareness of health insurance policies among medical staff.It is recommended that hospitals should strengthen communication and coordination with health insurance administration agencies to foster positive interactions between healthcare providers and insurers;continuously advance in-house health insurance informatization and enhance data governance capabilities;improve strategic awareness and innovate value-based health insurance management models.
8.Research on the Evolution and Development Trend of Operation Management of Public Hospitals in China
Suxian WANG ; Zhiping GUO ; Yaojun ZHAO ; Li ZHENG ; Jianping HU ; Shuai JIANG ; Yudong MIAO ; Qingfeng TIAN
Chinese Hospital Management 2025;45(3):15-17,27
Operation management is an important tool to promote the high-quality development of public hospitals in China.Since the founding of New China,based on China's economic and social development and medical and health system reform,the evolution of operation management of public hospitals in China can be divided into four stages,the system building stage(1949-1978),the liberalization and revitalization stage(1979-1996),the operation mechanism reform stage(1997-2020),and the new stage of high-quality development(2021 present).The development trend of public hospital operation management in future should deepen the public welfare-oriented public hospital operation management,explore the value-oriented medical operation management model based on high-quality development and the refined operation and management model of public hospitals,so as to promote the high-quality development of public hospitals in China.
9.Key Issues and Countermeasures of Urban-Rural Hospital Pairing Support from the Perspective of Collaborative Governance Theory
Chinese Hospital Management 2025;(9):94-96
Urban-rural hospital pairing assistance is a key measure to enhance the service capacity of primary medical institutions.According to the theoretical framework of collaborative governance,this paper systematically an-alyzes the problems existing in the pairing assistance practice process,such as the unbalanced medical resource allo-cation,imperfect coordinated safeguard mechanism,inconsistent pairing assistance subject goals,and lagging pairing assistance information construction.It also proposes to optimize the allocation of medical resources,improve management systems and incentive mechanisms,unify the goals of multiple subjects,and strengthen the informa-tion sharing mechanism.And further provide theoretical and practical references for building a sustainable pairing as-sistance mechanism and promote the high-quality development of the pairing assistance work.
10.Research of miR-508-3p involvement in ovarian cancer progression by regulating ZEB1
Yu-hong XU ; Shuai-ying ZHU ; Jiang-jing SHAN ; Wei-ping ZHENG ; Hui-ya ZHANG ; Yun-gen WANG
The Chinese Journal of Clinical Pharmacology 2025;41(2):193-197
Objective To investigate the expression of microRNA-508-3p(miR-508-3p)in epithelial ovarian cancer(EOC)tissue,its impact on the migration and invasion of ovarian cancer cells,and its regulatory relationship with zinc-finger E-box-binding homeobox 1(ZEB1).Methods The surgical resection of EOC cancer tissues and paired adjacent normal tissues were collected.SKOV3 cells were divided into the NC mimic group(transfected with NC mimic),miR-508-3p mimic group(transfected with miR-508-3p mimic),si-NC group(transfected with si-NC),si-ZEB1 group(transfected with si-ZEB1)and co-transfection group(co-transfected with si-ZEB1 and miR-508-3p mimic).The mRNA expression levels of miR-508-3p and ZEB1 in EOC cancer tissues,adjacent normal tissues and five groups of cells were measured by real-time quantitative polymerase chain reaction.The Transwell assay was used to detect the cell migration and invasion abilities.Results The relative expression levels of miR-508-3p in EOC tissues and adjacent normal tissues were 0.77±0.36 and 1.07±0.40,the relative expression levels of ZEB1 mRNA in EOC tissues and adjacent normal tissues were 2.10±1.21 and 1.29±0.95,and the differences were statistically significant(all P<0.01).The migration cell number of the NC mimic,miR-508-3p mimic,si-NC,si-ZEB1 and co-transfection groups was 633.00±32.49,319.20±19.89,650.40±25.85,375.00±17.25 and 129.40±17.10;the invasion cell number was 527.20±25.01,288.60±16.68,520.00±25.83,293.40±18.37 and 76.60±8.76;the relative expression levels of miR-508-3p were 1.05±0.37,3.94±1.21,1.01±0.21,1.26±0.34 and 3.40±0.41;the relative expression levels of ZEB1 mRNA were 1.00±0.04,0.58±0.05,1.00±0.08,0.54±0.07 and 0.29±0.03,respectively.The above indicators showed statistically significant differences between the miR-508-3p mimic group and the NC mimic group,between the si-NC group and the co-transfection group(P<0.01,P<0.05).Conclusion MiR-508-3p is lowly expressed in EOC cancer tissue,and it may inhibit the migration and invasion of ovarian cancer cells by targeting ZEB1 expression.

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