1.Research on ST-T change recognition algorithm based on lead attention network
Liang WEI ; Yun-chi LI ; Jun XIE ; Tong XU ; Feng ZUO ; Yong-qin LI ; Bi-hua CHEN ; Mi HE ; Yu-shun GONG
Chinese Medical Equipment Journal 2025;46(7):1-11
Objective To propose a lead attention network-based ST-T change recognition algorithm to detect ECG ST-T changes accurately.Methods Firstly,heartbeat signals were extracted through R-wave localization,and a 12-lead heartbeat matrix was generated by correlation-based screening and merging to realize data augmentation.Secondly,a lead attention module was constructed by combining depthwise convolution(DWConv)with the channel attention squeeze-and-excitation block(SE-block)structure to perceive the differences in ST-T status among electrocardiogram leads.Thirdly,the mapping output by two independent attention modules was fused and splicing with the original signal residual was carried out,so that attention information extraction and original information transfer were enhanced effectively.Finally,SE-ResNet was used as the backbone network to extract signal features to complete the classification and identification of ST-T changes.To validate the recognition performance of the proposed algorithm for ST-T changes in ECG,the 12-lead ECG data of 97 472 patients containing different ECG rhythms were collected for ablation and comparison experiments at the First Affiliated Hospital of Army Medical University.Results The proposed algorithm achieved an AUC of 0.965 with a sensitivity of 90.51%,specificity of 90.23%,positive predictive value of 89.24%and overall accuracy of 90.36%on an independent test set.Comparative analysis demonstrated superior performance to four benchmark architectures,including VGG16,ResNet18,MobileNetV3-Small and ShuffleNet,in terms of both classification accuracy and computational efficiency.Conclusion The algorithm designed can accurately detect ST-T changes and can be used for wearable ECG automatic analysis to assist in the early warning of cardiovascular diseases in both acute and chronic patients and highland residents.[Chinese Medical Equipment Journal,2025,46(7):1-11]
2.Research on ST-T change recognition algorithm based on lead attention network
Liang WEI ; Yun-chi LI ; Jun XIE ; Tong XU ; Feng ZUO ; Yong-qin LI ; Bi-hua CHEN ; Mi HE ; Yu-shun GONG
Chinese Medical Equipment Journal 2025;46(7):1-11
Objective To propose a lead attention network-based ST-T change recognition algorithm to detect ECG ST-T changes accurately.Methods Firstly,heartbeat signals were extracted through R-wave localization,and a 12-lead heartbeat matrix was generated by correlation-based screening and merging to realize data augmentation.Secondly,a lead attention module was constructed by combining depthwise convolution(DWConv)with the channel attention squeeze-and-excitation block(SE-block)structure to perceive the differences in ST-T status among electrocardiogram leads.Thirdly,the mapping output by two independent attention modules was fused and splicing with the original signal residual was carried out,so that attention information extraction and original information transfer were enhanced effectively.Finally,SE-ResNet was used as the backbone network to extract signal features to complete the classification and identification of ST-T changes.To validate the recognition performance of the proposed algorithm for ST-T changes in ECG,the 12-lead ECG data of 97 472 patients containing different ECG rhythms were collected for ablation and comparison experiments at the First Affiliated Hospital of Army Medical University.Results The proposed algorithm achieved an AUC of 0.965 with a sensitivity of 90.51%,specificity of 90.23%,positive predictive value of 89.24%and overall accuracy of 90.36%on an independent test set.Comparative analysis demonstrated superior performance to four benchmark architectures,including VGG16,ResNet18,MobileNetV3-Small and ShuffleNet,in terms of both classification accuracy and computational efficiency.Conclusion The algorithm designed can accurately detect ST-T changes and can be used for wearable ECG automatic analysis to assist in the early warning of cardiovascular diseases in both acute and chronic patients and highland residents.[Chinese Medical Equipment Journal,2025,46(7):1-11]
3.Design of dilation incision device for neurosurgical procedures
Yu-Wei HAN ; Li-Gang CHEN ; Xin-Yu YANG ; Shun GONG ; Guo-Biao LIANG ; Hai JIN ; Jie-Yu LAI
Chinese Medical Equipment Journal 2024;45(10):37-40
Objective To design and evaluate a dilation incision device capable of facilitating stable support and flexible adjustment during neurosurgical procedures.Methods The dilation incision device was composed of a support plate,an adjustment assembly,a brain support ring,a rotation assembly,an electric motor,an expansion assembly and a neck support ring.The support plate was made of high-strength stainless steel;the adjustment assembly was made up of a first screw,a lifting groove,a slide bar and a nut;the brain support ring was fixed to the adjustment assembly through a support rod,with an outer layer of medical-grade silicone and an inner layer of stainless steel skeleton;the rotation assembly connected the brain support ring with the expansion assembly and consisted of a rotating shaft,a connecting rod and a rotating lug;a high-precision direct current servo motor was selected for the device;the expansion assembly included a spring,an expansion plate and a moving plate,which realized auto expansion or contraction through spring pressure;the neck support ring had its outer layer made of flexible polyurethane foam and inner layer being a stainless steel skeleton.The device had its stability and safety evaluated by static and dynamic tests at different heights(50,100,150 mm)and angles(0°,30°,60°),which was compared with the traditional fixation device to verify its application effect.Results Static and dynamic tests indicated the device showed high stability and safety in different heights and angles,and gained advantages over the traditional device in stability,convenient operation and surgical field visualization.Conclusion The device developed meets the requirements of neurosurgical procedures,and enhances the safety and portability of neurosurgical procedures.[Chinese Medical Equipment Journal,2024,45(10):37-40]
4.Research status of mechanism of psilocybin in the treatment of treatment-resistant depression
Guang-Shun HUA ; Chen-Yang GUO ; Hang ZHANG ; Yu-Ting GUO ; Si-Miao GONG ; Yan YANG
The Chinese Journal of Clinical Pharmacology 2024;40(16):2428-2432
Refractory depression is a drug-resistant subtype of major depressive disorder for which there is a lack of effective and durable treatments.Seroxibine,the active substance in the mushroom Capsicum annuum,is a natural 5-hydroxytryptamine hallucinogen that activates the 5-hydroxytryptamine 2A receptor to mediate multiple aspects of antidepressant effects.In recent years,it has received renewed attention for its outstanding therapeutic effects in the treatment of refractory depression or other psychiatric disorders.Therefore,this paper summarizes the studies on neuroplasticity,brain neural connectivity network,neurotransmitters,immune factors,microbiota-gut-brain axis,and clinical efficacy of seloxipine in domestic and international literature,and explores the possible mechanisms of seloxipine's effect on refractory depression,with a view to providing theoretical basis for the clinical application of this drug.
5.Effect of Qingzao Jiufeitang on Protein Expression Related to Autophagy Initiation in Lung Cancer Cells Through AMPK inhibition
Han-shun ZHANG ; Gong YU ; Cheng LIU ; Bin XIE
Chinese Journal of Experimental Traditional Medical Formulae 2022;28(5):25-31
ObjectiveTo observe the effects of Qingzao Jiufeitang on the expression of adenosine 5′-monophosphate (AMP)-activated protein kinase (AMPK), mammalian target of rapamycin (mTOR), and UNC-51-like kinase 1 (ULK1) in lung cancer cells after the application of AMPK inhibitor (compound C). MethodMale C57BL/6J mice were randomly divided into a model group, a cyclophosphamide (CTX) group (50 mg·kg-1), a Qingzao Jiufeitang group (11 g·kg-1), an AMPK inhibitor group (10 mg·kg-1), and a Qingzao Jiufeitang combined with AMPK inhibitor group (combination group) (11 g·kg-1+10 mg·kg-1). Lewis lung cancer cells were subcutaneously injected into the right axilla to induce a tumor-bearing model. 24 hours after modeling, the mice in the CTX group were intraperitoneally injected once every other day for seven times in total. The mice in the AMPK inhibitor group and the combination group received intraperitoneal injection of compound C, once a day for 14 days. The mice in the Qingzao Jiufeitang group and the combination group were administered orally at the set dose for 14 days before and after modeling. At the end of the experiment, the mice in each group were sacrificed. The tumor-bearing tissues were collected, and the tumor weight of each group was counted. Transmission electron microscopy (TEM) was used to observe the formation of autolysosomes in lung cancer tissues of each group. Western blot was used to detect the protein expression of AMPK, phosphorylated AMPK (p-AMPK), mTOR, phosphorylated mTOR (p-mTOR), ULK1, phosphorylated ULK1 (p-ULK1), microtubule-associated protein 1 light chain 3B (LC3B), and p62. Hematoxylin-eosin (HE) staining was used to observe the pathological changes of lung cancer in each group. ResultCompared with the model group, the Qingzao Jiufeitang group showed decreased tumor weight (P<0.01), the formation of autolysosomes under the electron microscope, increased protein expression of p-AMPK, p-ULK1, LC3B, LC3B-Ⅱ, and p-AMPK/AMPK, p-ULK1/ULK1, and LC3B-Ⅱ/LC3B-Ⅰratios (P<0.01, P<0.05), and reduced protein expression of p-mTOR, p62, and p-mTOR/mTOR ratio (P<0.05). Compared with the Qingzao Jiufeitang group, the combination group showed no autolysosomes formation under the electron microscope, decreased protein expression of p-AMPK, p-ULK1, LC3B, LC3B-Ⅱ, and p-AMPK/AMPK, p-ULK1/ULK1, LC3B-Ⅱ/LC3B-Ⅰ ratios (P<0.05, P<0.01), and increased p62 protein expression (P<0.05). HE staining results showed that the pathological changes of lung cancer tissues in the groups with drug intervention were improved compared with those in the model group. ConclusionQingzao Jiufeitang can promote the elevation of LC3B-Ⅱ and decrease the expression of p62 protein, thus inducing autophagy. The mechanism of autophagy initiation may be achieved by the AMPK/ULK1 pathway instead of the mediation by the AMPK/mTOR/ULK1 pathway.
6.Endoscopic submucosal dissection for early hypopharyngeal carcinoma and precancerous lesions
Yu GONG ; Yueming ZHANG ; Jiqing ZHU ; Shun HE ; Lizhou DOU ; Yong LIU ; Yan KE ; Xudong LIU ; Yumeng LIU ; Hairui WU ; Ying LYU ; Guiqi WANG
Chinese Journal of Digestive Endoscopy 2022;39(9):691-694
Objective:To evaluate the efficacy and safety of endoscopic submucosal dissection (ESD) for early hypopharyngeal carcinoma and precancerous lesions.Methods:Clinical data of 41 patients who received ESD for early hypopharyngeal carcinoma and precancerous lesions from August 2013 to August 2019 in the Department of Endoscopy of Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College were retrospectively analyzed. Main outcome measurements included operation completion rate, operation time, en bloc resection rate, R0 resection rate, complication rate and recurrence.Results:ESD was successfully completed in all 41 cases, with a success rate of 100.0% and a mean time of 49.1 min (ranged 10-110 min). Fifty-four lesions underwent en bloc resection, with an en bloc resection rate of 98.2% (54/55), of which 41 had negative horizontal and vertical margins, and the R0 resection rate was 74.5% (41/55). During the operation of 55 lesions, there was a small amount of blood oozing on the wound surface, and electrocoagulation with thermal biopsy forceps could successfully stop the bleeding. No perforation occurred, and 2 cases (4.3%) had delayed bleeding after ESD, and hemostasis was successful under emergency endoscopy. Postoperative endoscopy showed that 1 case (2.2%) had esophageal entrance stenosis, and the obstruction was relieved after repeated water balloon dilatation. The follow-up period ranged from 3 to 72 months, and the median time was 18 months. One case was found to have mucosal lesions in the same part of the hypopharynx and received ESD treatment again. Follow-up to October 2020, no residual lesions and recurrence were found.Conclusion:ESD is a safe and effective option for the treatment of early hypopharyngeal carcinoma and precancerous lesions, which is worthy of clinical application.
7.Analysis of risk factors for delayed bleeding after endoscopic submucosal dissection of gastric epithelial neoplasm
Yu GONG ; Yueming ZHANG ; Jiqing ZHU ; Shun HE ; Lizhou DOU ; Yong LIU ; Yan KE ; Xudong LIU ; Yumeng LIU ; Hairui WU ; Ying LYU ; Guiqi WANG
Chinese Journal of Oncology 2021;43(8):861-865
Objective:To determine the potential risk factors of delayed hemorrhage after endoscopic submucosal dissection (ESD) in patients with early gastric carcinomas or precancerous lesions.Methods:The clinical data of 637 patients with early gastric carcinomas (EGC) who treated with ESD in Department of Endoscopy at Cancer Hospital, Chinese Academy of Medical Sciences, from August 2013 to August 2019, were retrospectively analyzed. Univariate analysis and multivariate logistic analysis were conducted to evaluate the risk factors associated with delayed bleeding.Results:A total of 699 lesions in 637 patients, of which 696 lesions were resected enbloc, the curative resection rate was 92.1% (644/699). The pathological diagnosis after ESD showed that 46 cases were low-grade intraepithelial neoplasia, 71 were high-grade intraepithelial neoplasia, and 582 were cancer. Delayed bleeding occurred in 74 lesions, while other 625 lesions without postoperative bleeding. The incidence was 10.6%. Compared with the non-bleeding group, there were statistically significant differences in the maximum length of the lesion, the gross shape of the lesion, the control of intra operative bleeding, and the operation time in the delayed bleeding group ( P<0.05). Multivariate logistic regression analysis showed that the maximum length of the lesion and the gross shape of the lesion were independent factors of delayed bleeding after ESD. Delayed bleeding was inclined to occur in patients with lesion size ≥3.0 cm ( OR=1.958, 95% CI: 1.162-3.299) and the superficial and flat lesion ( OR=10.598, 95% CI: 1.313-85.532) after ESD. Conclusions:The maximum length of the lesion and the gross shape of the lesion are independent impact factors of delayed bleeding occurring in patients with EGC and precancerous lesions after ESD. Patients with lesion size≥3 cm, or superficial flat lesion should be paid attention after ESD operation. It needs to take timely measures to prevent the very likely bleeding in order to ensure postoperative recovery and improve the quality of life for postoperative patients.
8.Analysis of risk factors for delayed bleeding after endoscopic submucosal dissection of gastric epithelial neoplasm
Yu GONG ; Yueming ZHANG ; Jiqing ZHU ; Shun HE ; Lizhou DOU ; Yong LIU ; Yan KE ; Xudong LIU ; Yumeng LIU ; Hairui WU ; Ying LYU ; Guiqi WANG
Chinese Journal of Oncology 2021;43(8):861-865
Objective:To determine the potential risk factors of delayed hemorrhage after endoscopic submucosal dissection (ESD) in patients with early gastric carcinomas or precancerous lesions.Methods:The clinical data of 637 patients with early gastric carcinomas (EGC) who treated with ESD in Department of Endoscopy at Cancer Hospital, Chinese Academy of Medical Sciences, from August 2013 to August 2019, were retrospectively analyzed. Univariate analysis and multivariate logistic analysis were conducted to evaluate the risk factors associated with delayed bleeding.Results:A total of 699 lesions in 637 patients, of which 696 lesions were resected enbloc, the curative resection rate was 92.1% (644/699). The pathological diagnosis after ESD showed that 46 cases were low-grade intraepithelial neoplasia, 71 were high-grade intraepithelial neoplasia, and 582 were cancer. Delayed bleeding occurred in 74 lesions, while other 625 lesions without postoperative bleeding. The incidence was 10.6%. Compared with the non-bleeding group, there were statistically significant differences in the maximum length of the lesion, the gross shape of the lesion, the control of intra operative bleeding, and the operation time in the delayed bleeding group ( P<0.05). Multivariate logistic regression analysis showed that the maximum length of the lesion and the gross shape of the lesion were independent factors of delayed bleeding after ESD. Delayed bleeding was inclined to occur in patients with lesion size ≥3.0 cm ( OR=1.958, 95% CI: 1.162-3.299) and the superficial and flat lesion ( OR=10.598, 95% CI: 1.313-85.532) after ESD. Conclusions:The maximum length of the lesion and the gross shape of the lesion are independent impact factors of delayed bleeding occurring in patients with EGC and precancerous lesions after ESD. Patients with lesion size≥3 cm, or superficial flat lesion should be paid attention after ESD operation. It needs to take timely measures to prevent the very likely bleeding in order to ensure postoperative recovery and improve the quality of life for postoperative patients.
9.Application of optical surface monitoring system(OSMS) during postoperative radiotherapy for breast cancer patients immobilized with neck and thorax thermoplastic mask
Junyu LI ; Songmao YU ; Shun ZHOU ; Hao WU ; Jian GONG ; Jingxian YANG ; Haizhen YUE ; Tingting LI ; Yi DU
Chinese Journal of Radiological Medicine and Protection 2020;40(7):524-528
Objective:To build patient setup workflow based on the optical surface monitoring system (OSMS) in postoperative radiotherapy for breast cancer, and compare the setup accuracy and PTV margin between OSMS based setup and conventional skin marker based method.Methods:The setup data of 20 cases of postoperative radiotherapy for breast cancer were retrospectively analyzed and divided into two groups: OSMS setup group and conventional skin marker setup group with 10 patients in each group. All CBCT rigid registration values in six dimensions ( x, y, z, Rtn, Pitch, Roll) were obtained, and the absolute value and distribution of errors were statistically analyzed by single sample t-test and χ2-test respectively. Finally, the CTV-PTV margins were compared using the extension formula. Results:The mean values in OSMS setup group and conventional skin marker setup group in sixdirections were 0.18 and 0.18 cm, 0.12 and 0.13 cm, 0.13 and 0.23 cm, 0.55° and 0.74°, 0.63° and 0.99°, 0.67° and 0.68°, respectively, while the standard deviations were 0.13 and 0.12 cm, 0.09 and 0.09 cm, 0.11 and 0.16 cm, 0.37° and 0.55°, 0.53° and 0.65°, 0.42° and 0.55°, respectively. The setup error differed in both z and Pitch directions( t=3.53, 2.98, P<0.05), while the error distribution rate difference was statistically significant between two groups in z direction( χ2=11.090, P<0.05). The CTV-PTV margins in OSMS setup group and conventional skin marker setup group were 0.28 and 0.26 cm, 0.21 and 0.20 cm, 0.24 and 0.35 cm, respectively. Conclusions:The proposed OSMS-based patient setup work flow is better than the conventional skin marker based method in setup accuracy, with significant setup error differences in z and Pitch directions. The proposed OSMS workflow is of potential clinical benefit.
10.Comprehensive therapeutics targeting the corticospinal tract following spinal cord injury.
An-Kai XU ; Zhe GONG ; Yu-Zhe HE ; Kai-Shun XIA ; Hui-Min TAO
Journal of Zhejiang University. Science. B 2019;20(3):205-218
Spinal cord injury (SCI), which is much in the public eye, is still a refractory disease compromising the well-being of both patients and society. In spite of there being many methods dealing with the lesion, there is still a deficiency in comprehensive strategies covering all facets of this damage. Further, we should also mention the structure called the corticospinal tract (CST) which plays a crucial role in the motor responses of organisms, and it will be the focal point of our attention. In this review, we discuss a variety of strategies targeting different dimensions following SCI and some treatments that are especially efficacious to the CST are emphasized. Over recent decades, researchers have developed many effective tactics involving five approaches: (1) tackle more extensive regions; (2) provide a regenerative microenvironment; (3) provide a glial microenvironment; (4) transplantation; and (5) other auxiliary methods, for instance, rehabilitation training and electrical stimulation. We review the basic knowledge on this disease and correlative treatments. In addition, some well-formulated perspectives and hypotheses have been delineated. We emphasize that such a multifaceted problem needs combinatorial approaches, and we analyze some discrepancies in past studies. Finally, for the future, we present numerous brand-new latent tactics which have great promise for curbing SCI.
Animals
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Astrocytes/cytology*
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Axons/physiology*
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Cell Transplantation
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Disease Models, Animal
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Electric Stimulation
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Humans
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Microglia/cytology*
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Motor Neurons/cytology*
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Nerve Regeneration
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Neuroglia/cytology*
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Neuronal Plasticity
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Neurons/cytology*
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Oligodendroglia/cytology*
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Pyramidal Tracts/pathology*
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Recovery of Function
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Regenerative Medicine/methods*
;
Spinal Cord Injuries/therapy*

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