1.Research on multi-scale convolutional neural network hand muscle strength prediction model improved based on convolutional attention module.
Yihao DU ; Mengyu SUN ; Jingjin LI ; Xiaoran WANG ; Tianfu CAO
Journal of Biomedical Engineering 2025;42(1):90-95
In order to realize the quantitative assessment of muscle strength in hand function rehabilitation and then formulate scientific and effective rehabilitation training strategies, this paper constructs a multi-scale convolutional neural network (MSCNN) - convolutional block attention module (CBAM) - bidirectional long short-term memory network (BiLSTM) muscle strength prediction model to fully explore the spatial and temporal features of the data and simultaneously suppress useless features, and finally achieve the improvement of the accuracy of the muscle strength prediction model. To verify the effectiveness of the model proposed in this paper, the model in this paper is compared with traditional models such as support vector machine (SVM), random forest (RF), convolutional neural network (CNN), CNN - squeeze excitation network (SENet), MSCNN-CBAM and MSCNN-BiLSTM, and the effect of muscle strength prediction by each model is investigated when the hand force application changes from 40% of the maximum voluntary contraction force (MVC) to 60% of the MVC. The research results show that as the hand force application increases, the effect of the muscle strength prediction model becomes worse. Then the ablation experiment is used to analyze the influence degree of each module on the muscle strength prediction result, and it is found that the CBAM module plays a key role in the model. Therefore, by using the model in this article, the accuracy of muscle strength prediction can be effectively improved, and the characteristics and laws of hand muscle activities can be deeply understood, providing assistance for further exploring the mechanism of hand functions .
Neural Networks, Computer
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Humans
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Hand Strength/physiology*
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Support Vector Machine
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Muscle Strength/physiology*
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Hand/physiology*
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Convolutional Neural Networks
2.Dissecting caspase-2-mediated cell death: from intrinsic PIDDosome activation to chemical modulation.
Mengxue ZENG ; Kun WANG ; Qingcui WU ; Jingjin DING ; Dan XIE ; Xiangbing QI ; Feng SHAO
Protein & Cell 2024;15(12):889-905
Caspase-2, a highly conserved member of the caspase family, is considered an initiator caspase that triggers apoptosis in response to some cellular stresses. Previous studies suggest that an intracellular multi-protein complex PIDDosome, induced by genotoxic stress, serves as a platform for caspase-2 activation. Due to caspase-2's inability to process effector caspases, however, the mechanism underlying caspase-2-mediated cell death upon PIDDosome activation remains unclear. Here, we conducted an unbiased genome-wide genetic screen and identified that the Bcl2 family protein BID is required for PIDDosome-induced, caspase-2-mediated apoptosis. PIDDosome-activated caspase-2 directly and functionally processes BID to signal the mitochondrial pathway for apoptosis induction. In addition, a designed chemical screen identified a compound, HUHS015, which specifically activates caspase-2-mediated apoptosis. HUHS015-stimulated apoptosis also requires BID but is independent of the PIDDosome. Through extensive structure-activity relationship efforts, we identified a derivative with a potency of ~60 nmol/L in activating caspase-2-mediated apoptosis. The HUHS015-series of compounds act as efficient agonists that directly target the interdomain linker in caspase-2, representing a new mode of initiator caspase activation. Human and mouse caspase-2 differ in two crucial residues in the linker, rendering a selectivity of the agonists for human caspase-2. The caspase-2 agonists are valuable tools to explore the physiological roles of caspase-2-mediated cell death and a base for developing small-molecule drugs for relevant diseases.
Caspase 2/genetics*
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Humans
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BH3 Interacting Domain Death Agonist Protein/metabolism*
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Apoptosis/drug effects*
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Death Domain Receptor Signaling Adaptor Proteins/metabolism*
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Animals
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Mice
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Cysteine Endopeptidases
4.Treatment and outcome of recurrent cervical lymph nodes in patients with nasopharyngeal carcinoma after radiotherapy.
Yongli WANG ; Guiping LAN ; Yongfeng SI ; Zhuoxia DENG ; Jinjie SUN ; Yong YANG ; Xing HAN ; Jingjin WENG ; Fuling ZHOU
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2016;51(3):183-188
OBJECTIVETo evaluate the efficacies of different treatments for recurrent cervical lymph nodes and the factors contributing to prognosis in patients with nasopharyngeal carcinoma after radiotherapy.
METHODSClinical data of 79 patients with nasopharyngeal carcinoma after radiotherapy were retrospectively analyzed, and all cases were diagnosed as having recurrent cervical lymph nodes by pathological examination. The factors including sex, age, the interval between completion of radiotherapy and recurrence, rN stage, treatment methods, and the location relationship between recurrent lesion and primary tumor in the neck were analyzed for prognosis. Kaplan-Meier curves, Log-rank test and Cox's proportional hazards regression mode were used in the statistical analysis.
RESULTSThe median recurrence time was 26 months, and the 1- , 3- and 5-year overall survival rates were 77.9%, 53.4% and 39.7%. Cox's proportional hazards regression mode analysis indicated that age, rN stage, treatment methods, and the location relationship between recurrent lesion and primary tumor were significantly prognostic factors.
CONCLUSIONSNeck dissection is superior to re-radiotherapy in treatment of recurrent cervical lymph nodes in nasopharyngeal carcinoma after radiotherapy. The patients younger than 45 years old, in early rN stage and for recurrence in the center region of primary tumor have a better prognosis.
Carcinoma ; Humans ; Kaplan-Meier Estimate ; Lymph Nodes ; pathology ; Nasopharyngeal Neoplasms ; radiotherapy ; Neck ; Neck Dissection ; Neoplasm Recurrence, Local ; surgery ; Prognosis ; Proportional Hazards Models ; Retrospective Studies ; Survival Rate ; Treatment Outcome
5.Predictor and Risk Factor Evaluation of Left Ventricular Free Wall Reverse Remodeling in Patients With Obstructive Hypertrophic Cardiomyopathy After Modified Morrow Procedure by Three-layer Speckle Tracking of Echocardiography
Jingjin WANG ; Minghu XIAO ; Xin SUN ; Minghui ZHANG ; Jinping ZHANG ; Haibo CHEN ; Changsheng ZHU ; Shuiyun WANG ; Hao WANG
Chinese Circulation Journal 2016;31(1):60-64
Objectives: To evaluate the predictor and risk factor of left ventricular (LV) free wall reverse remodeling in patients with obstructive hypertrophic cardiomyopathy (HCM) after modiifed Morrow procedure by three-layer speckle tracking of echocardiography.
Methods: Our investigation included 2 groups: HCM group, n=60 patients who had successful modified Morrow procedure in our hospital from 2014-06 to 2014-12, there were 41 (68.3%) male with the average age of (39.1 ± 15.2) years. Control group, n=40 healthy subjects. Three-layer speckle tracking echocardiography was conducted to analyze pre-and post-operative LV free wall three-layer myocardium (endocardial, mid, and epicardial layers) changes at longitudinal strain (LS) and circumferential strain (CS). Clinical and echocardiography information were collected at pre-and (6-24) months post-operation. The impact factors for LV free wall reverse remodeling was identiifed by liner regression analysis and the segment’s thickness≥15mm was deifned as the hypertrophic LV free segment.
Results: In HCM group, compared with pre-operative condition, the post-operative thickness of LV free wall including anterior, anterolateral and inferolateral were reduced;while both post-operative LS and CS elevated (-13.8 ± 4.8)%vs (-17.0 ± 5.2)%and (-23.7 ± 3.8)%vs (-25.4 ± 3.7)%, P<0.05. LV mass index by echocardiography was larger than LV mass index by surgical resection (13.5 ± 30.9) g/m2 vs (3.4 ± 2.0) g/m2, P<0.05. Liner regression analysis indicated that the number of pre-operative hypertrophic segments (r=-0.680, P<0.001) and age (r=0.638, P<0.001) were the independent impact factors for post-operative LS;△left ventricular outlfow tract (LVOT) gradient (r=0.386, P=0.005) was the independent impact factor for post-operative CS.
Conclusion:①After modiifed Morrow procedure, LVOT obstruction disappeared which leaded LV free wall reverse remodeling in HCM patients, ②three-layer myocardium of LV free wall all had reverse remodeling, ③better improved LVOT gradient were with less number of hypertrophic segments;the elder patients usually had the better post-operative reverse remodeling.
6.Spiral CT three-dimensional reconstruction in the differential diagnosis value of lung lesions
Chinese Journal of Primary Medicine and Pharmacy 2015;(19):2925-2927
Objective To evaluate the value of spiral CT in diagnosis and treatment of lung lesions in clini-cal work.Methods A retrospective analysis of 100 patients with pathological diagnosis of lung lesions patients were randomly divided into the control group (CT normal scan)and observation group (CT -D post -processing tech-niques).Lungs lesions,hilar and mediastinal lymph node metastasis sensitivity,specificity and accuracy of lymph node metastasis of both group were analyzed.Results In the control group,the diagnosis of lung lesions showed sensitivity of 75%,specificity of 50% and accuracy of 72%;while in the observation group the sensitivity was 80%,specificity was 65 % and accuracy rate was 85%.The differences between the two groups were statistically signficant(χ2 =3.854,4.604,5.007,all P <0.05).50 cases of pathologically verified as lung cancer patients with hilar lymph node metastasis in the control group showed diagnostic sensitivity of 60%,specificity of 72%,accuracy of 70%;while diag-nosed hilar lymph node metastasis in the observation group showed sensitivity of 76%,specificity of 84 percent and accuracy rate of 84%.The differences between the two groups were statistically signficant(χ2 =5.882,4.196,5.534, all P <0.05).50 cases of pathologically verified as lung cancer patients with mediastinal lymph node metastasis in the control group,showed diagnostic sensitivity of 62%,specificity of 57% and accuracy of 60%;in observation group the sensitivity was 72%,specificity was73% and accuracy was 72%.The differences between the two groups were statisti-cally signficant(χ2 =4.342,5.626,4.583,all P <0.05).Conclusion The spiral CT for diagnosis of lung lesions positioning has good effect,and can be widely used in the diagnosis of lung lesions.
7.Secular trends of overweight and obesity prevalence between 2007 and 2011 in children and adolescents in Guangzhou.
Buyun LIU ; Jin JING ; Jincheng MAI ; Yajun CHEN ; Guifeng XU ; Peng BAO ; Meiqiao YU ; Wen ZHANG ; Yanghua PENG
Chinese Journal of Preventive Medicine 2014;48(4):312-317
OBJECTIVEThis study aimed to explore the secular trends of overweight and obesity prevalence between 2007 and 2011 in children and adolescents in Guangzhou.
METHODSThe data of physical examination was collected from the routine measurements carried out by the Health Care Facilities of Primary and Secondary schools between 2007 and 2011. Random stratified cluster sampling was conducted, all the students aged 5-18 years old form 19 primary and secondary schools from 4 districts (Tianhe district, Yuexiu district, Baiyun district and Haizhu district) were included in this survey, including 27 944 students in 2007 and 38 284 students in 2011. Body mass index reference norm established by Working Group on Obesity in China (WGOC) and the WHO cut-off criteria were employed for overweight and obesity screening, and the trend was analyzed.
RESULTSPrevalence of obesity in children and adolescents (7-18 years old) significantly increased from 5.96% (1 553/26 055) in 2007 to 6.56% (2 339/35 664) in 2011, and the difference showed statistical significance (χ(2) = 9.195, P < 0.05). Overweight and obesity was more common in boys (overweight: 13.25% (1 766/13 329) in 2007 and 13.87% (2 559/18 451) in 2011; obesity: 7.82% (1 042/13 329) in 2007 and 8.63% (1 592/18 451) in 2011) than in girls (overweight: 7.43% (946/12 726) in 2007 and 8.17% (1 406/17 213) in 2011; obesity: 4.11% (523/12 726) in 2007 and 4.48% (771/17 213) in 2011), and the difference showed statistical significance (overweight:χ(2) = 236.123 in 2007 and χ(2) = 292.892 in 2011; obesity:χ(2) = 158.533 in 2007 and χ(2) = 247.794 in 2011. All P values < 0.05). Further analysis found that significant increases occurred in boys aged 16 and 17 years old and in girls aged 12 years old (boy: 16 years old,χ(2) = 6.820, P < 0.05. 17 years old, χ(2) = 4.893, P < 0.05. girl: 12 years old,χ(2) = 5.921, P < 0.05).
RESULTSof Join-point regression showed that for boys less than 10 years old the prevalence increased with age increasing (in 2007, APC = 3.75; in 2011, APC = 1.76), while over 10 years old the prevalence decreased with age increasing (in 2007, 10-18 years old's APC = -18.58; in 2011, 10-18 years old's APC = -15.95). While for girls the prevalence of obesity increased with age increasing between 7-9 years old (APC = 12.16), decreased with age increasing through 9 to 18 years old (APC = -17.23) in 2007. The prevalence decreased with age increasing for girls in 2011 (APC = -4.66).
CONCLUSIONThe prevalence of obesity is high and still increasing in children and adolescents in Guangzhou, and it is higher in boys than in girls. It is more likely to become obesity at 10 years for boys, and for girls the prevalence decrease with age increasing.
Adolescent ; Child ; Child, Preschool ; China ; epidemiology ; Cross-Sectional Studies ; Female ; Humans ; Male ; Obesity ; epidemiology ; Overweight ; epidemiology ; Prevalence
8.Effect of p53 gene therapy on the local immunity and the efficacy of patients with nasopharyngeal carcinoma.
Yangda QIN ; Jingjin WENG ; Guiping LAN ; Haiming WEI ; Bo HUANG ; Jinjie SUN ; Yongfeng SI
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2012;26(21):980-983
OBJECTIVE:
To investigate the tumor regression and local immune function in nasopharyngeal carcinoma patients treated with p53 gene therapy.
METHOD:
The two-step immunohistochemical was done to detect the expression of tumor-infiltrating lymphocytes (TIL) T-cell receptor-CD3, CD4, CD8 and B cell receptor-CD20 in the primary tumor tissue of nasopharyngeal carcinoma. Nasal endoscopy with MRI or CT was used for evaluation of tumor size.
RESULT:
The expression of CD3, CD4, CD8 was significantly increased after p53 gene treatment (P < 0.05). There was no significant change in expression of CD20 after p53 gene treatment (P > 0.05). In conventional treatment group, CD3, CD4, CD8 and CD20 (P > 0.05) did not show any significant difference. In gene therapy group at 3 months after treatment, 20 patients had achieved CR, 10 PR, 1 SD, 1 PD. In conventional treatment group, 11 patients had achieved CR, 12 PR,5 SD,3 PD. The response rate between treatment group and control group (CR+PR) was different (P < 0.05). CD3 and CD4 expression was correlated with tumor regression rate (P < 0.05, P < 0.01), and CD8 expression was correlated with the CR rate (P < 0.05).
CONCLUSION
T cells are the most proliferative cell of TII. in NPC patients after p53 gene therapy The local cellular immune status is positively correlated with tumor regression rate.
Adult
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Aged
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CD4-Positive T-Lymphocytes
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immunology
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Carcinoma
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Female
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Genes, p53
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Genetic Therapy
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Humans
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Lymphocyte Count
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Lymphocytes, Tumor-Infiltrating
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immunology
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Male
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Middle Aged
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Nasopharyngeal Carcinoma
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Nasopharyngeal Neoplasms
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immunology
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pathology
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therapy

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