1.A myocardial infarction detection and localization model based on multi-scale field residual blocks fusion with modified channel attention.
Qiucen WU ; Xueqi LU ; Yaoqi WEN ; Yong HONG ; Yuliang WU ; Chaomin CHEN
Journal of Southern Medical University 2025;45(8):1777-1790
OBJECTIVES:
We propose a myocardial infarction (MI) detection and localization model for improving the diagnostic accuracy for MI to provide assistance to clinical decision-making.
METHODS:
The proposed model was constructed based on multi-scale field residual blocks fusion modified channel attention (MSF-RB-MCA). The model utilizes lead II electrocardiogram (ECG) signals to detect and localize MI, and extracts different levels of feature information through the multi-scale field residual block. A modified channel attention for automatic adjustment of the feature weights was introduced to enhance the model's ability to focus on the MI region, thereby improving the accuracy of MI detection and localization.
RESULTS:
A 5-fold cross-validation test of the model was performed using the publicly available Physikalisch-Technische Bundesanstalt (PTB) dataset. For MI detection, the model achieved an accuracy of 99.96% on the test set with a specificity of 99.84% and a sensitivity of 99.99%. For MI localization, the accuracy, specificity and sensitivity were 99.81%, 99.98% and 99.65%, respectively. The performances of the model for MI detection and localization were superior to those of other comparison models.
CONCLUSIONS
The proposed MSF-RB-MCA model shows excellent performance in AI detection and localization based on lead II ECG signals, demonstrating its great potential for application in wearable devices.
Myocardial Infarction/diagnosis*
;
Humans
;
Electrocardiography/methods*
;
Signal Processing, Computer-Assisted
;
Algorithms
;
Sensitivity and Specificity
2.Role of Nrf2 signaling pathway in hydrogen sulfide-induced inhibition of inflammatory responses in brain tissues of mice with sepsis-associated encephalopathy
Hongwu WANG ; Yaoqi WANG ; Hongguang CHEN ; Yonghao YU ; Keliang XIE ; Guolin WANG
Chinese Journal of Anesthesiology 2020;40(8):1010-1014
Objective:To evaluate the role of the nuclear factor E2-related factor 2 (Nrf2) signaling pathway in hydrogen sulfide (H 2S)-induced inhibition of inflammatory responses in the brain tissues of mice with sepsis-associated encephalopathy (SAE). Methods:Fifty-four wild-type C57BL/6J mice and thirty-six Nrf2 -/-C57BL/6J mice, weighing 20-25 g, were divided into 5 groups ( n=18 each) using a random number table method: wild-type sham operation group (wild-type Sham group), wild-type SAE group, wild-type SAE+ NaHS group, Nrf2 -/-SAE group, and Nrf2 -/-SAE+ NaHS group.After the model of SAE was established by cecal ligation and puncture in anesthetized mice.NaHS 50 μmol/kg was intraperitoneally injected at 3 h after the model was successfully established.The mice were sacrificed at 24 h after surgery, and brain tissues were obtained for examination of the phathological changes and for determination of the number of viable neurons, the expression of NLRP3 (by Western blot), contents of tumor necrosis factor-alpha (TNF-α), interleukin-1beta (IL-1β) and IL-6 (by enzyme-linked immunosorbent assay), and percentage of Iba-1 + CD86 + , Iba-1 + CD206 + and Iba-1 + cells (by flow cytometry). Results:Compared with wild-type Sham group, NLRP3 expression was significantly up-regulated, contents of TNF-α, IL-1β and IL-6 and percentage of Iba-1 + CD86 + and Iba-1 + cells were increased, and the percentage of Iba-1 + CD206 + cells and neuron survival rate were decreased in wild-type SAE group ( P<0.05). Compared with wild-type SAE group, NLRP3 expression was significantly down-regulated, contents of TNF-α, IL-1β and IL-6, percentage of Iba-1 + and Iba-1 + CD86 + and neuron survival rate were decreased, and the percentage of Iba-1 + CD206 + cells was increased in wild-type SAE+ NaHS group ( P<0.05). There was no significant difference in each parameter between Nrf2 -/-SAE group and Nrf2 -/-SAE+ NaHS group ( P>0.05). Compared with wild-type SAE+ NaHS group, NLRP3 expression was significantly up-regulated, the percentage of Iba-1 + and Iba-1 + CD86 + and contents of TNF-α, IL-1β and IL-6 were increased, and the percentage of Iba-1 + CD86 + cells and neuron survival rate were decreased in Nrf2 -/-SAE+ NaHS group ( P<0.05). Conclusion:Nrf2 signaling pathway is involved in H 2S-induced inhibition of inflammatory responses in the brain tissues of mice with SAE.
3.Effect of hydrogen on mitochondrial function in brain tissues of mice with sepsis-associated encepha-lopathy
Keliang XIE ; Yaoqi WANG ; Yi JIANG ; Xing MAO ; Hongguang CHEN ; Yang ZHANG ; Yonghao YU
Chinese Journal of Anesthesiology 2019;39(10):1228-1232
Objective To evaluate the effect of hydrogen on the mitochondrial function in brain tis-sues of mice with sepsis-associated encephalopathy(SAE).Methods Two hundred and sixty-eight healthy male C57 mice,aged 6 weeks,weighing 20-25 g,were divided into 4 groups(n=67 each)using a ran-dom number table method: sham operation group(group SH),sham operation plus hydrogen gas group(group SH+H2),group SAE,and SAE plus hydrogen gas group(group SAE+H2).Sepsis was produced by cecal ligation and puncture in anesthetized mice.The mice in group SH+H2 and group SAE+H2 inhaled 2%hydrogen gas for 1 h starting from 1 and 6 h after operation,respectively.The postoperative 7-day sur-vival rate was recorded.Brain tissues were obtained at 24 h after operation to count the normal neurons in hippocampal CA1 region.At 6,12 and 24 h after operation,hippocampal mitochondria were isolated for determination of mitochondrial membrane potential(MMP)by fluorescence spectrophotometry and ATP con-tent by a bioluminescence assay.Y-maze(spontaneous alternation)test was performed at days 3,5 and 7 after operation.Results Compared with group SH,the 7-day survival rate was significantly decreased,the number of normal neurons in hippocampal CA1 region,MMP,mitochondrial ATP content and sponta-neous alternation percentage in Y-maze test were significantly decreased in group SAE and group SAE+H2(P<0.05).Compared with group SAE,the 7-day survival rate,the number of normal neurons in hipp-ocampal CA1 region,MMP,mitochondrial ATP content and spontaneous alternation percentage in Y-maze test were significantly increased in group SAE+H2(P<0.05).Conclusion The mechanism by which hy-drogen reduces SAE is probably associated with improving mitochondrial function in brain tissues of mice.
4. Effect of hydrogen on mitochondrial function in brain tissues of mice with sepsis-associated encephalopathy
Keliang XIE ; Yaoqi WANG ; Yi JIANG ; Xing MAO ; Hongguang CHEN ; Yang ZHANG ; Yonghao YU
Chinese Journal of Anesthesiology 2019;39(10):1228-1232
Objective:
To evaluate the effect of hydrogen on the mitochondrial function in brain tissues of mice with sepsis-associated encephalopathy (SAE).
Methods:
Two hundred and sixty-eight healthy male C57 mice, aged 6 weeks, weighing 20-25 g, were divided into 4 groups (
5. Effect of hydrogen on mitochondrial biosynthesis in hippocampus of mice with sepsis-associated encephalopathy
Yaoqi WANG ; Yuzun WANG ; Yi JIANG ; Man YANG ; Xing MAO ; Hongguang CHEN ; Yonghao YU ; Keliang XIE
Chinese Journal of Anesthesiology 2019;39(9):1125-1128
Objective:
To evaluate the effect of hydrogen on mitochondrial biosynthesis in the hippocampus of mice with sepsis-associated encephalopathy (SAE).
Method:
Two hundred and twenty-four healthy clean-grade male C57BL/6J mice, aged 6-8 weeks, weighing 20-25 g, were divided into 4 groups (
6.The Role of CBS in Injury Time Estimation after Brain Contusion
Yang CHU ; Guoxian HAN ; Yaoqi WANG ; Haiyan SHAN ; Xiping CHEN ; Luyang TAO ; Mingyang ZHANG
Journal of Forensic Medicine 2017;33(3):221-224,231
Objective T o observe the changes of cystathionine β-synthase (C B S ) expression in the cere-bral cortex after brain contusion at different tim es. Methods A n experim ental m odel of traum atic brain injury (T B I) in m ice w as established by an im proved w eight-drop device. T hen W estern blotting and im m unohistochem ical exam ination w ere used to detect the C B S expression in cerebral cortex around in-jury at different tim e points (1 h, 6 h, 12 h, 1 d, 2 d, 3 d, 7 d). Results T he results of W estern blotting revealed that the expression level of C B S w as dow n-regulated and reached its low est level at the 3rd days after injury, and then restored to norm al level after 7 days. T he results of im m unohistochem istry show ed that C B S w as present in the norm al brain cortex. C B S expression gradually decreased at the 3rd days after injury, and then restored to norm al level after 7 days. Conclusion C B S has the potential to be a reference index for tim e estim ation after brain contusion in forensic practice.
7.Research progress of the relation between A20 and cancers
Yaoqi WANG ; Xianying MENG ; Guang CHEN ; Qiang ZHANG ; Jiabin HAN
Chinese Journal of Endocrine Surgery 2016;10(4):333-335
The zinc finger protein A20 exists in many kinds of ceils in the body and plays multiple roles in physiological and pathological processes such as regulation of immune response,inflammatory diseases and cancers by inhibiting cell apoptosis induced by tumor necrosis factor (TNF) and restricting NFKB signaling pathway.Recently,the role of A20 in generation and development of tumors draws wide attention,hence,we summarized recent research progress of the relation between A20 and cancer in this review.
8.Comparison of simple discectomy and instrumented posterior lumbar interbody fusion for treatment of lumbar disc herniation combined with Modic endplate changes.
Peng CAO ; Zhe CHEN ; Yuehuan ZHENG ; Yuren WANG ; Leisheng JIANG ; Yaoqi YANG ; Chengyu ZHUANG ; Yu LIANG ; Tao ZHENG ; Yaocheng GONG ; Xingkai ZHANG ; Wenjian WU ; Shijing QIU
Chinese Medical Journal 2014;127(15):2789-2794
BACKGROUNDThe purpose of this retrospective study was to compare the surgical outcomes of simple discectomy and instrumented posterior lumbar interbody fusion (iPLIF) in patients with lumbar disc herniation and Modic endplate changes. Our hypothesis was that iPLIF could provide better outcome for patients with refractory lumbar disc herniation and Modic changes (LDH-MC).
METHODSNinety-one patients with single-segment LDH-MC were recruited. All patients experienced low back pain as well as radicular leg pain, and low back pain was more severe than leg pain. Forty-seven patients were treated with discectomy and 44 were treated with iPLIF. The outcomes of both low back pain and radicular leg pain using visual analogue scale (VAS) as well as the clinical outcome related to low back pain using Japanese Orthopaedic Association (JOA) score were assessed before and 18 months after surgery, respectively.
RESULTSBoth low back and leg pain were significantly improved 18 months after simple discectomy and iPLIF. Compared to patients undergoing simple discectomy, low back pain was significantly reduced in patients undergoing iPLIF, but there was no significant difference in leg pain between two groups. Solid fusion was achieved in all patients who underwent iPLIF.
CONCLUSIONSIn patients with LDH-MC, iPLIF can yield significantly superior outcome on the relief of low back pain compared to simple discectomy. Simple discectomy can relieve radicular leg pain as efficient as iPLIF. Accordingly, iPLIF seems to be a reliable treatment for patients with LDH-MC and predominant low back pain.
Adult ; Diskectomy ; standards ; Female ; Humans ; Intervertebral Disc Displacement ; surgery ; Low Back Pain ; surgery ; Lumbar Vertebrae ; surgery ; Middle Aged ; Retrospective Studies ; Spinal Fusion ; standards
9.Comparative study on the characteristics of initial sandplay in college students with high and low gregarious personality
Jianfeng TAN ; Yaoqi CHEN ; Jielin YANG
Chinese Journal of Behavioral Medicine and Brain Science 2013;(3):259-262
Objective To compare the characteristics in initial sandplay of college students with high and low gregarious personality,to validate the psychological assessment function of the initial sandplay.Methods Used the 16-PF as the tool to selected the 56 students as the high gregarious group,and 36 students as the low gregarious group.Results On selection of toys,the proportions of high gregarious group were significantly higher than those in low gregarious group in total numbers,plants and daily necessities ((27.77 ± 11.01)vs (20.94 ± 8.76),(7.30 ±6.43)vs(3.25 ±2.85),(3.66 ±2.86)vs(2.25 ±2.57)),and significantly lower in religion toys (0.30 ± 0.47) vs (0.86 ± 1.09).On operation process,the proportion of starting with toys in high gregarious group was significantly higher than that in low gregarious group (94.6% vs 25%).Their attitudes towards sand were random touch(28.6% vs 5.6%) and indifference(62.5% vs 41.7%).They used more grass(55.4% vs 27.8%),more real characters(83.9% vs 50%),fewer virtual characters(55.4% vs 83.3%) and more dynamic changes in creation(14.3% vs 0%),more applied by the social scene (39.3% vs 0%).On the theme of sandplay,the high gregarious group was fewer appear by the empty,neglect,injury ((3.6% vs 19.4%),(0% vs 8.3%),(0% vs 8.3%) respectively,P < 0.05).Conclusion The results show that the high and low gregarious personality have significantly characteristics in initial sandplay.Sandplay is valuable to be a personality assessment tool.
10.Characteristics in initial sandplay of the interpersonal sensitivity in college students
Jianfeng TAN ; Yaoqi CHEN ; Li HUANG ; Jielin YANG
Chinese Journal of Behavioral Medicine and Brain Science 2012;21(10):936-939
ObjectiveTo summarize the characteristics in initial sandplay of the interpersonal sensitivity (IS) in college students,and validate the psychological assessment function of the initial sandplay.MethodsThe research selected the 32 IS college students and 36 healthy students by the symptom checklist 90(SCL-90).All the 68 students applied the initial sandplay operation.The initial sandplay encoding of information was collected by coding table,and analyzed by t test,Chi-square test.ResultsOn selection of toys,the IS group was significantly lower in total,buildings,plants ( ( 18.63 ± 10.93 ) vs ( 29.81 ± 12.25 ),( 1.47 ± 1.52 ) vs ( 2.39 ± 1.68 ),( 3.41 ±4.39) vs(9.72 ±6.67) ),and significantly more in the others( (0.13 ±0.33) vs(0.00 ± 0.00) ).On space utilization,the IS group was lower than the non-IS group in all fields except the left middle and the middle.On operation process,the IS group on attitude to the sand was untouch(59.4% vs 22.2% ),less exposed the blue bottom (71.9% vs 30.6% ),less use the bridge(68.8% vs 38.9% ),more dissatisfaction with the own sandbox(43.8%vs 2.8% ),more warfare and abstract scene( ( 18.8% vs 0% ),(21.9% vs 2.8% ) ),and less family and society scene( ( 12.5% vs 27.8% ),(25% vs 41.7% ) ).On the theme of sandplay,the is group was more appeared by the confusion,empty,split,limit,neglect,injury,threat theme( (25% vs 5.6% ),(37.5% vs 0% ),(31.3% vs 0% ),(40.6% vs 5.6% ),(37.5% vs 2.8% ),( 15.6% vs 0% ),(50% vs 5.6% ) ),and less appeared by the integrate,flow and energy theme ((12.5% vs 38.9%),(3.1% vs 50%),(28.1% vs 58.3%)).ConclusionThe results show that the IS group has significantly characteristics in initial sandplay.Sandplay is valuable to be a clinical psychological assessment.

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