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An improved deep dilated convolutional neural network for seismic facies interpretation
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作者 Na-Xia Yang Guo-Fa Li +2 位作者 Ting-Hui Li Dong-Feng Zhao Wei-Wei Gu 《Petroleum Science》 SCIE EI CAS CSCD 2024年第3期1569-1583,共15页
With the successful application and breakthrough of deep learning technology in image segmentation,there has been continuous development in the field of seismic facies interpretation using convolutional neural network... With the successful application and breakthrough of deep learning technology in image segmentation,there has been continuous development in the field of seismic facies interpretation using convolutional neural networks.These intelligent and automated methods significantly reduce manual labor,particularly in the laborious task of manually labeling seismic facies.However,the extensive demand for training data imposes limitations on their wider application.To overcome this challenge,we adopt the UNet architecture as the foundational network structure for seismic facies classification,which has demonstrated effective segmentation results even with small-sample training data.Additionally,we integrate spatial pyramid pooling and dilated convolution modules into the network architecture to enhance the perception of spatial information across a broader range.The seismic facies classification test on the public data from the F3 block verifies the superior performance of our proposed improved network structure in delineating seismic facies boundaries.Comparative analysis against the traditional UNet model reveals that our method achieves more accurate predictive classification results,as evidenced by various evaluation metrics for image segmentation.Obviously,the classification accuracy reaches an impressive 96%.Furthermore,the results of seismic facies classification in the seismic slice dimension provide further confirmation of the superior performance of our proposed method,which accurately defines the range of different seismic facies.This approach holds significant potential for analyzing geological patterns and extracting valuable depositional information. 展开更多
关键词 Seismic facies interpretation dilated convolution Spatial pyramid pooling Internal feature maps Compound loss function
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Polyneuropathy, organomegaly, endocrinopathy, M-protein, skin changes syndrome with dilated cardiomyopathy: A case report
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作者 Jia-Rong Li Lei-Yu Feng +2 位作者 Jian-Wei Li Yu Liao Fei-Qi Liu 《World Journal of Clinical Cases》 SCIE 2024年第3期601-606,共6页
BACKGROUND Polyneuropathy,organomegaly,endocrinopathy,M-protein,skin changes(POEMS)syndrome is a rare paraneoplastic syndrome that encompass multiple systems.The most common clinical symptoms of POEMS syndrome are pro... BACKGROUND Polyneuropathy,organomegaly,endocrinopathy,M-protein,skin changes(POEMS)syndrome is a rare paraneoplastic syndrome that encompass multiple systems.The most common clinical symptoms of POEMS syndrome are pro-gressive sensorimotor polyneuropathy,organ enlargement,endocrine disorders,darkening skin,a monoclonal plasma cell proliferative disorder,and lymph node hyperplasia.The organomegaly consists of hepatosplenomegaly and/or lym-phadenopathy;cases of cardiomyopathy are rare.Diagnoses are often delayed because of the atypical nature of the syndrome,exposing patients to possibly severe disability.Therefore,identifying atypical symptoms can improve the prognosis and quality of life among POEMS syndrome patients.lenalidomide and dexamethasone.CONCLUSION When patients with cardiomyopathy have systemic manifestations such as numb limbs and darkening skin,the POEMS syndrome is the most possible diagnosis. 展开更多
关键词 POLYNEUROPATHY organomegaly ENDOCRINOPATHY M-PROTEIN skin changes syndrome dilated cardiomyopathy LENALIDOMIDE Dexamethasone Case report
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Bioinformatics Analysis of the Relationship between Dilated Cardiomyopathy and Chronic Heart Failure
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作者 Lanqing Yu Haidong Zhou +8 位作者 Bailu Deng Jiaochang Wei Mei Zhang Chongyao Xu Guiyun Wei Junxiu Zhou Jun Huang Qi Lu Shaowu Ye 《Journal of Biosciences and Medicines》 2024年第8期333-346,共14页
Objective: To screen and analyze the differentially expressed genes between dilated cardiomyopathy (DCM) and chronic heart failure (CHF) based on bioinformatics methods. Methods: The Gene Expression Omnibus (GEO) data... Objective: To screen and analyze the differentially expressed genes between dilated cardiomyopathy (DCM) and chronic heart failure (CHF) based on bioinformatics methods. Methods: The Gene Expression Omnibus (GEO) database was used for data retrieval, and the chip data GSE3585 was downloaded, which was the original data of DCM and normal control group. At the same time, the chip data GSE76701 was downloaded, which was the original data of CHF and control group. Differentially expressed mRNAs (DEmRNAs) were screened by R language limma package, the data were standardized, and the common differentially expressed genes were screened. GO function and KEGG pathway enrichment analysis were performed on the common differentially expressed genes. String11.0 online tool was used for data analysis to obtain differentially expressed genes, and the results were imported into Cytoscape 3.9.1 software. The results were imported into Cytoscape 3.9.1 software, and the common expression gene module was obtained by MOCDE algorithm. Nine Hub genes were obtained by 10 algorithms such as MCC. Results: A total of 248 differentially expressed genes were screened. GO analysis showed that differentially expressed genes were mainly concentrated in 9 different physiological and pathological processes. KEGG analysis showed that the main signaling pathways involved in differentially expressed genes were 2, and 9 key differentially expressed genes were predicted: NPPB, NPPA, MYH6, FRZB, ASPN, SFRP4, RPS4Y1, DDX3Y. Conclusion: This study preliminarily explored the molecular mechanism of DCM and CHF, and obtained the common differentially expressed genes of the two diseases. Further experimental studies are needed to verify the correlation between gene expression and clinicopathological features. Provide new ideas for clinical drug treatment research. 展开更多
关键词 dilated Cardiomyopathy Chronic Heart Failure Bioinformatics Analysis Differentially Expressed Genes
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Construction of A Prediction Model for Atrial Fibrillation in Patients with Dilated Cardiomyopathy and Heart Failure
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作者 Kaizheng Liu Chengjie Liu 《Journal of Clinical and Nursing Research》 2024年第1期228-232,共5页
Dilated cardiomyopathy(DCM)is a common myocardial disease characterized by enlargement of the heart cavity and decreased systolic function,often leading to heart failure(HF)and arrhythmia.The occurrence of atrial fibr... Dilated cardiomyopathy(DCM)is a common myocardial disease characterized by enlargement of the heart cavity and decreased systolic function,often leading to heart failure(HF)and arrhythmia.The occurrence of atrial fibrillation(AF)is closely related to the progression and prognosis of the disease.In recent years,with the advancement of medical imaging and biomarkers,models for predicting the occurrence of AF in DCM patients have gradually become a research hotspot.This article aims to review the current situation of AF in DCM patients and explore the importance and possible methods of constructing predictive models to provide reference for clinical prevention and treatment.We comprehensively analyzed the risk factors for AF in DCM patients from epidemiological data,pathophysiological mechanisms,clinical and laboratory indicators,electrocardiogram and imaging parameters,and biomarkers,and evaluated the effectiveness of existing predictive models.Through analysis of existing literature and research,this article proposes a predictive model that integrates multiple parameters to improve the accuracy of predicting AF in DCM patients and provide a scientific basis for personalized treatment. 展开更多
关键词 dilated cardiomyopathy Heart failure Atrial fibrillation Prediction model
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Weighted gene co-expression network analysis reveals similarities and differences of molecular features between dilated and ischemic cardiomyopathies 被引量:1
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作者 Felix K.Biwott Ni-Ni Rao +1 位作者 Chang-Long Dong Guang-Bin Wang 《Journal of Electronic Science and Technology》 EI CAS CSCD 2023年第2期14-29,共16页
Cardiomyopathies represent the most common clinical and genetic heterogeneous group of diseases that affect the heart function.Though progress has been made to elucidate the process,molecular mechanisms of different c... Cardiomyopathies represent the most common clinical and genetic heterogeneous group of diseases that affect the heart function.Though progress has been made to elucidate the process,molecular mechanisms of different classes of cardiomyopathies remain elusive.This paper aims to describe the similarities and differences in molecular features of dilated cardiomyopathy(DCM)and ischemic cardiomyopathy(ICM).We firstly detected the co-expressed modules using the weighted gene co-expression network analysis(WGCNA).Significant modules associated with DCM/ICM were identified by the Pearson correlation coefficient(PCC)between the modules and the phenotype of DCM/ICM.The differentially expressed genes in the modules were selected to perform functional enrichment.The potential transcription factors(TFs)prediction was conducted for transcription regulation of hub genes.Apoptosis and cardiac conduction were perturbed in DCM and ICM,respectively.TFs demonstrated that the biomarkers and the transcription regulations in DCM and ICM were different,which helps make more accurate discrimination between them at molecular levels.In conclusion,comprehensive analyses of the molecular features may advance our understanding of DCM and ICM causes and progression.Thus,this understanding may promote the development of innovative diagnoses and treatments. 展开更多
关键词 dilated cardiomyopathy(DCM) Hub genes Ischemic cardiomyopathy(ICM) Transcription factors(TFs) Weighted gene co-expression network analysis(WGCNA)
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Diagnostic and classification value of immune-related lncRNAs in dilated cardiomyopathy
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作者 CONGCHEN BAI QIHANG KONG +3 位作者 HAO TANG SHUWEN ZHANG JUNTENG ZHOU XIAOJING LIU 《BIOCELL》 SCIE 2023年第11期2517-2533,共17页
Background:Various physiological mechanisms are linked to dilated cardiomyopathy(DCM)development,including oxidative stress,immune irregularities,inflammation,fibrosis,and genetic changes.However,precise molecular dri... Background:Various physiological mechanisms are linked to dilated cardiomyopathy(DCM)development,including oxidative stress,immune irregularities,inflammation,fibrosis,and genetic changes.However,precise molecular drivers of DCM,especially regarding abnormal immune responses,remain unclear.This study investigates immune-related long non-coding RNAs(lncRNAs)in DCM’s diagnostic and therapeutic potential.Methods:GSE141910,GSE135055,and GSE165303 datasets were acquired from the GEO database.LASSO,SVM-RFE,and random forest algorithms identified DCM-associated immune-related lncRNAs.Diagnostic capabilities were assessed by Nomogram and receiver operating characteristic(ROC)curves.Multivariate linear regression explored lncRNA correlations with ejection fraction.Single-sample gene set enrichment analysis(ssGSEA)gauged immune cell infiltration/functions.Functional enrichment analyses were performed using Gene set variation analysis(GSVA),gene ontology(GO),and the Kyoto Encyclopedia of Genes and Genomes(KEGG).Consensus clustering categorized DCM cases.Results:Ten immune-related lncRNAs emerged:C10orf71-AS1,FHAD1-AS1,SCIRT,FNDC1-AS1,MELTFAS1,LOC101928834,GDNF-AS1,DCXR-DT,C3orf36,and LOC107985323.These lncRNAs,tied to immunomodulation,showed promising DCM diagnostic accuracy.Adjusted for confounders,they independently correlated with ejection fraction.Using lncRNA expression,DCM patients were grouped into subtypes.Subtype C1 displayed a higher level of immune cell infiltration and immune checkpoint expression compared to subtype C2,emphasizing the variations in the immune microenvironment.Conclusion:This study identifies ten immune-related lncRNAs for further exploration in DCM diagnosis and subtyping.Based on expression patterns,we propose two potential DCM subtypes.Notably,findings are preliminary and hypothesis-generating,demanding validation and further investigation.This research provides insights into DCM diagnosis and classification. 展开更多
关键词 dilated cardiomyopathy Immune-associated long noncoding RNA Immune infiltration BIOMARKER
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Pediatric acute heart failure caused by endocardial fibroelastosis mimicking dilated cardiomyopathy:A case report
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作者 Yao-Ying Xie Qiu-Li Li +1 位作者 Xin-Le Li Fan Yang 《World Journal of Clinical Cases》 SCIE 2023年第8期1771-1781,共11页
BACKGROUND Endocardial fibroelastosis(EFE)is a diffuse endocardial collagen and elastin hyperplasia disease of unknown etiology,which may be accompanied by myocardial degenerative changes leading to acute or chronic h... BACKGROUND Endocardial fibroelastosis(EFE)is a diffuse endocardial collagen and elastin hyperplasia disease of unknown etiology,which may be accompanied by myocardial degenerative changes leading to acute or chronic heart failure.However,acute heart failure(AHF)without obvious associated triggers is rare.Prior to the report of endomyocardial biopsy,the diagnosis and treatment of EFE are highly susceptible to being confounded with other primary cardiomyopathies.Here,we report a case of pediatric AHF caused by EFE mimicking dilated cardiomyopathy(DCM),with the aim of providing a valuable reference for clinicians to early identify and diagnose EFE-induced AHF.CASE SUMMARY A 13-mo-old female child was admitted to hospital with retching.Chest X-ray demonstrated enhanced texture in both lungs and an enlarged heart shadow.Color doppler echocardiography showed an enlarged left heart with ventricular wall hypokinesis and decreased left heart function.Abdominal color ultrasonography revealed a markedly enlarged liver.Pending the result of the endomyocardial biopsy report,the child was treated with a variety of resuscitative measures including nasal cannula for oxygen,intramuscular sedation with chlorpromazine and promethazine,cedilanid for cardiac contractility enhancement,and diuretic treatment with furosemide.Subsequently,the child’s endomyocardial biopsy report result was confirmed as EFE.After the above early interventions,the child’s condition gradually stabilized and improved.One week later,the child was discharged.During a 9-mo follow-up period,the child took intermittent low-dose oral digoxin with no signs of recurrence or exacerbation of the heart failure.CONCLUSION Our report suggests that EFE-induced pediatric AHF may present in children over 1 year of age without any apparent precipitants,and that the associated clinical presentations are grossly similar to that of pediatric DCM.Nonetheless,it is still possible to be diagnosed effectively on the basis of the comprehensive analysis of auxiliary inspection findings before the result of the endomyocardial biopsy is reported. 展开更多
关键词 Endocardial fibroelastosis dilated cardiomyopathy PEDIATRIC Acute heart failure Early identification and diagnosis
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Study of pathogenic genes in a pedigree with familial dilated cardiomyopathy
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作者 Xin-Ru Zhang Hang Ren +2 位作者 Fang Yao Yang Liu Chun-Li Song 《World Journal of Clinical Cases》 SCIE 2023年第11期2412-2422,共11页
BACKGROUND Dilated cardiomyopathy(DCM)is a genetically heterogeneous cardiac disorder characterized by left ventricular dilation and contractile dysfunction.The substantial genetic heterogeneity evident in patients wi... BACKGROUND Dilated cardiomyopathy(DCM)is a genetically heterogeneous cardiac disorder characterized by left ventricular dilation and contractile dysfunction.The substantial genetic heterogeneity evident in patients with DCM contributes to variable disease severity and complicates overall prognosis,which can be very poor.AIM To identify pathogenic genes in DCM through pedigree analysis.METHODS Our research team identified a patient with DCM in the clinic.Through invest-igation,we found that the family of this patient has a typical DCM pedigree.High-throughput sequencing technology,next-generation sequencing,was used to sequence the whole exomes of seven samples in the pedigree.RESULTS A novel and potentially pathogenic gene mutation-ANK2p.F3067L-was discovered.The mutation was completely consistent with the clinical information for this DCM pedigree.Sanger sequencing was used to further verify the locus of the mutation in pedigree samples.These results were consistent with those of high-throughput sequencing.CONCLUSIONS ANK2p.F3067L is considered a novel and potentially pathogenic gene mutation in DCM. 展开更多
关键词 dilated cardiomyopathy Gene mutation Whole exomes sequencing Sanger sequencing ANK2p.F3067L Potentially pathogenic gene
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Association between late gadolinium enhancement and outcome in dilated cardiomyopathy:A meta-analysis
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作者 Xin-Yi Feng Wen-Feng He +5 位作者 Tian-Yue Zhang Ling-Li Wang Fan Yang Yu-Ling Feng Chun-Ping Li Rui Li 《World Journal of Radiology》 2023年第11期324-337,共14页
BACKGROUND The prognostic value of late gadolinium enhancement(LGE)derived from cardiovascular magnetic resonance(CMR)is well studied,and several new metrics of LGE have emerged.However,some controversies remain;there... BACKGROUND The prognostic value of late gadolinium enhancement(LGE)derived from cardiovascular magnetic resonance(CMR)is well studied,and several new metrics of LGE have emerged.However,some controversies remain;therefore,further discussion is needed,and more precise risk stratification should be explored.AIM To investigate the associations between the positivity,extent,location,and pattern of LGE and multiple outcomes in dilated cardiomyopathy(DCM).METHODS PubMed,Ovid MEDLINE,and Cochrane Library were searched for studies that investigated the prognostic value of LGE in patients with DCM.Pooled hazard ratios(HRs)and 95%confidence intervals were calculated to assess the role of LGE in the risk stratification of DCM.RESULTS Nineteen studies involving 7330 patients with DCM were included in this metaanalysis and covered a wide spectrum of DCM,with a mean left ventricular ejection fraction between 21%and 50%.The meta-analysis revealed that the presence of LGE was associated with an increased risk of multiple adverse outcomes(all-cause mortality,HR:2.14;arrhythmic events,HR:5.12;and composite endpoints,HR:2.38;all P<0.001).Furthermore,every 1%increment in the extent of LGE was associated with an increased risk of all-cause mortality.Analysis of a subgroup revealed that the prognostic value varied based on different location and pattern of LGE.Additionally,we found that LGE was a stronger predictor of arrhythmic events in patients with greater left ventricular ejection fraction.CONCLUSION LGE by CMR in patients with DCM exhibited a substantial value in predicting adverse outcomes,and the extent,location,and pattern of LGE could provide additional information for risk stratification. 展开更多
关键词 Cardiac magnetic resonance dilated cardiomyopathy Late gadolinium enhancement META-ANALYSIS Myocardial fibrosis PROGNOSIS
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基于Dilated U-Net的甲状腺结节超声图像分割
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作者 胡珂 代玉玲 +3 位作者 宋若晨 戈华锐 何梦奇 王家琦 《电脑知识与技术》 2023年第22期14-17,21,共5页
通过对甲状腺结节超声图像的分割,可以确定出结节的边界,从而获得病灶部位的相关信息,进而达到对甲状腺结节进行自动化诊断的目的。大多数的基于深度学习的分割方法,大都不能使图像不同层次的特征信息得到充分利用,在通道融合过程中,一... 通过对甲状腺结节超声图像的分割,可以确定出结节的边界,从而获得病灶部位的相关信息,进而达到对甲状腺结节进行自动化诊断的目的。大多数的基于深度学习的分割方法,大都不能使图像不同层次的特征信息得到充分利用,在通道融合过程中,一般都是在信道维度上直接进行特征图的拼接,而忽略了深层和浅层特征的重要性。为了解决以上问题,本文采用一种新的深度学习网络模型(Dilated U-Net),对甲状腺结节超声图像进行分割。由于甲状腺超声影像中存在大量的冗余信息,导致模型计算效率下降,Dilated U-Net在编码路径每个阶段汇合中,使用除了一般卷积方法的两个卷积之外,还有一个空洞卷积路径的双通路结构,能够迅速地预测增强后的甲状腺结节数据集,并在此基础上对甲状腺结节进行标记分割。实验结果证明了该方法在甲状腺结节超声图像分割的有效性和准确性。 展开更多
关键词 dilated U-Net 甲状腺结节 图像分割 深度学习
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Clinical outcome of cardiac resynchronization therapy in dilated-phase hypertrophic cardiomyopathy 被引量:1
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作者 Min GU Han JIN +7 位作者 Wei HUA Xiao-Han FAN Hong-Xia NIU Tao TIAN Li-Gang DING Jing WANG Cong XUE Shu ZHANG 《Journal of Geriatric Cardiology》 SCIE CAS CSCD 2017年第4期238-244,共7页
Backgrounds Clinical trials have demonstrated that cardiac resynchronization therapy (CRT) is effective in patients with "non-is- chemic cardiomyopathy". However, patients with dilated-phase hypertrophic cardiomyo... Backgrounds Clinical trials have demonstrated that cardiac resynchronization therapy (CRT) is effective in patients with "non-is- chemic cardiomyopathy". However, patients with dilated-phase hypertrophic cardiomyopathy (DHCM) have been generally excluded from such trials. We aimed to compare the clinical outcome of CRT in patients with DHCM, idiopathic dilated cardiomyopathy (IDCM), or ischemic cardiomyopathy (ICM). Methods A total of 312 consecutive patients (DHCM: n = 16; IDCM: n = 231; ICM: n = 65) undergoing CRT in Fuwai hospital were studied respectively. Response to CRT was defmed as reduction in left ventricular end-systolic volume (LVESV) _〉 15% at 6-month follow-up. Results Compared with DHCM, IDCM was associated with a lower total mortality (HR: 0.35, 95% CI: 0.13-0.90), cardiac mortality (HR: 0.29; 95% CI: 0.11-0.77), and total mortality or heart failure (HF) hospitalizations (HR: 0.34, 95% CI: 0.17-0.69), independent of known confounders. Compared with DHCM, the total mortality, cardiac mortality and total mortality or HF hospitalizations favored ICM but were not statistically significant (HR: 0.59, 95% CI: 0.22-1.61; HR: 0.59, 95% CI: 0.21-1.63; HR: 0.54, 95% CI: 0.26-1.15; respectively). Response rate to CRT was lower in the DHCM group than the other two groups although the differences didn't reach statistical significance. Conclusions Compared with IDCM, DHCM was associated with a worse outcome after CRT. The clinical outcome of DHCM patients receiving CRT was similar to or even worse than that of ICM patients. These indicate that DHCM behaves very differently after CRT. 展开更多
关键词 Cardiac resynchronization therapy dilated-phase hypertrophic cardiomyopathy Idiopathic dilated cardiomyopathy Ischemic cardiomyopathy
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Mechanism of Anti-β-adrenoceptor Antibody Mediated Myocardial Damage in Dilated Cardiomyopathy 被引量:21
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作者 廖玉华 程龙献 +5 位作者 涂源淑 张金枝 董继华 李淑莉 田元 彭又红 《Journal of Huazhong University of Science and Technology(Medical Sciences)》 SCIE CAS 1997年第1期5-8,共4页
Antibodies against &-adrenoceptor can be detected in serum of patients with dilated cardiomyopathy (DCM), which have 5-agonist-like activity, and induce a positive chronotropic effect on cardiac myocytes by its pe... Antibodies against &-adrenoceptor can be detected in serum of patients with dilated cardiomyopathy (DCM), which have 5-agonist-like activity, and induce a positive chronotropic effect on cardiac myocytes by its persistence at full strength. Effects of the antibodies against Padrenoceptor from sera of patients with DCM on myocardial cytotoxicity and cytoplasmic free Ca2+-concentration (LCa2+ji) were observed in the cultured single layer SD rat ventricular cells by using the cytotoxicity assay and fluorescent Ca2+- indicat0r fura-2/AM. The positive sera of the anti-&adrenoceptor antibodies from patients with DCM markedly enhanced myocardial [Ca2+]i. Betaloc, a 5, -receptor blocker, might inhibit the increase of the antibody-mediated myocardial [Ca2+]i, and the sera from healthy donors had no effect on myocardial [Ca2+]i,. Our results suggest that the anti-β-adrenoceptor antibody might increase myocardial [Ca2+]i, and result in myocardial damage. The antibodies might activate receptor-gating Ca2+-channel, thereby causing myocardial [Ca2+]i, rise and calcium overload. Early use of betaloc is recommended in the treatment of dilated cardiomyopathy. 展开更多
关键词 ANTIBODIES Β-ADRENOCEPTOR cytoplasmic free calcium FURA-2/AM dilated cardiomyopathy
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D-dimer level and long-term outcome in patients with end-stage heart failure secondary to idiopathic dilated cardiomyopathy 被引量:10
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作者 Bi HUANG Yuan-Jing LI +3 位作者 Jian SHEN Yuan YANG Gang LIU Su-Xin LUO 《Journal of Geriatric Cardiology》 SCIE CAS CSCD 2019年第8期621-629,共9页
Background Previous studies had demonstrated hemostatic abnormalities in patients with heart failure (HF) and several studies have shown that abnormal coagulation indices, represented by elevated D-dimer, had prognost... Background Previous studies had demonstrated hemostatic abnormalities in patients with heart failure (HF) and several studies have shown that abnormal coagulation indices, represented by elevated D-dimer, had prognostic significance in patients with compatible or acute decompensated HF. However, the impact of D-dimer on the outcome in patients with end-stage HF remains unclear. Methods A total of 244 consecutive patients with end-stage HF due to idiopathic dilated cardiomyopathy (DCM) were prospectively enrolled from February 2011 to September 2014. D-dimer levels were measured and its prognostic value was assessed. Primary endpoint was all-cause mortality during the follow-up period. Secondary endpoints were stroke, bleeding, occurrence of sustained ventricular tachycardia or ventricular fibrillation, and major adverse cardiovascular events (MACE). Results D-dimer was significantly elevated in the non-survivors (median: 0.8 vs. 1.1 mg/L, P < 0.001). Traditional markers including B-type natriuretic peptide, troponin I, left ventricular ejection fraction, and left ventricular end-diastolic dimension provided limited prognostic value;but the addition of D-dimer refined the risk stratification. The optimal cut-off value of D-dimer to predict all-cause mortality was 0.84 mg/L by receiver operator characteristic analysis. Elevated D-dimer level was independently associated with increased risk of long-term all-cause mortality (HR = 2.315, 95% CI: 1.570–3.414, P < 0.001) and MACE (HR = 1.256, 95% CI: 1.058–1.490, P = 0.009), and the predictive value was independent of age, sex, atrial fibrillation and anticoagulation status. Conclusions Elevated D-dimer level was independently associated with poor long-term outcome in patients with end-stage HF secondary to idiopathic DCM, and the predictive value was superior to that of traditional prognostic markers. 展开更多
关键词 D-DIMER END-STAGE heart failure IDIOPATHIC dilated CARDIOMYOPATHY Long-term OUTCOME
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Prognostic Value of Feature-Tracking Circumferential Strain in Dilated Cardiomyopathy Patients with Severely Reduced Ejection Fraction Incremental to Late Gadolinium Enhancement 被引量:7
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作者 Shcng-lei SHU Jing WANG +6 位作者 Cheng WANG Feng ZHU Yu-xi JIA Lan ZHANG Xiao-yue ZHOU Tian-jing ZHANG Chuan-sheng ZHENG 《Current Medical Science》 SCIE CAS 2021年第1期158-166,共9页
Myocardial fiber deformation measurements have been reported to be associated with adverse outcomes in patients with acute heart failure and those with myocardial infarction.However,few studies have addressed the prog... Myocardial fiber deformation measurements have been reported to be associated with adverse outcomes in patients with acute heart failure and those with myocardial infarction.However,few studies have addressed the prognostic value of global circumferential strain(GCS)in dilated cardiomyopathy(DCM)patients with severely impaired systolic function.This study aimed to evaluate the prognostic value of cardiac magnetic resonance(CMR)-derived GCS in DCM patients with severely reduced ejection.Consecutive DCM patients with severely reduced ejection fraction(EF<35%)who underwent CMR were included.GCS was calculated from CMR cine images.The clinical endpoint was a composite of all-cause mortality,heart transplantation,implantable cardioverter defibrillator(ICD)implantation and aborted sudden cardiac death(SCD).A total of 129 patients with a mean EF of 15.33%(11.36%–22.27%)were included.During a median follow-up of 518 days,endpoint events occurred in 50 patients.Patients with GCS≥the median(−5.17%)had significantly reduced event-free survival as compared with those with GCS<the median(P<0.01).GCS was independently associated with adverse events after adjusting for clinical and imaging risk factors including extent of late gadolinium enhancement(LGE)(P<0.05).Adding GCS into the model including the extent of LGE resulted in significant improvements in the C-statistic(from 0.706 to 0.742;P<0.05)with a continuous net reclassification improvement(NRI)of 29.71%.It was concluded that GCS derived from CMR could be useful for risk stratification in DCM patients with severely reduced EF,which may increase common imaging risk factors including LGE. 展开更多
关键词 cardiac magnetic resonance imaging circumferential strain PROGNOSIS late gadolinium enhancement dilated cardiomyopathy
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Non-invasive evaluation of arrhythmic risk in dilated cardiomyopathy:From imaging to electrocardiographic measures 被引量:5
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作者 Massimo Iacoviello Francesco Monitillo 《World Journal of Cardiology》 CAS 2014年第7期562-576,共15页
Malignant ventricular arrhythmias are a major adverse event and worsen the prognosis of patients affected by ischemic and non-ischemic dilated cardiomyopathy.The main parameter currently used to stratify arrhythmic ri... Malignant ventricular arrhythmias are a major adverse event and worsen the prognosis of patients affected by ischemic and non-ischemic dilated cardiomyopathy.The main parameter currently used to stratify arrhythmic risk and guide decision making towards the implantation of a cardioverter defibrillator is the evaluation of the left ventricular ejection fraction.However,this strategy is characterized by several limitations and consequently additional parameters have been suggested in order to improve arrhythmic risk stratification.The aim of this review is to critically revise the prognostic significance of non-invasive diagnostic tools in order to better stratify the arrhythmic risk prognosis of dilated cardiomyopathy patients. 展开更多
关键词 dilated CARDIOMYOPATHY Major VENTRICULAR ARRHYTHMIAS Prognosis VENTRICULAR REPOLARIZATION Left VENTRICULAR SYSTOLIC function
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Passive expansion of sub-maximally dilated transjugular intrahepatic portosystemic shunts and assessment of clinical outcomes 被引量:11
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作者 Michael C Hsu Charles N Weber +5 位作者 S William Stavropoulos Timothy W Clark Scott O Trerotola Richard D Shlansky Goldberg Michael C Soulen Gregory J Nadolski 《World Journal of Hepatology》 CAS 2017年第12期603-612,共10页
AIM To assess for passive expansion of sub-maximally dilated transjugular intrahepatic portosystemic shunts(TIPS) and compare outcomes with maximally dilated TIPS.METHODS Polytetrafluoroethylene covered TIPS(Viatorr) ... AIM To assess for passive expansion of sub-maximally dilated transjugular intrahepatic portosystemic shunts(TIPS) and compare outcomes with maximally dilated TIPS.METHODS Polytetrafluoroethylene covered TIPS(Viatorr) from July 2002 to December 2013 were retrospectively reviewed at two hospitals in a single institution. Two hundred and thirty patients had TIPS maximally dilated to 10 mm(m TIPS), while 43 patients who were at increased risk for hepatic encephalopathy(HE), based on clinical evaluation or low pre-TIPS portosystemic gradient(PSG), had 10 mm TIPS sub-maximally dilated to 8 mm(sm TIPS). Group characteristics(age, gender, Model for End-Stage Liver Disease score, post-TIPS PSG and clinical outcomes were compared between groups, including clinical success(ascites or varices), primary patency,primary assisted patency, and severe post-TIPS HE. A subset of fourteen patients with sm TIPS underwent follow-up computed tomography imaging after TIPS creation, and were grouped based on time of imaging(< 6 mo and > 6 mo). Change in diameter and crosssectional area were measured with 3D imaging software to evaluate for passive expansion.RESULTS Patient characteristics were similar between the sm TIPS and m TIPS groups, except for pre-TIPS portosystemic gradient, which was lower in the sm TIPS group(19.4 mm Hg ± 6.8 vs 22.4 mm Hg ± 7.1, P = 0.01). Primary patency and primary assisted patency between sm TIPS and m TIPS was not significantly different(P = 0.64 and 0.55, respectively). Four of the 55 patients(7%) with sm TIPS required TIPS reduction for severe refractory HE, while this occurred in 6 of the 218 patients(3%) with m TIPS(P = 0.12). For the 14 patients with follow-up computed tomography(CT) imaging, the median imaging follow-up was 373 d. There was an increase in median TIPS diameter, median percent diameter change, median area, and median percent area change in patients with CT follow-up greater than 6 mo after TIPS placement compared to follow-up within 6 mo(8.45 mm, 5.58%, 56.04 mm^2, and 11.48%, respectively, P = 0.01).CONCLUSION Passive expansion of sm TIPS does occur but clinical outcomes of sm TIPS and m TIPS were similar. Sub-maximal dilation can prevent complications related to overshunting in select patients. 展开更多
关键词 Variceal hemorrhage Portal hypertension Transjugular intrahepatic portosystemic shunts ASCITES Sub-maximal dilation Underdilated Passive expansion Hepatic encephalopathy
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Clinical characteristics, treatment and prognosis of patients with idiopathic dilated cardiomyopathy: a tertiary center experience 被引量:4
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作者 Abdullah Hagar Xiao-Bo PU +2 位作者 Shi-Jian CHEN Jageshwar-Prasad Shah Mao CHEN 《Journal of Geriatric Cardiology》 SCIE CAS CSCD 2019年第4期320-328,共9页
Background Contemporary heart failure medications have led to considerable improvement in the survival of patients with heart failure. However,limited evidence is available regarding the effect of those medications in... Background Contemporary heart failure medications have led to considerable improvement in the survival of patients with heart failure. However,limited evidence is available regarding the effect of those medications in patients with idiopathic dilated cardiomyopathy (IDCM),particularly in China. We sought to analyze the trends in clinical characteristics and the prescription rate of recommended therapies and its prognostic impact in patients with IDCM. Methods From 2009 to 2016,1441 consecutive patients (age: 55±14 years,68% men,LVEF: 33%± 12%) fulfilling World Health Organization criteria for IDCM were enrolled in the current retrospective cohort study. Temporal trends of baseline clinical characteristics,treatment and prognosis were analyzed,and potential influential factors were explored. Results Rates of patients receiving angiotensin-converting enzyme inhibitors/angiotensin II receptors blockers,β-blockers,aldosterone receptor antagonists and diuretics increased from 55%,45%,58%,51% in 2009 to 67%,69%,71%,64% in 2016,respectively (P < 0.05);whereas,the proportion of patients receiving digoxin decreased from 39% in 2009 to 28% in 2016 (P < 0.05). The overall proportion of patients with optimal guideline-directed medical therapy (GDMT) was 44.6%;however,that rate increased from 33% in 2009 to 41%,49% and 56% in 2012,2014 and 2016 respectively (P < 0.05). Patients with optimal GDMT had a better outcome than those without,but there was no temporal trend toward improvement in the overall long-term prognosis of IDCM patients with the years. There was a trend towards admission of patients with milder disease and toward increased admission to a cardiology ward with the years. Conclusions An improvement in prescription rates of guideline-recommended medications in IDCM patients was observed. However,it remains suboptimal,and there is still some room for improvement. The prognosis of patients with optimal GDMT was better than those without. Moreover,the following patient category also had an improved prognosis: patients with LVEF ≥ 40%,with device therapy,and those admitted to a cardiology ward. 展开更多
关键词 dilated CARDIOMYOPATHY HEART failure MEDICATIONS PROGNOSIS
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1D-CNN:Speech Emotion Recognition System Using a Stacked Network with Dilated CNN Features 被引量:6
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作者 Mustaqeem Soonil Kwon 《Computers, Materials & Continua》 SCIE EI 2021年第6期4039-4059,共21页
Emotion recognition from speech data is an active and emerging area of research that plays an important role in numerous applications,such as robotics,virtual reality,behavior assessments,and emergency call centers.Re... Emotion recognition from speech data is an active and emerging area of research that plays an important role in numerous applications,such as robotics,virtual reality,behavior assessments,and emergency call centers.Recently,researchers have developed many techniques in this field in order to ensure an improvement in the accuracy by utilizing several deep learning approaches,but the recognition rate is still not convincing.Our main aim is to develop a new technique that increases the recognition rate with reasonable cost computations.In this paper,we suggested a new technique,which is a one-dimensional dilated convolutional neural network(1D-DCNN)for speech emotion recognition(SER)that utilizes the hierarchical features learning blocks(HFLBs)with a bi-directional gated recurrent unit(BiGRU).We designed a one-dimensional CNN network to enhance the speech signals,which uses a spectral analysis,and to extract the hidden patterns from the speech signals that are fed into a stacked one-dimensional dilated network that are called HFLBs.Each HFLB contains one dilated convolution layer(DCL),one batch normalization(BN),and one leaky_relu(Relu)layer in order to extract the emotional features using a hieratical correlation strategy.Furthermore,the learned emotional features are feed into a BiGRU in order to adjust the global weights and to recognize the temporal cues.The final state of the deep BiGRU is passed from a softmax classifier in order to produce the probabilities of the emotions.The proposed model was evaluated over three benchmarked datasets that included the IEMOCAP,EMO-DB,and RAVDESS,which achieved 72.75%,91.14%,and 78.01%accuracy,respectively. 展开更多
关键词 Affective computing one-dimensional dilated convolutional neural network emotion recognition gated recurrent unit raw audio clips
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Intra-cardiac distribution of late gadolinium enhancement in cardiac sarcoidosis and dilated cardiomyopathy 被引量:2
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作者 Makoto Sano Hiroshi Satoh +5 位作者 Kenichiro Suwa Masao Saotome Tsuyoshi Urushida Hideki Katoh Hideharu Hayashi Takeji Saitoh 《World Journal of Cardiology》 CAS 2016年第9期496-503,共8页
Cardiac involvement of sarcoid lesions is diagnosed by myocardial biopsy which is frequently false-negative,and patients with cardiac sarcoidosis(CS) who have impaired left ventricular(LV) systolic function are someti... Cardiac involvement of sarcoid lesions is diagnosed by myocardial biopsy which is frequently false-negative,and patients with cardiac sarcoidosis(CS) who have impaired left ventricular(LV) systolic function are sometimes diagnosed with dilated cardiomyopathy(DCM).Late gadolinium enhancement(LE) in magnetic resonance imaging is now a critical finding in diagnosing CS,and the novel Japanese guideline considers myocardial LE to be a major criterion of CS.This article describes the value of LE in patients with CS who have impaired LV systolic function,particularly the diagnostic and clinical significance of LE distribution in comparison with DCM.LE existed at all LV segments and myocardial layers in patients with CS,whereas it was localized predominantly in the midwall of basal to mid septum in those with DCM.Transmural(nodular),circumferential,and subepicardial and subendocardial LE distribution were highly specific in patients with CS,whereas the prevalence of striated midwall LE were high both in patients with CS and with DCM.Since sarcoidosis patients with LE have higher incidences of heart failure symptoms,ventricular tachyarrhythmia and sudden cardiac death,the analyses of extent and distribution of LE are crucial in early diagnosis and therapeutic approach for patients with CS. 展开更多
关键词 Magnetic RESONANCE imaging LATE gado linium ENHANCEMENT SARCOIDOSIS dilated cardiomyo pathy Diagnosis
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DcNet: Dilated Convolutional Neural Networks for Side-Scan Sonar Image Semantic Segmentation 被引量:2
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作者 ZHAO Xiaohong QIN Rixia +3 位作者 ZHANG Qilei YU Fei WANG Qi HE Bo 《Journal of Ocean University of China》 SCIE CAS CSCD 2021年第5期1089-1096,共8页
In ocean explorations,side-scan sonar(SSS)plays a very important role and can quickly depict seabed topography.As-sembling the SSS to an autonomous underwater vehicle(AUV)and performing semantic segmentation of an SSS... In ocean explorations,side-scan sonar(SSS)plays a very important role and can quickly depict seabed topography.As-sembling the SSS to an autonomous underwater vehicle(AUV)and performing semantic segmentation of an SSS image in real time can realize online submarine geomorphology or target recognition,which is conducive to submarine detection.However,because of the complexity of the marine environment,various noises in the ocean pollute the sonar image,which also encounters the intensity inhomogeneity problem.In this paper,we propose a novel neural network architecture named dilated convolutional neural network(DcNet)that can run in real time while addressing the above-mentioned issues and providing accurate semantic segmentation.The proposed architecture presents an encoder-decoder network to gradually reduce the spatial dimension of the input image and recover the details of the target,respectively.The core of our network is a novel block connection named DCblock,which mainly uses dilated convolution and depthwise separable convolution between the encoder and decoder to attain more context while still retaining high accuracy.Furthermore,our proposed method performs a super-resolution reconstruction to enlarge the dataset with high-quality im-ages.We compared our network to other common semantic segmentation networks performed on an NVIDIA Jetson TX2 using our sonar image datasets.Experimental results show that while the inference speed of the proposed network significantly outperforms state-of-the-art architectures,the accuracy of our method is still comparable,which indicates its potential applications not only in AUVs equipped with SSS but also in marine exploration. 展开更多
关键词 side-scan sonar(SSS) semantic segmentation dilated convolutions SUPER-RESOLUTION
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