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Han Y, Zhao Y, Lin Z, Liang Z, Chen S, Zhang J. Differential diagnosis between dilated cardiomyopathy and ischemic cardiomyopathy based on variational mode decomposition and high order spectra analysis. Health Inf Sci Syst 2023; 11:43. [PMID: 37744026 PMCID: PMC10511396 DOI: 10.1007/s13755-023-00244-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Accepted: 08/26/2023] [Indexed: 09/26/2023] Open
Abstract
The clinical manifestations of ischemic cardiomyopathy (ICM) bear resemblance to dilated cardiomyopathy (DCM). The definitive diagnosis of DCM necessitates the identification of invasive, costly, and contraindicated coronary angiography. Many diagnostic studies of cardiovascular disease have tried modal decomposition based on electrocardiogram (ECG) signals. However, these studies ignored the connection between modes and other fields, thus limiting the interpretability of modes to ECG signals and the classification performance of models. This study proposes a classification algorithm based on variational mode decomposition (VMD) and high order spectra, which decomposes the preprocessed ECG signal and extracts its first five modes obtained through VMD. After that, these modes are estimated for their corresponding bispectrums, and the feature vector is composed of fifteen features including bispectral, frequency, and nonlinear features based on this. Finally, a dataset containing 75 subjects (38 DCM, 37 ICM) is classified and compared using random forest (RF), decision tree, support vector machine, and K-nearest neighbor. The results show that, in comparison to previous approaches, the technique proposed provides a better categorization for DCM and ICM of ECG signals, which delivers 98.21% classification accuracy, 98.22% sensitivity, and 98.19% specificity. And mode 3 always has the best performance among single mode. The proposed computerized framework significantly improves automatic diagnostic performance, which can help relieve the working pressure on doctors, possible economic burden and health threaten.
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Affiliation(s)
- Yuduan Han
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Yunyue Zhao
- Department of Cardiology, The Third Affiliated Hospital of Sun Yat‐sen University, Guangzhou, China
| | - Zhuochen Lin
- Department of Medical Records, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Zichao Liang
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Siyang Chen
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Jinxin Zhang
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, China
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2
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Liu S, Zhang H, Li C, Dai W, Wu J, Wu Y, Su W, Xia B, Zhou J, Shen Y, Zhu X. A method of motion estimation of segmental ventricular wall with tracking of ultrasonic echocardiogram. BMC Med Imaging 2023; 23:88. [PMID: 37407909 DOI: 10.1186/s12880-023-01040-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2022] [Accepted: 06/05/2023] [Indexed: 07/07/2023] Open
Abstract
BACKGROUND Ultrasonic echocardiography is commonly used for monitoring myocardial dysfunction. However, it has limitations such as poor quality of echocardiography images and subjective judgment of doctors. METHODS In this paper, a calculation model based on optical flow tracking of echocardiogram is proposed for the quantitative estimation motion of the segmental wall. To improve the accuracy of optical flow estimation, a method based on confidence-optimized multiresolution(COM) optical flow model is proposed to reduce the estimation errors caused by the large amplitude of myocardial motion and the presence of "shadows" and other image quality problems. In addition, motion vector decomposition and dynamic tracking of the ventricular region of interest are used to extract information regarding the myocardial segmental motion. The proposed method was validated using simulation images and 50 clinical cases (25 patients and 25 healthy volunteers) for myocardial motion analysis. RESULTS The results demonstrated that the proposed method could track the motion information of myocardial segments well and reduce the estimation errors of optical flow caused due to the use of low-quality echocardiogram images. CONCLUSIONS The proposed method improves the accuracy of motion estimation for the cardiac ventricular wall.
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Affiliation(s)
- Shanna Liu
- Department of Information Technology, The Fourth Affiliated Hospital, Zhejiang University School of Medicine, Yiwu, Zhejiang, 322000, China
| | - Hao Zhang
- Department of Information Technology, The Fourth Affiliated Hospital, Zhejiang University School of Medicine, Yiwu, Zhejiang, 322000, China
| | - Chang Li
- Department of Information Technology, The Fourth Affiliated Hospital, Zhejiang University School of Medicine, Yiwu, Zhejiang, 322000, China
| | - Weifang Dai
- Department of Information Technology, The Fourth Affiliated Hospital, Zhejiang University School of Medicine, Yiwu, Zhejiang, 322000, China
| | - Jinyu Wu
- Department of Information Technology, The Fourth Affiliated Hospital, Zhejiang University School of Medicine, Yiwu, Zhejiang, 322000, China
| | - Yuanyuan Wu
- Department of Cardiology, The Fourth Affiliated Hospital, Zhejiang University School of Medicine, Yiwu, Zhejiang, 322000, China
| | - Wenwen Su
- Department of Cardiology, The Fourth Affiliated Hospital, Zhejiang University School of Medicine, Yiwu, Zhejiang, 322000, China
| | - Bin Xia
- Department of Ultrasonography, The Fourth Affiliated Hospital, Zhejiang University School of Medicine, Yiwu, Zhejiang, 322000, China
| | - Jiayu Zhou
- Xinjiang Second Medical College, Karamay, Xinjiang, 834000, China
| | - Yuqiang Shen
- Department of Information Technology, The Fourth Affiliated Hospital, Zhejiang University School of Medicine, Yiwu, Zhejiang, 322000, China.
| | - Xinjian Zhu
- Department of Information Technology, The Fourth Affiliated Hospital, Zhejiang University School of Medicine, Yiwu, Zhejiang, 322000, China.
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Hohendanner F, Bock M, Keznickl-Pulst J, Furundzija V, Scholz S, Schöppenthau D, Hrytsyna Y, Falk V, Pieske B, Hindricks G, Potapov E, Gerds-Li JH. Mechanistic assessment and ablation of left ventricular assist device related ventricular tachycardia in patients with severe heart failure. Front Physiol 2023; 14:1086730. [PMID: 37123254 PMCID: PMC10130641 DOI: 10.3389/fphys.2023.1086730] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Accepted: 03/27/2023] [Indexed: 05/02/2023] Open
Abstract
Aims: Left-ventricular-assist-devices (lvad) are an established treatment for patients with severe heart failure with reduced ejection fraction (HF) and reduce mortality. However, HF patients have significant substrate for ventricular tachycardia (VT) and the lvad itself might be pro-arrhythmogenic. We investigated the mechanism of VT in lvad-patients in relation to the underlying etiology and provide in silico and ex-vivo data for ablation in these HF patients. Methods and Results: We retrospectively analyzed invasive electrophysiological (EP) studies of 17 patients with VT and lvad. The mechanism of VT was determined using electroanatomical, entrainment and activation time mapping. Ischemic cardiomyopathy was present in 70% of patients. VT originated from the lvad region in >30%. 1/6 patients with VT originating from the lvad region had episodes before lvad implantation, while 7/11 patients with VT originating from other regions had episodes before implantation. Number and time of radiofrequency (RF)-ablation lesions were not different between VTs originating from the lvad or other regions. Long-term freedom from VT was 50% upon ablation in patients with VT originating from the lvad region and 64% if ablation was conducted in other regions. To potentially preemptively mitigate lvad related VT in patients undergoing lvad implantation, we obtained in silico derived data and performed ex-vivo experiments targeting ventricular myocardium. Of the tested settings, application of 25 W for 30 s was safe and associated with optimal lesion characteristics. Conclusion: A significant percentage of patients with lvad undergoing VT ablation exhibit arrhythmia originating in close vicinity to the device and recurrence rates are high. Based on in silico and ex-vivo data, we propose individualized RF-ablation in selected patients at risk for/with lvad related VT.
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Affiliation(s)
- Felix Hohendanner
- Deutsches Herzzentrum der Charité, Klinik für Kardiologie, Angiologie und Intensivmedizin, Berlin, Germany
- Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Berlin, Berlin, Germany
- *Correspondence: Felix Hohendanner,
| | - Matthias Bock
- Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | | | - Vesna Furundzija
- Deutsches Herzzentrum der Charité, Klinik für Kardiologie, Angiologie und Intensivmedizin, Berlin, Germany
- Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Sebastian Scholz
- Department of Cardiology, German Heart Center Berlin, Berlin, Germany
| | - Doreen Schöppenthau
- Deutsches Herzzentrum der Charité, Klinik für Kardiologie, Angiologie und Intensivmedizin, Berlin, Germany
- Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Yuriy Hrytsyna
- Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- Deutsches Herzzentrum der Charité, Klinik für Herz, Thorax- und Gefäßchirurgie, Berlin, Germany
| | - Volkmar Falk
- Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Berlin, Berlin, Germany
- Deutsches Herzzentrum der Charité, Klinik für Herz, Thorax- und Gefäßchirurgie, Berlin, Germany
- Translational Cardiovascular Technologies, Institute of Translational Medicine, Department of Health Sciences and Technology, Swiss Federal Institute of Technology (ETH) Zurich, Berlin, Germany
| | - Burkert Pieske
- Department of Cardiology, German Heart Center Berlin, Berlin, Germany
| | - Gerhard Hindricks
- Deutsches Herzzentrum der Charité, Klinik für Kardiologie, Angiologie und Intensivmedizin, Berlin, Germany
- Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Evgenij Potapov
- Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Berlin, Berlin, Germany
| | - Jin-Hong Gerds-Li
- Deutsches Herzzentrum der Charité, Klinik für Kardiologie, Angiologie und Intensivmedizin, Berlin, Germany
- Charité—Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
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Shen L, Fan G, Yang G, Yang Z, Gui C. Paracrine effects of mir-210-3p on angiogenesis in hypoxia-treated c-kit-positive cardiac cells. Ann Med 2023; 55:2237690. [PMID: 37480581 PMCID: PMC10364570 DOI: 10.1080/07853890.2023.2237690] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/11/2023] [Revised: 07/01/2023] [Accepted: 07/12/2023] [Indexed: 07/24/2023] Open
Abstract
Objective: Treatment with c-kit-positive cardiac cells (CPCs) has been shown to improve the prognosis of ischemic heart disease. MicroRNAs (miRNAs) confer protection by enhancing the cardiac repair process, but their specific functional mechanisms remain unclear. This study aimed to screen for differentially expressed miRNAs in CPCs under hypoxia and explore their effects on the function of CPCs.Methods: We harvested CPCs from C57 adult mice and later performed a high-throughput miRNA sequencing for differential expression profiling analysis. Subsequently, we intervened with the differentially expressed gene miR-210-3p in CPCs and detected changes in the secretion of angiogenesis-related factors through a protein-chip analysis. Finally, we applied CPC supernatants of different groups as conditioned medium to treat mouse cardiac microvascular endothelial cells (CMECs) and further investigated the functional effects of miR-210-3p on c-kit+CPCs under ischemia and hypoxia conditions.Results: The miR-210-3p was highly increased in hypoxia-treated CPCs. Protein-chip detection revealed that CPCs expressed cytokines such as FGF basic, angiogenin, and vascular endothelial growth factor (VEGF) and that hypoxia enhanced their release. Silencing miR-210-3p resulted in a reduction in the release of these angiogenesis-related factors. In addition, the conditioned medium of hypoxia-treated CPCs promoted the proliferation, migration, and tube-forming capabilities of CMECs. In contrast, the conditioned media of CPCs with silenced miR-210-3p after hypoxia decreased the proliferation, migration, and tube-forming ability of CMEC.Conclusions: The CPCs exert proangiogenic effects via paracrine pathways mediated by miR-210-3p. Upregulation of miR-210-3p in hypoxia-treated CPCs may enhance their paracrine function by regulating the secretion of angiogenic factors, thereby promoting angiogenesis in ischemic heart disease.
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Affiliation(s)
- Louyi Shen
- Department of Cardiology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
- Guangxi Key Laboratory Base of Precision Medicine in Cardiocerebrovascular Diseases Control and Prevention, Nanning, China
- Guangxi Clinical Research Center for Cardiocerebrovascular Diseases, Nanning, China
| | - Guan Fan
- Department of Cardiology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
- Guangxi Key Laboratory Base of Precision Medicine in Cardiocerebrovascular Diseases Control and Prevention, Nanning, China
- Guangxi Clinical Research Center for Cardiocerebrovascular Diseases, Nanning, China
| | - Guoliang Yang
- Department of Cardiology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
- Guangxi Key Laboratory Base of Precision Medicine in Cardiocerebrovascular Diseases Control and Prevention, Nanning, China
- Guangxi Clinical Research Center for Cardiocerebrovascular Diseases, Nanning, China
| | - Zhijie Yang
- Department of Cardiology, Liuzhou People's Hospital, Liuzhou, China
| | - Chun Gui
- Department of Cardiology, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
- Guangxi Key Laboratory Base of Precision Medicine in Cardiocerebrovascular Diseases Control and Prevention, Nanning, China
- Guangxi Clinical Research Center for Cardiocerebrovascular Diseases, Nanning, China
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Khaled S, Babateen EM, Alhodian FY, AlQashqari RW, AlZaidi RS, Almaimani H, Alharbi NA, Samarin KE, Fallatah AA, Shalaby G. Cardiomyopathy Management and In-Hospital Outcomes in a Tertiary Care Center: Clinical Components and Venues of Advanced Care. Cureus 2021; 13:e19054. [PMID: 34824941 PMCID: PMC8612064 DOI: 10.7759/cureus.19054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/26/2021] [Indexed: 11/13/2022] Open
Abstract
Background There are few reports on the prevalence of different types of cardiomyopathy, clinical presentation, severity, short-term outcomes, and implementation of advanced heart failure treatment. This study aimed to assess the prevalence, clinical background of different types of cardiomyopathy and to identify the candidate for advanced treatment in a tertiary care cardiac center with many advantages Method A single-center retrospective cohort study included 1069 patients admitted to our center and diagnosed with cardiomyopathy during 2019 and 2020 Results Out of 1069 cardiomyopathy patients admitted and diagnosed at our center between 2019 and 2020, 62% had ischemic cardiomyopathy (ICM), 36% had dilated cardiomyopathy (DCM), and 2% had hypertrophic cardiomyopathy (HOCM). ICM patients were older, showed a higher prevalence of both male gender and pilgrims, and they had more frequent cardiovascular risk factors compared to dilated cardiomyopathy group of patients. However, DCM patients with more severe heart failure symptoms (NYHA class III/IV), much worse LVEF, were subsequently considered deemed for aggressive diuretic therapy, and further advanced therapy (Sacubitril-Valsartan and device therapy) compared to ICM patients. ICM patients showed poor in-hospital outcomes compared to DCM group of patients (0.05 and <0.001) for an indication for mechanical ventilation and in-hospital mortality, respectively). Increased age, presence of renal dysfunction and lower LVEF were found the independent predictors of in-hospital mortality among our studied patients Conclusion There are discrepancies between DCM and ICM patients. Although DCM patients were younger at age and had fewer cardiovascular risk factors, they presented with severe symptoms and dysfunction, hence more eligible candidates for advanced heart failure treatment, and finally showed a lower mortality rate. Increased age, presence of renal dysfunction and lower LVEF were found the independent predictors of in-hospital mortality.
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Affiliation(s)
- Sheeren Khaled
- Cardiology, Cardiac Center, King Abdullah Medical City, Makkah, SAU.,Cardiology, Faculty of Medicine, Benha University, Benha, EGY
| | - Emad M Babateen
- Cardiology, College of Medicine, King Saud Bin Abdulaziz University for Health Sciences, King Abdullah International Medical Research Centre, King Abdulaziz Medical City, National Guard Health Affairs, Jeddah, SAU
| | | | | | - Reema S AlZaidi
- Cardiology, Medicine and Surgery, Taif University, Taif, SAU
| | - Hala Almaimani
- Cardiology, College of Medicine, Umm Alqura University, Makkah, SAU
| | | | - Kawlah E Samarin
- Cardiology, College of Medicine, Umm Alqura University, Makkah, SAU
| | - Amani A Fallatah
- Cardiology, Ibn Sina National College for Medical Studies, Jeddah, SAU
| | - Ghada Shalaby
- Cardiology, Cardiac Center, King Abdullah Medical City, Makkah, SAU.,Cardiology, Faculty of Medicine, Zagazig University, Zagazig, EGY
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Dusenbery SM, Newburger JW, Colan SD, Gauvreau K, Baker A, Powell AJ. Myocardial fibrosis in patients with a history of Kawasaki disease. IJC HEART & VASCULATURE 2021; 32:100713. [PMID: 33521237 PMCID: PMC7820031 DOI: 10.1016/j.ijcha.2021.100713] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2020] [Revised: 12/28/2020] [Accepted: 01/04/2021] [Indexed: 12/17/2022]
Abstract
Objectives Cardiac magnetic resonance (CMR) measurements of myocardial extracellular volume fraction (ECV) and late gadolinium enhancement (LGE) in patients with a history of Kawasaki disease (KD) were analyzed to determine whether fibrosis was increased compared to controls. Methods In this single center retrospective study, patients with KD who had a CMR with ECV measurement and LGE assessment were included. The ECV was calculated in the mid-left ventricle by measuring T1 values for blood pool and myocardium before and after gadolinium administration with a Look-Locker technique. CMR findings were compared to 20 control subjects. Results KD patients (n = 13) had a median age at CMR of 14.9 years (range, 7.5-36.0). Control subjects (n = 20) had a median age at CMR of 16 years (range, 11.0-36.0). Twelve KD patients had coronary aneurysms. The KD patients had a significantly lower indexed LV mass (p = 0.03) and LV mass/volume ratio (p = 0.01). ECV was not significantly different in KD patients and controls (0.26 (range, 0.20-0.30) vs. 0.25 (range, 0.18-0.28), p = 0.28). One KD patient (8%) had an increased (>0.28) ECV. LGE indicating focal fibrosis was found in 5 of 13 (38%) of KD patients. Patients with LGE tended to have a higher maximum coronary dimension z-score (p = 0.09). Conclusions In this study of KD patients, most of whom had aneurysms, ECV did not differ significantly from that in normal controls. Focal fibrosis based on LGE was common. Future larger studies should compare ECV in KD patients with and without aneurysms to define the risk of myocardial fibrosis after KD.
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Affiliation(s)
- Susan M Dusenbery
- Department of Cardiology, Boston Children's Hospital, and the Department of Pediatrics, Harvard Medical School, Boston, MA, United States
| | - Jane W Newburger
- Department of Cardiology, Boston Children's Hospital, and the Department of Pediatrics, Harvard Medical School, Boston, MA, United States
| | - Steven D Colan
- Department of Cardiology, Boston Children's Hospital, and the Department of Pediatrics, Harvard Medical School, Boston, MA, United States
| | - Kimberlee Gauvreau
- Department of Cardiology, Boston Children's Hospital, and the Department of Pediatrics, Harvard Medical School, Boston, MA, United States
| | - Annette Baker
- Department of Cardiology, Boston Children's Hospital, and the Department of Pediatrics, Harvard Medical School, Boston, MA, United States
| | - Andrew J Powell
- Department of Cardiology, Boston Children's Hospital, and the Department of Pediatrics, Harvard Medical School, Boston, MA, United States
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