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Jyoti J, Hütt MT. Evaluating changes in attractor sets under small network perturbations to infer reliable microbial interaction networks from abundance patterns. Bioinformatics 2025; 41:btaf095. [PMID: 40036964 PMCID: PMC11961200 DOI: 10.1093/bioinformatics/btaf095] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2024] [Revised: 02/05/2025] [Accepted: 02/26/2025] [Indexed: 03/06/2025] Open
Abstract
MOTIVATION Inferring microbial interaction networks from microbiome data is a core task of computational ecology. An avenue of research to create reliable inference methods is based on a stylized view of microbiome data, starting from the assumption that the presences and absences of microbiomes, rather than the quantitative abundances, are informative about the underlying interaction network. With this starting point, inference algorithms can be based on the notion of attractors (asymptotic states) in Boolean networks. Boolean network framework offers a computationally efficient method to tackle this problem. However, often existing algorithms operating under a Boolean network assumption, fail to provide networks that can reproduce the complete set of initial attractors (abundance patterns). Therefore, there is a need for network inference algorithms capable of reproducing the initial stable states of the system. RESULTS We study the change of attractors in Boolean threshold dynamics on signed undirected graphs under small changes in network architecture and show, how to leverage these relationships to enhance network inference algorithms. As an illustration of this algorithmic approach, we analyse microbial abundance patterns from stool samples of humans with inflammatory bowel disease (IBD), with colorectal cancer and from healthy individuals to study differences between the interaction networks of the three conditions. The method reveals strong diversity in IBD interaction networks. The networks are first partially deduced by an earlier inference method called ESABO, then we apply the new algorithm developed here, EDAME, to this result to generate a network that comes nearest to satisfying the original attractors. AVAILABILITY AND IMPLEMENTATION Implementation code is freely available at https://github.com/Jojo6297/edame.git.
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Affiliation(s)
- Jyoti Jyoti
- School of Science, Constructor University, Bremen 28759, Germany
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Franza L, Caldarelli M, Villani ER, Cianci R. Sex Differences in Cardiovascular Diseases: Exploring the Role of Microbiota and Immunity. Biomedicines 2024; 12:1645. [PMID: 39200110 PMCID: PMC11352091 DOI: 10.3390/biomedicines12081645] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2024] [Revised: 07/18/2024] [Accepted: 07/20/2024] [Indexed: 09/01/2024] Open
Abstract
Cardiovascular diseases (CVDs) are the most common cause of mortality and morbidity in Western countries, thus representing a global health concern. CVDs show different patterns in terms of the prevalence and presentation in men and women. The role of sex hormones has been extensively implicated in these sex-specific differences, due to the presence of the menstrual cycle and menopause in women. Moreover, the gut microbiota (GM) has been implicated in cardiovascular health, considering the growing evidence that it is involved in determining the development of specific diseases. In particular, gut-derived metabolites have been linked to CVDs and kidney disorders, which can in turn promote the progression of CVDs. Considering the differences in the composition of GM between men and women, it is possible that gut microbiota act as a mediator in regard to the sex disparities in CVDs. This narrative review aims to comprehensively review the interplay between sex, GM, and CVDs, discussing potential mechanisms and therapeutic options.
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Affiliation(s)
- Laura Franza
- Emergency, Anesthesiological and Reanimation Sciences Department, Fondazione Policlinico Universitario A. Gemelli-IRCCS of Rome, 00168 Rome, Italy;
- Emergency Department, Azienda Ospedaliero-Universitaria di Modena, Largo del Pozzo, 71, 41125 Modena, Italy
| | - Mario Caldarelli
- Department of Translational Medicine and Surgery, Catholic University of the Sacred Heart, 00168 Rome, Italy;
- Fondazione Policlinico Universitario A. Gemelli, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), 00168 Rome, Italy
| | - Emanuele Rocco Villani
- Department of Geriatrics, Orthopedics and Rheumatology, Università Cattolica del Sacro Cuore, 00168 Rome, Italy;
- UOC Geriatra-Disturbi Cognitivi e Demenze, Dipartimento di Cure Primarie, AUSL Modena, 41012 Modena, Italy
| | - Rossella Cianci
- Department of Translational Medicine and Surgery, Catholic University of the Sacred Heart, 00168 Rome, Italy;
- Fondazione Policlinico Universitario A. Gemelli, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), 00168 Rome, Italy
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Koufou EE, Assimakopoulos SF, Bosgana P, de Lastic AL, Grypari IM, Georgopoulou GA, Antonopoulou S, Mouzaki A, Kourea HP, Thomopoulos K, Davlouros P. Altered Expression of Intestinal Tight Junction Proteins in Heart Failure Patients with Reduced or Preserved Ejection Fraction: A Pathogenetic Mechanism of Intestinal Hyperpermeability. Biomedicines 2024; 12:160. [PMID: 38255265 PMCID: PMC10813326 DOI: 10.3390/biomedicines12010160] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Revised: 01/07/2024] [Accepted: 01/09/2024] [Indexed: 01/24/2024] Open
Abstract
Although intestinal microbiota alterations (dysbiosis) have been described in heart failure (HF) patients, the possible mechanisms of intestinal barrier dysfunction leading to endotoxemia and systemic inflammation are not fully understood. In this study, we investigated the expression of the intestinal tight junction (TJ) proteins occludin and claudin-1 in patients with HF with reduced (HFrEF) or preserved ejection fraction (HFpEF) and their possible association with systemic endotoxemia and inflammation. Ten healthy controls and twenty-eight patients with HF (HFrEF (n = 14), HFpEF (n = 14)) underwent duodenal biopsy. Histological parameters were recorded, intraepithelial CD3+ T-cells and the expression of occludin and claudin-1 in enterocytes were examined using immunohistochemistry, circulating endotoxin concentrations were determined using ELISA, and concentrations of cytokines were determined using flow cytometry. Patients with HFrEF or HFpEF had significantly higher serum endotoxin concentrations (p < 0.001), a significantly decreased intestinal occludin and claudin-1 expression (in HfrEF p < 0.01 for occludin, p < 0.05 for claudin-1, in HfpEF p < 0.01 occludin and claudin-1), and significantly increased serum concentrations of IL-6, IL-8, and IL-10 (for IL-6 and IL-10, p < 0.05 for HFrEF and p < 0.001 for HFpEF; and for IL-8, p < 0.05 for both groups) compared to controls. Occludin and claudin-1 expression inversely correlated with systemic endotoxemia (p < 0.05 and p < 0.01, respectively). Heart failure, regardless of the type of ejection fraction, results in a significant decrease in enterocytic occludin and claudin-1 expression, which may represent an important cellular mechanism for the intestinal barrier dysfunction causing systemic endotoxemia and inflammatory response.
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Affiliation(s)
| | - Stelios F. Assimakopoulos
- Department of Internal Medicine and Division of Infectious Diseases, University of Patras Medical School, 26504 Patras, Greece;
| | - Pinelopi Bosgana
- Department of Pathology, Medical School of Patras, 26504 Patras, Greece; (P.B.); (H.P.K.)
| | - Anne-Lise de Lastic
- Laboratory of Immunohematology, Division of Hematology, Department of Internal Medicine, Medical School, University of Patras, 26504 Patras, Greece; (A.-L.d.L.); (A.M.)
| | - Ioanna-Maria Grypari
- Cytology Department, Aretaieion University Hospital, National Kapodistrian University of Athens, 11528 Athens, Greece;
| | | | | | - Athanasia Mouzaki
- Laboratory of Immunohematology, Division of Hematology, Department of Internal Medicine, Medical School, University of Patras, 26504 Patras, Greece; (A.-L.d.L.); (A.M.)
| | - Helen P. Kourea
- Department of Pathology, Medical School of Patras, 26504 Patras, Greece; (P.B.); (H.P.K.)
| | - Konstantinos Thomopoulos
- Division of Gastroenterology, Department of Internal Medicine, Medical School, University of Patras, University Hospital of Patras, 26504 Patras, Greece;
| | - Periklis Davlouros
- Department of Cardiology, Patras University Hospital, 26504 Patras, Greece;
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Shi B, Li H, He X. Advancing lifelong precision medicine for cardiovascular diseases through gut microbiota modulation. Gut Microbes 2024; 16:2323237. [PMID: 38411391 PMCID: PMC10900281 DOI: 10.1080/19490976.2024.2323237] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Accepted: 02/21/2024] [Indexed: 02/28/2024] Open
Abstract
The gut microbiome is known as the tenth system of the human body that plays a vital role in the intersection between health and disease. The considerable inter-individual variability in gut microbiota poses both challenges and great prospects in promoting precision medicine in cardiovascular diseases (CVDs). In this review, based on the development, evolution, and influencing factors of gut microbiota in a full life circle, we summarized the recent advances on the characteristic alteration in gut microbiota in CVDs throughout different life stages, and depicted their pathological links in mechanism, as well as the highlight achievements of targeting gut microbiota in CVDs prevention, diagnosis and treatment. Personalized strategies could be tailored according to gut microbiota characteristics in different life stages, including gut microbiota-blood metabolites combined prediction and diagnosis, dietary interventions, lifestyle improvements, probiotic or prebiotic supplements. However, to fulfill the promise of a lifelong cardiovascular health, more mechanism studies should progress from correlation to causality and decipher novel mechanisms linking specific microbes and CVDs. It is also promising to use the burgeoning artificial intelligence and machine learning to target gut microbiota for developing diagnosis system and screening for new therapeutic interventions.
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Affiliation(s)
- Bozhong Shi
- Department of Cardiothoracic Surgery, Shanghai Children’s Medical Center Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Haoyu Li
- Department of Cardiothoracic Surgery, Shanghai Children’s Medical Center Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xiaomin He
- Department of Cardiothoracic Surgery, Shanghai Children’s Medical Center Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Heart Center and Shanghai Institute of Pediatric Congenital Heart Disease, Shanghai Children’s Medical Center, National Children’s Medical Center, Shanghai Jiaotong University School of Medicine, Shanghai, China
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Caldarelli M, Franza L, Rio P, Gasbarrini A, Gambassi G, Cianci R. Gut-Kidney-Heart: A Novel Trilogy. Biomedicines 2023; 11:3063. [PMID: 38002063 PMCID: PMC10669427 DOI: 10.3390/biomedicines11113063] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2023] [Revised: 11/12/2023] [Accepted: 11/13/2023] [Indexed: 11/26/2023] Open
Abstract
The microbiota represents a key factor in determining health and disease. Its role in inflammation and immunological disorders is well known, but it is also involved in several complex conditions, ranging from neurological to psychiatric, from gastrointestinal to cardiovascular diseases. It has recently been hypothesized that the gut microbiota may act as an intermediary in the close interaction between kidneys and the cardiovascular system, leading to the conceptualization of the "gut-kidney-heart" axis. In this narrative review, we will discuss the impact of the gut microbiota on each system while also reviewing the available data regarding the axis itself. We will also describe the role of gut metabolites in this complex interplay, as well as potential therapeutical perspectives.
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Affiliation(s)
- Mario Caldarelli
- Department of Translational Medicine and Surgery, Fondazione Policlinico Universitario A. Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy; (M.C.); (P.R.); (A.G.); (G.G.)
| | - Laura Franza
- Emergency Medicine Unit, Fondazione Policlinico Universitario A. Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy;
| | - Pierluigi Rio
- Department of Translational Medicine and Surgery, Fondazione Policlinico Universitario A. Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy; (M.C.); (P.R.); (A.G.); (G.G.)
| | - Antonio Gasbarrini
- Department of Translational Medicine and Surgery, Fondazione Policlinico Universitario A. Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy; (M.C.); (P.R.); (A.G.); (G.G.)
| | - Giovanni Gambassi
- Department of Translational Medicine and Surgery, Fondazione Policlinico Universitario A. Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy; (M.C.); (P.R.); (A.G.); (G.G.)
| | - Rossella Cianci
- Department of Translational Medicine and Surgery, Fondazione Policlinico Universitario A. Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy; (M.C.); (P.R.); (A.G.); (G.G.)
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Ponziani FR, Coppola G, Rio P, Caldarelli M, Borriello R, Gambassi G, Gasbarrini A, Cianci R. Factors Influencing Microbiota in Modulating Vaccine Immune Response: A Long Way to Go. Vaccines (Basel) 2023; 11:1609. [PMID: 37897011 PMCID: PMC10611107 DOI: 10.3390/vaccines11101609] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2023] [Revised: 09/29/2023] [Accepted: 10/16/2023] [Indexed: 10/29/2023] Open
Abstract
Vaccine immunogenicity still represents an unmet need in specific populations, such as people from developing countries and "edge populations". Both intrinsic and extrinsic factors, such as the environment, age, and dietary habits, influence cellular and humoral immune responses. The human microbiota represents a potential key to understanding how these factors impact the immune response to vaccination, with its modulation being a potential step to address vaccine immunogenicity. The aim of this narrative review is to explore the intricate interactions between the microbiota and the immune system in response to vaccines, highlighting the state of the art in gut microbiota modulation as a novel therapeutic approach to enhancing vaccine immunogenicity and laying the foundation for future, more solid data for its translation to the clinical practice.
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Affiliation(s)
| | | | | | | | | | | | | | - Rossella Cianci
- Department of Translational Medicine and Surgery, Catholic University, Fondazione Policlinico Universitario A. Gemelli, IRCCS, 00168 Rome, Italy (G.C.); (P.R.); (M.C.); (R.B.); (G.G.); (A.G.)
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Taslim NA, Yusuf M, Ambari AM, Del Rosario Puling IM, Ibrahim FZ, Hardinsyah H, Kurniawan R, Gunawan WB, Mayulu N, Joseph VFF, Sabrina N, Rizal M, Tallei TE, Kim B, Tsopmo A, Nurkolis F. Anti-Inflammatory, Antioxidant, Metabolic and Gut Microbiota Modulation Activities of Probiotic in Cardiac Remodeling Condition: Evidence from Systematic Study and Meta-Analysis of Randomized Controlled Trials. Probiotics Antimicrob Proteins 2023; 15:1049-1061. [PMID: 37349622 PMCID: PMC10393865 DOI: 10.1007/s12602-023-10105-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/02/2023] [Indexed: 06/24/2023]
Abstract
Heart failure (HF) is a global pandemic with increasing prevalence and mortality rates annually. Its main cause is myocardial infarction (MI), followed by rapid cardiac remodeling. Several clinical studies have shown that probiotics can improve the quality of life and reduce cardiovascular risk factors. This systematic review and meta-analysis aimed to investigate the effectiveness of probiotics in preventing HF caused by a MI according to a prospectively registered protocol (PROSPERO: CRD42023388870). Four independent evaluators independently extracted the data using predefined extraction forms and evaluated the eligibility and accuracy of the studies. A total of six studies consisting of 366 participants were included in the systematic review. Probiotics are not significant in intervening left ventricular ejection fraction (LVEF) and high-sensitivity C-reactive protein (hs-CRP) when compared between the intervention group and the control group due to inadequate studies supporting its efficacy. Among sarcopenia indexes, hand grip strength (HGS) showed robust correlations with the Wnt biomarkers (p < 0.05), improved short physical performance battery (SPPB) scores were also strongly correlated with Dickkopf-related protein (Dkk)-3, followed by Dkk-1, and sterol regulatory element-binding protein 1 (SREBP-1) (p < 0.05). The probiotic group showed improvement in total cholesterol (p = 0.01) and uric acid (p = 0.014) compared to the baseline. Finally, probiotic supplements may be an anti-inflammatory, antioxidant, metabolic, and intestinal microbiota modulator in cardiac remodeling conditions. Probiotics have great potential to attenuate cardiac remodeling in HF or post-MI patients while also enhancing the Wnt signaling pathway which can improve sarcopenia under such conditions.
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Affiliation(s)
- Nurpudji Astuti Taslim
- Clinical Nutrition, Faculty of Medicine, Hasanuddin University, Makassar, 90245, Indonesia.
| | - Muhammad Yusuf
- Medical School Department, Faculty of Medicine, Brawijaya University, Malang, 65145, Indonesia
| | - Ade Meidian Ambari
- Department of Cardiovascular Prevention and Rehabilitation, National Cardiovascular Center Harapan Kita, Jakarta, Indonesia
- Department of Cardiology and Vascular Medicine, Faculty of Medicine, Universitas Indonesia, Depok, Indonesia
| | | | - Filzatuz Zahro Ibrahim
- Medical School Department, Faculty of Medicine, Brawijaya University, Malang, 65145, Indonesia
| | - Hardinsyah Hardinsyah
- Division of Applied Nutrition, Department of Community Nutrition, Faculty of Human Ecology, IPB University, Bogor, West Java, 16680, Indonesia
| | - Rudy Kurniawan
- Alumnus of Internal Medicine, Faculty of Medicine, University of Indonesia-Cipto Mangunkusumo Hospital, Jakarta, 10430, Indonesia
| | - William Ben Gunawan
- Alumnus of Department of Nutrition Science, Faculty of Medicine, Diponegoro University, Semarang, 50275, Indonesia
| | - Nelly Mayulu
- Department of Nutrition, Universitas Muhammadiyah Manado, Manado, 95249, Indonesia
| | - Victor F F Joseph
- Department of Cardiology and Vascular Medicine, Faculty of Medicine, Sam Ratulangi University, Manado, 95115, Indonesia
| | - Nindy Sabrina
- Nutrition Program, Faculty of Food Technology and Health, Sahid University of Jakarta, South Jakarta, Indonesia
| | - Mochammad Rizal
- Division of Nutritional Sciences, Cornell University, Ithaca, NY, 14850, USA
| | - Trina Ekawati Tallei
- Department of Biology, Faculty of Mathematics and Natural Sciences, Universitas Sam Ratulangi, Manado, 95115, Indonesia
| | - Bonglee Kim
- Department of Pathology, College of Korean Medicine, Kyung Hee University, Kyungheedae-Ro 26, Dongdaemun-Gu, Seoul, 05254, South Korea
- Korean Medicine-Based Drug Repositioning Cancer Research Center, College of Korean Medicine, Kyung Hee University, Seoul, 02447, Korea
| | - Apollinaire Tsopmo
- Department of Chemistry, Carleton University, 1125 Colonel By Drive, Ottawa, K1S5B6, Canada
| | - Fahrul Nurkolis
- Biological Sciences, State Islamic University of Sunan Kalijaga, UIN Sunan Kalijaga Yogyakarta, 55281, Yogyakarta, Indonesia.
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Maruyama T, Hieda M, Eiraku K, Uozumi Y, Nomura H. Constipation and heart failure: An overlooked but important linkage. Geriatr Gerontol Int 2023; 23:255-256. [PMID: 36697380 DOI: 10.1111/ggi.14545] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Accepted: 01/16/2023] [Indexed: 01/27/2023]
Affiliation(s)
| | | | | | - Yuki Uozumi
- Department of Medicine, Hara Doi Hospital, Japan
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Yu W, Jiang Y, Xu H, Zhou Y. The Interaction of Gut Microbiota and Heart Failure with Preserved Ejection Fraction: From Mechanism to Potential Therapies. Biomedicines 2023; 11:biomedicines11020442. [PMID: 36830978 PMCID: PMC9953339 DOI: 10.3390/biomedicines11020442] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2022] [Revised: 01/24/2023] [Accepted: 01/28/2023] [Indexed: 02/05/2023] Open
Abstract
Heart failure with preserved ejection fraction (HFpEF) is a disease for which there is no definite and effective treatment, and the number of patients is more than 50% of heart failure (HF) patients. Gut microbiota (GMB) is a general term for a group of microbiota living in humans' intestinal tracts, which has been proved to be related to cardiovascular diseases, including HFpEF. In HFpEF patients, the composition of GMB is significantly changed, and there has been a tendency toward dysbacteriosis. Metabolites of GMB, such as trimethylamine N-oxide (TMAO), short-chain fatty acids (SCFAs) and bile acids (BAs) mediate various pathophysiological mechanisms of HFpEF. GMB is a crucial influential factor in inflammation, which is considered to be one of the main causes of HFpEF. The role of GMB in its important comorbidity-metabolic syndrome-also mediates HFpEF. Moreover, HF would aggravate intestinal barrier impairment and microbial translocation, further promoting the disease progression. In view of these mechanisms, drugs targeting GMB may be one of the effective ways to treat HFpEF. This review focuses on the interaction of GMB and HFpEF and analyzes potential therapies.
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Affiliation(s)
- Wei Yu
- Department of Cardiology, Dushu Lake Hospital Affiliated to Soochow University, Medical Center of Soochow University, Suzhou Dushu Lake Hospital, Suzhou 215000, China
- Institute for Hypertension, Soochow University, Suzhou 215000, China
| | - Yufeng Jiang
- Department of Cardiology, Dushu Lake Hospital Affiliated to Soochow University, Medical Center of Soochow University, Suzhou Dushu Lake Hospital, Suzhou 215000, China
- Institute for Hypertension, Soochow University, Suzhou 215000, China
| | - Hui Xu
- Department of Cardiology, Dushu Lake Hospital Affiliated to Soochow University, Medical Center of Soochow University, Suzhou Dushu Lake Hospital, Suzhou 215000, China
- Institute for Hypertension, Soochow University, Suzhou 215000, China
| | - Yafeng Zhou
- Department of Cardiology, Dushu Lake Hospital Affiliated to Soochow University, Medical Center of Soochow University, Suzhou Dushu Lake Hospital, Suzhou 215000, China
- Institute for Hypertension, Soochow University, Suzhou 215000, China
- Correspondence: ; Tel./Fax: 86-512-65955057
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