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  • Open Access

    ARTICLE

    Machine Learning in Detecting Schizophrenia: An Overview

    Gurparsad Singh Suri1, Gurleen Kaur1, Sara Moein2,*

    Intelligent Automation & Soft Computing, Vol.27, No.3, pp. 723-735, 2021, DOI:10.32604/iasc.2021.015049

    Abstract Schizophrenia (SZ) is a mental heterogeneous psychiatric disorder with unknown cause. Neuroscientists postulate that it is related to brain networks. Recently, scientists applied machine learning (ML) and artificial intelligence for the detection, monitoring, and prognosis of a range of diseases, including SZ, because these techniques show a high performance in discovering an association between disease symptoms and disease. Regions of the brain have significant connections to the symptoms of SZ. ML has the power to detect these associations. ML interests researchers because of its ability to reduce the number of input features when the data are high dimensional. In this… More >

  • Open Access

    ARTICLE

    3.0T MR Coronary Angiography after Arterial Switch Operation for Transposition of The Great Arteries—Gd-FLASH Versus Non-Enhanced SSFP. A Feasibility Study

    Kathrine Rydén Suther1,*, Charlotte de Lange1,2, Henrik Brun3, Rolf Svendsmark1, Bac Nguyen1, Stig Larsen4, Bjarne Smevik1, Arnt Eltvedt Fiane5,6, Harald Lauritz Lindberg6, Einar Hopp1

    Congenital Heart Disease, Vol.16, No.2, pp. 107-121, 2021, DOI:10.32604/CHD.2021.014164

    Abstract Background: Patency of the coronary arteries is an issue after reports of sudden cardiac death in patients with transposition of the great arteries (TGA) operated with arterial switch (ASO). Recent studies give rise to concern regarding the use of ionising radiation in congenital heart disease, and assessment of the coronary arteries with coronary MR angiography (CMRA) might be an attractive non-invasive, non-ionising imaging alternative in these patients. Theoretically, the use of 3.0T CMRA should improve the visualisation of the coronary arteries. The objective of this study was to assess feasibility of 3.0T CMRA at the coronary artery origins by comparing… More >

  • Open Access

    REVIEW

    Osteoporosis Prediction for Trabecular Bone using Machine Learning: A Review

    Marrium Anam1, Vasaki a/p Ponnusamy2,*, Muzammil Hussain3, Muhammad Waqas Nadeem2,4, Mazhar Javed3, Hock Guan Goh2, Sadia Qadeer3

    CMC-Computers, Materials & Continua, Vol.67, No.1, pp. 89-105, 2021, DOI:10.32604/cmc.2021.013159

    Abstract Trabecular bone holds the utmost importance due to its significance regarding early bone loss. Diseases like osteoporosis greatly affect the structure of the Trabecular bone which results in different outcomes like high risk of fracture. The objective of this paper is to inspect the characteristics of the Trabecular Bone by using the Magnetic Resonance Imaging (MRI) technique. These characteristics prove to be quite helpful in studying different studies related to Trabecular bone such as osteoporosis. The things that were considered before the selection of the articles for the systematic review were language, research field, and electronic sources. Only those articles… More >

  • Open Access

    ARTICLE

    Application of Dual Modality Contrast Agent Combined with Multi-Scale Representation in Ultrasound-Magnetic Resonance Imaging Registration Scheme

    Mo Hou1,*, Weiyu Kevin Chiang2,*, Weiqiang Hong1, Maoyun Yang1, Wenhua Yu3,4

    Molecular & Cellular Biomechanics, Vol.17, No.4, pp. 165-178, 2020, DOI:10.32604/mcb.2020.010805

    Abstract To achieve the image registration/fusion and perfect the quality of the integration, with dual modality contrast agent (DMCA), a novel multi-scale representation registration method between ultrasound imaging (US) and magnetic resonance imaging (MRI) is presented in the paper, and how DMCA influence on registration accuracy is chiefly discussed. Owing to US’s intense speckle noise, it is a tremendous challenge to register US with any other modality images. How to improve the algorithms for US processing has become the bottleneck, and in the short term it is difficult to have a breakthrough. In that case, DMCA is employed in both US… More >

  • Open Access

    ARTICLE

    Exploring the Abnormal Brain Regions and Abnormal Functional Connections in SZ by Multiple Hypothesis Testing Techniques

    Lan Yang1, Shun Qi2,3,#, Chen Qiao1,*, Yanmei Kang1

    CMES-Computer Modeling in Engineering & Sciences, Vol.125, No.1, pp. 215-237, 2020, DOI:10.32604/cmes.2020.010796

    Abstract Schizophrenia (SZ) is one of the most common mental diseases. Its main characteristics are abnormal social behavior and inability to correctly understand real things. In recent years, the magnetic resonance imaging (MRI) technique has been popularly utilized to study SZ. However, it is still a great challenge to reveal the essential information contained in the MRI data. In this paper, we proposed a biomarker selection approach based on the multiple hypothesis testing techniques to explore the difference between SZ and healthy controls by using both functional and structural MRI data, in which biomarkers represent both abnormal brain functional connectivity and… More >

  • Open Access

    ARTICLE

    Impaired atrioventricular transport in patients with transposition of the great arteries palliated by atrial switch and preserved systolic right ventricular function: A magnetic resonance imaging study

    Magalie Ladouceur1,2,3, Nadjia Kachenoura4, Gilles Soulat1,3, Emilie Bollache4, Alban Redheuil4, Michel Azizi3, Christophe Delclaux3, Gilles Chatellier3, Pierre Boutouyrie1,3, Laurence Iserin3, Damien Bonnet2,3, Elie Mousseaux1,3

    Congenital Heart Disease, Vol.12, No.4, pp. 458-466, 2017, DOI:10.1111/chd.12472

    Abstract Objectives: We aimed (1) determine if systemic right ventricle filling parameters influence systemic right ventricle stroke volume in adult patients with D-transposition of the great arteries (D-TGA) palliated by atrial switch, using cardiac magnetic resonance imaging and echocardiography, and (2) to study relationship of these diastolic parameters with exercise performance and BNP, in patients with preserved systolic systemic right ventricle function.
    Design: Single-center, cross-sectional, prospective study.
    Setting: In patients with D-TGA palliated by atrial switch, diastolic dysfunction of the systemic right ventricle may precede systolic dysfunction.
    Methods: Forty-five patients with D-TGA and atrial switch and 45 age and sex-matched healthy… More >

  • Open Access

    ARTICLE

    Infundibular sparing versus transinfundibular approach to the repair of tetralogy of Fallot

    Mary K. Olive1, Charles D. Fraser2, Shelby Kutty3, Emmett D. McKenzie4, James M. Hammel5, Rajesh Krishnamurthy6, Nicolas A. Dodd7, Shiraz A. Maskatia8

    Congenital Heart Disease, Vol.14, No.6, pp. 1149-1156, 2019, DOI:10.1111/chd.12863

    Abstract Introduction: The right ventricular infundibular sparing approach (RVIS) to the repair of tetralogy of Fallot (TOF) avoids a full-thickness ventricular incision, typically utilized in the transinfundibular (TI) method.
    Methods: We performed a retrospective, age-matched cohort study of patients who underwent RVIS at Texas Children’s Hospital or TI at Children’s Hospital Medical Center in Nebraska and subsequently underwent cardiac magnetic resonance imaging (CMR). We compared right ventricular end-diastolic and systolic volumes indexed to body surface area (RVEDVi and RVESVi) and right ventricular ejection fraction (RVEF) as primary endpoints. Secondary endpoints were indexed left ventricular diastolic and systolic volume (LVEDVi and LVESVi),… More >

  • Open Access

    ARTICLE

    Echocardiography vs cardiac magnetic resonance imaging assessment of the systemic right ventricle for patients with d-transposition of the great arteries status post atrial switch

    Margaret M. Samyn1,2, Ke Yan1, Conor Masterson3, Benjamin H. Goot1,2, David Saudek1,2, Julie Lavoie2, Aaron Kinney2, Mary Krolikowski1, Kan Hor4,5, Scott Cohen1,2

    Congenital Heart Disease, Vol.14, No.6, pp. 1138-1148, 2019, DOI:10.1111/chd.12861

    Abstract Objective: Patients with Dextro-transposition of the great arteries status post atrial switch (dTGA s/p atrial switch) are “at-risk” for systemic right ventricular (RV) dysfunction. Due to complex RV geometry, echocardiography (Echo) does not allow accurate determination of ejection fraction (EF), but cardiac magnetic resonance imaging (CMR) allows quantitative right ventricular assessment. Measures of ventricular deformation may be precursors to global ventricular dysfunction. The primary aim of this study was to characterize imaging and clinical findings for adult patients with dTGA s/p atrial switch.
    Design: This was a retrospective cohort study of patients with dTGA s/p atrial switch operation (February 1966… More >

  • Open Access

    REVIEW

    Pharmacologic stress cardiovascular magnetic resonance in the pediatric population: A review of the literature, proposed protocol, and two examples in patients with Kawasaki disease

    Munes Fares1, Paul J. Critser2, Maria J. Arruda1, Carolyn M. Wilhelm1, Mantosh S. Rattan3, Sean M. Lang2,4, Tarek Alsaied2,4

    Congenital Heart Disease, Vol.14, No.6, pp. 1166-1175, 2019, DOI:10.1111/chd.12840

    Abstract Pharmacologic stress cardiovascular magnetic resonance (PSCMR) is a wellestablished and reliable diagnostic tool for evaluation of coronary artery disease in the adult population. Stress imaging overall and PSCMR in particular is less utilized in the pediatric population with limited reported data. In this review, we highlight the potential use of PSCMR in specific pediatric cohorts with congenital and acquired heart disease, and we review the reported experience. A suggested protocol is presented in addition to two case examples of patients with Kawasaki disease where PSCMR aided decision making. More >

  • Open Access

    ARTICLE

    The role of echocardiography for quantitative assessment of right ventricular size and function in adults with repaired tetralogy of Fallot

    Alexander C. Egbe, Sorin V. Pislaru, Srikanth Kothapalli, Raja Jadav, Muhammad Masood, Mounika Angirekula, Patricia A. Pellikka

    Congenital Heart Disease, Vol.14, No.5, pp. 700-705, 2019, DOI:10.1111/chd.12783

    Abstract Background: Quantitative assessment of right ventricular (RV) systolic function by echocardiography is challenging in patients with congenital heart disease because of the complex geometry of the RV and the iatrogenic structural abnormalities resulting from prior cardiac surgeries. The purpose of this study was to determine the correla‐ tion between echocardiographic indices of RV systolic function and cardiac magnetic resonance imaging (CMRI) derived RV ejection fraction (RVEF) in adults with repaired tetralogy of Fallot (TOF).
    Methods: Quantitative assessment of RV function was performed with RV tissue Doppler systolic velocity (RV s'), tricuspid annular plane systolic excursion (TAPSE), and fractional area change… More >

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