Abstract:
:Three-dimensional speckle tracking echocardiography (3D STE) is an emerging noninvasive method for predicting left ventricular remodeling (LVR) after acute myocardial infarction (AMI). Previous studies analyzed the predictive value of 3D STE with traditional models. However, no models that contain comprehensive risk factors were assessed, and there are limited data on the comparison of different 3D STE parameters. In this study, we sought to build a machine learning model for predicting LVR in AMI patients after effective percutaneous coronary intervention (PCI) that contains the majority of the clinical risk factors and compare 3D STE parameters values for LVR prediction. We enrolled 135 first-onset AMI patients (120 males, mean age 54 ± 9 years). All patients went through a 3D STE and a traditional transthoracic echocardiography 24 hours after reperfusion. A second echocardiography was repeated at the three-month follow-up to detect LVR (defined as a 20 percent increase in left ventricular end-diastolic volume). Six models were constructed using 15 risk factors. A receiver operator characteristic curve and four performance measurements were used as evaluation methods. Feature importance was used to compare 3D STE parameters. 26 patients (19.3%) had LVR. Our evaluation showed that RF can best predict LVR with the best AUC of 0.96. 3D GLS was the most valuable 3D STE parameters, followed by GCS, global area strain, and global radial strain (feature importance 0.146, 0.089, 0.087, and 0.069, respectively). To sum up, RF models can accurately predict the LVR after AMI, and 3D GLS was the best 3D STE parameters in predicting the LVR.
journal_name
J Healthc Engjournal_title
Journal of healthcare engineeringauthors
Zhong J,Liu P,Li S,Huang X,Zhang Q,Huang J,Guo Y,Chen M,Ruan Z,Qin C,Xu Ldoi
10.1155/2020/8847144subject
Has Abstractpub_date
2020-07-30 00:00:00pages
8847144eissn
2040-2295issn
2040-2309journal_volume
2020pub_type
杂志文章abstract::The healthcare-related functions of wearable devices are very useful for continuous monitoring of biological information. Wearable devices equipped with communication function can be used for additional healthcare services. Among the wearable devices, the wristband type is most suitable for acquiring biological signal...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章,评审
doi:10.1155/2019/3924508
更新日期:2019-06-16 00:00:00
abstract::Tissue hemodynamics, including the blood flow, oxygenation, and oxygen metabolism, are closely associated with many diseases. As one of the portable optical technologies to explore human physiology and assist in healthcare, near-infrared diffuse optical spectroscopy (NIRS) for tissue oxygenation measurement has been d...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章,评审
doi:10.1155/2019/3750495
更新日期:2019-02-12 00:00:00
abstract::Electroencephalogram (EEG) signals are usually contaminated with various artifacts, such as signal associated with muscle activity, eye movement, and body motion, which have a noncerebral origin. The amplitude of such artifacts is larger than that of the electrical activity of the brain, so they mask the cortical sign...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2018/5081258
更新日期:2018-01-15 00:00:00
abstract::The thyroid is one of the largest endocrine glands in the human body, which is involved in several body mechanisms like controlling protein synthesis and the body's sensitivity to other hormones and use of energy sources. Hence, it is of prime importance to track the shape and size of thyroid over time in order to eva...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2018/8087624
更新日期:2018-09-23 00:00:00
abstract::According to recent surveys, the current ways of diabetics trying to estimate their insulin need based on experience and conjecture are sometimes inefficient in practice. This paper proposes a prediction algorithm and presents the validation of the model in outpatient care. The algorithm consists of two state-of-the-a...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2019/8605206
更新日期:2019-01-10 00:00:00
abstract::The feasibility of a novel system to reliably estimate the normalized central blood pressure (CBPN) from the radial photoplethysmogram (PPG) is investigated. Right-wrist radial blood pressure and left-wrist PPG were simultaneously recorded in five different days. An industry-standard applanation tonometer was employed...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1260/2040-2295.6.1.121
更新日期:2015-01-01 00:00:00
abstract::In supply chain literature, supplier evaluation and selection problem is one of the most studied subjects because of the significant roles of suppliers in terms of the chain's sustainability and profitability. Therefore, it is important for organizations to adopt a systematic way to evaluate and select the best suppli...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2019/5614892
更新日期:2019-10-10 00:00:00
abstract::This review aims to compare existing robot-assisted ankle rehabilitation techniques in terms of robot design. Included studies mainly consist of selected papers in two published reviews involving a variety of robot-assisted ankle rehabilitation techniques. A free search was also made in Google Scholar and Scopus by us...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章,评审
doi:10.1155/2018/1534247
更新日期:2018-03-15 00:00:00
abstract::For hospitals' admission management, the ability to predict length of stay (LOS) as early as in the preadmission stage might be helpful to monitor the quality of inpatient care. This study is to develop artificial neural network (ANN) models to predict LOS for inpatients with one of the three primary diagnoses: corona...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2016/7035463
更新日期:2016-01-01 00:00:00
abstract::This paper investigates the measurement of fat-free mass (FFM) by bioimpedance using foot-to-foot impedancemeters (FFI) with plantar electrodes measuring the foot-to-foot resistance R34 and hand-to-foot medical impedancemeters. FFM measurements were compared with corresponding data using Dual X-ray absorptiometry (DXA...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1260/2040-2295.5.2.123
更新日期:2014-01-01 00:00:00
abstract::To reduce the high mortality rate from cardiovascular disease (CVD), the electrocardiogram (ECG) beat plays a significant role in computer-aided arrhythmia diagnosis systems. However, the complex variations and imbalance of ECG beats make this a challenging issue. Since ECG beat data exist in heavily imbalanced catego...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2019/6320651
更新日期:2019-10-13 00:00:00
abstract:Objectives:This study was performed to provide epidemiological information on microbial colonization in central venous catheters (CVCs). Methods:CVCs submitted to Medical Microbiology Laboratory from January 1, 2013, through October 1, 2017, which met our criteria would be included for analysis. Quantitative culture w...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2019/8632701
更新日期:2019-09-17 00:00:00
abstract:Background:Low back pain (LBP) continues to be a severe global healthy problem, and a lot of patients would undergo conservative or surgical treatments. However, the improving capacity of spinal load sharing during activities of daily living (ADLs) after interventions is largely unknown. The objective of this study was...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2019/6406813
更新日期:2019-12-17 00:00:00
abstract::Numerous EEG-based brain-computer interface (BCI) systems that are being developed focus on novel feature extraction algorithms, classification methods and combining existing approaches to create hybrid BCIs. Several recent studies demonstrated various advantages of hybrid BCI systems in terms of an improved accuracy ...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2017/3789386
更新日期:2017-01-01 00:00:00
abstract::Cataract is one of the leading causes of blindness in the world's population. A method to evaluate blurriness for cataract diagnosis in retinal images with vitreous opacity is proposed in this paper. Three types of features are extracted, which include pixel number of visible structures, mean contrast between vessels ...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2017/5645498
更新日期:2017-01-01 00:00:00
abstract::This research aimed to find main users, frequent utilized tasks, major usability problems, and the context of use of a neonatal incubator (NI) present in a neonatal intensive care unit from a Brazilian hospital and to find out the problems faced by a new user. The chosen methods were the heuristics analysis, contextua...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2019/8589727
更新日期:2019-01-06 00:00:00
abstract::Current sign-in methods of patrolling security guards mainly comprise signature, image identification, and fingerprint identification; notably, none of these methods indicate the physical and mental conditions of such guards. In particular, when patrolling security guards perform their duties consecutively for a long ...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2018/6419064
更新日期:2018-11-12 00:00:00
abstract::In the recent era, a liver syndrome that causes any damage in life capacity is exceptionally normal everywhere throughout the world. It has been found that liver disease is exposed more in young people as a comparison with other aged people. At the point when liver capacity ends up, life endures just up to 1 or 2 days...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2020/6680002
更新日期:2020-12-12 00:00:00
abstract::A systematical evaluation work was performed on ten widely used and high-efficient QRS detection algorithms in this study, aiming at verifying their performances and usefulness in different application situations. Four experiments were carried on six internationally recognized databases. Firstly, in the test of high-q...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2018/9050812
更新日期:2018-05-08 00:00:00
abstract::Uterine contraction (UC) is an important clinical indictor for monitoring uterine activity. The purpose of this study is to develop a portable electrohysterogram (EHG) recording system (called PregCare) for monitoring UCs with EHG signals. The PregCare consisted of sensors, a signal acquisition device, and a computer ...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2019/4230157
更新日期:2019-07-01 00:00:00
abstract::Medical image segmentation is one of the hot issues in the related area of image processing. Precise segmentation for medical images is a vital guarantee for follow-up treatment. At present, however, low gray contrast and blurred tissue boundaries are common in medical images, and the segmentation accuracy of medical ...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2019/8597606
更新日期:2019-12-26 00:00:00
abstract::We establish a novel mathematical model to describe and analyze pH levels in the vicinity of poly(N-vinylcaprolactam-co-acetoacetoxyethyl methacrylate-co-N-vinylimidazole) (VCL/AAEM/VIm) microgel-functionalized polymers during biodegradation. Biodegradable polymers, especially aliphatic polyesters (polylactide/polygly...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2016/8125416
更新日期:2016-01-01 00:00:00
abstract::Frame-based regularization method as one kind of sparsity representation method has been developed in recent years and has been proved to be an efficient method for CT image reconstruction. However, most of the developed CT image reconstruction methods are analysis-based frame methods. This paper proposes a novel fram...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2017/1417270
更新日期:2017-01-01 00:00:00
abstract:Purpose:To evaluate a new postprocessing framework that eliminates arterial vessel signal contributions in the quantification of normalized visible venous volume (NVVV, a ratio between venous and brain volume) in susceptibility-weighted imaging (SWI) exams in patients with sickle cell disease (SCD). Materials and Meth...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2017/5369385
更新日期:2017-01-01 00:00:00
abstract::This paper employed the clinical Polysomnographic (PSG) data, mainly including all-night Electroencephalogram (EEG), Electrooculogram (EOG) and Electromyogram (EMG) signals of subjects, and adopted the American Academy of Sleep Medicine (AASM) clinical staging manual as standards to realize automatic sleep staging. Au...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1260/2040-2295.5.4.505
更新日期:2014-01-01 00:00:00
abstract::Porous oligolactide-hydroxyapatite composite scaffolds were obtained by stereolithographic fabrication. Gentamicin was then coated on the scaffolds afterwards, to achieve antimicrobial delivery ability to treat bone infection. The scaffolds examined by stereomicroscope, SEM, and μCT-scan showed a well-ordered pore str...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2017/9547896
更新日期:2017-01-01 00:00:00
abstract::Orthodontic tooth movement (OTM) is the result of region-specific bone modeling under a load. Quantification of this change in the alveolar bone around a tooth is a basic requirement to understand the mechanism of orthodontics. The purpose of this study was to quantify subregional alveolar bone changes during orthodon...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2018/1651097
更新日期:2018-10-01 00:00:00
abstract::Frozen shoulder is a common clinical shoulder condition. Measuring the degree of shoulder joint movement is crucial to the rehabilitation process. Such measurements can be used to evaluate the severity of patients' condition, establish rehabilitation goals and appropriate activity difficulty levels, and understand the...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2019/7681237
更新日期:2019-04-10 00:00:00
abstract::MicroRNA (miRNA) binding is primarily based on sequence, but structure-specific binding is also possible. Various prediction algorithms have been developed for predicting miRNA target genes; the results, however, have relatively high levels of false positives, and the degree of overlap between predicted targets from d...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2018/4932904
更新日期:2018-09-12 00:00:00
abstract::Since the 20th century, cancer has become one of the main diseases threatening human health. Liver cancer is a malignant tumor with extremely high clinical morbidity and fatality rate and easy recurrence after surgery. Research on the postoperative recurrence time and recurrence location of patients with liver cancer ...
journal_title:Journal of healthcare engineering
pub_type: 杂志文章
doi:10.1155/2021/6658776
更新日期:2021-01-12 00:00:00