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Classification of Short Time Series in Early Parkinson’s Disease With Deep Learning of Fuzzy Recurrence Plots 被引量:8
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作者 Tuan D.Pham Karin Wardell +1 位作者 Anders Eklund Goran Salerud 《IEEE/CAA Journal of Automatica Sinica》 EI CSCD 2019年第6期1306-1317,共12页
There are many techniques using sensors and wearable devices for detecting and monitoring patients with Parkinson’s disease(PD).A recent development is the utilization of human interaction with computer keyboards for... There are many techniques using sensors and wearable devices for detecting and monitoring patients with Parkinson’s disease(PD).A recent development is the utilization of human interaction with computer keyboards for analyzing and identifying motor signs in the early stages of the disease.Current designs for classification of time series of computer-key hold durations recorded from healthy control and PD subjects require the time series of length to be considerably long.With an attempt to avoid discomfort to participants in performing long physical tasks for data recording,this paper introduces the use of fuzzy recurrence plots of very short time series as input data for the machine training and classification with long short-term memory(LSTM)neural networks.Being an original approach that is able to both significantly increase the feature dimensions and provides the property of deterministic dynamical systems of very short time series for information processing carried out by an LSTM layer architecture,fuzzy recurrence plots provide promising results and outperform the direct input of the time series for the classification of healthy control and early PD subjects. 展开更多
关键词 Deep learning early Parkinson’s disease(PD) fuzzy recurrence plots long short-term memory(LSTM) neural networks pattern classification short time series
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Bioinformatics Analysis Raises Candidate Genes in Blood for Early Screening of Parkinson's Disease 被引量:1
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作者 ZHANG Yi YAO Li +4 位作者 LIU Wei LI Wei TIAN Chan WANG Zhao Yang LIU Di 《Biomedical and Environmental Sciences》 SCIE CAS CSCD 2014年第6期462-465,共4页
Parkinson's disease (PD) is a typical degenerative disease, which is characterized by the most obvious symptoms of movement dysfunction, including shaking, rigidity, slowness of movement and difficulty in walking a... Parkinson's disease (PD) is a typical degenerative disease, which is characterized by the most obvious symptoms of movement dysfunction, including shaking, rigidity, slowness of movement and difficulty in walking and gait. This disease can not be clearly identified through laboratory tests at present, thus application of high-throughput technique in studying the expression profiles of PD helps to find the genetic markers for its early diagnosis. Studies on expression profiles of neurodegenerative diseases have revealed the novel genes and pathways involved in the progress of illness. In this study, the expression profiles of PD in blood were compared, showing that 181 differentially expressed genes (DEG) exhibit a similar expression trend both in patients and in normal controls. 展开更多
关键词 GENE Bioinformatics Analysis Raises Candidate Genes in Blood for early Screening of Parkinson’s disease GFAP PD SLC BCAM
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The enlightenment and application of“Laxative method used in early stage of Febrile Disease”in treating COVID-19
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作者 Cong-Ai Chen Xue-Qian Wang +5 位作者 Fa-Feng Cheng Chang-Xiang Li Chun-Yan Sun Wen-Chao Ni Jing-Bo Zhao Qing-Guo Wang 《Journal of Hainan Medical University》 2020年第23期8-12,共5页
The theory of the TCM laxative method is rich in content.Doctors of past dynasties have used it to treat febrile diseases.And the theory of“Laxative method used in early stage of Febrile Disease”has been praised by ... The theory of the TCM laxative method is rich in content.Doctors of past dynasties have used it to treat febrile diseases.And the theory of“Laxative method used in early stage of Febrile Disease”has been praised by later generations.It advocates chasing away evil influence early and paying attention to the laxative method to prevent the spread of disease.the Novel Coronavirus(COVID-19)Infectious Pneumonia belongs to the category of"epidemic"in traditional Chinese medicine.The reasonable application of the cathartic is an important way to provide a way out for evil.However,don’t be blind to use laxative method,you should get it at the right time.The treatment of COVID-19 has different solution at different stages.You should adapt to the changes of the disease to use cathartic.A case in here is attached for reference. 展开更多
关键词 Laxative method used in early stage of Febrile disease COVID-19 Diagnosis and treatment ideas Classic Case
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Progress in controlling rice blast disease and its prospect in early 21^(st) century
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《Chinese Rice Research Newsletter》 2000年第3期11-13,共3页
关键词 st CENTURY Progress in controlling rice blast disease and its prospect in early 21
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Lipocalin-2 as a biomarker for diabetic nephropathy
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作者 Kiran Dahiya Praveen Prashant +3 位作者 Rakesh Dhankhar Kumud Dhankhar Sushil Kumar Sonia Vashist 《World Journal of Meta-Analysis》 2023年第4期92-101,共10页
Diabetes is a major global public health issue.The prevalence of type 1 diabetes is comparatively static,as hereditary and genetic causes are involved,while type 2 diabetes(T2D)prevalence is increasing day by day.T2D ... Diabetes is a major global public health issue.The prevalence of type 1 diabetes is comparatively static,as hereditary and genetic causes are involved,while type 2 diabetes(T2D)prevalence is increasing day by day.T2D is associated with chronic complications,including diabetic neuropathy(DN),nephropathy,retinopathy,and other complications like diabetic foot.DN is the main complication of both types of diabetes.DN can be diagnosed by routine laboratory tests,microalbuminuria>300 mg/24 h,and a gradual decrease in glomerular filtration rate.As the appearance of microalbuminuria is a late manifestation,an early marker for renal damage is needed.Lipocalin-2,also known as neutrophil gelatinaseassociated lipocalin(NGAL),is a small protein purified from neutrophil granules and a good marker for kidney disease.NGAL is a transporter protein responsible for many physiological processes,such as inflammation,generation of the immune response,and metabolic homeostasis.NGAL has been reported to depict the early changes in renal damage when urine microalbumin is still undetecable.Therefore,elucidating the role of NGAL in detecting DN and understanding its mechanism can help establish it as a potential early marker for DN. 展开更多
关键词 Type 1 diabetes Type 2 diabetes Diabetic nephropathy Lipocalin-2 early biomarkers for kidney disease Acute kidney injury
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Detection of HIV-1 antigen based on magnetic tunnel junction sensors 被引量:1
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作者 李丽 麦启宇 周艳 《Chinese Physics B》 SCIE EI CAS CSCD 2020年第8期538-542,共5页
We report a p24(HIV disease biomarker)detection assay using an MgO-based magnetic tunnel junction(MTJ)sensor and 20-nm magnetic nanoparticles.The MTJ array sensor with sensing area of 890×890μ2 possessing a sens... We report a p24(HIV disease biomarker)detection assay using an MgO-based magnetic tunnel junction(MTJ)sensor and 20-nm magnetic nanoparticles.The MTJ array sensor with sensing area of 890×890μ2 possessing a sensitivity of 1.39%/Oe was used to detect p24 antigens.It is demonstrated that the p24 antigens could be detected at a concentration of 0.01μg/ml.The development of bio-detection systems based on magnetic tunnel junction sensors with high-sensitivity will greatly benefit the early diagnosis of HIV. 展开更多
关键词 MgO-based magnetic tunnel junction sensor HIV bio-detection system antigen p24 early disease diagnosis
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Immunotherapy in triple-negative breast cancer:A literature review and new advances
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作者 Guillermo Arturo Valencia Patricia Rioja +6 位作者 Zaida Morante Rossana Ruiz Hugo Fuentes Carlos A Castaneda Tatiana Vidaurre Silvia Neciosup Henry L Gomez 《World Journal of Clinical Oncology》 CAS 2022年第3期219-236,共18页
Triple-negative breast cancer(TNBC)is a highly complex,heterogeneous disease and historically has limited treatment options.It has a high probability of disease recurrence and rapid disease progression despite adequat... Triple-negative breast cancer(TNBC)is a highly complex,heterogeneous disease and historically has limited treatment options.It has a high probability of disease recurrence and rapid disease progression despite adequate systemic treatment.Immunotherapy has emerged as an important alternative in the management of this malignancy,showing an impact on progression-free survival and overall survival in selected populations.In this review we focused on immunotherapy and its current relevance in the management of TNBC,including various scenarios(metastatic and early-neoadjuvant,adjuvant-),new advances in this subtype and the research of potential predictive biomarkers of response to treatment. 展开更多
关键词 Triple-negative breast cancer early disease IMMUNOTHERAPY Biomarkers Metastatic disease
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Increased Serum Cystatin C in Early Parkinson’s Disease with Objective Sleep Disturbances 被引量:16
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作者 Kang-Ping Xiong Yong-Ping Dai +5 位作者 Jing Chen Jin-Min Xu Yi Wang Ping Feng Shou-Jiang You Chun-Feng Liu 《Chinese Medical Journal》 SCIE CAS CSCD 2018年第8期907-911,共5页
Background:Sleep disturbance is one of the major non-motor symptoms which cause the disability of Parkinson’s disease (PD) patients. Cystatin C (CysC) is a more sensitive biomarker than serum creatinine or estim... Background:Sleep disturbance is one of the major non-motor symptoms which cause the disability of Parkinson’s disease (PD) patients. Cystatin C (CysC) is a more sensitive biomarker than serum creatinine or estimated glomerular filtration rate. Previous studies have reported altered CysC levels in neurodegenerative disorders and sleep disorders. This study aimed to explore the correlations of serum CysC levels and objective sleep disturbances in early PD.Methods:We recruited 106 early PD patients and 146 age- and sex-matched controls. All participants underwent clinical investigation and video-polysomnography. Sleep parameters and serum levels of CysC were measured. Then, we investigated the relationships between CysC and clinical variables and objective sleep disturbances in early PD patients.Results:The mean serum level of CysC was significantly higher in patients with early PD (1.03 ± 0.19 mg/L) compared to controls (0.96 ± 0.15 mg/L, P = 0.009). There were significantly positive correlations between serum CysC levels and age (r = 0.334, P 〈 0.001), gender (r = 0.264, P = 0.013), and creatinine levels (r = 0.302, P = 0.018) in early PD patients. Increased serum CysC levels in early PD patients were significantly associated with higher apnea and hypopnea index (AHI) (r = 0.231, P = 0.017), especially hypopnea index (r = 0.333, P 〈 0.001). In early PD patients, elevated serum CysC levels were positively correlated with oxygen desaturation index (r = 0.223, P = 0.021), percentage of time spent at oxygen saturation (SaO2) 〈90% (r = 0.644, P 〈 0.001), arousal with respiratory event during sleep (r = 0.247, P = 0.013). On the contrary, the elevated serum CysC levels were negatively correlated with mean and minimal SaO2 (r = ?0.323, ?0.315, both P = 0.001) in PD patients.Conclusions:The level of serum CysC was higher in early PD patients. PD patients with elevated serum CysC levels had more respiratory events and more severe oxygen desaturation. Therefore, the serum CysC levels may predict the severities of sleep-disordered breathing problems in early PD patients. 展开更多
关键词 Cystatin C early Parkinson's disease Objective Sleep Disturbance
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Genetics on early onset inflammatory bowel disease:An update 被引量:4
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作者 Johnson Nameirakpam Rashmi Rikhi +2 位作者 Sanjay Singh Rawat Jyoti Sharma Deepti Suri 《Genes & Diseases》 SCIE 2020年第1期93-106,共14页
Inflammatory bowel disease(IBD)is more common in adults than in children.Onset of IBD before 17 years of age is referred as pediatric onset IBD and is further categorized as very early onset IBD(VEO-IBD)for children w... Inflammatory bowel disease(IBD)is more common in adults than in children.Onset of IBD before 17 years of age is referred as pediatric onset IBD and is further categorized as very early onset IBD(VEO-IBD)for children who are diagnosed before 6 years of age,infantile IBD who had the disease before 2 years of age and neonatal onset IBD for children less than 28 days of life.Children presenting with early onset disease may have a monogenic basis.Knowledge and awareness of the clinical manifestations facilitates early evaluation and diagnosis.Next generation sequencing is helpful in making the genetic diagnosis.Treatment of childhood IBD is difficult;targeted therapies and hematopoietic stem cell transplantation form the mainstay.In this review we aim to summarize the genetic defects associated with IBD phenotype.We describe genetic location and functions of various genetic defect associated with VEO-IBD with their key clinical manifestations.We also provide clinical clues to suspect these conditions and approaches to the diagnosis of these disorders and suitable treatment options. 展开更多
关键词 Il-10 signalling defect IPEX Next generation sequencing Targeted therapy Very early onset inflammatory bowel disease
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Hyperlipidemia in early adulthood increases long-term risk of coronary heart disease 被引量:1
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《South China Journal of Cardiology》 CAS 2015年第1期64-64,共1页
Background Many young adults with moderate hyperlipidemia do not meet statin treatment criteria under the new American Heart Association/American College of Cardiology cholesterol guidelines because they focus on 10-y... Background Many young adults with moderate hyperlipidemia do not meet statin treatment criteria under the new American Heart Association/American College of Cardiology cholesterol guidelines because they focus on 10-year cardiovascular risk. We evaluated the association between years of exposure to hypercholesterolemia in early adulthood and future coronary heart disease (CHD) risk. 展开更多
关键词 CHD high Hyperlipidemia in early adulthood increases long-term risk of coronary heart disease
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Effect of nursing-based on early rehabilitation on quality of life in elderly patients with cardiovascular disease:A randomized controlled trial
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作者 邹燕飞 陈冬燕 +1 位作者 廖曼霞 刘智 《South China Journal of Cardiology》 CAS 2014年第3期175-180,共6页
Background Patients with cardiovascular disease(CVD) have a reduced quality of life(QOL) partly due to their limited range of physical activity and independence. The objective of this study was to investigate whet... Background Patients with cardiovascular disease(CVD) have a reduced quality of life(QOL) partly due to their limited range of physical activity and independence. The objective of this study was to investigate whether the nurse based early cardiac rehabilitation will be improved QOL in elderly patients with CVD after8-week treatment from baseline and post intervention, compared with conventional care. Methods Sixty-six elderly patients with CVD were randomly assigned(using the coin tossing method) to either the ‘early cardiac rehabilitation' group(i.e. the experimental group), and the control group(i.e. routine care group) for 8weeks between June 2013 and June 2014, with 33 participants in each group. The control group received routine CVD care, and the experiment group received early rehabilitation care in addition to routine CVD care.The outcome measures included the Short Form-36 Health Survey(SF-36), and Self-rating Anxiety Scale(SAS). Results There were non-significant differences between the groups at baseline in age, sex, duration of the disease, length of hospitalization, total number of comorbid conditions, and total number of medications(P 〉 0.05). Following 8-week treatment, all groups improved their QOL scores and SAS anxiety scores(P 〈 0.05). In addition, the nursing based on early cardiac rehabilitation group was significantly improved in QOL and SAS anxiety scores(P 〈 0.05), when compared with the control group. Conclusions This study has demonstrated that the nurse based early cardiac rehabilitation is effective in increasing selected aspects of a general QOL and improved the anxiety situation in elderly patients with CVD. It is worthwhile to be widely used in clinical practice. 展开更多
关键词 cardiovascular disease early rehabilitation care effectiveness
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Association between interleukin- 1β- 511( C/T) gene polymorphism and early diabetic kidney disease
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作者 林能波 《China Medical Abstracts(Internal Medicine)》 2016年第3期176-,共1页
Objective To investigate the association between interleukin(IL)-1β-511(C/T)gene polymorphism and early diabetic kidney disease(EDKD)in Han population in Luzhou.Methods A total of 548 patients with type 2diabetes(T2D... Objective To investigate the association between interleukin(IL)-1β-511(C/T)gene polymorphism and early diabetic kidney disease(EDKD)in Han population in Luzhou.Methods A total of 548 patients with type 2diabetes(T2DM)were enrolled in this study and divided into two groups:T2DM with normal albuminuria group(NA group,n=286)and T2DM with micro-albuminuria group(MA group,n=262).327 healthy subjects 展开更多
关键词 gene polymorphism and early diabetic kidney disease IL C/T Association between interleukin
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