The Application of the GP Model to Manage Controllable Risk Factors in Stroke Patients with Diabetes Can Effectively Improve the Prognosis and Reduce the Recurrence Rate.

Objective: The aim of this study is to examine the impacts of general practice model (GP) on prognosis and recurrence of stroke patients with diabetes. Methods: Ninety patients with stroke combined with diabetes mellitus admitted to our hospital from June 2019 to June 2020 were selected for the study and were randomly and equally divided into 45 cases each in the control and experimental groups for the prospective trial. The patients in the control group received routine treatment while those in the experimental group were treated with GP model. Comparison in treatment effects, patients satisfaction, psychological status, quality of life, glycosylated hemoglobin level, and stroke recurrence was carried out between the two groups. Results: The experimental group showed markedly better treatment effects (P < 0.05), higher satisfaction degree (P < 0.05), higher HAD (P < 0.05), GQOLI-74 score (P < 0.05), and BI index (P < 0.05), lower level of glycosylated hemoglobin (P < 0.05), and much lower recurrence rate (P < 0.05), as compared to the control group. Conclusion: The application of the GP model to manage controllable risk factors in stroke patients with diabetes can effectively improve the prognosis and reduce the recurrence rate, which is worthy of clinical application and promotion.

Adaptive Weighted Sparse Principal Component Analysis for Robust Unsupervised Feature Selection.

Current unsupervised feature selection methods cannot well select the effective features from the corrupted data. To this end, we propose a robust unsupervised feature selection method under the robust principal component analysis (PCA) reconstruction criterion, which is named the adaptive weighted sparse PCA (AW-SPCA). In the proposed method, both the regularization term and the reconstruction error term are constrained by the l2,1 -norm: the l2,1 -norm regularization term plays a role in the feature selection, while the l2,1 -norm reconstruction error term plays a role in the robust reconstruction. The proposed method is in a convex formulation, and the selected features by it can be used for robust reconstruction and clustering. Experimental results demonstrate that the proposed method can obtain better reconstruction and clustering performance, especially for the corrupted data.

Robust Object Tracking via Key Patch Sparse Representation.

Many conventional computer vision object tracking methods are sensitive to partial occlusion and background clutter. This is because the partial occlusion or little background information may exist in the bounding box, which tends to cause the drift. To this end, in this paper, we propose a robust tracker based on key patch sparse representation (KPSR) to reduce the disturbance of partial occlusion or unavoidable background information. Specifically, KPSR first uses patch sparse representations to get the patch score of each patch. Second, KPSR proposes a selection criterion of key patch to judge the patches within the bounding box and select the key patch according to its location and occlusion case. Third, KPSR designs the corresponding contribution factor for the sampled patches to emphasize the contribution of the selected key patches. Comparing the KPSR with eight other contemporary tracking methods on 13 benchmark video data sets, the experimental results show that the KPSR tracker outperforms classical or state-of-the-art tracking methods in the presence of partial occlusion, background clutter, and illumination change.

The ability of NT-proBNP to detect chronic heart failure and predict all-cause mortality is higher in elderly Chinese coronary artery disease patients with chronic kidney disease.

OBJECTIVE: To analyze the relationship between N-terminal pro-brain natriuretic peptide (NT-proBNP) and renal function, and compare the ability and cut-off thresholds of NT-proBNP to detect chronic heart failure (CHF) and predict mortality in elderly Chinese coronary artery disease (CAD) patients with and without chronic kidney disease (CKD). METHODS: The study included 999 CAD patients older than 60 years. The endpoint was all-cause mortality over a mean follow-up period of 417 days. RESULTS: The median age was 86 years (range: 60-104 years), and the median NT-proBNP level was 409.8 pg/mL. CKD was present in 358 patients. Three hundred and six patients were positive for CHF. One hundred and ten CKD patients and 105 non-CKD patients died. Not only CKD, but also estimated glomerular filtration rate independently affected NT-proBNP. NT-proBNP detected CHF with a cut-off value of 298.4 pg/mL in non-CKD patients and a cut-off value of 435.7 pg/mL in CKD patients. NT-proBNP predicted death with a cut-off value of 369.5 pg/mL in non-CKD patients and a cut-off value of 2584.1 pg/mL in CKD patients. The NT-proBNP level was significantly related to the prevalence of CHF and all-cause mortality in CAD patients with and without CKD; this effect persisted after adjustment. The crude and multiple adjusted hazard ratios of NT-proBNP to detect CHF and predict mortality were significantly higher in patients with CKD compared with the remainder of the population. The addition of NT-proBNP to the three-variable and six-variable models generated a significant increase in the C-statistic. CONCLUSION: Amongst elderly Chinese CAD patients, there was an independently inverse association between NT-proBNP and renal function. With the higher cutoff points, NT-proBNP better detected CHF and better predicted mortality in CKD patients than in non-CKD patients.

Prevalence, clinical predictors, and prognostic impact of chronic renal insufficiency in very old Chinese patients with coronary artery disease.

BACKGROUND AND AIMS: An aging population leads to the increased prevalence of coronary artery disease (CAD) and chronic renal insufficiency (CRI). Nevertheless, the prevalence, clinical predictors, and prognostic impact of CRI in very old Chinese patients with CAD are unclear. METHODS: Baseline characteristics were obtained from 1,050 old patients with CAD. The endpoint was all-cause mortality during the mean follow-up period of 417 days. RESULTS: The median age of the subjects was 86 years (range 60-104 years). CRI was present in 372 patients (35.4%). Age [hazard ratio (HR) 1.032, 95% confidence interval (95% CI) 1.010-1.054], chronic heart failure (CHF) (HR 2.361, 95% CI 1.747-3.191), hypertension (HR 1.878, 95% CI 1.291-2.731), hemoglobin (HR 0.973, 95% CI 0.965-0.981), serum albumin (HR 0.954, 95% CI 0.912-0.995), HDL-C (HR 0.371, 95% CI 0.238-0.580), and LDL-C levels (HR 0.795, 95% CI 0.656-0.965) were independent predictors of CRI (all P < 0.05). In addition, CRI was independently associated with mortality in patients with CAD (HR 1.366, 95% CI 1.024-1.822, P = 0.034). Age (HR 1.036, 95% CI 1.015-1.059), acute myocardial infarction (AMI; HR 1.795, 95% CI 1.239-2.602), CHF New York Heart Association class IV (HR 1.691, 95% CI 1.187-2.410), heart rate (HR 1.019, 95% CI 1.011-1.026), hemoglobin (HR 0.982, 95% CI 0.975-0.990), and serum albumin levels (HR 0.905, 95% CI 0.874-0.938) were also independently related to mortality in CAD patients (all P < 0.05). CONCLUSIONS: A high prevalence of CRI with a high associated mortality rate existed in very old Chinese patients with CAD. CRI was an independent risk factor of adverse prognosis for these patients, and multiple predictors could be used to identify CAD patients at increased risk for CRI or poor survival.

Prognostic abilities of different calculation formulas for the glomerular filtration rate in elderly Chinese patients with coronary artery disease.

OBJECTIVE: As a standard indicator of renal function, the glomerular filtration rate (GFR) is vital for the prognostic analysis of elderly patients with coronary artery disease (CAD). Thus, the search for the calculation equation of GFR with the best prognostic ability is an important task. The most commonly used Modification of Diet in Renal Disease (MDRD) equation and the Chinese version (CMDRD) of the MDRD equation has many shortcomings. The newly developed Mayo Clinic quadratic (Mayo) and Chronic Kidney Disease (CKD) Epidemiology Collaboration (CKD-EPI) equations may overcome these shortcomings. Because the populations involved in these equation-related studies are almost completely devoid of subjects > 70 years of age, there are more debates on the performance of these equations in the elderly. This study was designed to compare the prognostic abilities of different calculation formulas for the GFR in elderly Chinese patients with CAD. METHODS: This study included 1050 patients (≥60 years of age) with CAD. The endpoint was all-cause mortality over a mean follow-up period of 417 days. RESULTS: The median age was 86 years (60-104 years). The median values for the MDRD-GFR, CMDRD-GFR, CKD-EPI-GFR, and Mayo-GFR were 66.0, 69.2, 65.6, and 75.8 mL/minute/1.73 m(2), respectively. The prevalence of GFR < 60 mL/minute/1.73 m(2) based on these measures was 39.3%, 35.4%, 43.0%, and 28.7%, respectively. Their area under the curve values for predicting death were 0.611, 0.610, 0.625, and 0.632, respectively. Their cut-off points for predicting death were 54.1, 53.5, 48.0, and 57.4 mL/minute/1.73 m(2), respectively. Compared with the MDRD-GFR, the net reclassification improvement values of the CMDRD-GFR, CKD-EPI-GFR, and Mayo-GFR were 0.02, 0.10, and 0.14, respectively. CONCLUSION: The prognostic abilities of the CKD-EPI and Mayo equations were significantly superior to the MDRD and CMDRD equations; the Mayo equation had a mild, but not statistically significant superiority compared with the CKD-EPI equation in elderly Chinese patients with CAD.

Efficacy and safety of a modified dosage regimen of nesiritide in patients older than 75 years with acute heart failure.

BACKGROUND AND AIMS: To explore efficacy and safety of a modified dosage regimen of nesiritide in patients (≥75 years) with acute heart failure (AHF). METHODS: Total 140 patients (≥75 years) with AHF were enrolled in this study. They were randomly and evenly divided into two group--control and nesiritide group. The control group received only conventional treatment for AHF, while the nesiritide group received conventional treatment plus a continual intravenous infusion of nesiritide at a rate of 0.0075-0.015 µg·kg(-1)·min(-1) for 10-15 hours (total 0.5- 1.0 mg) once daily for 13 days. RESULTS: Medical research council scales in nesiritide group were significantly lower than those in control group on day 4, 8 and 14. Scores of edema had no significant difference, but were lower in nesiritide group on day 8 and 14. The nesiritide group had markedly more net body fluid losses. NT-proBNP, serum creatinine, blood pressure, cTnI, 30-day and 60-day mortality had no significant difference between two groups. CONCLUSIONS: Nesiritide resulted in improvements in dyspnea and edema, and similar adverse effects compared with conventional treatment. In spite of no reduction on short-term mortality and a reversible influence on renal function, nesiritide was still an important choice for the elderly (≥75 years) with AHF.

Chronic kidney disease: an independent risk factor of all-cause mortality for elderly Chinese patients with chronic heart failure.

OBJECTIVE: To evaluate the prognostic value of chronic kidney disease (CKD) in elderly Chinese patients with chronic heart failure (CHF). METHODS: The study consisted of 327 elderly patients with CHF. All-cause mortality was chosen as an endpoint over the median follow-up period of 345 days. Cox regression analysis was used to identify the risk factors of mortality. RESULTS: The median age of the entire cohort was 85 years (60-100 years). The mortality for 168 elderly patients with CHF and CKD (51.4% of entire cohort) was 39.9% (67 deaths), which was higher than the mortality for CHF patients without CKD [25.2% (40/159 deaths)] and the mortality for entire cohort with CHF [32.7% (107/327 deaths)]. The Cox regression analysis showed that old age [hazard ratio (HR): 1.033; 95% confidence interval (95% CI): 1.004-1.064], CKD (HR: 1.705; 95% CI: 1.132-2.567), CHF New York Heart Association (NYHA) class IV (HR: 1.913; 95% CI: 1.284-2.851), acute myocardial infarction (AMI) (HR: 1.696; 95% CI: 1.036-2.777), elevated resting heart rate (HR: 1.021; 95% CI: 1.009-1.033), and decreased plasma albumin (HR: 0.883; 95% CI: 0.843-0.925) were independent risk factors of mortality for elderly patients with CHF. CONCLUSIONS: CKD was an independent risk factor of mortality for elderly Chinese patients with CHF.