Automatic Recognition of Human Interaction via Hybrid Descriptors and Maximum Entropy Markov Model Using Depth Sensors.

Automatic identification of human interaction is a challenging task especially in dynamic environments with cluttered backgrounds from video sequences. Advancements in computer vision sensor technologies provide powerful effects in human interaction recognition (HIR) during routine daily life. In this paper, we propose a novel features extraction method which incorporates robust entropy optimization and an efficient Maximum Entropy Markov Model (MEMM) for HIR via multiple vision sensors. The main objectives of proposed methodology are: (1) to propose a hybrid of four novel features-i.e., spatio-temporal features, energy-based features, shape based angular and geometric features-and a motion-orthogonal histogram of oriented gradient (MO-HOG); (2) to encode hybrid feature descriptors using a codebook, a Gaussian mixture model (GMM) and fisher encoding; (3) to optimize the encoded feature using a cross entropy optimization function; (4) to apply a MEMM classification algorithm to examine empirical expectations and highest entropy, which measure pattern variances to achieve outperformed HIR accuracy results. Our system is tested over three well-known datasets: SBU Kinect interaction; UoL 3D social activity; UT-interaction datasets. Through wide experimentations, the proposed features extraction algorithm, along with cross entropy optimization, has achieved the average accuracy rate of 91.25% with SBU, 90.4% with UoL and 87.4% with UT-Interaction datasets. The proposed HIR system will be applicable to a wide variety of man-machine interfaces, such as public-place surveillance, future medical applications, virtual reality, fitness exercises and 3D interactive gaming.

Cardiovascular complications during delivery hospitalizations in patients with nonalcoholic fatty liver disease in pregnancy.

OBJECTIVE: While the association between metabolic dysfunction-associated steatotic liver disease (MASLD) and long-term cardiovascular risks has been studied, the impact of MASLD on cardiovascular events during delivery hospitalizations remains relatively unexplored. This study aims to examine the prevalence of cardiovascular diseases (CVDs) and cardiac arrhythmias in pregnant patients with MASLD and identify potential risk factors. METHODS: A retrospective analysis of hospital discharge records from the National Inpatient Sample database between 2009 and 2019 was conducted to assess maternal cardiovascular outcomes. Multivariable logistic regression models were employed, and adjusted odds ratios (AOR) were calculated to evaluate the association between MASLD and cardiovascular outcomes during pregnancy. RESULTS: The study sample included 17 593 pregnancies with MASLD and 41 171 211 pregnancies without this condition. Women with MASLD exhibited an increased risk of congestive heart failure [AOR 3.45, 95% confidence interval (CI) 1.04-11.43], cardiac arrhythmia (AOR 2.60, 95% CI 1.94-3.49), and gestational hypertensive complications (AOR 3.30, 95% CI 2.93-3.72). Pregnancies with MASLD were also associated with a higher rate of pulmonary edema (AOR 3.30, 95% CI 1.60-6.81). CONCLUSION: MASLD is an independent risk factor for cardiovascular complications during delivery hospitalizations, emphasizing the necessity for prepregnancy screening and targeted prevention strategies to manage CVD risks in expectant patients with MASLD.

Early palliative care referral may improve end-of-life care in end-stage liver disease patients: A retrospective analysis from a non-transplant center.

BACKGROUND: Patients with end-stage liver disease (ESLD) who are not transplant candidates often have a trajectory of rapid decline and death similar to patients with stage IV cancer. Palliative care (PC) services have been shown to be underutilized for such patients. Most studies examining the role of PC in ESLD have been done at transplant centers. Thus, determining the utilization and benefit of PC at a non-transplant tertiary center may help establish a standard of care in the management of patients with ESLD not eligible for transplant. METHODS: We conducted a retrospective analysis of adult (>18 years) patients with ESLD admitted to Rochester Regional Health (RRH) system hospitals from 2012 to 2021. Patients were divided into groups based on the presence or absence of PC involvement. Baseline characteristics were recorded. The impact of PC was assessed by comparing the number of hospitalizations before and after the involvement of PC, comparing code status changes, health care proxy (HCP) assignments, Aspira catheter placements, and frequency of repeated paracentesis. RESULTS: In our analysis of 576 patients, 41.1% (237 patients) received a PC consult (PC group), while 58.9% (339 patients) did not (no-PC group). Baseline characteristics were comparable. However, their mean number of admissions significantly decreased (15.66 vs. 3.49, p < 0.001) after PC involvement. Full code status was more prevalent in the no-PC group (67.8% vs. 18.6%, p < 0.001), while comfort care code status was more common in the PC group (59.9% vs. 20.6%, p < 0.001). Changes in code status were significantly higher in the PC group (77.6% vs. 29.2%, p < 0.001). The PC group had a significantly higher mortality rate (83.1% vs. 46.4%, p < 0.01). Patients in the PC group had a higher likelihood of having an assigned HCP (63.7% vs. 37.5%, p < 0.001). PC referral was associated with more frequent use of an Aspira catheter (5.9% vs. 0.9%, p < 0.001) and more frequent paracentesis (30.8% vs. 16.8%, p < 0.001). CONCLUSIONS: In conclusion, our study provides compelling evidence of the diverse advantages of palliative care for patients with end-stage liver disease, including reduced admissions, improved goals of care, code status modifications, enhanced healthcare proxy assignments, and targeted interventions. These findings highlight the potential significance of early integration of palliative care in the disease trajectory to provide comprehensive, patient-centered care that addresses the unique needs and preferences of individuals with advanced liver disease.

Modulation of Renal Parenchyma in Response to Allogeneic Adipose-Derived Mesenchymal Stem Cells Transplantation in Acute Kidney Injury.

BACKGROUND AND OBJECTIVES: In regenerative medicine, mesenchymal stem cells derived from adipose tissues (Ad-MSCs) are a very attractive target to treat many diseases. In relation to nephrology, the aim of the current study is to investigate the effects of Ad-MSCs for the amelioration of acute kidney injury and to explore the mechanism of renal parenchymal changes in response to allogeneic transplantation of Ad-MSCs. METHODS AND RESULTS: The nephrotoxicity was induced by cisplatin (CP) in balb/c mice according to RIFLE Class and AKIN Stage 3. PCR, qRT-PCR and fluorescent labeled cells infusion, histopathology, immunohistochemistry, functional analyses were used for genes and proteins expressions data acquisition respectively. We demonstrated that single intravenous infusion of 2.5×107/kg mAd-MSCs in mice pre-injected with CP recruited to the kidney, restored the renal structure, and function, which resulted in progressive survival of mice. The renal tissue morphology was recovered in terms of diminished necrosis or epithelial cells damage, protein casts formation, infiltration of inflammatory cells, tubular dilatation, and restoration of brush border protein; Megalin and decreased Kim-1 expressions in mAd-MSCs transplanted mice. Significant reduction in serum creatinine with slashed urea and urinary protein levels were observed. Anti-BrdU staining displayed enhanced tubular cells proliferation. Predominantly, downgrade expressions of TNF-α and TGF-ß1 were observed post seven days in mAd-MSCs transplanted mice. CONCLUSIONS: Ad-MSCs exerts pro-proliferative, anti-inflammatory, and anti-fibrotic effects. Ad-MSCs transplantation without any chemical or genetic manipulation can provide the evidence of therapeutic strategy for the origin of regeneration and overall an improved survival of the system in functionally deprived failed kidneys.

Symptomatic hyperthyroidism in metastatic testicular mixed germ cell tumour.

This is a case of a young 34-year-old man who had symptomatic hyperthyroidism from an extremely high serum beta HCG level in the setting of a metastatic stage IIIC mixed germ cell tumour. The patient's thyroid function normalised with treatment of the cancer as the beta HCG levels declined.