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Object detection, one of the most significant contributions of computer vision and machine learning, plays an immense role in identifying and locating objects in an image or a video. We recognize distinct objects and precisely get their information through object detection, such as their size, shape, and location. This paper developed a low-cost assistive system of obstacle detection and the surrounding environment depiction to help blind people using deep learning techniques. TensorFlow object detection API and SSDLite MobileNetV2 have been used to create the proposed object detection model. The pre-trained SSDLite MobileNetV2 model is trained on the COCO dataset, with almost 328,000 images of 90 different objects. The gradient particle swarm optimization (PSO) technique has been used in this work to optimize the final layers and their corresponding hyperparameters of the MobileNetV2 model. Next, we used the Google text-to-speech module, PyAudio, playsound, and speech recognition to generate the audio feedback of the detected objects. A Raspberry Pi camera captures real-time video where real-time object detection is done frame by frame with Raspberry Pi 4B microcontroller. The proposed device is integrated into a head cap, which will help visually impaired people to detect obstacles in their path, as it is more efficient than a traditional white cane. Apart from this detection model, we trained a secondary computer vision model and named it the “ambiance mode.” In this mode, the last three convolutional layers of SSDLite MobileNetV2 are trained through transfer learning on a weather dataset. The dataset comprises around 500 images from four classes: cloudy, rainy, foggy, and sunrise. In this mode, the proposed system will narrate the surrounding scene elaborately, almost like a human describing a landscape or a beautiful sunset to a visually impaired person. The performance of the object detection and ambiance description modes are tested and evaluated in a desktop computer and Raspberry Pi embedded system. Detection accuracy and mean average precision, frame rate, confusion matrix, and ROC curve measure the model's accuracy on both setups. This low-cost proposed system is believed to help visually impaired people in their day-to-day life.

Background: Among patients with peripheral artery disease (PAD), depression is diagnosed in 17-25% and negatively impacts wound healing, quality of life, and survival. We hypothesized that depression is underdiagnosed in patients with PAD. Additionally, given the associations between depression and mortality in PAD patients, there is an increased need to investigate the strength of this relationship. The present analysis includes 2 studies to address the following aims: (1) Investigation of the prevalence of concomitant PAD and depression in a cohort from the Southeastern United States, and (2) Examination of the association between depression and all-cause mortality in a cohort of Canadian patients with PAD., Methods: STUDY 1: From June-August 2022, the Patient Health Questionnaire Module 9 (PHQ-9) was administered to all patients seeking PAD-related care including medical, wound/podiatric, or vascular interventional/surgical treatment, in the University of North Carolina-Chapel Hill Vascular, Wound, and Podiatry clinics. The PHQ-9 assesses symptoms over 2 weeks and is scored 0-27, with higher scores indicating increasingly severe depression. Demographics, primary diagnosis, depression history, and antidepressant prescription were determined through chart review. We compared the proportion of positive depression screenings (PHQ-9 ≥ 5) to known depression. Among those treated for depression, the PHQ-9 score severity was evaluated. T-tests and χ 2 tests were used to compare means and proportions. STUDY 2: From July 2015 to October 2016, the Geriatric Depression Scale Short Form was administered to adult patients with PAD undergoing revascularization. The Geriatric Depression Scale Short Form is a self-report measure of depression with a score >5 consistent with depression. The prevalence of depression was determined; primary outcome was all-cause mortality at 6 months., Results: STUDY 1: In 104 PAD patients (mean age 66.6 ± 11.3 years, 37% female), 37% of respondents scored ≥5 on the PHQ-9 survey, indicating at least mild depression. Only 18% of PAD patients had a history of depression, demonstrating a significant difference between the PHQ-9 findings and documented medical history. While depression was underdiagnosed in both men and women, men were more likely to have unrecognized depression (chi-squared statistic = 35.117, df = 1, P < 0.001). Among those with a history of depression, 74% had a current prescription for antidepressant medication, but 57% still had an elevated PHQ-9 score indicating possible undertreatment. STUDY 2: In 148 patients (mean age 70.3 ± 11.0 years, 39% female) the prevalence of screened depression was 28.4%, but only 3.3% had a documented history of depression suggesting significant underdiagnosis. Patients with depression were significantly more likely to die within 6 months of revascularization (9.5% vs. 0.9%; odds ratio 1.48, 95% confidence interval: 1.08 to 2.29). There was no association between depression and risk of length of stay, reintervention, or readmission., Conclusions: Depression is underdiagnosed and undertreated among patients with PAD, which has grave consequences as it is associated with 1.5 times the odds of mortality within 6 months of revascularization. There is a critical need for more robust screenings and comprehensive mental health treatment for patients with concomitant depression and PAD., (Copyright © 2023 Elsevier Inc. All rights reserved.)

Sphingosine kinases (SPHK) generate the sphingolipid sphingosine-1-phosphate, which, among other functions, is a potent regulator of inflammation. While SPHK1 produces S1P to promote inflammatory signaling, the role of SPHK2 is unclear due to divergent findings in studies utilizing gene depletion versus inhibition of catalytic activity. We sought to clarify how SPHK2 affects inflammatory signaling in human macrophages, which are main regulators of inflammation. SPHK2 expression and activity were rapidly decreased within 6 h upon stimulating primary human macrophages with lipopolysaccharide (LPS), but was upregulated after 24 h. At 24 h following LPS stimulation, targeting SPHK2 with the inhibitor ABC294640, a specific siRNA or by using Sphk2 -/- mouse peritoneal macrophages increased inflammatory cytokine production. Downregulation of SPHK2 in primary human macrophages within 6 h of LPS treatment was blocked by inhibiting autophagy. SPHK2 overexpression or inhibiting autophagy 6 h after human macrophage activation with LPS suppressed inflammatory cytokine release. Mechanistically, SPHK2 suppressed LPS-triggered NF-κB activation independent of its catalytic activity and prevented increased mitochondrial ROS formation downstream of LPS. In conclusion, SPHK2 is an anti-inflammatory protein in human macrophages that is inversely coupled to inflammatory cytokine production. This needs consideration when targeting SPHK2 with specific inhibitors., (Copyright © 2019 The Authors. Published by Elsevier B.V. All rights reserved.)

Aims: Obesity is a complex health disorder and a trigger to many diseases like Diabetes mellitus (DM) and breast cancer (BrCa), both leading causes of morbidity and mortality worldwide. Also evidence demonstrates that abnormal glucose metabolism termed 'the Warburg effect' in cancer cell is closely associated with malignant phenotypes and promote the aggressiveness of several types of cancer, including BrCa. In this study, we evaluated the breast cancer cell metabolism in normoglycemia, hyperglycemia and in an obesity condition in order to clarify the potential underlined mechanisms that link these disorders., Materials and Methods: MCF-7 cells were exposed to low and high glucose levels, the latter either in the presence of 3T3-L1 adipocyte conditioned medium (CM), thus mimicking the adiposity observed in obese patients. Cell viability, migration, proliferation, cytotoxicity and cell death assays were performed under the different culture conditions. Hormonal and lipid profile were also characterized by biochemical assays and primary metabolism was determined by Nuclear Magnetic Resonance (NMR)-based metabolomics., Results: Our results show an increased aggressiveness in the condition mimicking diabetogenic obesity with an altered energy/lipid metabolism. Interestingly in the experimental obesity-mimicking status, lipids and amino acids were expended while glucose was produced by tumor cells from lactate. These findings reveal a shift on tumor cells metabolism that is opposite to 'the Warburg effect'., Conclusions: Overall, this experimentally obesity-mimicking condition not only revealed an increased tumor proliferation and aggressiveness but also disclosed a new mechanism of cancer metabolism, the 'Warburg Effect Inversion'., (Copyright © 2019 Elsevier Inc. All rights reserved.)

Bisphenol A (BPA) is one of the most widely utilized endocrine disruptors to which humans are exposed, particularity through ingestion. BPA is an aneugenic compound with a putative association to tumorigenesis. Although extensively studied in estrogen responsive cells, information regarding its effects on cells from the upper gastrointestinal tract exposed to free/active forms of BPA is still scarce. Similarly, BPA interactions with other drugs have been neglected, although it has been suggested to have a potential role in doxorubicin (DOX) chemoresistance. This study is intended to assess potential cytotoxic and genotoxic effects of BPA, as well as its interactions with DOX, in Human epithelial type 2 cells (Hep-2) originated from a human laryngeal carcinoma and in a DNA damage responsive cell line, the human lung fibroblasts (MRC-5). Cell viability was analyzed through the resazurin assay. The G protein-coupled estrogen receptor 1 (GPER) expression was visualized by immunodetection. Genotoxicity, namely DNA damage and oxidative DNA damage, were assessed by comet assay and micronuclei induction, and mitotic disruption was evaluated cytologically by fluorescent microscopy with DAPI staining. Cytotoxicity analysis showed that exposure to BPA per se does not affect cellular viability. Nevertheless, the genotoxic analysis showed that BPA induced an increase of DNA damage in the Hep-2 cell line and in oxidative damage in the MRC-5 cell line. An increase of micronuclei was also observed in both cell lines following BPA exposure. BPA and DOX co-exposures suggested that BPA acts as an antagonist of DOX effects in both cell lines. The interaction with DOX appears to be cell type dependent, exhibiting a non-monotonic response curve in MRC-5 cells, a GPER expressing cell line. Our study emphasizes the need for a deeper knowledge of BPA interactions, particularly with chemotherapeutic agents, in the context of risk assessment and public health., (Copyright © 2018 Elsevier B.V. All rights reserved.)