Miracle-dz/UniFAR-FTUs huggingface dataset:
One-Shot Learning with Pseudo-Labeling for Cattle Video Segmentation in Smart Livestock Farming

Simple Summary Deep learning-based segmentation methods rely on large-scale pixel-labeled datasets to achieve good performance. However, it is resource-costly to label animal images due to their irregular contours and changing postures. To keep a balance between segmentation accuracy and speed using limited label data, we propose a one-shot learning-based approach with pseudo-labeling to segment animals in videos, relying on only one labeled frame. Experiments were conducted on a challenging feedlot cattle video dataset acquired by the authors, and the results show that the proposed method outperformed state-of-the-art methods such as one-shot video object segmentation (OSVOS) and one-shot modulation network (OSMN). Our proposed one-shot learning with pseudo-labeling reduces the reliance on labeled data and could serve as an enabling component for smart farming-related applications. Abstract Computer vision-based technologies play a key role in precision livestock farming, and video-based analysis approaches have been advocated as useful tools for automatic animal monitoring, behavior analysis, and efficient welfare measurement management. Accurately and efficiently segmenting animals’ contours from their backgrounds is a prerequisite for vision-based technologies. Deep learning-based segmentation methods have shown good performance through training models on a large amount of pixel-labeled images. However, it is challenging and time-consuming to label animal images due to their irregular contours and changing postures. In order to reduce the reliance on the number of labeled images, one-shot learning with a pseudo-labeling approach is proposed using only one labeled image frame to segment animals in videos. The proposed approach is mainly comprised of an Xception-based Fully Convolutional Neural Network (Xception-FCN) module and a pseudo-labeling (PL) module. Xception-FCN utilizes depth-wise separable convolutions to learn different-level visual features and localize dense prediction based on the one single labeled frame. Then, PL leverages the segmentation results of the Xception-FCN model to fine-tune the model, leading to performance boosts in cattle video segmentation. Systematic experiments were conducted on a challenging feedlot cattle video dataset acquired by the authors, and the proposed approach achieved a mean intersection-over-union score of 88.7% and a contour accuracy of 80.8%, outperforming state-of-the-art methods (OSVOS and OSMN). Our proposed one-shot learning approach could serve as an enabling component for livestock farming-related segmentation and detection applications.
Various facets of excitotoxicity

Aim: Excitotoxicity results from unusually increased activation of excitatory amino acid receptors leading to neuronal death. Since glutamate is the main excitatory neurotransmitter in the central nervous system, it is also the most common excitotoxicity trigger. This uncontrolled neuronal response participates in various neurodegenerative diseases, such as ischemia, hypoglycemia, Huntington’s, Parkinson’s and Alzheimer’s disease. Thus, the investigation in the field expanded a lot in the past decade, leading to in vitro modelling adaptations. However, much performed work on glutamate-induced excitotoxicity is methodologically inconsistent in the literature. The field lacks reproducibility, which is one of the main fundaments of empirical science. In this regard, the literature was summarized and the main methodological features were critically evaluated, aiming to guide the researchers that are starting in the field. Methods: Published data since 1985 from PUBMED were collected and analyzed to observe which in vitro experimental conditions of excitotoxicity were reproducible. The suggested methods were based on the characteristics of excitotoxicity, such as abnormal intracellular calcium mediated signaling, mitochondria impairment, reactive oxygen species accumulation and cell death. Various conditions and comparative controls were used to design the standard investigation of excitotoxicity, such as culture medium content (presence of glutamate and aspartate), time interval of induction and the concentration of the inductor, based on the most reproducible published ones. Results: Our results and critical analysis point to some experimental conditions to consider, such as primary cultured neurons are more sensitive to glutamate and the response obtained is more robust than in other models; excitotoxicity mediated effects are better observed one hour following the stimulus; the culture medium should contain low levels of glutamate or aspartate or glycine. Online available phosphoproteomic data on excitotoxicity using the primary cortical neurons in vitro model supported the same conditions proposed by us. Conclusions: This manuscript will facilitate the design of any research for excitotoxic or neuroprotective compounds in physiological and pathophysiological conditions by standardizing and improving experimental conditions.
Effect of PEG and ABA on desiccation tolerance and storage of Magnolia ovata (A.St.-Hil.) Spreng. Seeds

Abstract: Several studies have successfully used polyethylene glycol (PEG) and/or abscisic acid (ABA) to reinduce desiccation tolerance in germinated seeds of orthodox species, improving our understanding of the mechanisms that underlie this trait. In this context, treatments with PEG and ABA were tested to assess their efficiency in reducing the sensitivity to desiccation and increasing the storage period of Magnolia ovata seeds. The drying of seeds to 10% water did not significantly affect germination, nor was germination impaired in seeds that were dried and treated with ABA. However, seeds treated with PEG had lower viability. After storage, ABA-treated seeds with as low as 5% water content (WC) had higher germination rates, the treatment with 100 µM ABA providing the greatest storage capacity. No changes were observed in the activity of catalase, peroxidase, or superoxide dismutase or in the abundance of total or heat-resistance proteins.
Novel Reconfigurable Spherical Parallel Mechanisms with a Circular Rail

The COVID-19 pandemic has placed unprecedented stress on the world healthcare system and demonstrated the need for modern automated robotic solutions for numerous medical applications. Often, robots that provide spherical motion of the end-effector are used in this area. In this paper, we discuss a spherical mechanism with a circular rail and provide several possible variations of the design: spherical robots with three or four legs and 4-DOF robots with an additional translational DOF, including a decoupled mechanism. The screw theory is used to analyze the mobility of the discussed mechanisms, and their advantages and drawbacks are discussed.
Dimethyloxaloylglycine promotes spermatogenesis activity of spermatogonial stem cells in Bama minipigs

Background The testis has been reported to be a naturally O2-deprived organ, dimethyloxaloylglycine (DMOG) can inhibit hypoxia inducible factor-1alpha (HIF-1α) subject to degradation under normal oxygen condition in cells. Objectives The objective of this study is to detect the effects of DMOG on the proliferation and differentiation of spermatogonial stem cells (SSCs) in Bama minipigs. Methods Gradient concentrations of DMOG were added into the culture medium, HIF-1α protein in SSCs was detected by western blot analysis, the relative transcription levels of the SSC-specific genes were analyzed using quantitative reverse transcription polymerase chain reaction (qRT-PCR). Six days post-induction, the genes related to spermatogenesis were detected by qRT-PCR, and the DNA content was determined by flow cytometry. Results Results revealed that the levels of HIF-1α protein increased in SSCs with the DMOG treatment in a dose-dependent manner. The relative transcription levels of SSC-specific genes were significantly upregulated (p < 0.05) by activating HIF-1α expression. The induction results showed that DMOG significantly increased (p < 0.05) the spermatogenesis capability of SSCs, and the populations of haploid cells significantly increased (p < 0.05) in DMOG-treated SSCs when compared to those in DMOG-untreated SSCs. Conclusion We demonstrate that DMOG can promote the spermatogenesis activity of SSCs.
Amphiphilic α-cyanostilbene mesogens with oligooxyethylene polar tails: syntheses and properties

ABSTRACT A series of amphiphilic rodlike α-cyanostilbene mesogens bearing an α-cyanostilbene core, with one/three lipophilic and flexible alkyl chains at one end and a polar oligooxyethylene (EO) at the opposite end, have been synthesized and investigated by polarized optical microscopy (POM), differential scanning calorimetry (DSC), X-ray scattering, scanning electron microscope (SEM), UV-vis spectroscopy and photoluminescence as well as CV measurements. These compounds can self-assemble into photoresponsive liquid crystalline phases and possess AIEE characteristics, mechanofluorochromic properties and Fe3+ recognition properties. The conductivity of the lithium cation complex was also measured to be 2.6 × 10−7 S m−1. Such compounds can be considered as a kind of multifunctional materials.
Immune Checkpoint Inhibitors—Associated Cardiotoxicity

Simple Summary With nonspecific activation of the immune system, immune checkpoint inhibitors (ICIs) can lead to off-target immune-related adverse events (irAEs) to every organ system. Immune-related cardiotoxicity is rare but often fatal. Large population-based studies examining different ICI-associated cardiotoxicity across cancer types and agents are limited. Using data from a large network of health care organizations, this study aims to: (1) provide an estimate of the incidence of ICI-associated cardiotoxicity, (2) to determine patient and clinical characteristics associated with the risk of developing ICI-associated cardiotoxicity, and (3) to assess the overall survival of patients experiencing ICI-associated cardiotoxicity compared to patients who did not develop cardiotoxicity after ICI use. Abstract Large population-based studies examining differences in ICI-associated cardiotoxicity across cancer types and agents are limited. Data of 5518 cancer patients who received at least one cycle of ICIs were extracted from a large network of health care organizations. ICI treatment groups were classified by the first ICI agent(s) (ipilimumab, nivolumab, pembrolizumab, cemiplimab, avelumab, atezolizumab, or durvalumab) or its class (PD-1 inhibitors, PD-L1 inhibitors, CTLA4-inhibitors, or their combination (ipilimumab + nivolumab)). Time to first cardiac adverse event (CAE) (arrhythmia, acute myocardial infarction, myocarditis, cardiomyopathy, or pericarditis) developed within one year after ICI initiation was analyzed using a competing-risks regression model adjusting for ICI treatment groups, patient demographic and clinical characteristics, and cancer sites. By month 12, 12.5% developed cardiotoxicity. The most common cardiotoxicity was arrhythmia (9.3%) and 2.1% developed myocarditis. After adjusting for patient characteristics and cancer sites, patients who initiated on monotherapy with ipilimumab (adjusted Hazard Ratio (aHR): 2.00; 95% CI: 1.49–2.70; p < 0.001) or pembrolizumab (aHR: 1.21; 95% CI: 1.01–1.46; p = 0.040) had a higher risk of developing CAEs within one year compared to nivolumab monotherapy. Ipilimumab and pembrolizumab use may increase the risk of cardiotoxicity compared to other agents. Avelumab also estimated a highly elevated risk (aHR: 1.92; 95% CI: 0.85–4.34; p = 0.117) compared to nivolumab and other PD-L1 agents, although the estimate did not reach statistical significance, warranting future studies.
Adult Neurogenesis under Control of the Circadian System

The mammalian circadian system is a hierarchically organized system, which controls a 24-h periodicity in a wide variety of body and brain functions and physiological processes. There is increasing evidence that the circadian system modulates the complex multistep process of adult neurogenesis, which is crucial for brain plasticity. This modulatory effect may be exercised via rhythmic systemic factors including neurotransmitters, hormones and neurotrophic factors as well as rhythmic behavior and physiology or via intrinsic factors within the neural progenitor cells such as the redox state and clock genes/molecular clockwork. In this review, we discuss the role of the circadian system for adult neurogenesis at both the systemic and the cellular levels. Better understanding of the role of the circadian system in modulation of adult neurogenesis can help develop new treatment strategies to improve the cognitive deterioration associated with chronodisruption due to detrimental light regimes or neurodegenerative diseases.
Comparison of Outcome and Quality of Life Between Thulium Laser (VelaTM XL) Enucleation of Prostate and Bipolar Transurethral Enucleation of the Prostate (B-TUEP)

Background and Purpose In this study, we compared patient outcomes between the 120-W thulium laser (Vela™XL) prostate enucleation (ThuLEP) and bipolar transurethral enucleation of the prostate (B-TUEP) techniques. Methods We excluded patients with concomitant prostate cancer and bladder cancer and prospectively analyzed patients with benign prostatic obstruction (BPO) who underwent ThuLEP and B-TUEP from October 2018 to January 2021 in our institution. Patients’ demographics, comorbidities, prostate volumes, prostate-specific antigen (PSA) levels, and International Prostate Symptoms Score (IPSS) were recorded. Perioperative outcomes including intraoperative blood loss, prostate resection percentage of the transition zone, postoperative pain score (numeric rating scale, NRS), complications, changes in postoperative uroflowmetry parameters, IPSS, and the rate of reuse of BPH medications were also evaluated. Results The data of a total of 111 patients (ThuLEP: 49, B-TUEP: 62) met the inclusion criteria were collected and analyzed prospectively. Our results revealed no significant differences between ThuLEP and B-TUEP in terms of operation time, prostate tissue enucleated, and days of hospitalization. However, patients in the ThuLEP group reported less pain after surgery than those in the B-TUEP group, and a higher proportion of patients in the B-TUEP group returned to the emergency department due to complications within one month postoperatively, with hematuria being the main cause. No significant differences were observed between the groups in changes in uroflowmetry parameters and IPSS at 2 weeks, 3 months, and 6 months postoperatively. Conclusion The efficacy of ThuLEP was comparable to that of B-TUEP in terms of maximal flow rate, voiding volume, IPSS, and quality of life. ThuLEP also had several advantages over B-TUEP, including less blood loss and less postoperative pain. Therefore, ThuLEP can be considered a treatment of choice for BPH/bladder outlet obstruction, specifically for patients with a bleeding tendency and fear of pain.
Upper airway motion analysis in obstructive sleep apnea syndrome (OSAS) via dynamic MRI

Obstructive sleep apnea syndrome (OSAS) is one of the most common sleep disorders that endangers human health, which is associated with episodes of apnea or hypopnea during sleep. In children, OSAS is associated with cardiovascular morbidity, neurobehavioral deficits, and poor quality of life, which highlights the importance for early diagnosis and treatment. Recent studies using dynamic magnetic resonance imaging (dMRI) have shown that adults with OSAS exhibit airway narrowing in specific regions that display increased variability in diameter during sleep as compared with controls. In this paper, we propose a novel method to compare OSAS patients with control subjects during awake and asleep states to assess the regional dynamic changes that occur in specific locations of the upper airway. Firstly, we segment the 3D upper airway with a previously developed fully automatic method. Then, different types of breathing cycles are selected by experts based on polysomnography. For each cycle, we calculate the distance of each point on the surface of the upper airway from end-expiration (EE) to end-inspiration (EI), which is then utilized for subsequent motion analysis. The 3D upper airway is subsequently divided into 4 anatomical parts manually. Lastly, comparisons of the dynamic upper airway motion measurements from different cycle groups are performed between OSAS patients and control subjects. Comparisons of different types of cycles within the same anatomical part demonstrated significant differences between control subjects and OSAS patients in all anatomic parts with some exceptions. These novel observations may provide some insights into the pathophysiology of OSAS.
A micromechanical approach to the mechanical characterization of 3D-printed composites

Aiming for the development of experimentally validated computational models to predict the mechanical properties of 3D-printed composites, the present study proposes a micromechanical approach by using a simplified unit cell model to characterize the material properties and behavior of 3D-printed composites manufactured through fused deposition modeling. The effective properties of the voided polymer matrix phase of the material are computed by calculating the void density as a tensorial meso-structural variable. These effective properties along with those of the fiber are input into a simplified micromechanical model to predict the material properties of the 3D-printed composite. The predictions are seen to be in very good agreement with the experimental values. The present approach is much simpler and less computationally costly compared to the finite element homogenization method. In addition, the present approach has the potential to simulate the response of the 3D-printed composite under different loading conditions.
Past, Current, and Future Strategies to Target ERG Fusion-Positive Prostate Cancer

Simple Summary In addition to its role in development and in the vascular and hematopoietic systems, ERG plays a central role in prostate cancer. Approximately 40–50% of prostate cancer cases are characterized by ERG gene fusions, which lead to ERG overexpression. Importantly, inhibition of ERG activity in prostate cancer cells decreases their viability. Therefore, inhibiting ERG might represent an important step to improve treatment efficacy for patients with ERG-positive prostate tumors. Here, we summarize the attempts made over the past years to repress ERG activity, the current use of ERG fusion detection and the strategies that might be utilized in the future to treat ERG fusion-positive tumors. Abstract The ETS family member ERG is a transcription factor with physiological roles during development and in the vascular and hematopoietic systems. ERG oncogenic activity characterizes several malignancies, including Ewing’s sarcoma, leukemia and prostate cancer (PCa). In PCa, ERG rearrangements with androgen-regulated genes—mostly TMPRSS2—characterize a large subset of patients across disease progression and result in androgen receptor (AR)-mediated overexpression of ERG in the prostate cells. Importantly, PCa cells overexpressing ERG are dependent on ERG activity for survival, further highlighting its therapeutic potential. Here, we review the current understanding of the role of ERG and its partners in PCa. We discuss the strategies developed in recent years to inhibit ERG activity, the current therapeutic utility of ERG fusion detection in PCa patients, and the possible future approaches to target ERG fusion-positive tumors.
Low-Power Approximate RPR Scheme for Unsigned Integer Arithmetic Computation

A scheme often used for error tolerance of arithmetic circuits is the so-called Reduced Precision Redundancy (RPR). Rather than replicating multiple times the entire module, RPR uses reduced precision (inexact) copies to significantly reduce the redundancy overhead, while still being able to correct the largest errors. This paper focuses on the low-power operation for RPR; a new scheme is proposed. At circuit level, power gating is initially utilized in the arithmetic modules to power off one of the modules (i.e., the exact module) when the inexact modules’ error is smaller than the threshold. The proposed design is applicable to (unsigned integer) addition, multiplication, and MAC (multiply and add) by proposing RPR implementations that reduce the power consumption with a limited impact on its error correction capability. The proposed schemes have been implemented and tested for various applications (image and DCT processing). The results show that they can significantly reduce power consumption; moreover, the simulation results show that the Mean Square Error (MSE) at the proposed schemes’ output is low.
Angiotensin II and AT1a Receptors in the Proximal Tubules of the Kidney: New Roles in Blood Pressure Control and Hypertension

Contrary to public perception, hypertension remains one of the most important public health problems in the United States, affecting 46% of adults with increased risk for heart attack, stroke, and kidney diseases. The mechanisms underlying poorly controlled hypertension remain incompletely understood. Recent development in the Cre/LoxP approach to study gain or loss of function of a particular gene has significantly helped advance our new insights into the role of proximal tubule angiotensin II (Ang II) and its AT1 (AT1a) receptors in basal blood pressure control and the development of Ang II-induced hypertension. This novel approach has provided us and others with an important tool to generate novel mouse models with proximal tubule-specific loss (deletion) or gain of the function (overexpression). The objective of this invited review article is to review and discuss recent findings using novel genetically modifying proximal tubule-specific mouse models. These new studies have consistently demonstrated that deletion of AT1 (AT1a) receptors or its direct downstream target Na+/H+ exchanger 3 (NHE3) selectively in the proximal tubules of the kidney lowers basal blood pressure, increases the pressure-natriuresis response, and induces natriuretic responses, whereas overexpression of an intracellular Ang II fusion protein or AT1 (AT1a) receptors selectively in the proximal tubules increases proximal tubule Na+ reabsorption, impairs the pressure-natriuresis response, and elevates blood pressure. Furthermore, the development of Ang II-induced hypertension by systemic Ang II infusion or by proximal tubule-specific overexpression of an intracellular Ang II fusion protein was attenuated in mutant mice with proximal tubule-specific deletion of AT1 (AT1a) receptors or NHE3. Thus, these recent studies provide evidence for and new insights into the important roles of intratubular Ang II via AT1 (AT1a) receptors and NHE3 in the proximal tubules in maintaining basal blood pressure homeostasis and the development of Ang II-induced hypertension.