38 research outputs found
Detecting somatisation disorder via speech: introducing the Shenzhen Somatisation Speech Corpus
Objective Speech recognition technology is widely used as a mature technical approach in many fields. In the study of depression recognition, speech signals are commonly used due to their convenience and ease of acquisition. Though speech recognition is popular in the research field of depression recognition, it has been little studied in somatisation disorder recognition. The reason for this is the lack of a publicly accessible database of relevant speech and benchmark studies. To this end, we introduce our somatisation disorder speech database and give benchmark results.
Methods By collecting speech samples of somatisation disorder patients, in cooperation with the Shenzhen University General Hospital, we introduce our somatisation disorder speech database, the Shenzhen Somatisation Speech Corpus (SSSC). Moreover, a benchmark for SSSC using classic acoustic features and a machine learning model is proposed in our work.
Results To obtain a more scientific benchmark, we have compared and analysed the performance of different acoustic features, i. e., the full ComParE feature set, or only MFCCs, fundamental frequency (F0), and frequency and bandwidth of the formants (F1-F3). By comparison. the best result of our benchmark is the 76.0 % unweighted average recall achieved by a support vector machine with formants F1–F3.
Conclusion The proposal of SSSC bridges a research gap in somatisation disorder, providing researchers with a publicly accessible speech database. In addition, the results of the benchmark show the scientific validity and feasibility of computer audition for speech recognition in somatization disorders
Evaluation of genipin-crosslinked chitosan hydrogels as a potential carrier for silver sulfadiazine nanocrystals
In the present study genipin crosslinked chitosan (CHI) hydrogels, which had been
constructed and reported in our previous studies (Lei Gao, et al. Colloids Surf. B
Biointerfaces. 2014, 117: 398), were further evaluated for their advantage as a carrier
for silver sulfadiazine (AgSD) nanocrystal systems. Firstly, AgSD nanocrystals with a
mean particle size of 289 nm were prepared by wet milling method and encapsulated
into genipin crosslinked CHI hydrogels. AgSD nanocrystals displayed a uniform
distribution and very good physical stability in the hydrogel network.
Swelling-dependent release pattern was found for AgSD nanocrystals from hydrogels
and the release profile could be well fitted with Peppas equation. When AgSD
nanocrystals were encapsulated in hydrogels their fibroblast cytotoxicity decreased
markedly, and their antibacterial effects against Staphylococcus aureus, Escherichia
coli and Pseudomonas aeruginosa were still comparable to unencapsulated AgSD
nanocrystals. In vivo evaluation in excision and burn cutaneous wound models in
mice showed that AgSD nanocrystal hydrogels markedly decreased the expression of
inflammatory cytokine IL-6, but increased the levels of growth factors VEGF-A and
TGF-β1. Histopathologically, the wounds treated by hydrogels containing AgSD
nanocrystals showed the best healing state compared with commercial AgSD cream,
hydrogels containing AgSD bulk powders and blank hydrogels. The wounds treated
by AgSD nanocrystal hydrogels were dominated by marked fibroblast proliferation,
new blood vessels and thick regenerated epithelial layer. Sirius Red staining assay
indicated that AgSD nanocrystal hydrogels resulted in more collagen deposition
characterized by a large proportion of type I fibers. Our study suggested that
genipin-crosslinked CHI hydrogel was a potential carrier for local antibacterial
nanomedicines
Evaluation of genipin-crosslinked chitosan hydrogels as a potential carrier for silver sulfadiazine nanocrystals
This paper was accepted for publication in the journal Colloids and Surfaces B: Biointerfaces and the definitive published version is available at http://dx.doi.org/10.1016/j.colsurfb.2016.06.016In the present study genipin crosslinked chitosan (CHI) hydrogels, which had been
constructed and reported in our previous studies (Lei Gao, et al. Colloids Surf. B
Biointerfaces. 2014, 117: 398), were further evaluated for their advantage as a carrier
for silver sulfadiazine (AgSD) nanocrystal systems. Firstly, AgSD nanocrystals with a
mean particle size of 289 nm were prepared by wet milling method and encapsulated
into genipin crosslinked CHI hydrogels. AgSD nanocrystals displayed a uniform
distribution and very good physical stability in the hydrogel network.
Swelling-dependent release pattern was found for AgSD nanocrystals from hydrogels
and the release profile could be well fitted with Peppas equation. When AgSD
nanocrystals were encapsulated in hydrogels their fibroblast cytotoxicity decreased
markedly, and their antibacterial effects against Staphylococcus aureus, Escherichia
coli and Pseudomonas aeruginosa were still comparable to unencapsulated AgSD
nanocrystals. In vivo evaluation in excision and burn cutaneous wound models in
mice showed that AgSD nanocrystal hydrogels markedly decreased the expression of
inflammatory cytokine IL-6, but increased the levels of growth factors VEGF-A and
TGF-β1. Histopathologically, the wounds treated by hydrogels containing AgSD
nanocrystals showed the best healing state compared with commercial AgSD cream,
hydrogels containing AgSD bulk powders and blank hydrogels. The wounds treated
by AgSD nanocrystal hydrogels were dominated by marked fibroblast proliferation,
new blood vessels and thick regenerated epithelial layer. Sirius Red staining assay
indicated that AgSD nanocrystal hydrogels resulted in more collagen deposition
characterized by a large proportion of type I fibers. Our study suggested that
genipin-crosslinked CHI hydrogel was a potential carrier for local antibacterial
nanomedicines
Accurate Calculation of Iron Loss of High-Temperature and High-Speed Permanent Magnet Synchronous Generator under the Conditions of SVPWM Modulation
The high-temperature and high-speed permanent magnet synchronous generator (HTHSPMSG) is the core component ensuring the efficient and safe operation of the high-speed aircraft power supply system. At present, the existing iron loss model fails to meet the requirements for the precise calculation of the iron loss of HTHSPMSG under high-temperature and high-frequency conditions. In this paper, a 40 kW, 18,000 rpm HTHSPMSG is used to study the accurate calculation of iron loss at an ambient temperature of 350 °C. Considering the influence of high temperature and high frequency on the loss and performance of electromagnetic materials, a test platform for the loss performance of the magnetic core materials is established. Then, according to the loss performance of the electromagnetic material, the corresponding iron loss coefficient is fitted by the variable coefficient iron loss separation model. In addition, the digital twin field-circuit co-simulation method is proposed to guarantee the accuracy of the iron loss calculation. Then, the influence of carrier frequencies and modulation ratios on the iron loss characteristics of the HTHSPMSG under the conditions of SVPWM modulation is studied. Lastly, the effectiveness of the proposed method is verified by the experimental results, which provide a reference for the accurate analysis of iron loss of the same type of HTHSPMSG
A Generalized Method of Electromagnetic Vibration Analysis of Amorphous Alloy Permanent Magnet Synchronous Machines
Simulation and Experimental Study on No-Load Loss Distributions of an IPM Motor Under the Conditions of Both Sinusoidal Supply and Converter Supply
A novel ferroptosis-related gene signature for overall survival prediction in patients with gastric cancer
Abstract The global diagnosis rate and mortality of gastric cancer (GC) are among the highest. Ferroptosis and iron-metabolism have a profound impact on tumor development and are closely linked to cancer treatment and patient’s prognosis. In this study, we identified six PRDEGs (prognostic ferroptosis- and iron metabolism-related differentially expressed genes) using LASSO-penalized Cox regression analysis. The TCGA cohort was used to establish a prognostic risk model, which allowed us to categorize GC patients into the high- and the low-risk groups based on the median value of the risk scores. Our study demonstrated that patients in the low-risk group had a higher probability of survival compared to those in the high-risk group. Furthermore, the low-risk group exhibited a higher tumor mutation burden (TMB) and a longer 5-year survival period when compared to the high-risk group. In summary, the prognostic risk model, based on the six genes associated with ferroptosis and iron-metabolism, performs well in predicting the prognosis of GC patients
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Asymmetric Stratification-Induced Polarity Loss and Coordinated Individual Cell Movements Drive Directional Migration of Vertebrate Epithelium.
Collective migration is essential for development, wound repair, and cancer metastasis. For most collective systems, "leader cells" determine both the direction and the power of the migration. It has remained unclear, however, how the highly polarized vertebrate epithelium migrates directionally during branching morphogenesis. We show here that, unlike in other systems, front-rear polarity of the mammary epithelium is set up by preferential cell proliferation in the front in response to the FGF10 gradient. This leads to frontal stratification, loss of apicobasal polarity, and leader cell formation. Leader cells are a dynamic population and move faster and more directionally toward the FGF10 signal than do follower cells, partly because of their intraepithelial protrusions toward the signal. Together, our data show that directional migration of the mammary epithelium is a unique multistep process and that, despite sharing remarkable cellular and molecular similarities, vertebrate and invertebrate epithelial branching are fundamentally distinct processes
Rapamycin-Induced Autophagy Promotes the Chondrogenic Differentiation of Synovium-Derived Mesenchymal Stem Cells in the Temporomandibular Joint in Response to IL-1β
Cartilage defects in temporomandibular disorders (TMD) lead to chronic pain and seldom heal. Synovium-derived mesenchymal stem cells (SMSCs) exhibit superior chondrogenesis and have become promising seed cells for cartilage tissue engineering. However, local inflammatory conditions that affect the repair of articular cartilage by SMSCs present a challenge, and the specific mechanism through which the function remains unclear. Thus, it is important to explore the chondrogenesis of SMSCs under inflammatory conditions of TMD such that they can be used more effectively in clinical treatment. In this study, we obtained SMSCs from TMD patients with severe cartilage injuries. In response to stimulation with IL-1β, which is well known as one of the most prevalent cytokines in TMD, MMP13 expression increased, while that of SOX9, aggrecan, and collagen II decreased during chondrogenic differentiation. At the same time, IL-1β upregulated the expression of mTOR and decreased the ratio of LC3-II/LC3-I and the formation of autophagosomes. Further study revealed that rapamycin pretreatment promoted the migration of SMSCs and the expression of chondrogenesis-related markers in the presence of IL-1β by inducing autophagy. 3-Benzyl-5-((2-nitrophenoxy)methyl)-dihydrofuran-2(3H)-one (3BDO), a new activator of mTOR, inhibited autophagy and increased the expression of p-GSK3βser9 and β-catenin, simulating the effect of IL-1β stimulation. Furthermore, rapamycin reduced the expression of mTOR, whereas the promotion of LC3-II/LC3-I was blocked by the GSK3β inhibitor TWS119. Taken together, these results indicate that rapamycin enhances the chondrogenesis of SMSCs by inducing autophagy, and GSK3β may be an important regulator in the process of rapamycin-induced autophagy. Thus, inducing autophagy may be a useful approach in the chondrogenic differentiation of SMSCs in the inflammatory microenvironment and may represent a novel TMD treatment
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Asymmetric Stratification-Induced Polarity Loss and Coordinated Individual Cell Movements Drive Directional Migration of Vertebrate Epithelium.
Collective migration is essential for development, wound repair, and cancer metastasis. For most collective systems, "leader cells" determine both the direction and the power of the migration. It has remained unclear, however, how the highly polarized vertebrate epithelium migrates directionally during branching morphogenesis. We show here that, unlike in other systems, front-rear polarity of the mammary epithelium is set up by preferential cell proliferation in the front in response to the FGF10 gradient. This leads to frontal stratification, loss of apicobasal polarity, and leader cell formation. Leader cells are a dynamic population and move faster and more directionally toward the FGF10 signal than do follower cells, partly because of their intraepithelial protrusions toward the signal. Together, our data show that directional migration of the mammary epithelium is a unique multistep process and that, despite sharing remarkable cellular and molecular similarities, vertebrate and invertebrate epithelial branching are fundamentally distinct processes