127 research outputs found

    Inter-Instance Similarity Modeling for Contrastive Learning

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    The existing contrastive learning methods widely adopt one-hot instance discrimination as pretext task for self-supervised learning, which inevitably neglects rich inter-instance similarities among natural images, then leading to potential representation degeneration. In this paper, we propose a novel image mix method, PatchMix, for contrastive learning in Vision Transformer (ViT), to model inter-instance similarities among images. Following the nature of ViT, we randomly mix multiple images from mini-batch in patch level to construct mixed image patch sequences for ViT. Compared to the existing sample mix methods, our PatchMix can flexibly and efficiently mix more than two images and simulate more complicated similarity relations among natural images. In this manner, our contrastive framework can significantly reduce the gap between contrastive objective and ground truth in reality. Experimental results demonstrate that our proposed method significantly outperforms the previous state-of-the-art on both ImageNet-1K and CIFAR datasets, e.g., 3.0% linear accuracy improvement on ImageNet-1K and 8.7% kNN accuracy improvement on CIFAR100. Moreover, our method achieves the leading transfer performance on downstream tasks, object detection and instance segmentation on COCO dataset. The code is available at https://github.com/visresearch/patchmi

    Mycoplasma hyorhinis infection in gastric carcinoma and its effects on the malignant phenotypes of gastric cancer cells

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    <p>Abstract</p> <p>Background</p> <p><it>Mycoplasma hyorhinis </it>infection has been postulated to play a role in the development of several types of cancer, but the direct evidence and mechanism remained to be determined.</p> <p>Methods</p> <p>Immunohistochemistry assay and nested polymerase-chain reaction (PCR) were performed to examine the <it>mycoplasma hyorhinis </it>infection in gastric cancer tissues. Statistical analysis was used to check the association between mycoplasma infection and clinicopathologic parameters. Transwell chamber assay and metastasis assay were used to evaluate <it>mycoplasma hyorhinis</it>' effects on metastasis in vitro and in vivo. <it>Mycoplasma hyorhinis</it>-induced extracellular signal-regulated kinase (ERK) and epidermal growth factor receptor (EGFR) activation were investigated by Western blot.</p> <p>Results</p> <p>My<it>coplasma hyorhinis </it>infection in gastric cancer tissues was revealed and statistical analysis indicated a significant association between mycoplasma infections and lymph node metastasis, Lauren's Classification, TNM stage, and age of the patients. <it>Mycoplasma hyorhinis </it>promoted tumor cell migration, invasion and metastasis <it>in vitro </it>and <it>in vivo</it>, which was possibly associated with the enhanced phosphorylation of EGFR and ERK1/2. The antibody against p37 protein of <it>Mycoplasma hyorhinis </it>could inhibit the migration of the infected cells.</p> <p>Conclusions</p> <p>The infection of <it>m</it>y<it>coplasma hyorhinis </it>may contribute to the development of gastric cancer and <it>Mycoplasma hyorhinis</it>-induced malignant phenotypes were possibly mediated by p37.</p

    Preparation and Properties of Cornstarch Adhesives

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    Abstract: The main goal of this study was to use cornstarch in the production of environmentally sound adhesives. &apos;Three-formaldehyde glue&apos; pollutes the environment and harms to human health strongly, which widely used for wood-based panels preparation. Environment-friendly cornstarch adhesives were prepared using method of oxidation-gelatinization, insteading of the three formaldehyde glue. The effects of the quality ratio of starch and water, temperature and shear rate on the apparent viscosity of the adhesive were studied. The rheological eigenvalue of apparent viscosity was studied through nonlinear regression. The results showed that the apparent viscosity of cornstarch adhesives increased and then decreased with the increasing of temperature and the maximum value was obtained at 10 o C; the apparent viscosity decreased slowly with the increasing of rotor speed; the phenomenon of shear thinning appeared wither cornstarch adhesives which was pseudo-plastic fluids. Cornstarch adhesives with characteristics of non-toxic, no smell and pollution could be applied in interior and upscale packaging

    Synuclein gamma predicts poor clinical outcome in colon cancer with normal levels of carcinoembryonic antigen

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    <p>Abstract</p> <p>Background</p> <p>Synuclein gamma (SNCG), initially identified as a breast cancer specific gene, is aberrantly expressed in many different malignant tumors but rarely expressed in matched nonneoplastic adjacent tissues. In this study, we investigated the prognostic potential of SNCG in colon cancer particularly in the patients with normal carcinoembryonic antigen (CEA) levels.</p> <p>Methods</p> <p>SNCG levels were assessed immunohistochemically in cancer tissues from 229 colon adenocarcinoma patients with a mean follow-up of 44 months. Correlations between SNCG levels and clinicopathologic features, preoperative serum CEA level, and clinical outcome were analyzed statistically using SPSS.</p> <p>Results</p> <p>SNCG levels in colon adenocarcinoma were closely associated with intravascular embolus and tumor recurrence but independent of preoperative serum CEA levels. SNCG expression was an independent prognostic factor of a shorter disease-free survival (DFS) and overall survival (OS) (<it>P </it>< 0.0001). Multivariate analysis revealed that both tissue SNCG and serum CEA were independent prognostic factors of DFS (<it>P </it>= 0.001, <0.0001, respectively) for 170 patients with colon adenocarcinomas. Importantly, SNCG remained a prognostic determinant of DFS and OS (<it>P </it>= 0.001, 0.002) for 97 patients with normal preoperative serum CEA level.</p> <p>Conclusions</p> <p>Our results suggest for the first time that SNCG is a new independent predicator for poor prognosis in patients with colon adenocarcinoma, including those with normal CEA levels. Combination of CEA with SNCG improves prognostic evaluation for patients with colon adenocarcinoma.</p

    The Quality of Tuberculosis Care in Urban Migrant Clinics in China

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    This work is licensed under a Creative Commons Attribution 4.0 International License.Large and increasing numbers of rural-to-urban migrants provided new challenges for tuberculosis control in large cities in China and increased the need for high quality tuberculosis care delivered by clinics in urban migrant communities. Based on a household survey in migrant communities, we selected and separated clinics into those that mainly serve migrants and those that mainly serve local residents. Using standardized patients, this study provided an objective comparison of the quality of tuberculosis care delivered by both types of clinics and examined factors related to quality care. Only 27% (95% confidence interval (CI) 14–46) of cases were correctly managed in migrant clinics, which is significantly worse than it in local clinics (50%, 95% CI 28–72). Clinicians with a base salary were 41 percentage points more likely to demonstrate better case management. Furthermore, clinicians with upper secondary or higher education level charged 20 RMB lower out of pocket fees than less-educated clinicians. In conclusion, the quality of tuberculosis care accessed by migrants was very poor and policies to improve the quality should be prioritized in current health reforms. Providing a base salary was a possible way to improve quality of care and increasing the education attainment of urban community clinicians might reduce the heavy barrier of medical expenses for migrants.111 Project (Grant No. B16031)Laboratory of Modern Teaching Technology of the Ministry of EducationShaanxi Normal UniversityNational Natural Science Foundation of China (Grant No. 71703083)National Social Science Fund Youth Project (Grant No. 15CJL005)National Natural Science Foundation of China (Grant No. 71703084)National Natural Science Foundation of China (Grant No. 71473152)China Medical Board (Grant No. CMB-16-257)Knowledge for Change program at The World Bank (Grant No. 7172469

    Genetically engineered magnetic nanocages for cancer magneto-catalytic theranostics

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    磁热疗法是一种利用磁热敏剂在磁场中把磁能转换为热能以杀死肿瘤的新型癌症治疗方法,并已成功应用于临床。但是,目前临床所用磁热敏剂的磁-热转换效率低而使得治疗剂量过大,从而给病人带来潜在的副作用,因此大大限制了磁热疗法的广泛应用。该研究利用基因工程和仿生矿化技术制备出具有优异磁-热转化能力及纳米酶催化性能的磁性蛋白纳米笼(eMIONs),成功克服了临床磁热疗法中磁热敏剂低效的瓶颈,为新一代磁热敏剂的研发提供新的思路。该研究工作在刘刚教授指导下完成,博士生张阳为文章第一作者。【Abstract】The clinical applications of magnetic hyperthermia therapy (MHT) have been largely hindered by the poor magnetic-to-thermal conversion efficiency of MHT agents. Herein, we develop a facile and efficient strategy for engineering encapsulin-produced magnetic iron oxide nanocomposites (eMIONs) via a green biomineralization procedure. We demonstrate that eMIONs have excellent magnetic saturation and remnant magnetization properties, featuring superior magnetic-to-thermal conversion efficiency with an ultrahigh specific absorption rate of 2390 W/g to overcome the critical issues of MHT. We also show that eMIONs act as a nanozyme and have enhanced catalase-like activity in the presence of an alternative magnetic field, leading to tumor angiogenesis inhibition with a corresponding sharp decrease in the expression of HIF-1α. The inherent excellent magnetic-heat capability, coupled with catalysis-triggered tumor suppression, allows eMIONs to provide an MRI-guided magneto-catalytic combination therapy, which may open up a new avenue for bench-to-bed translational research of MHT.This work was supported by the Major State Basic Research Development Program of China (2017YFA0205201), the National Natural Science Foundation of China (81925019, 81422023, 81603015, 81871404, and U1705281), the Fundamental Research Funds for the Central Universities (20720190088 and 20720200019), and the Program for New Century Excellent Talents in University, China (NCET-13-0502). We acknowledge Jingru Huang and Baoying Xie from Central Laboratory in School of Medicine, Xiamen University, for assistance with inductively coupled plasma experiments and data analysis. 研究工作得到了科技部重大专项课题、973课题、国家自然科学基金委杰出青年基金等项目的支持

    PwHAP5, a CCAAT-binding transcription factor, interacts with PwFKBP12 and plays a role in pollen tube growth orientation in Picea wilsonii

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    The HAP complex occurs in many eukaryotic organisms and is involved in multiple physiological processes. Here it was found that in Picea wilsonii, HAP5 (PwHAP5), a putative CCAAT-binding transcription factor gene, is involved in pollen tube development and control of tube orientation. Quantitative real-time reverse transcription-PCR showed that PwHAP5 transcripts were expressed strongly in germinating pollen and could be induced by Ca2+. Overexpression of PwHAP5 in pollen altered pollen tube orientation, whereas the tube with PwHAP5RNAi showed normal growth without diminishing pollen tube growth. Furthermore, PwFKBP12, which encodes an FK506-binding protein (FKBP) was screened and a bimolecular fluorescence complementation assay performed to confirm the interaction of PwHAP5 and PwFKBP12 in vivo. Transient expression of PwFKBP12 in pollen showed normal pollen tube growth, whereas the tube with PwFKBP12RNAi bent. The phenotype of overexpression of HAP5 on pollen tube was restored by FKBP12. Altogether, our study supported the role of HAP5 in pollen tube development and orientation regulation and identified FKBP12 as a novel partner to interact with HAP5 involved in the process
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