Objective:Diagnosis of immunoglobulin A nephropathy(IgAN)requires the evaluation of renal biopsy specimens.However,renal biopsy is an invasive procedure and is not frequently performed for various reasons.Thus,recogni...Objective:Diagnosis of immunoglobulin A nephropathy(IgAN)requires the evaluation of renal biopsy specimens.However,renal biopsy is an invasive procedure and is not frequently performed for various reasons.Thus,recognized noninvasive biomarkers for predicting IgAN progression are urgently needed.Methods:In the present study,we included 86 IgAN patients with renal biopsy from June 2015 to May 2016 and had their plasma interleukin-7(IL-7)level measured with ELISA.The association between the plasma IL-7 level and clinico-pathological characteristics was analyzed.Immunohistochemical staining was used to assay the in situ expression of IL-7 in vivo.Western blotting was perfonned to examine the production of extracellular matrix,p-mTOR and the markers of autophagy under the treatment of IL-7 after TGF-β1 stimulation in renal tubular epithelial cells.Results:IL-7 was significantly decreased in patients with IgAN compared to healthy subjects(2.3077 vs.8.6294 pg/mL,P<0.0001).There was a significant difference in the plasma IL-7 level between tubular atrophy/interstitial fibrosis TO and T2 classes(P=0.0064).A lower plasma IL-7 value in patients at the time of biopsy indicated a poor renal outcome.In addition,IL-7 was over-expressed in renal tubular epithelial cells and significantly attenuated transforming growth factor β1-induced extracellular matrix production by suppression of cellular autophagy via activation of mTOR1 signaling.Conclusion:These results suggested that IL-7 might be a noninvasive biomarker for predicating IgAN.It protected renal proximal tubular epithelial cells from cellular fibrosis by inhibiting autophagy via mTORl signaling.展开更多
针对遥感图像中小目标数量众多且背景复杂所导致的识别精度低的问题,提出了一种改进的遥感图像小目标检测方法。该方法基于改进的YOLOv7网络模型,将双级路由注意力机制加入至下采样阶段以构建针对小目标的特征提取模块MP-ATT(max poolin...针对遥感图像中小目标数量众多且背景复杂所导致的识别精度低的问题,提出了一种改进的遥感图像小目标检测方法。该方法基于改进的YOLOv7网络模型,将双级路由注意力机制加入至下采样阶段以构建针对小目标的特征提取模块MP-ATT(max pooling-attention),使得模型更加关注小目标的特征,提高小目标检测精度。为了加强对小目标的细节感知能力,使用DCNv3(deformable convolution network v3)替换骨干网络中的二维卷积,以此构建新的层聚合模块ELAN-D。为网络设计新的小目标检测层以获取更精细的特征信息,从而提升模型的鲁棒性。同时使用MPDIoU(minimum point distance based IoU)替换原模型中的CIoU来优化损失函数,以适应遥感图像的尺度变化。实验表明,所提出的方法在DOTA-v1.0数据集上取得了良好效果,准确率、召回率和平均准确率(mean average precision,mAP)相比原模型分别提升了0.4、4.0、2.3个百分点,证明了该方法能够有效提升遥感图像中小目标的检测效果。展开更多
基金supported by grants from Huazhong University of Science and Technology Research Funds for Self-dependent Innovation(No.2017KFYXJJ101)the National Natural Science Foundation of China(No.81703058,No.81970591,and No.82000656).
文摘Objective:Diagnosis of immunoglobulin A nephropathy(IgAN)requires the evaluation of renal biopsy specimens.However,renal biopsy is an invasive procedure and is not frequently performed for various reasons.Thus,recognized noninvasive biomarkers for predicting IgAN progression are urgently needed.Methods:In the present study,we included 86 IgAN patients with renal biopsy from June 2015 to May 2016 and had their plasma interleukin-7(IL-7)level measured with ELISA.The association between the plasma IL-7 level and clinico-pathological characteristics was analyzed.Immunohistochemical staining was used to assay the in situ expression of IL-7 in vivo.Western blotting was perfonned to examine the production of extracellular matrix,p-mTOR and the markers of autophagy under the treatment of IL-7 after TGF-β1 stimulation in renal tubular epithelial cells.Results:IL-7 was significantly decreased in patients with IgAN compared to healthy subjects(2.3077 vs.8.6294 pg/mL,P<0.0001).There was a significant difference in the plasma IL-7 level between tubular atrophy/interstitial fibrosis TO and T2 classes(P=0.0064).A lower plasma IL-7 value in patients at the time of biopsy indicated a poor renal outcome.In addition,IL-7 was over-expressed in renal tubular epithelial cells and significantly attenuated transforming growth factor β1-induced extracellular matrix production by suppression of cellular autophagy via activation of mTOR1 signaling.Conclusion:These results suggested that IL-7 might be a noninvasive biomarker for predicating IgAN.It protected renal proximal tubular epithelial cells from cellular fibrosis by inhibiting autophagy via mTORl signaling.
文摘针对遥感图像中小目标数量众多且背景复杂所导致的识别精度低的问题,提出了一种改进的遥感图像小目标检测方法。该方法基于改进的YOLOv7网络模型,将双级路由注意力机制加入至下采样阶段以构建针对小目标的特征提取模块MP-ATT(max pooling-attention),使得模型更加关注小目标的特征,提高小目标检测精度。为了加强对小目标的细节感知能力,使用DCNv3(deformable convolution network v3)替换骨干网络中的二维卷积,以此构建新的层聚合模块ELAN-D。为网络设计新的小目标检测层以获取更精细的特征信息,从而提升模型的鲁棒性。同时使用MPDIoU(minimum point distance based IoU)替换原模型中的CIoU来优化损失函数,以适应遥感图像的尺度变化。实验表明,所提出的方法在DOTA-v1.0数据集上取得了良好效果,准确率、召回率和平均准确率(mean average precision,mAP)相比原模型分别提升了0.4、4.0、2.3个百分点,证明了该方法能够有效提升遥感图像中小目标的检测效果。
