准确的光伏功率预测结果对于电网的调度优化具有重要意义,针对现有预测方法仅侧重于时域或频域特征,导致未能充分提取光伏数据中时频域信息。提出一种融合时频特征的光伏功率预测模型时域与频域注意力特征融合(time-domain and frequenc...准确的光伏功率预测结果对于电网的调度优化具有重要意义,针对现有预测方法仅侧重于时域或频域特征,导致未能充分提取光伏数据中时频域信息。提出一种融合时频特征的光伏功率预测模型时域与频域注意力特征融合(time-domain and frequency-domain attentional feature fusion,TDFDAFF),旨在更全面地捕捉光伏序列数据的复杂特性。首先,对原始的光伏序列数据进行特征相关性分析,选取与光伏发电功率强相关的气象因素作为输入特征,并将筛选后的特征数据采用滑动窗口技术进行分割,构建输入特征矩阵。随后分别输入到时序特征提取模块、频率特征提取模块来提取光伏序列数据中的时频特征。最后,采用注意力特征融合模块对两部分提取到的时频特征进行融合,为每个特征动态的赋予不同的权重,从而强调对重要特征的关注,将融合后的特征通过全连接层进行映射得到最终的预测输出。通过在两个地区的光伏数据集上进行验证,TDFDAFF模型相较于其他预测模型有着更好的预测精度。展开更多
胰腺癌是消化道常见的恶性肿瘤之一,由于发病隐匿,早期多无症状,被发现时多为疾病晚期,且部分患者已有周围组织侵犯及其他脏器转移,错过最佳手术时机,因此预后极差。胰腺癌诊断主要借助影像学及血清标志物检查,治疗方案是早期手术切除,...胰腺癌是消化道常见的恶性肿瘤之一,由于发病隐匿,早期多无症状,被发现时多为疾病晚期,且部分患者已有周围组织侵犯及其他脏器转移,错过最佳手术时机,因此预后极差。胰腺癌诊断主要借助影像学及血清标志物检查,治疗方案是早期手术切除,术后行一系列辅助治疗,但临床效果显示胰腺癌患者生存期仍较短。有研究表明,miR-429存在于胰腺癌组织及血液中,胰腺癌中还存在XIST/miR-429轴,在分子水平上,AFF3与X-非活性特异性转录本(X-inactive specific transcript,XIST)相关,但AFF3与胰腺癌相关的报道却十分罕见。本文对miR-429与AFF3进行介绍,预测它们可能是胰腺癌的治疗靶点,有望成为胰腺癌诊断及预后标志物。展开更多
AFF1 and AFF4 belong to the AFF （AF4/FMR2） family of proteins, which function as scaffolding proteins linking two different transcription elongation factors, positive elongation factor b （P-TEFb） and ELL1/2, in su...AFF1 and AFF4 belong to the AFF （AF4/FMR2） family of proteins, which function as scaffolding proteins linking two different transcription elongation factors, positive elongation factor b （P-TEFb） and ELL1/2, in super elongation complexes （SECs）. Both AFF1 and AFF4 regulate gene transcription through elongation and chromatln remodeling. However, their function in the osteogenic differentiation of mesenchymal stem cells （MSCs） is unknown. In this study, we show that small interfering RNA （siRNA）-mediated depletion of AFF1 in human MSCs leads to increased alkaline phosphatase （ALP） activity, enhanced mineralization and upregulated expression of osteogenic-related genes. On the contrary, depletion of AFF4 significantly inhibits the osteogenic potential of MSCs. In addition, we confirm that overexpression of AFF1 and AFF4 differentially affects osteogenic differentiation in vitro and MSC-mediated bone formation in vivo. Mechanistically, we find that AFFI regulates the expression of DKK1 via binding to its promoter region. Depletion of DKK1 in HA-AFFl-overexpressing MSCs abrogates the impairment of osteogenic differentiation. Moreover, we detect that AFF4 is enriched in the promoter region of ID1. AFF4 knockdown blunts the BRE luciferase activity, SP7 expression and ALP activity induced by BMP2 treatment. In conclusion, our data indicate that AFF1 and AFF4 differentially regulate the osteogenic differentiation of human MSCs.AFF1 and AFF4 belong to the AFF （AF4/FMR2） family of proteins, which function as scaffolding proteins linking two different transcription elongation factors, positive elongation factor b （P-TEFb） and ELL1/2, in super elongation complexes （SECs）. Both AFFI and AFF4 regulate gene transcription through elongation and chromatln remodeling. However, their function in the osteogenic differentiation of mesenchymal stem cells （MSCs） is unknown. In this study, we show that small interfering RNA （siRNA）-mediated depletion of AFF1 in human MSCs leads to increased alkaline phosphatase （ALP） activity, enhanced mineralization and upregulated expression of osteogenic-related genes. On the contrary, depletion of AFF4 significantly inhibits the osteogenic potential of MSCs. In addition, we confirm that overexpression of AFF1 and AFF4 differentially affects osteogenic differentiation in vitro and MSC-mediated bone formation in vivo. Mechanistically, we find that AFFI regulates the expression of DKK1 via binding to its promoter region. Depletion of DKK1 in HA-AFFl-overexpressing MSCs abrogates the impairment of osteogenic differentiation. Moreover, we detect that AFF4 is enriched in the promoter region of ID1. AFF4 knockdown blunts the BRE luciferase activity, SP7 expression and ALP activity induced by BMP2 treatment. In conclusion, our data indicate that AFF1 and AFF4 differentially regulate the osteogenic differentiation of human MSCs.展开更多
文摘胰腺癌是消化道常见的恶性肿瘤之一,由于发病隐匿,早期多无症状,被发现时多为疾病晚期,且部分患者已有周围组织侵犯及其他脏器转移,错过最佳手术时机,因此预后极差。胰腺癌诊断主要借助影像学及血清标志物检查,治疗方案是早期手术切除,术后行一系列辅助治疗,但临床效果显示胰腺癌患者生存期仍较短。有研究表明,miR-429存在于胰腺癌组织及血液中,胰腺癌中还存在XIST/miR-429轴,在分子水平上,AFF3与X-非活性特异性转录本(X-inactive specific transcript,XIST)相关,但AFF3与胰腺癌相关的报道却十分罕见。本文对miR-429与AFF3进行介绍,预测它们可能是胰腺癌的治疗靶点,有望成为胰腺癌诊断及预后标志物。
基金supported by grants from the National Natural Science Foundation of China(NSFC,81722014,81571001,81500354,and 81621062)Sichuan Province Science and Technology Innovation Team Program(2017TD0016)State Key Laboratory of Oral Diseases(SKLOD201704)
文摘AFF1 and AFF4 belong to the AFF （AF4/FMR2） family of proteins, which function as scaffolding proteins linking two different transcription elongation factors, positive elongation factor b （P-TEFb） and ELL1/2, in super elongation complexes （SECs）. Both AFF1 and AFF4 regulate gene transcription through elongation and chromatln remodeling. However, their function in the osteogenic differentiation of mesenchymal stem cells （MSCs） is unknown. In this study, we show that small interfering RNA （siRNA）-mediated depletion of AFF1 in human MSCs leads to increased alkaline phosphatase （ALP） activity, enhanced mineralization and upregulated expression of osteogenic-related genes. On the contrary, depletion of AFF4 significantly inhibits the osteogenic potential of MSCs. In addition, we confirm that overexpression of AFF1 and AFF4 differentially affects osteogenic differentiation in vitro and MSC-mediated bone formation in vivo. Mechanistically, we find that AFFI regulates the expression of DKK1 via binding to its promoter region. Depletion of DKK1 in HA-AFFl-overexpressing MSCs abrogates the impairment of osteogenic differentiation. Moreover, we detect that AFF4 is enriched in the promoter region of ID1. AFF4 knockdown blunts the BRE luciferase activity, SP7 expression and ALP activity induced by BMP2 treatment. In conclusion, our data indicate that AFF1 and AFF4 differentially regulate the osteogenic differentiation of human MSCs.AFF1 and AFF4 belong to the AFF （AF4/FMR2） family of proteins, which function as scaffolding proteins linking two different transcription elongation factors, positive elongation factor b （P-TEFb） and ELL1/2, in super elongation complexes （SECs）. Both AFFI and AFF4 regulate gene transcription through elongation and chromatln remodeling. However, their function in the osteogenic differentiation of mesenchymal stem cells （MSCs） is unknown. In this study, we show that small interfering RNA （siRNA）-mediated depletion of AFF1 in human MSCs leads to increased alkaline phosphatase （ALP） activity, enhanced mineralization and upregulated expression of osteogenic-related genes. On the contrary, depletion of AFF4 significantly inhibits the osteogenic potential of MSCs. In addition, we confirm that overexpression of AFF1 and AFF4 differentially affects osteogenic differentiation in vitro and MSC-mediated bone formation in vivo. Mechanistically, we find that AFFI regulates the expression of DKK1 via binding to its promoter region. Depletion of DKK1 in HA-AFFl-overexpressing MSCs abrogates the impairment of osteogenic differentiation. Moreover, we detect that AFF4 is enriched in the promoter region of ID1. AFF4 knockdown blunts the BRE luciferase activity, SP7 expression and ALP activity induced by BMP2 treatment. In conclusion, our data indicate that AFF1 and AFF4 differentially regulate the osteogenic differentiation of human MSCs.
