Background:Hepatocellular carcinoma(HCC)is a prevalent liver malignancy.This study examined the roles of transforming growth factor beta(TGF-β)and cytochrome b5 domain containing 2(CYB5D2)in HCC etiology and their pr...Background:Hepatocellular carcinoma(HCC)is a prevalent liver malignancy.This study examined the roles of transforming growth factor beta(TGF-β)and cytochrome b5 domain containing 2(CYB5D2)in HCC etiology and their prognostic biomarker potential.Methods:Key modules and prognostic genes were identified by analyzing the GSE101685 dataset by weighted gene co-expression network analysis(WGCNA)and Least absolute shrinkage and selection operator(LASSO)Cox regression.The expression levels of CYB5D2 and TGF-βin HCC cell lines were quantified using Quantitative reverse transcription polymerase chain reaction(qRT-PCR)and Western blotting(WB)assays.Effects of CYB5D2 overexpression on cell proliferation,migration,invasion,and epithelial-mesenchymal transition(EMT)marker regulation were assessed in vitro,while in vivo tumorigenicity was evaluated using a xenograft model of HCC in nude mice.Results:In this study,WGCNA identified the turquoise module as significantly associated with HCC,containing 452 DEGs.LASSO Cox regression analysis revealed 9 key prognostic genes,with CYB5D2 being underexpressed in HCC cells and tissues.TGF-βwas negatively correlated with CYB5D2 expression,resulting in poor patient prognosis.Functional assays demonstrated that CYB5D2 overexpression inhibited proliferation,migration,and invasion of HCC cell lines,and altered EMT marker expression.Furthermore,the addition of TGF-βpartially reversed the suppressive effects caused by CYB5D2 overexpression.In vivo,CYB5D2 overexpression significantly reduced tumor growth,indicating its potential as a therapeutic target for HCC.Conclusion:The tumor suppressor function of CYB5D2 in HCC and its interaction with TGF-βoffered fresh information on the molecular pathophysiology of HCC and possible treatment avenues.展开更多
Background:Oral squamous cell carcinoma(OSCC)is the most common head and neck malig-nancy with a low five-year survival rate.ATP-binding cassette subfamily B member 5(ABCB5)has been linked to tumorigenesis.However,its...Background:Oral squamous cell carcinoma(OSCC)is the most common head and neck malig-nancy with a low five-year survival rate.ATP-binding cassette subfamily B member 5(ABCB5)has been linked to tumorigenesis.However,its role in inducing OSCC remains unclear.Methods:Quantitative reverse transcription polymerase chain reaction(qRT-PCR),western blot,and immunocytochemistry(ICC)were performed to examine the level of ABCB5 in OSCC(CAL27 and HSC-3)and human oral keratinocyte(HOK).ABCB5 was knocked down in CAL27 cells using ABCB5-specific small interfering RNA(ABCB5 siRNA),and its contribution to migration,invasion,and epithelial-mesenchymal transition(EMT),a process by which epithelial cells lose their tight junction and acquire an increased migratory and invasive phenotype resembling that of mesenchymal cells,were evaluated by three-dimension and transwell migration and invasion assays,qRT-PCR and ICC.An in vivo OSCC model was established using 4-nitroquinoline-1-oxide(4NQO),a carcinogenic chemical that is commonly used to develop OSCC by destroying DNA synthesis and oxidative stress.Pathological alterations,ABCB5,and EMT markers were evaluated by H&E staining,immunohistochemistry,and qRT-PCR.Results:ABCB5 was significantly upregulated in CAL27 and HSC-3 cells as compared to HOK.Knockdown of ABCB5 significantly reduced the number of migrated and invaded CAL27 cells,accompanied by the significantly increased E-cadherin and decreased Vimentin and N-cadherin under Transforming growth factorβ(TGF-β)treatment.In vivo,as OSCC advanced,a notable rise in the expressions of ABCB5,N-cadherin,and Vimentin,while a statistical decrease in E-cadherin was demonstrated.Conclusion:ABCB5 promotes the migration,invasion,and EMT of OSCC.ABCB5 might be a new biomarker and potential therapeutic target for OSCC.展开更多
BACKGROUND The upregulation of serpin family B member 5(SERPINB5)has been linked to the progression of rectal cancer.However,the specific roles and underlying mechanisms of SERPINB5 in rectal cancer are not fully unde...BACKGROUND The upregulation of serpin family B member 5(SERPINB5)has been linked to the progression of rectal cancer.However,the specific roles and underlying mechanisms of SERPINB5 in rectal cancer are not fully understood.AIM To investigate the roles and mechanisms of SERPINB5 in rectal cancer.METHODS SERPINB5 protein level in rectal cancer tissues and cell lines was measured through western blot analysis.SW480 cells were transfected with pcDNASERPINB5 or short-hairpin RNA targeting SERPINB5(sh-SERPINB5).Cell proliferation,invasion,and apoptosis were then evaluated.The interaction between SERPINB5 and heat shock protein 90 alpha class A member 1(HSP90AA1)was confirmed through a co-immunoprecipitation assay.Subsequently,pcDNAHSP90AA1 or sh-HSP90AA1 was transfected into SW480 cells,and cell progression was then detected.Moreover,rescue experiments were used to investigate the effect of the SERPINB5/HSP90AA1 axis on rectal cancer progression.Additionally,sh-SERPINB5-transfected SW480 cells were implanted into nude mice,and xenograft tumor growth was then evaluated.RESULTS SERPINB5 was prominently upregulated in rectal cancer tissues and cells.SERPINB5 overexpression increased SW480 cell proliferation and invasion while reducing apoptosis.In contrast,SERPINB5 knockdown had the opposite effects.Moreover,SERPINB5 could interact with HSP90AA1 and promote HSP90AA1 expression in SW480 cells.HSP90AA1 overexpression facilitated SW480 cell proliferation and invasion and restrained apoptosis.By contrast,HSP90AA1 knockdown suppressed cell progression.The upregulation of HSP90AA1 reversed the SERPINB5 silencing-mediated inhibition of SW480 cell progression.Additionally,SERPINB5 knockdown retarded the growth of rectal cancer tumors in vivo.CONCLUSION SERPINB5 knockdown inhibited rectal cancer cell proliferation and invasion and retarded xenograft tumor growth by inhibiting HSP90AA1 expression.展开更多
Satellite communications, pivotal for global connectivity, are increasingly converging with cutting-edge mobile networks, notably 5G, B5G, and 6G. This amalgamation heralds the promise of universal, high-velocity comm...Satellite communications, pivotal for global connectivity, are increasingly converging with cutting-edge mobile networks, notably 5G, B5G, and 6G. This amalgamation heralds the promise of universal, high-velocity communication, yet it is not without its challenges. Paramount concerns encompass spectrum allocation, the harmonization of network architectures, and inherent latency issues in satellite transmissions. Potential mitigations, such as dynamic spectrum sharing and the deployment of edge computing, are explored as viable solutions. Looking ahead, the advent of quantum communications within satellite frameworks and the integration of AI spotlight promising research trajectories. These advancements aim to foster a seamless and synergistic coexistence between satellite communications and next-gen mobile networks.展开更多
In Beyond the Fifth Generation(B5G)heterogeneous edge networks,numerous users are multiplexed on a channel or served on the same frequency resource block,in which case the transmitter applies coding and the receiver u...In Beyond the Fifth Generation(B5G)heterogeneous edge networks,numerous users are multiplexed on a channel or served on the same frequency resource block,in which case the transmitter applies coding and the receiver uses interference cancellation.Unfortunately,uncoordinated radio resource allocation can reduce system throughput and lead to user inequity,for this reason,in this paper,channel allocation and power allocation problems are formulated to maximize the system sum rate and minimum user achievable rate.Since the construction model is non-convex and the response variables are high-dimensional,a distributed Deep Reinforcement Learning(DRL)framework called distributed Proximal Policy Optimization(PPO)is proposed to allocate or assign resources.Specifically,several simulated agents are trained in a heterogeneous environment to find robust behaviors that perform well in channel assignment and power allocation.Moreover,agents in the collection stage slow down,which hinders the learning of other agents.Therefore,a preemption strategy is further proposed in this paper to optimize the distributed PPO,form DP-PPO and successfully mitigate the straggler problem.The experimental results show that our mechanism named DP-PPO improves the performance over other DRL methods.展开更多
Students'demand for online learning has exploded during the post-COvID-19 pandemic era.However,due to their poor learning experience,students'dropout rate and learning performance of online learning are not al...Students'demand for online learning has exploded during the post-COvID-19 pandemic era.However,due to their poor learning experience,students'dropout rate and learning performance of online learning are not always satisfactory.The technical advantages of Beyond Fifth Generation(B5G)can guarantee a good multimedia Quality of Experience(QoE).As a special case of multimedia services,online learning takes into account both the usability of the service and the cognitive development of the users.Factors that affect the Quality of Online Learning Experience(OL-QoE)become more complicated.To get over this dilemma,we propose a systematic scheme by integrating big data,Machine Learning(ML)technologies,and educational psychology theory.Specifically,we first formulate a general definition of OL-QoE by data analysis and experimental verification.This formula considers both the subjective and objective factors(i.e.,video watching ratio and test scores)that most affect OLQoE.Then,we induce an extended layer to the classic Broad Learning System(BLS)to construct an Extended Broad Learning System(EBLS)for the students'OL-QoE prediction.Since the extended layer can increase the width of the BLS model and reduce the redundant nodes of BLS,the proposed EBLS can achieve a trade-off between the prediction accuracy and computation complexity.Finally,we provide a series of early intervention suggestions for different types of students according to their predicted OL-QoE values.Through timely interventions,their OL-QoE and learning performance can be improved.Experimental results verify the effectiveness oftheproposed scheme.展开更多
Beyond-5G(B5G)aims to meet the growing demands of mobile traffic and expand the communication space.Considering that intelligent applications to B5G wireless communications will involve security issues regarding user ...Beyond-5G(B5G)aims to meet the growing demands of mobile traffic and expand the communication space.Considering that intelligent applications to B5G wireless communications will involve security issues regarding user data and operational data,this paper analyzes the maximum capacity of the multi-watermarking method for multimedia signal hiding as a means of alleviating the information security problem of B5G.The multiwatermarking process employs spread transform dither modulation.During the watermarking procedure,Gram-Schmidt orthogonalization is used to obtain the multiple spreading vectors.Consequently,multiple watermarks can be simultaneously embedded into the same position of a multimedia signal.Moreover,the multiple watermarks can be extracted without affecting one another during the extraction process.We analyze the effect of the size of the spreading vector on the unit maximum capacity,and consequently derive the theoretical relationship between the size of the spreading vector and the unit maximum capacity.A number of experiments are conducted to determine the optimal parameter values for maximum robustness on the premise of high capacity and good imperceptibility.展开更多
目前,各运营商仅在Sub-6 GHz频段建设基站,并未实现频率范围2(Frequency Range 2,FR2)的5G商业部署。相较于中国电信股份有限公司江苏分公司现网部署的3.5 GHz频段,毫米波频段较高,基站需部署更多天线来获得更多的波束增益,以弥补FR2频...目前,各运营商仅在Sub-6 GHz频段建设基站,并未实现频率范围2(Frequency Range 2,FR2)的5G商业部署。相较于中国电信股份有限公司江苏分公司现网部署的3.5 GHz频段,毫米波频段较高,基站需部署更多天线来获得更多的波束增益,以弥补FR2频段的高路径损耗。因为通信波束较窄,基站与终端只有使用最佳波束对通信才可获得较高的通信速率,所以高效的波束搜索方案必不可少。在后5G(Beyond 5G,B5G)场景下提出一种波束搜索方法,相较于遍历搜索,可在复杂度降低99.999%的同时获得较高的频谱效率。展开更多
基金National Natural Science Foundation of China Youth Training Project(2021GZR003)Medical-Engineering Interdisciplinary Research Youth Training Project(2022YGJC001).
文摘Background:Hepatocellular carcinoma(HCC)is a prevalent liver malignancy.This study examined the roles of transforming growth factor beta(TGF-β)and cytochrome b5 domain containing 2(CYB5D2)in HCC etiology and their prognostic biomarker potential.Methods:Key modules and prognostic genes were identified by analyzing the GSE101685 dataset by weighted gene co-expression network analysis(WGCNA)and Least absolute shrinkage and selection operator(LASSO)Cox regression.The expression levels of CYB5D2 and TGF-βin HCC cell lines were quantified using Quantitative reverse transcription polymerase chain reaction(qRT-PCR)and Western blotting(WB)assays.Effects of CYB5D2 overexpression on cell proliferation,migration,invasion,and epithelial-mesenchymal transition(EMT)marker regulation were assessed in vitro,while in vivo tumorigenicity was evaluated using a xenograft model of HCC in nude mice.Results:In this study,WGCNA identified the turquoise module as significantly associated with HCC,containing 452 DEGs.LASSO Cox regression analysis revealed 9 key prognostic genes,with CYB5D2 being underexpressed in HCC cells and tissues.TGF-βwas negatively correlated with CYB5D2 expression,resulting in poor patient prognosis.Functional assays demonstrated that CYB5D2 overexpression inhibited proliferation,migration,and invasion of HCC cell lines,and altered EMT marker expression.Furthermore,the addition of TGF-βpartially reversed the suppressive effects caused by CYB5D2 overexpression.In vivo,CYB5D2 overexpression significantly reduced tumor growth,indicating its potential as a therapeutic target for HCC.Conclusion:The tumor suppressor function of CYB5D2 in HCC and its interaction with TGF-βoffered fresh information on the molecular pathophysiology of HCC and possible treatment avenues.
基金the financial support from the Sichuan Science and Technology Program(No.2024JDRC0040)Luzhou Science and Technology Program(No.2023JYJ002,No.2023SYF139)+4 种基金Southwest Medical University Technology Program(No.2024ZKY018,No.2023ZD001,No.2024KQZX09)National Natural Science Foundation of China(No.82403404)NHCKey Laboratory ofNuclear TechnologyMedical Transformation(Mianyang Central Hospital)(No.2023HYX028)The Science and Technology Strategic Cooperation Programs of Deyang Stomatological Hospital and Southwest Medical University(No.2024DYKQXNYD03)the Affiliated Stomatology Hospital of Southwest Medical University Program(No.2022KQ03)。
文摘Background:Oral squamous cell carcinoma(OSCC)is the most common head and neck malig-nancy with a low five-year survival rate.ATP-binding cassette subfamily B member 5(ABCB5)has been linked to tumorigenesis.However,its role in inducing OSCC remains unclear.Methods:Quantitative reverse transcription polymerase chain reaction(qRT-PCR),western blot,and immunocytochemistry(ICC)were performed to examine the level of ABCB5 in OSCC(CAL27 and HSC-3)and human oral keratinocyte(HOK).ABCB5 was knocked down in CAL27 cells using ABCB5-specific small interfering RNA(ABCB5 siRNA),and its contribution to migration,invasion,and epithelial-mesenchymal transition(EMT),a process by which epithelial cells lose their tight junction and acquire an increased migratory and invasive phenotype resembling that of mesenchymal cells,were evaluated by three-dimension and transwell migration and invasion assays,qRT-PCR and ICC.An in vivo OSCC model was established using 4-nitroquinoline-1-oxide(4NQO),a carcinogenic chemical that is commonly used to develop OSCC by destroying DNA synthesis and oxidative stress.Pathological alterations,ABCB5,and EMT markers were evaluated by H&E staining,immunohistochemistry,and qRT-PCR.Results:ABCB5 was significantly upregulated in CAL27 and HSC-3 cells as compared to HOK.Knockdown of ABCB5 significantly reduced the number of migrated and invaded CAL27 cells,accompanied by the significantly increased E-cadherin and decreased Vimentin and N-cadherin under Transforming growth factorβ(TGF-β)treatment.In vivo,as OSCC advanced,a notable rise in the expressions of ABCB5,N-cadherin,and Vimentin,while a statistical decrease in E-cadherin was demonstrated.Conclusion:ABCB5 promotes the migration,invasion,and EMT of OSCC.ABCB5 might be a new biomarker and potential therapeutic target for OSCC.
基金Supported by the Medical Science Research Project Plan of the Hebei Provincial Health Commission,No.20210027.
文摘BACKGROUND The upregulation of serpin family B member 5(SERPINB5)has been linked to the progression of rectal cancer.However,the specific roles and underlying mechanisms of SERPINB5 in rectal cancer are not fully understood.AIM To investigate the roles and mechanisms of SERPINB5 in rectal cancer.METHODS SERPINB5 protein level in rectal cancer tissues and cell lines was measured through western blot analysis.SW480 cells were transfected with pcDNASERPINB5 or short-hairpin RNA targeting SERPINB5(sh-SERPINB5).Cell proliferation,invasion,and apoptosis were then evaluated.The interaction between SERPINB5 and heat shock protein 90 alpha class A member 1(HSP90AA1)was confirmed through a co-immunoprecipitation assay.Subsequently,pcDNAHSP90AA1 or sh-HSP90AA1 was transfected into SW480 cells,and cell progression was then detected.Moreover,rescue experiments were used to investigate the effect of the SERPINB5/HSP90AA1 axis on rectal cancer progression.Additionally,sh-SERPINB5-transfected SW480 cells were implanted into nude mice,and xenograft tumor growth was then evaluated.RESULTS SERPINB5 was prominently upregulated in rectal cancer tissues and cells.SERPINB5 overexpression increased SW480 cell proliferation and invasion while reducing apoptosis.In contrast,SERPINB5 knockdown had the opposite effects.Moreover,SERPINB5 could interact with HSP90AA1 and promote HSP90AA1 expression in SW480 cells.HSP90AA1 overexpression facilitated SW480 cell proliferation and invasion and restrained apoptosis.By contrast,HSP90AA1 knockdown suppressed cell progression.The upregulation of HSP90AA1 reversed the SERPINB5 silencing-mediated inhibition of SW480 cell progression.Additionally,SERPINB5 knockdown retarded the growth of rectal cancer tumors in vivo.CONCLUSION SERPINB5 knockdown inhibited rectal cancer cell proliferation and invasion and retarded xenograft tumor growth by inhibiting HSP90AA1 expression.
文摘Satellite communications, pivotal for global connectivity, are increasingly converging with cutting-edge mobile networks, notably 5G, B5G, and 6G. This amalgamation heralds the promise of universal, high-velocity communication, yet it is not without its challenges. Paramount concerns encompass spectrum allocation, the harmonization of network architectures, and inherent latency issues in satellite transmissions. Potential mitigations, such as dynamic spectrum sharing and the deployment of edge computing, are explored as viable solutions. Looking ahead, the advent of quantum communications within satellite frameworks and the integration of AI spotlight promising research trajectories. These advancements aim to foster a seamless and synergistic coexistence between satellite communications and next-gen mobile networks.
基金supported by the Key Research and Development Program of China(No.2022YFC3005401)Key Research and Development Program of China,Yunnan Province(No.202203AA080009,202202AF080003)Postgraduate Research&Practice Innovation Program of Jiangsu Province(No.KYCX21_0482).
文摘In Beyond the Fifth Generation(B5G)heterogeneous edge networks,numerous users are multiplexed on a channel or served on the same frequency resource block,in which case the transmitter applies coding and the receiver uses interference cancellation.Unfortunately,uncoordinated radio resource allocation can reduce system throughput and lead to user inequity,for this reason,in this paper,channel allocation and power allocation problems are formulated to maximize the system sum rate and minimum user achievable rate.Since the construction model is non-convex and the response variables are high-dimensional,a distributed Deep Reinforcement Learning(DRL)framework called distributed Proximal Policy Optimization(PPO)is proposed to allocate or assign resources.Specifically,several simulated agents are trained in a heterogeneous environment to find robust behaviors that perform well in channel assignment and power allocation.Moreover,agents in the collection stage slow down,which hinders the learning of other agents.Therefore,a preemption strategy is further proposed in this paper to optimize the distributed PPO,form DP-PPO and successfully mitigate the straggler problem.The experimental results show that our mechanism named DP-PPO improves the performance over other DRL methods.
基金supported by Postgraduate Research&Practice Innovation Program of Jiangsu Province(Grant No.KYCX20_0733)Education Reform Foundation of Jiangsu Province(Grant No.2021JSJG364)+1 种基金Key Education Reform Foundation of NJUPT(Grant No.JG00220JX02,JG00218JX03,JG00215JX01,JG00214JX52)the Priority Academic Program Development of Jiangsu Higher Education Institutions。
文摘Students'demand for online learning has exploded during the post-COvID-19 pandemic era.However,due to their poor learning experience,students'dropout rate and learning performance of online learning are not always satisfactory.The technical advantages of Beyond Fifth Generation(B5G)can guarantee a good multimedia Quality of Experience(QoE).As a special case of multimedia services,online learning takes into account both the usability of the service and the cognitive development of the users.Factors that affect the Quality of Online Learning Experience(OL-QoE)become more complicated.To get over this dilemma,we propose a systematic scheme by integrating big data,Machine Learning(ML)technologies,and educational psychology theory.Specifically,we first formulate a general definition of OL-QoE by data analysis and experimental verification.This formula considers both the subjective and objective factors(i.e.,video watching ratio and test scores)that most affect OLQoE.Then,we induce an extended layer to the classic Broad Learning System(BLS)to construct an Extended Broad Learning System(EBLS)for the students'OL-QoE prediction.Since the extended layer can increase the width of the BLS model and reduce the redundant nodes of BLS,the proposed EBLS can achieve a trade-off between the prediction accuracy and computation complexity.Finally,we provide a series of early intervention suggestions for different types of students according to their predicted OL-QoE values.Through timely interventions,their OL-QoE and learning performance can be improved.Experimental results verify the effectiveness oftheproposed scheme.
基金funded by The National Natural Science Foundation of China under Grant(No.62273108,62306081)The Youth Project of Guangdong Artificial Intelligence and Digital Economy Laboratory(Guangzhou)(PZL2022KF0006)+3 种基金The National Key Research and Development Program of China(2022YFB3604502)Special Fund Project of GuangzhouScience and Technology Innovation Development(202201011307)Guangdong Province Industrial Internet Identity Analysis and Construction Guidance Fund Secondary Node Project(1746312)Special Projects in Key Fields of General Colleges and Universities in Guangdong Province(2021ZDZX1016).
文摘Beyond-5G(B5G)aims to meet the growing demands of mobile traffic and expand the communication space.Considering that intelligent applications to B5G wireless communications will involve security issues regarding user data and operational data,this paper analyzes the maximum capacity of the multi-watermarking method for multimedia signal hiding as a means of alleviating the information security problem of B5G.The multiwatermarking process employs spread transform dither modulation.During the watermarking procedure,Gram-Schmidt orthogonalization is used to obtain the multiple spreading vectors.Consequently,multiple watermarks can be simultaneously embedded into the same position of a multimedia signal.Moreover,the multiple watermarks can be extracted without affecting one another during the extraction process.We analyze the effect of the size of the spreading vector on the unit maximum capacity,and consequently derive the theoretical relationship between the size of the spreading vector and the unit maximum capacity.A number of experiments are conducted to determine the optimal parameter values for maximum robustness on the premise of high capacity and good imperceptibility.
