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Integrating Multiple Linear Regression and Infectious Disease Models for Predicting Information Dissemination in Social Networks
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作者 Junchao Dong Tinghui Huang +1 位作者 Liang Min Wenyan Wang 《Journal of Electronic Research and Application》 2023年第2期20-27,共8页
Social network is the mainstream medium of current information dissemination,and it is particularly important to accurately predict its propagation law.In this paper,we introduce a social network propagation model int... Social network is the mainstream medium of current information dissemination,and it is particularly important to accurately predict its propagation law.In this paper,we introduce a social network propagation model integrating multiple linear regression and infectious disease model.Firstly,we proposed the features that affect social network communication from three dimensions.Then,we predicted the node influence via multiple linear regression.Lastly,we used the node influence as the state transition of the infectious disease model to predict the trend of information dissemination in social networks.The experimental results on a real social network dataset showed that the prediction results of the model are consistent with the actual information dissemination trends. 展开更多
关键词 Social networks Epidemic model Linear regression model
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Fatty liver is associated with an increased risk of diabetes and cardiovascular disease- Evidence from three different disease models: NAFLD, HCV and HIV 被引量:4
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作者 Amedeo Lonardo Stefano Ballestri +4 位作者 Giovanni Guaraldi Fabio Nascimbeni Dante Romagnoli Stefano Zona Giovanni Targher 《World Journal of Gastroenterology》 SCIE CAS 2016年第44期9674-9693,共20页
Fatty liver, which frequently coexists with necroinflammatory and fibrotic changes, may occur in the setting of nonalcoholic fatty liver disease(NAFLD) and chronic infections due to either hepatitis C virus(HCV) or hu... Fatty liver, which frequently coexists with necroinflammatory and fibrotic changes, may occur in the setting of nonalcoholic fatty liver disease(NAFLD) and chronic infections due to either hepatitis C virus(HCV) or human immunodeficiency virus(HIV). These three pathologic conditions are associated with an increased prevalence and incidence of cardiovascular disease(CVD) and type 2 diabetes(T2D). In this multidisciplinary clinical review, we aim to discuss the ever-expanding wealth of clinical and epidemiological evidence supporting a key role of fatty liver in the development of T2 D and CVD in patients with NAFLD and in those with HCV or HIV infections. For each of these three common diseases, the epidemiological features, pathophysiologic mechanisms and clinical implications of the presence of fatty liver in predicting the risk of incident T2 D and CVD are examined in depth. Collectively, the data discussed in this updated review, which follows an innovative comparative approach, further reinforce the conclusion that the presence of fatty/inflamed/fibrotic liver might be a shared important determinant for the development of T2 D and CVD in patients with NAFLD, HCV or HIV. This review may also open new avenues in the clinical and research arenas and paves the way for the planning of future, well-designed prospective and intervention studies. 展开更多
关键词 Atherosclerosis Cardiovascular risk FATTY LIVER Fibrosis HEPATITIS C-associated dysmetabolic syndrome HEPATITIS C VIRUS Human immunodeficiency VIRUS Nonalcoholic FATTY LIVER disease Steatohepatitis Steatosis Virus-associated FATTY LIVER disease
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Potential neuroprotection by Dendrobium nobile Lindl alkaloid in Alzheimer's disease models 被引量:1
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作者 Dai-Di Li Chang-Qing Zheng +1 位作者 Feng Zhang Jing-Shan Shi 《Neural Regeneration Research》 SCIE CAS CSCD 2022年第5期972-977,共6页
At present,treatments for Alzheimer's disease can temporarily relieve symptoms but cannot prevent the decline of cognitive ability and other neurodegenerative changes.Dendrobium nobile Lindl alkaloid is the main a... At present,treatments for Alzheimer's disease can temporarily relieve symptoms but cannot prevent the decline of cognitive ability and other neurodegenerative changes.Dendrobium nobile Lindl alkaloid is the main active component of Dendrobium nobile Lindl.Dendrobium nobile Lindl alkaloid has been shown to resist aging,prolong life span,and exhibit immunomodulatory effects in animals.This review summarizes the mechanisms behind the neuroprotective effects reported in Alzheimer's disease animal models.The neuroprotective effects of Dendrobium nobile Lindl alkaloid have not been studied in patients.The mechanisms by which Dendrobium nobile Lindl alkaloid has been reported to improve cognitive dysfunction in Alzheimer's disease animal models may be associated with extracellular amyloid plaque production,regulation of tau protein hyperphosphorylation,inhibition of neuroinflammation and neuronal apoptosis,activation of autophagy,and enhanced synaptic connections. 展开更多
关键词 Alzheimer's disease amyloidβplaques animal models DENDROBIUM
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Tetramethylpyrazine analogue T-006 promotes clearance of alpha-synuclein by enhancing proteasome activity in Parkinson disease models 被引量:1
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作者 ZHOU He-feng SHAO Min +11 位作者 GUO Bao-jian LI Chu-wen LU Yu-cong YANG Xuan-jun LI Sheng-nan LI Hai-tao ZHU Qi ZHONG Han-bing WANG Yu-qiang ZHANG Zai-jun LU Jia-hong LEE Ming-yuen Simon 《中国药理学与毒理学杂志》 CAS 北大核心 2019年第9期658-659,共2页
OBJECTIVE To investigate the effects of T-006(tetramethylpyrazine derivative)in promotingα-Synuclein(α-Syn)degradation and evaluated the neuroprotective effects in cellular and animalα-Syn model of Parkinson diseas... OBJECTIVE To investigate the effects of T-006(tetramethylpyrazine derivative)in promotingα-Synuclein(α-Syn)degradation and evaluated the neuroprotective effects in cellular and animalα-Syn model of Parkinson disease(PD).METHODS The inducible PC12 cells overexpressingα-syn and the homozygous transgenic(Tg)mice expressing A53T humanα-syn were used to evaluate the neuroprotective effects of T-006.For cellular study,MTT,Western blotting,proteasomal activity assay and qRT-PCR were applied to analyze the pharmacological effects and underlying mecha⁃nisms.The gene knock-down and overexpression approaches were used to dissect the molecular signaling pathways.For animal study,ten-month-old homozygousα-Syn Tg mice were treated with T-006(3 mg·kg-1)daily by gavage for four weeks.The Western blotting,immunohistochemistry and behavioral tests were applied to determine the neuropatho⁃logical changes.RESULTS T-006 promoted the degradation of WT and mutantα-Syn in PC12α-Syn inducible cells via an ubiquitin-proteasome system(UPS)dependent and autophagy-lysosome pathway independent manner.The mecha⁃nism of action involved the upregulation of 20S proteasome subunit LMP7 expression,which leads to activation of the chymotrypsin-like proteasomal activity for protein degradation.Mechanistically,we demonstrated that T-006 activated PKA/Akt/mTOR pathway upstream for LMP 7 up-regulation and UPS activation.Finally,we illustrated that T-006 promoted both Triton-soluble and-insoluble forms ofα-syn and protected againstα-Syn-induced neurotoxicity in A53Tα-Syn Tg mice.CONCLUSION T-006 is a potent UPS activator which promotes the degradation of pathogenic proteinα-Syn in cellular and animal PD models.Our study thus high-lights the therapeutic potential of small molecular UPS activator like T-006 in the treatment of PD and related conditions. 展开更多
关键词 Α-SYNUCLEIN degradation LMP7 proteasome activity Parkinson disease
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Long-term and non-invasive in vivo tracking of DiD dye-labeled human hepatic progenitors in chronic liver disease models 被引量:1
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作者 Chaturvedula Tripura Srinivas Gunda +5 位作者 Sandeep Kumar Vishwakarma Avinash Raj Thatipalli Jedy Jose Mahesh Kumar Jerald Aleem Ahmed Khan Gopal Pande 《World Journal of Hepatology》 2022年第10期1884-1898,共15页
BACKGROUND Chronic liver diseases(CLD)are the major public health burden due to the continuous increasing rate of global morbidity and mortality.The inherent limitations of organ transplantation have led to the develo... BACKGROUND Chronic liver diseases(CLD)are the major public health burden due to the continuous increasing rate of global morbidity and mortality.The inherent limitations of organ transplantation have led to the development of stem cell-based therapy as a supportive and promising therapeutic option.However,identifying the fate of transplanted cells in vivo represents a crucial obstacle.AIM To evaluate the potential applicability of DiD dye as a cell labeling agent for longterm,and non-invasive in vivo tracking of transplanted cells in the liver.METHODS Magnetically sorted,epithelial cell adhesion molecule positive(1×106 cells/mL)fetal hepatic progenitor cells were labeled with DiD dye and transplanted into the livers of CLD-severe combined immunodeficiency(SCID)mice.Near-infrared(NIR)imaging was performed for in vivo tracking of the DiD-labeled transplanted cells along with colocalization of hepatic markers for up to 80 d.The existence of human cells within mouse livers was identified using Alu polymerase chain reaction and sequencing.RESULTS NIR fluorescence imaging of CLD-SCID mice showed a positive fluorescence signal of DiD at days 7,15,30,45,60,and 80 post-transplantation.Furthermore,positive staining of cytokeratin,c-Met,and albumin colocalizing with DiD fluorescence clearly demonstrated that the fluorescent signal of hepatic markers emerged from the DiD-labeled transplanted cells.Recovery of liver function was also observed with serum levels of glutamic-oxaloacetic transaminase,glutamate-pyruvate transaminase,and bilirubin.The detection of human-specific Alu sequence from the transplanted mouse livers provided evidence for the survival of transplanted cells at day 80.CONCLUSION DiD-labeling is promising for long-term and non-invasive in vivo cell tracking,and understanding the regenerative mechanisms incurred by the transplanted cells. 展开更多
关键词 Chronic liver diseases Cell transplantation Cell tracking and imaging DID Hepatic progenitors
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Studying the Impact of Vaccination Strategy and Key Parameters on Infectious Disease Models
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作者 Tahmineh Azizi Bacim Alali 《Open Journal of Optimization》 2020年第3期86-104,共19页
In the current work, we study two infectious disease models and we use nonlinear optimization and optimal control theory which helps to find strategies towards transmission control and to forecast the international sp... In the current work, we study two infectious disease models and we use nonlinear optimization and optimal control theory which helps to find strategies towards transmission control and to forecast the international spread of the infectious diseases. The relationship between epidemiology, mathematical modeling and computational tools lets us to build and test theories on the development and fighting with a disease. This study is motivated by the study of epidemiological models applied to infectious diseases in an optimal control perspective. We use the numerical methods to display the solutions of the optimal control problems to find the effect of vaccination on these models. Finally, global sensitivity analysis LHS Monte Carlo method using Partial Rank Correlation Coefficient (PRCC) has been performed to investigate the key parameters in model equations. This present work will advance the understanding about the spread of infectious diseases and lead to novel conceptual understanding for spread of them. 展开更多
关键词 Optimal Control S-I-R Model S-E-I-R Model LHS Monte Carlo Method Fourth Order Runge-Kutta
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Combination of Nonwoven Filters and Mesenchymal Stem Cells Reduced Glomerulosclerotic Lesions in Rat Chronic Kidney Disease Models
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作者 Hideo Hori Masanori Shinzato +4 位作者 Yoshiyuki Hiki Shigeru Nakai Gen Niimi Shizuko Nagao Nobuya Kitaguchi 《International Journal of Clinical Medicine》 2019年第3期135-149,共15页
Background and Objectives: The increasing incidence of patients requiring hemodialysis has become a medical and economic problem globally;it is necessary to maintain renal glomerulus functionality to prevent the progr... Background and Objectives: The increasing incidence of patients requiring hemodialysis has become a medical and economic problem globally;it is necessary to maintain renal glomerulus functionality to prevent the progression of chronic kidney disease. As a therapeutic tool for preventing the progression of chronic kidney disease, mesenchymal stem cells (MSCs) are a promising source of both growth factors and cells for regeneration. However, the escape of MSCs from injection sites, as well as the insufficient production of growth factors, is issues that remain unresolved. In the present study, a complex of cells and a nonwoven filter was localized in an injured kidney to provide growth factors such as vascular endothelial growth factor (VEGF) and hepatocyte growth factor (HGF). Methods and Results: Nonwoven biodegradable polylactic acid (PLA) filters were used to capture rat bone marrow stem cells (r-BMSCs). The capture rates of r-BMSCs on five PLA filter disks were over 85%. The production of HGF by r-BMSCs on PLA filters was markedly enhanced through interactions between the cells and the nonwoven filter. Conversely, the production of VEGF by r-BMSC on PLA filters was unchanged. Complexes of nonwoven filters and cells were implanted onto the surfaces of kidneys of 5/6-nephrectomized rats, which are characterized by progressive glomerulosclerosis. Within the r-BMSC/PLA complexes, deleterious changes in serum creatinine levels were not attenuated. However, PLA filters with r-BMSCs, which enhanced HGF production over 4 weeks of culture, significantly (P = 0.03) decreased urinary protein levels at 4 weeks after implantation compared to untreated nephrectomized rats. Further histopathological studies revealed that glomerulosclerotic lesions were significantly (P = 0.008) reduced by treatment with the r-BMSC/PLA complex. Conclusion: Devices made of PLA nonwoven filters and stem cells are potentially useful for the prevention and treatment of chronic kidney disease. 展开更多
关键词 NONWOVEN Filter MESENCHYMAL Stem Cell HEPATOCYTE Growth Factor REGENERATIVE Medicine Chronic KIDNEY disease
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Discovery of a ULK1 activator that induces autophagy in vitro and in vivo Parkinson' s disease models
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《中国药理学通报》 CAS CSCD 北大核心 2015年第B11期87-87,共1页
Aim It has been widely accepted that autophagy plays a key role in some human diseases such as Par- kinson' s disease (PD). UNC-51-1ike kinasesl ( ULK1 ) has been widely reported to initiate autophagy via its com... Aim It has been widely accepted that autophagy plays a key role in some human diseases such as Par- kinson' s disease (PD). UNC-51-1ike kinasesl ( ULK1 ) has been widely reported to initiate autophagy via its com- plex ULKl-mAtg13-FIP200 at the first stage; however, targeting ULK1 as a therapeutic strategy in PD still remains in its infancy. This study aimed at developing a novel ULK1 activator as candidate drugs for PD therapy and valida- ting the possible mechanism and efficacy in vitro and in vivo. Methods Sequence alignment, phylogenetic analy- sis, homology modeling, molecular dockingand structure modificationwere applied forscreening of candidate com- pounds. Surface plasmon resonance (SPR) analysis and molecular dynamics (MD) simulations were carried outto prove the binding betweenULKland BL-UA07. Observations of cell morphology were executed through several methods including MDC staining and GFP-LC3 transfection. Flow cytometric analysis of MDC was used for quantifi- cation of autophagy ratio. Western blot and RNAi transfection were used to explore the detailed mechanisms of BL- UA07-induced autophagy. Furthermore, an in vivo PD mouse model was established for validating the PD treatment efficacy of BL-UA07. Results After a series of screening and structure modification, a novel compound BL-UA07 targeting ULK1 was obtained, which couldeffectivelybind with its target. Then, our results showed that BL-UA07 could induce autophagy via ULK1 complex and decrease damage induced by MPP ~ in SH-SY5Y cells. In addition, in vivomouse model was established to evaluate the protective effect of BL-UA07. The results demonstrated that BL- UA07 has a therapeutic effect on the in vivomouse model without apparent toxicity, which is dependent on the cyto- protective autophagy mediated by ULK1. Conclusion In this study, a novel specific ULK1 activator (BL-UA07) was computationally designed, chemically synthesized and biologically validatedthat could induce cytoprotective au- tophagy in neuroblastoma SH-SYSY cells and in vivo mouse models. Together, these results may uncover this small-molecule compound BL-UA07 as a novel ULK1 activator in autophagy and thus would provide a new clue for exploring more candidate drug targeting ULK1 for future PD therapy. 展开更多
关键词 AUTOPHAGY parkinson' s disease ULK1 NEUROBLASTOMA SH-SY5Y cell ULK1 ACTIVATOR BL-UA07
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Kidney disease models:tools to identify mechanisms and potential therapeutic targets 被引量:6
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作者 Yin-Wu Bao Yuan Yuan +1 位作者 Jiang-Hua Chen Wei-Qiang Lin 《Zoological Research》 SCIE CAS CSCD 2018年第2期72-86,共15页
Acute kidney injury(AKI) and chronic kidney disease(CKD) are worldwide public health problems affecting millions of people and have rapidly increased in prevalence in recent years. Due to the multiple causes of renal ... Acute kidney injury(AKI) and chronic kidney disease(CKD) are worldwide public health problems affecting millions of people and have rapidly increased in prevalence in recent years. Due to the multiple causes of renal failure, many animal models have been developed to advance our understanding of human nephropathy. Among these experimental models, rodents have been extensively used to enable mechanistic understanding of kidney disease induction and progression, as well as to identify potential targets for therapy. In this review, we discuss AKI models induced by surgical operation and drugs or toxins, as well as a variety of CKD models(mainly genetically modified mouse models).Results from recent and ongoing clinical trials and conceptual advances derived from animal models are also explored. 展开更多
关键词 疾病模型 识别机制 肾损害 治疗学 工具 动物模型 啮齿类动物 健康问题
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Fructus Broussonetae extract improves cognitive function and endoplasmic reticulum stress in Alzheimer's disease models 被引量:7
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作者 Yinghong Li Li Hu +6 位作者 Zhengzhi Wu Zhiling Yu Meiqun Cao Kehuan Sun Yu Jin Anmin Wu Andrew CJ Huang 《Neural Regeneration Research》 SCIE CAS CSCD 2011年第30期2325-2331,共7页
This study investigated the effects and possible targets of Fructus Broussonetiae extract,a traditional Chinese medicinal herb,on a model of Alzheimer's disease induced by beta-amyloid peptide 25-35 and D-galactos... This study investigated the effects and possible targets of Fructus Broussonetiae extract,a traditional Chinese medicinal herb,on a model of Alzheimer's disease induced by beta-amyloid peptide 25-35 and D-galactose.The results revealed that intragastric administration of Fructus Broussonetiae significantly increased the expression of immunoglobulin-binding protein,a key factor in the endoplasmic reticulum stress-signaling pathway in rat hippocampus.In contrast,the treatment significantly decreased expression levels of PKR-like endoplasmic reticulum kinase and C/EBP homologous protein,and substantially improved learning,memory and spatial recognition dysfunction in rats.This evidence indicates that Fructus Broussonetiae extract improves spatial learning and memory abilities in rats by affecting the regulation of hippocampal endoplasmic reticulum stress and activation of the apoptosis pathway. 展开更多
关键词 阿尔茨海默氏病 内质网应激 提取物 认知功能 模型 枳壳 信号通路 记忆能力
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Differences in brain pathological changes between rotenone and 6-hydroxydopamine Parkinson's disease models 被引量:2
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作者 Lan-Xiang Liu Dan Du +7 位作者 Zhan-Qiu Wang Yuan Fang Tao Zheng Yan-Chao Dong Qing-Lei Shi Min Zhao Fang Xiao Juan Du 《Neural Regeneration Research》 SCIE CAS CSCD 2018年第7期1276-1280,共5页
Rotenone and 6-hydroxydopamine are two drugs commonly used to generate Parkinson's disease animal models.They not only achieve degenerative changes of dopaminergic neurons in the substantia nigra,but also satisfy ... Rotenone and 6-hydroxydopamine are two drugs commonly used to generate Parkinson's disease animal models.They not only achieve degenerative changes of dopaminergic neurons in the substantia nigra,but also satisfy the requirements for iron deposition.However,few studies have compared the characteristics of these two models by magnetic resonance imaging.In this study,rat models of Parkinson's disease were generated by injection of 3 μg rotenone or 10 μg 6-hydroxydopamine into the right substantia nigra.At 1,2,4,and 6 weeks after injection,coronal whole-brain T2-weighted imaging,transverse whole-brain T2-weighted imaging,and coronal diffusion tensor weighted imaging were conducted to measure fractional anisotropy and T2* values at the injury site.The fractional anisotropy value on the right side of the substantia nigra was remarkably lower at 6 weeks than at other time points in the rotenone group.In the 6-hydroxydopamine group,the fractional anisotropy value was decreased,but T2* values were increased on the right side of the substantia nigra at 1 week.Our findings confirm that the 6-hydroxydopamine-induced model is suitable for studying dopaminergic neurons over short periods,while the rotenone-induced model may be appropriate for studying the pathological and physiological processes of Parkinson's disease over long periods. 展开更多
关键词 疾病模型 鱼藤素 病理学 大脑 神经原 注射
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Large animal models for Huntington's disease research
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作者 Bofeng Han Weien Liang +3 位作者 Xiao-Jiang Li Shihua Li Sen Yan Zhuchi Tu 《Zoological Research》 SCIE CSCD 2024年第2期275-283,共9页
Huntington'sdisease(HD)isahereditary neurodegenerative disorder for which there is currently no effectivetreatmentavailable.Consequently,the development of appropriate disease models is critical to thoroughly inve... Huntington'sdisease(HD)isahereditary neurodegenerative disorder for which there is currently no effectivetreatmentavailable.Consequently,the development of appropriate disease models is critical to thoroughly investigate disease progression.The genetic basis of HD involves the abnormal expansion of CAG repeats in the huntingtin(HTT)gene,leading to the expansion of a polyglutamine repeat in the HTT protein.Mutant HTT carrying the expanded polyglutamine repeat undergoes misfolding and forms aggregates in the brain,which precipitate selective neuronal loss in specific brain regions.Animal models play an important role in elucidating the pathogenesis of neurodegenerative disorders such as HD and in identifying potential therapeutic targets.Due to the marked species differences between rodents and larger animals,substantial efforts have been directed toward establishing large animal models for HD research.These models are pivotal for advancing the discovery of novel therapeutic targets,enhancing effective drug delivery methods,and improving treatment outcomes.We have explored the advantages of utilizing large animal models,particularly pigs,in previous reviews.Since then,however,significant progress has been made in developing more sophisticated animal models that faithfully replicate the typical pathology of HD.In the current review,we provide a comprehensive overview of large animal models of HD,incorporating recent findings regarding the establishment of HD knock-in(KI)pigs and their genetic therapy.We also explore the utilization of large animal models in HD research,with a focus on sheep,non-human primates(NHPs),and pigs.Our objective is to provide valuable insights into the application of these large animal models for the investigation and treatment of neurodegenerative disorders. 展开更多
关键词 Huntington's disease Large animal models SHEEP Non-human primates Transgenic pigs
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In vitro engineered models of neurodegenerative diseases
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作者 ZEHRA GÜL MORÇIMEN ŞEYMA TAŞDEMIR AYLIN ŞENDEMIR 《BIOCELL》 SCIE 2024年第1期79-96,共18页
Neurodegeneration is a catastrophic process that develops progressive damage leading to functional andstructural loss of the cells of the nervous system and is among the biggest unavoidable problems of our age.Animalm... Neurodegeneration is a catastrophic process that develops progressive damage leading to functional andstructural loss of the cells of the nervous system and is among the biggest unavoidable problems of our age.Animalmodels do not reflect the pathophysiology observed in humans due to distinct differences between the neuralpathways,gene expression patterns,neuronal plasticity,and other disease-related mechanisms in animals andhumans.Classical in vitro cell culture models are also not sufficient for pre-clinical drug testing in reflecting thecomplex pathophysiology of neurodegenerative diseases.Today,modern,engineered techniques are applied to developmulticellular,intricate in vitro models and to create the closest microenvironment simulating biological,biochemical,and mechanical characteristics of the in vivo degenerating tissue.In THIS review,the capabilities and shortcomings ofscaffold-based and scaffold-free techniques,organoids,and microfluidic models that best reflect neurodegeneration invitro in the biomimetic framework are discussed. 展开更多
关键词 Neurodegenerative diseases In vitro models Scaffolds ORGANOIDS Microfluidic devices
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Effects of mesenchymal stem cell on dopaminergic neurons,motor and memory functions in animal models of Parkinson's disease:a systematic review and meta-analysis
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作者 Jong Mi Park Masoud Rahmati +2 位作者 Sang Chul Lee Jae Il Shin Yong Wook Kim 《Neural Regeneration Research》 SCIE CAS CSCD 2024年第7期1584-1592,共9页
Parkinson’s disease is chara cterized by the loss of dopaminergic neurons in the substantia nigra pars com pacta,and although restoring striatal dopamine levels may improve symptoms,no treatment can cure or reve rse ... Parkinson’s disease is chara cterized by the loss of dopaminergic neurons in the substantia nigra pars com pacta,and although restoring striatal dopamine levels may improve symptoms,no treatment can cure or reve rse the disease itself.Stem cell therapy has a regenerative effect and is being actively studied as a candidate for the treatment of Parkinson’s disease.Mesenchymal stem cells are considered a promising option due to fewer ethical concerns,a lower risk of immune rejection,and a lower risk of teratogenicity.We performed a meta-analysis to evaluate the therapeutic effects of mesenchymal stem cells and their derivatives on motor function,memory,and preservation of dopamine rgic neurons in a Parkinson’s disease animal model.We searched bibliographic databases(PubMed/MEDLINE,Embase,CENTRAL,Scopus,and Web of Science)to identify articles and included only pee r-reviewed in vivo interve ntional animal studies published in any language through J une 28,2023.The study utilized the random-effect model to estimate the 95%confidence intervals(CI)of the standard mean differences(SMD)between the treatment and control groups.We use the systematic review center for laboratory animal expe rimentation’s risk of bias tool and the collaborative approach to meta-analysis and review of animal studies checklist for study quality assessment.A total of 33studies with data from 840 Parkinson’s disease model animals were included in the meta-analysis.Treatment with mesenchymal stem cells significantly improved motor function as assessed by the amphetamine-induced rotational test.Among the stem cell types,the bone marrow MSCs with neurotrophic factor group showed la rgest effect size(SMD[95%CI]=-6.21[-9.50 to-2.93],P=0.0001,I^(2)=0.0%).The stem cell treatment group had significantly more tyrosine hydroxylase positive dopamine rgic neurons in the striatum([95%CI]=1.04[0.59 to 1.49],P=0.0001,I^(2)=65.1%)and substantia nigra(SMD[95%CI]=1.38[0.89 to 1.87],P=0.0001,I^(2)=75.3%),indicating a protective effect on dopaminergic neurons.Subgroup analysis of the amphetamine-induced rotation test showed a significant reduction only in the intracranial-striatum route(SMD[95%CI]=-2.59[-3.25 to-1.94],P=0.0001,I^(2)=74.4%).The memory test showed significant improvement only in the intravenous route(SMD[95%CI]=4.80[1.84 to 7.76],P=0.027,I^(2)=79.6%).Mesenchymal stem cells have been shown to positively impact motor function and memory function and protect dopaminergic neurons in preclinical models of Parkinson’s disease.Further research is required to determine the optimal stem cell types,modifications,transplanted cell numbe rs,and delivery methods for these protocols. 展开更多
关键词 ANIMAL animal experimentation mesenchymal stem cells models Parkinson’s disease stem cell transplantation
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Advances in non-invasive imaging of proteinopathies in animal models of neurodegenerative diseases
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作者 Lei Cao Bin Ji Ruiqing Ni 《Neural Regeneration Research》 SCIE CAS CSCD 2024年第10期2115-2116,共2页
Neurodegenerative diseases,including Alzheimer's disease(AD),frontotemporal dementia,Parkinson's disease,and dementia with Lewy bodies,represent tremendous unmet clinical needs.A common feature of these diseas... Neurodegenerative diseases,including Alzheimer's disease(AD),frontotemporal dementia,Parkinson's disease,and dementia with Lewy bodies,represent tremendous unmet clinical needs.A common feature of these diseases is the aberrant cerebral accumulation of pathological protein aggregates,affecting selectively vulnerable circuits in a disease-specific pattern.Earlier studies have established a relationship between abnormal aggregation and neuronal dysfunction or loss,suggesting multifactorial pathogenesis mechanisms in these neurodegenerative disorders. 展开更多
关键词 diseaseS DEGENERATIVE CLINICAL
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Integrated Machine Learning and Deep Learning Models for Cardiovascular Disease Risk Prediction: A Comprehensive Comparative Study
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作者 Shadman Mahmood Khan Pathan Sakan Binte Imran 《Journal of Intelligent Learning Systems and Applications》 2024年第1期12-22,共11页
Cardiovascular Diseases (CVDs) pose a significant global health challenge, necessitating accurate risk prediction for effective preventive measures. This comprehensive comparative study explores the performance of tra... Cardiovascular Diseases (CVDs) pose a significant global health challenge, necessitating accurate risk prediction for effective preventive measures. This comprehensive comparative study explores the performance of traditional Machine Learning (ML) and Deep Learning (DL) models in predicting CVD risk, utilizing a meticulously curated dataset derived from health records. Rigorous preprocessing, including normalization and outlier removal, enhances model robustness. Diverse ML models (Logistic Regression, Random Forest, Support Vector Machine, K-Nearest Neighbor, Decision Tree, and Gradient Boosting) are compared with a Long Short-Term Memory (LSTM) neural network for DL. Evaluation metrics include accuracy, ROC AUC, computation time, and memory usage. Results identify the Gradient Boosting Classifier and LSTM as top performers, demonstrating high accuracy and ROC AUC scores. Comparative analyses highlight model strengths and limitations, contributing valuable insights for optimizing predictive strategies. This study advances predictive analytics for cardiovascular health, with implications for personalized medicine. The findings underscore the versatility of intelligent systems in addressing health challenges, emphasizing the broader applications of ML and DL in disease identification beyond cardiovascular health. 展开更多
关键词 Cardiovascular disease Machine Learning Deep Learning Predictive Modeling Risk Assessment Comparative Analysis Gradient Boosting LSTM
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Olive Leaf Disease Detection via Wavelet Transform and Feature Fusion of Pre-Trained Deep Learning Models
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作者 Mahmood A.Mahmood Khalaf Alsalem 《Computers, Materials & Continua》 SCIE EI 2024年第3期3431-3448,共18页
Olive trees are susceptible to a variety of diseases that can cause significant crop damage and economic losses.Early detection of these diseases is essential for effective management.We propose a novel transformed wa... Olive trees are susceptible to a variety of diseases that can cause significant crop damage and economic losses.Early detection of these diseases is essential for effective management.We propose a novel transformed wavelet,feature-fused,pre-trained deep learning model for detecting olive leaf diseases.The proposed model combines wavelet transforms with pre-trained deep-learning models to extract discriminative features from olive leaf images.The model has four main phases:preprocessing using data augmentation,three-level wavelet transformation,learning using pre-trained deep learning models,and a fused deep learning model.In the preprocessing phase,the image dataset is augmented using techniques such as resizing,rescaling,flipping,rotation,zooming,and contrasting.In wavelet transformation,the augmented images are decomposed into three frequency levels.Three pre-trained deep learning models,EfficientNet-B7,DenseNet-201,and ResNet-152-V2,are used in the learning phase.The models were trained using the approximate images of the third-level sub-band of the wavelet transform.In the fused phase,the fused model consists of a merge layer,three dense layers,and two dropout layers.The proposed model was evaluated using a dataset of images of healthy and infected olive leaves.It achieved an accuracy of 99.72%in the diagnosis of olive leaf diseases,which exceeds the accuracy of other methods reported in the literature.This finding suggests that our proposed method is a promising tool for the early detection of olive leaf diseases. 展开更多
关键词 Olive leaf diseases wavelet transform deep learning feature fusion
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Genetically modified non-human primate models for research on neurodegenerative diseases
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作者 Ming-Tian Pan Han Zhang +1 位作者 Xiao-Jiang Li Xiang-Yu Guo 《Zoological Research》 SCIE CSCD 2024年第2期263-274,共12页
Neurodegenerative diseases(NDs)are a group of debilitating neurological disorders that primarily affect elderly populations and include Alzheimer's disease(AD),Parkinson's disease(PD),Huntington's disease(... Neurodegenerative diseases(NDs)are a group of debilitating neurological disorders that primarily affect elderly populations and include Alzheimer's disease(AD),Parkinson's disease(PD),Huntington's disease(HD),and amyotrophic lateral sclerosis(ALS).Currently,there are no therapies available that can delay,stop,or reverse the pathological progression of NDs in clinical settings.As the population ages,NDs are imposing a huge burden on public health systems and affected families.Animal models are important tools for preclinical investigations to understand disease pathogenesis and test potential treatments.While numerous rodent models of NDs have been developed to enhance our understanding of disease mechanisms,the limited success of translating findings from animal models to clinical practice suggests that there is still a need to bridge this translation gap.Old World nonhuman primates(NHPs),such as rhesus,cynomolgus,and vervet monkeys,are phylogenetically,physiologically,biochemically,and behaviorally most relevant to humans.This is particularly evident in the similarity of the structure and function of their central nervous systems,rendering such species uniquely valuable for neuroscience research.Recently,the development of several genetically modified NHP models of NDs has successfully recapitulated key pathologies and revealed novel mechanisms.This review focuses on the efficacy of NHPs in modeling NDs and the novel pathological insights gained,as well as the challenges associated with the generation of such models and the complexities involved in their subsequent analysis. 展开更多
关键词 NEURODEGENERATION Non-human primate Macaque monkey Animal model Gene modification
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Rebuilding insight into the pathophysiology of Alzheimer’s disease through new blood-brain barrier models
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作者 Kinya Matsuo Hideaki Nshihara 《Neural Regeneration Research》 SCIE CAS CSCD 2024年第9期1954-1960,共7页
The blood-brain barrier is a unique function of the microvasculature in the brain parenchyma that maintains homeostasis in the central nervous system.Blood-brain barrier breakdown is a common pathology in various neur... The blood-brain barrier is a unique function of the microvasculature in the brain parenchyma that maintains homeostasis in the central nervous system.Blood-brain barrier breakdown is a common pathology in various neurological diseases,such as Alzheimer’s disease,stroke,multiple sclerosis,and Parkinson’s disease.Traditionally,it has been considered a consequence of neuroinflammation or neurodegeneration,but recent advanced imaging techniques and detailed studies in animal models show that blood-brain barrier breakdown occurs early in the disease process and may precede neuronal loss.Thus,the blood-brain barrier is attractive as a potential therapeutic target for neurological diseases that lack effective therapeutics.To elucidate the molecular mechanism underlying blood-brain barrier breakdown and translate them into therapeutic strategies for neurological diseases,there is a growing demand for experimental models of human origin that allow for functional assessments.Recently,several human induced pluripotent stem cell-derived blood-brain barrier models have been established and various in vitro blood-brain barrier models using microdevices have been proposed.Especially in the Alzheimer’s disease field,the human evidence for blood-brain barrier dysfunction has been demonstrated and human induced pluripotent stem cell-derived blood-brain barrier models have suggested the putative molecular mechanisms of pathological blood-brain barrier.In this review,we summarize recent evidence of blood-brain barrier dysfunction in Alzheimer’s disease from pathological analyses,imaging studies,animal models,and stem cell sources.Additionally,we discuss the potential future directions for blood-brain barrier research. 展开更多
关键词 Alzheimer’s disease blood-brain barrier human induced pluripotent stem cells
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