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  • 文章类型: Journal Article
    背景:现代药理研究已经证实,葛花(PF)的植物衍生化合物具有针对肝脏损伤的显着生物活性,肿瘤和炎症。Kakkatin是从PF花中分离出的异黄酮多酚化合物。然而,kakkatin及其衍生物的抗肿瘤作用尚未得到很好的研究。
    目的:设计并合成kakkatin衍生物[6-(hept-6-yn-1-基氧基)-3-(4-羟苯基)-7-甲氧基-4H-色烯-4-酮(HK)],探讨其抗肿瘤生物学活性。
    方法:在kakkatin苯酚的羟基位置引入Hept-6-yn-1-烷基乙磺酸盐来代替氢,并制备了kakkatin的衍生物;3-(4,5-二甲基噻唑-2-基)-2,5-二苯基四唑溴化物用于检测细胞活力,采用克隆形成试验检测细胞增殖,凋亡,坏死,通过膜联蛋白V/碘化丙啶染色和流式细胞术分析细胞周期。通过细胞划痕试验和transwell试验评价细胞迁移和侵袭能力。通过网络药理学和分子对接探讨HK对肝癌SMMC-7721细胞的潜在作用机制,最后采用实时荧光定量PCR方法对其潜在靶标进行验证,并对HK的生物活性进行评价。
    结果:与kakkatin相比,修饰HK对胃癌MGC803细胞的抑制活性没有显著提高,但肝癌SMMC-7721细胞的抑制活性增加了约30倍,IC50值为2.5μM,抑瘤效果优于顺铂,这可以显著抑制克隆,肝癌SMMC-7721细胞的侵袭和转移,并诱导细胞凋亡和G2/M周期阻滞。其作用机制主要与cAMP通路中PDE3B和NFKB1靶蛋白的上调有关。
    结论:HK对肝癌SMMC-7721细胞有明显的抑制作用,它们的作用靶点可能是cAMP通路中的PDE3B和NFKB1蛋白,使其成为治疗HCC的良好先导药物。
    BACKGROUND: Modern pharmacological studies have confirmed that plant-derived compounds from Puerariae flos (PF) has significant biological activities against liver damage, tumors and inflammation. Kakkatin is an isoflavone polyphenolic compound isolated from PF flower. However, the effect of kakkatin and its derivatives on anti-tumor has not been well explored.
    OBJECTIVE: To design and synthesize a kakkatin derivative [6-(hept-6-yn-1-yloxy)-3-(4-hydroxyphenyl)-7-methoxy-4H-chromen-4-one (HK)] to explore its anti-tumor biological activity.
    METHODS: Hept-6-yn-1-yl ethanesulfonate was introduced to replace hydrogen at the hydroxyl position of kakkatin phenol, and the derivative of kakkatin was prepared; the 3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide was used to detect cell viability, a clone formation assay was adopted to detect cell proliferation, apoptosis, necrosis, and cell cycles were analyzed by Annexin V/propidium iodide staining and flow cytometry. Cell migration and invasion ability were evaluated by cell scratch assay and transwell assay. The potential mechanism of HK on hepatocellular carcinoma (HCC) SMMC-7721 cells was explored through network pharmacology and molecular docking, and finally real-time PCR assays was used to verify the potential targets and evaluate the biological activity of HK.
    RESULTS: Compared with kakkatin, the modified HK did not significantly increase the inhibitory activity of gastric cancer MGC803 cells, but the inhibitory activity of HCC SMMC-7721 cells was increased by about 30 times, with an IC50 value of 2.5 μM, and the tumor inhibition effect was better than cisplatin, which could significantly inhibit the cloning, invasion and metastasis of HCC SMMC-7721 cells, and induce apoptosis and G2/M cycle arrest. Its mechanism of action is mainly related to the upregulation of PDE3B and NFKB1 target proteins in the cAMP pathway.
    CONCLUSIONS: HK have a significant inhibitory effect on HCC SMMC-7721 cells, and the targets of their action may be PDE3B and NFKB1 proteins in the cAMP pathway, making it a good lead drug for the treatment of HCC.
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  • 文章类型: Journal Article
    吡啶,具有杂环结构的化合物,是药物化学和药物设计的关键参与者。它被广泛用作设计生物活性分子的框架,并且是FDA批准的药物中第二常见的杂环。吡啶以其多样化的生物活性而闻名,包括抗结核药,抗肿瘤,抗凝剂,抗病毒,抗疟药,反利什曼原虫,抗炎,抗阿尔茨海默氏症,抗锥虫,抗疟药,血管舒张,抗氧化剂,抗菌,和抗增殖作用。这次审查,从2022年到2012年,涉及到具有抗增殖活性的吡啶衍生物的细致鉴定,如它们对各种癌细胞系的最小抑制浓度值(IC50)所示。目的是确定其抗增殖活性的最有利的结构特征。使用计算机程序,我们构建并计算了分子描述符,并分析了所选吡啶衍生物的静电势图。研究发现-OMe的存在和位置,-哦,-C=O,与所研究的癌细胞系相比,吡啶衍生物中的NH2基团增强了其抗增殖活性。相反,在其结构中具有卤素原子或庞大基团的吡啶衍生物表现出较低的抗增殖活性。
    Pyridine, a compound with a heterocyclic structure, is a key player in medicinal chemistry and drug design. It is widely used as a framework for the design of biologically active molecules and is the second most common heterocycle in FDA-approved drugs. Pyridine is known for its diverse biological activity, including antituberculosis, antitumor, anticoagulant, antiviral, antimalarial, antileishmania, anti-inflammatory, anti-Alzheimer\'s, antitrypanosomal, antimalarial, vasodilatory, antioxidant, antimicrobial, and antiproliferative effects. This review, spanning from 2022 to 2012, involved the meticulous identification of pyridine derivatives with antiproliferative activity, as indicated by their minimum inhibitory concentration values (IC50) against various cancerous cell lines. The aim was to determine the most favorable structural characteristics for their antiproliferative activity. Using computer programs, we constructed and calculated the molecular descriptors and analyzed the electrostatic potential maps of the selected pyridine derivatives. The study found that the presence and positions of the -OMe, -OH, -C=O, and NH2 groups in the pyridine derivatives enhanced their antiproliferative activity over the cancerous cellular lines studied. Conversely, pyridine derivatives with halogen atoms or bulky groups in their structures exhibited lower antiproliferative activity.
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  • 文章类型: Journal Article
    Hederagenin(HG)是一种天然的五环三萜类化合物,可以从各种草药中分离出来。通过修改HG的结构,已设计并合成了具有优异生物活性和安全性的多种衍生物。越来越多的证据表明,HG及其衍生物对癌症具有多种药理活性。炎症性疾病,传染病,代谢性疾病,纤维化疾病,脑血管和神经退行性疾病,和抑郁症。以前的研究已经证实,HG及其衍生物通过发挥细胞毒性来对抗癌症,抑制增殖,诱导细胞凋亡,调节自噬,逆转癌细胞的化疗耐药性,涉及的行动目标主要包括STAT3、AuroraB、KIF7,PI3K/AKT,NF-κB,Nrf2/ARE,Drp1和P-gp。此外,HG及其衍生物通过调节炎症相关通路和靶点,抑制促炎细胞因子和炎症介质的产生和释放,从而拮抗炎症,如NF-κB,MAPK,JAK2/STAT3、Keap1-Nrf2/HO-1和LncRNAA33/Axin2/β-catenin。此外,抗病原体,抗代谢紊乱,抗纤维化,神经保护,HG及其衍生物的抗抑郁机制已部分阐明。HG及其衍生物的多种药理特性对未来HG衍生新药的研究和开发具有重要意义。这可以提高有效性和安全性。
    Hederagenin (HG) is a natural pentacyclic triterpenoid that can be isolated from various medicinal herbs. By modifying the structure of HG, multiple derivatives with superior biological activities and safety profiles have been designed and synthesized. Accumulating evidence has demonstrated that HG and its derivatives display multiple pharmacological activities against cancers, inflammatory diseases, infectious diseases, metabolic diseases, fibrotic diseases, cerebrovascular and neurodegenerative diseases, and depression. Previous studies have confirmed that HG and its derivatives combat cancer by exerting cytotoxicity, inhibiting proliferation, inducing apoptosis, modulating autophagy, and reversing chemotherapy resistance in cancer cells, and the action targets involved mainly include STAT3, Aurora B, KIF7, PI3K/AKT, NF-κB, Nrf2/ARE, Drp1, and P-gp. In addition, HG and its derivatives antagonize inflammation through inhibiting the production and release of pro-inflammatory cytokines and inflammatory mediators by regulating inflammation-related pathways and targets, such as NF-κB, MAPK, JAK2/STAT3, Keap1-Nrf2/HO-1, and LncRNA A33/Axin2/β-catenin. Moreover, anti-pathogen, anti-metabolic disorder, anti-fibrosis, neuroprotection, and anti-depression mechanisms of HG and its derivatives have been partially elucidated. The diverse pharmacological properties of HG and its derivatives hold significant implications for future research and development of new drugs derived from HG, which can lead to improved effectiveness and safety profiles.
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  • 文章类型: Journal Article
    自身免疫性疾病(AID)已成为全球残疾和死亡率的主要贡献者。以涉及遗传的复杂致病机制为特征,环境,和自身免疫因素。为了应对这一挑战,近年来,越来越多的研究人员深入研究了遗传修饰,对AID的预防和治疗产生有价值的见解。Sirtuins(SIRTs)构成了一类依赖于NAD的组蛋白脱乙酰酶,它们协调去乙酰化过程,对细胞代谢产生显著的调节作用,氧化应激,免疫反应,凋亡,和衰老通过表观遗传修饰。白藜芦醇,SIRTs家族的先驱激活者,及其衍生物引起了全球的学术兴趣。在AID的背景下,这些化合物有望通过调节SIRTs途径进行治疗干预,影响免疫细胞功能,抑制炎症介质的释放,减轻组织损伤。这篇综述试图探索白藜芦醇及其衍生物在AID治疗中的潜力。阐明其作用机制,并对当前的研究进展和障碍进行全面分析。通过对现有文献的全面审查,我们的目标是倡导在AID治疗中利用白藜芦醇及其衍生物,同时为创新治疗方法的制定提供重要见解。
    Autoimmune diseases (AID) have emerged as prominent contributors to disability and mortality worldwide, characterized by intricate pathogenic mechanisms involving genetic, environmental, and autoimmune factors. In response to this challenge, a growing body of research in recent years has delved into genetic modifications, yielding valuable insights into AID prevention and treatment. Sirtuins (SIRTs) constitute a class of NAD-dependent histone deacetylases that orchestrate deacetylation processes, wielding significant regulatory influence over cellular metabolism, oxidative stress, immune response, apoptosis, and aging through epigenetic modifications. Resveratrol, the pioneering activator of the SIRTs family, and its derivatives have captured global scholarly interest. In the context of AID, these compounds hold promise for therapeutic intervention by modulating the SIRTs pathway, impacting immune cell functionality, suppressing the release of inflammatory mediators, and mitigating tissue damage. This review endeavors to explore the potential of resveratrol and its derivatives in AID treatment, elucidating their mechanisms of action and providing a comprehensive analysis of current research advancements and obstacles. Through a thorough examination of existing literature, our objective is to advocate for the utilization of resveratrol and its derivatives in AID treatment while offering crucial insights for the formulation of innovative therapeutic approaches.
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  • 文章类型: Journal Article
    基于鱼明胶(FG)的伤口敷料表现出优异的吸水能力,热稳定性,和凝胶化特性,这提高了这些敷料的性能。在这项研究中,我们的目标是研究FG的酶促水解和随后的交联以制备高性能凝胶的基础条件。采用蛋白酶催化水解,然后进行谷氨酰胺转谷氨酰胺酶(TGase)催化交联的两步酶法,制备了新型高效鱼明胶衍生物,其分散特性比天然明胶衍生物更稳定。与传统的TGase交联衍生物相比,新型衍生物的特征是平均孔径为150μm,水溶性增加(423.06%至915.55%),保水性(增长3.6倍至43.89%),热稳定性(从313°C到323°C),和水蒸气透过率,达到486.72g·m-2·24h-1。此外,将葡萄糖氧化酶加载到鱼明胶衍生物上可将其对大肠杆菌和金黄色葡萄球菌的抗菌功效提高到>99%。
    Fish gelatin (FG)-based wound dressings exhibit superior water absorption capacity, thermal stability, and gelation properties, which enhance the performance of these dressings. In this study, our objective was to investigate the conditions underlying the enzymatic hydrolysis of FG and subsequent cross-linking to prepare high-performance gels. A two-step enzymatic method of protease-catalyzed hydrolysis followed by glutamine transglutaminase (TGase)-catalyzed cross-linking was used to prepare novel high-performance fish gelatin derivatives with more stable dispersion characteristics than those of natural gelatin derivatives. Compared with conventional TGase cross-linked derivatives, the novel derivatives were characterized by an average pore size of 150 μm and increased water solubility (423.06% to 915.55%), water retention (by 3.6-fold to 43.89%), thermal stability (from 313 °C to 323 °C), and water vapor transmission rate, which reached 486.72 g·m-2·24 h-1. In addition, loading glucose oxidase onto the fish gelatin derivatives increased their antibacterial efficacy to >99% against Escherichia coli and Staphylococcus aureus.
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  • 文章类型: Journal Article
    CMC是最常被诊断出的癌症,也是非绝育雌性狗死亡的主要原因之一。探索新的治疗剂对于提高CMC犬的存活率是必要的。MPOBA是在人细胞系中具有显著抗癌作用的BZOP衍生物。本研究的主要目的是使用3-(4,5-二甲基-2-噻唑基)-2,5-二苯基-2H-四唑溴化物(MTT)测定,研究MPOBA对两种CMC细胞系(REM134和CMGT071020)的抗癌特性,伤口愈合试验,Transwell迁移试验,膜联蛋白V-FITC凋亡检测与流式细胞术分析,使用定量实时PCR(qRT-PCR)的mRNA表达分析,和免疫组织化学(IHC)。根据积累的研究,MPOBA引起两种CMC细胞系中细胞增殖和细胞迁移的显着浓度和时间依赖性降低,并诱导细胞凋亡。在基因表达分析中,9个犬基因,包括TP53,BCL-2,BAX,表皮生长因子受体(EGFR),蜗牛转录因子(SNAIL),蜗牛相关锌指转录因子(SLUG),扭曲,E-cadherin,和N-钙黏着蛋白,被调查了。mRNA表达结果显示MPOBA诱导TP53上调和促凋亡基因BAX过表达,与BCL-2的抑制一起。此外,MPOBA还抑制了SNAIL的mRNA表达水平,EGFR,和N-cadherin和诱导的E-cadherin上调,与上皮间质转化(EMT)相关的关键基因。然而,MPOBA处理和对照CMC细胞之间波形蛋白(VT)和细胞角蛋白(CK)表达模式的IHC结果没有显着差异。总之,本研究的结果表明,MPOBA通过上调TP53和BAX以及下调BCL-2相对mRNA表达来诱导两个CMCs的凋亡,从而表现出明显的抗癌活性。MPOBA可能被证明是作为CMC治疗剂进一步研究的潜在候选药物。
    CMC is the most frequently diagnosed cancer and one of the leading causes of death in non-spayed female dogs. Exploring novel therapeutic agents is necessary to increase the survival rate of dogs with CMC. MPOBA is a BZOP derivative that has a significant anticancer effect in a human cell line. The main goal of this study was to investigate the anticancer properties of MPOBA against two CMC cell lines (REM134 and CMGT071020) using a 3-(4,5-Dimethyl-2-thiazolyl)-2,5-diphenyl-2H-tetrazolium bromide (MTT) assay, a wound healing assay, a transwell migration assay, an Annexin V-FITC apoptosis assay with a flow cytometry analysis, a mRNA expression analysis using quantitative real-time PCR (qRT-PCR), and an immunohistochemistry (IHC). According to the accumulated studies, MPOBA caused significant concentration- and time-dependent reductions in cell proliferation and cell migration and induced apoptosis in both CMC cell lines. In gene expression analysis, nine canine genes, including TP53, BCL-2, BAX, epidermal growth factor receptor (EGFR), snail transcription factor (SNAIL), snail-related zinc-finger transcription factor (SLUG), TWIST, E-cadherin, and N-cadherin, were investigated. The mRNA expression results revealed that MPOBA induced upregulation of TP53 and overexpression of the pro-apoptotic gene BAX, together with an inhibition of BCL-2. Moreover, MPOBA also suppressed the mRNA expression levels of SNAIL, EGFR, and N-cadherin and induced upregulation of E-cadherin, crucial genes related to the epithelial-to-mesenchymal transition (EMT). However, there was no significant difference in the IHC results of the expression patterns of vimentin (VT) and cytokeratin (CK) between MPOBA-treated and control CMC cells. In conclusion, the results of the present study suggested that MPOBA exhibited significant anticancer activity by inducing apoptosis in both CMCs via upregulation of TP53 and BAX and downregulation of BCL-2 relative mRNA expression. MPOBA may prove to be a potential candidate drug to be further investigated as a therapeutic agent for CMC.
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  • 文章类型: Journal Article
    两种比索洛尔衍生物,N-乙酰基比索洛尔和N-甲酰比索洛尔,属于β受体阻滞剂类的抗高血压药物,使用乙酰化和甲酰化反应合成。确定反应的产率对于N-乙酰基比索洛尔为32.40%,对于N-甲酰基比索洛尔为20.20%。在硅方法如分子对接,使用分子动力学模拟和SwissADME预测来评估这些比索洛尔衍生物作为抗高血压药物的潜力。这些方法用于评估比索洛尔衍生物与与高血压相关的各种受体之间的相互作用。包括人血管紧张素I转换酶(PDBID:1O8A),肾素(PDBID:2V0Z),β-1肾上腺素能受体(PDBID:4BVN,7BVQ),电压依赖性L型钙通道亚基α-1S(PDBID:6JP5)和盐皮质激素受体(PDBID:6L88)。我们的结果表明,当比索洛尔及其衍生物与4BVN结合时,结合能最高,比索洛尔的结合能值为6.74kcalmol-1,7.03kcalmol-1和7.63kcalmol-1,N-乙酰基比索洛尔和N-甲酰比索洛尔,分别。分子动力学模拟证实了这些配合物的稳定性,均方根偏差值大约为2。此外,SwissADME结果表明两种衍生物表现出与参比药物比索洛尔相似的性质。
    Two bisoprolol derivatives, N-acetyl bisoprolol and N-formyl bisoprolol, belonging to the beta-blocker class of antihypertensive drugs, were synthesized using acetylation and formylation reactions. The yields of the reactions were determined to be 32.40% for N-acetyl bisoprolol and 20.20% for N-formyl bisoprolol. In silico methods such as molecular docking, molecular dynamics simulation and SwissADME prediction were employed to evaluate the potential of these bisoprolol derivatives as antihypertensive drugs. These methods were used to assess the interaction between the bisoprolol derivatives and various receptors associated with hypertension, including human angiotensin I-converting enzyme (PDB ID: 1O8A), renin (PDB ID: 2V0Z), beta-1 adrenergic receptors (PDB ID: 4BVN, 7BVQ), voltage-dependent L-type calcium channel subunit alpha-1S (PDB ID: 6JP5) and mineralocorticoid receptor (PDB ID: 6L88). Our results demonstrated the highest binding energy when bisoprolol and its derivatives bound to 4BVN, with binding energy values of 6.74 kcal mol-1, 7.03 kcal mol-1 and 7.63 kcal mol-1 for bisoprolol, N-acetyl bisoprolol and N-formyl bisoprolol, respectively. The stability of these complexes was confirmed by molecular dynamics simulations, with a root-mean-square deviation value of approximately 2. Furthermore, the SwissADME results indicated that both derivatives exhibited similar properties to the reference drug bisoprolol.
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  • 文章类型: Journal Article
    背景:多发性骨髓瘤(MM),一种由于抗药性而无法治愈的疾病,需要安全有效的治疗方法。Norcantharidin(NCTD),中药中的活性成分,具有针对不同癌症的活性。然而,其毒性和狭窄的治疗窗口限制了其临床应用。在这项研究中,我们合成了一系列的NCTD衍生物来解决这个问题。在这些化合物中,DCZ5417显示出最大的抗MM作用和最少的副作用。进一步测试了其抗骨髓瘤作用和机制。
    方法:分子对接,下拉,表面等离子体共振结合,细胞热转移,和ATP酶测定用于研究DCZ5417的靶标。生物信息学,遗传,和药理学方法用于阐明与DCZ5417活性相关的机制。
    结果:我们证实了DCZ5417和TRIP13之间的高度有效的相互作用。DCZ5417抑制TRIP13的ATPase活性,发现其抗MM活性依赖于TRIP13。一项机制研究证实,DCZ5417通过靶向TRIP13、干扰TRIP13/YWHAE复合物和抑制ERK/MAPK信号轴抑制细胞增殖。DCZ5417还显示了与传统抗MM药物的联合致死作用。此外,DCZ5417的肿瘤生长抑制作用在体内肿瘤异种移植模型中得到证实.
    结论:DCZ5417在体外抑制MM进展,在体内,在耐药患者的原代细胞中,通过靶向TRIP13影响细胞增殖,破坏TRIP13/YWHAE复合物,并抑制ERK/MAPK信号传导。这些结果暗示了一种新的有效的MM治疗策略。
    Multiple myeloma (MM), an incurable disease owing to drug resistance, requires safe and effective therapies. Norcantharidin (NCTD), an active ingredient in traditional Chinese medicines, possesses activity against different cancers. However, its toxicity and narrow treatment window limit its clinical application. In this study, we synthesized a series of derivatives of NCTD to address this. Among these compounds, DCZ5417 demonstrated the greatest anti-MM effect and fewest side effects. Its anti-myeloma effects and  the mechanism were further tested.
    Molecular docking, pull-down, surface plasmon resonance-binding, cellular thermal shift, and ATPase assays were used to study the targets of DCZ5417. Bioinformatic, genetic, and pharmacological approaches were used to elucidate the mechanisms associated with DCZ5417 activity.
    We confirmed a highly potent interaction between DCZ5417 and TRIP13. DCZ5417 inhibited the ATPase activity of TRIP13, and its anti-MM activity was found to depend on TRIP13. A mechanistic study verified that DCZ5417 suppressed cell proliferation by targeting TRIP13, disturbing the TRIP13/YWHAE complex and inhibiting the ERK/MAPK signaling axis. DCZ5417 also showed a combined lethal effect with traditional anti-MM drugs. Furthermore, the tumor growth-inhibitory effect of DCZ5417 was demonstrated using in vivo tumor xenograft models.
    DCZ5417 suppresses MM progression in vitro, in vivo, and in primary cells from drug-resistant patients, affecting cell proliferation by targeting TRIP13, destroying the TRIP13/YWHAE complex, and inhibiting ERK/MAPK signaling. These results imply a new and effective therapeutic strategy for MM treatment.
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  • 文章类型: Journal Article
    联合学习是一种新颖的分布式培训框架,使物联网的多个客户端能够在数据保持本地的同时协作训练全局模型。然而,实行联合学习在实践中面临许多问题,例如,由于模型的大小以及客户端基于随机梯度的更新缺乏自适应性而导致的大量收敛训练。同时,在优化过程中,它对噪声敏感,这会影响最终模型的性能。由于这些原因,我们提出了基于派生项的联邦自适应学习,在这篇论文中被称为FedADT,在局部模型的更新中结合了自适应步长和梯度差。为了进一步降低噪声对梯度差估计的导数项的影响,我们在导数项上使用移动平均衰减。此外,我们分析了该算法对于非凸目标函数的收敛性能,即,1/nT的收敛速度可以通过选择合适的超参数来实现,其中n是客户端的数量,T是迭代的数量,分别。最后,通过在MNIST和FashionMNIST数据集上训练广泛使用的卷积神经网络来进行图像分类任务的各种实验,以验证FedADT的有效性。此外,接收器工作特性曲线用于通过预测时尚MNIST数据集上的服装类别来显示所提出的算法的结果。
    Federated learning is served as a novel distributed training framework that enables multiple clients of the internet of things to collaboratively train a global model while the data remains local. However, the implement of federated learning faces many problems in practice, such as the large number of training for convergence due to the size of model and the lack of adaptivity by the stochastic gradient-based update at the client side. Meanwhile, it is sensitive to noise during the optimization process that can affect the performance of the final model. For these reasons, we propose Federated Adaptive learning based on Derivative Term, called FedADT in this paper, which incorporates adaptive step size and difference of gradient in the update of local model. To further reduce the influence of noise on the derivative term that is estimated by difference of gradient, we use moving average decay on the derivative term. Moreover, we analyze the convergence performance of the proposed algorithm for non-convex objective function, i.e., the convergence rate of 1/nT can be achieved by choosing appropriate hyper-parameters, where n is the number of clients and T is the number of iterations, respectively. Finally, various experiments for the image classification task are conducted by training widely used convolutional neural network on MNIST and Fashion MNIST datasets to verify the effectiveness of FedADT. In addition, the receiver operating characteristic curve is used to display the result of the proposed algorithm by predicting the categories of clothing on the Fashion MNIST dataset.
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  • 文章类型: Journal Article
    背景:我们先前已经证明人参皂苷化合物K可以减轻动脉粥样硬化病变的形成。因此,人参皂苷复方K具有治疗动脉粥样硬化的潜力。如何提高人参皂苷复方K的成药性、增强抗动脉粥样硬化活性是防治动脉粥样硬化的核心问题。CKN是一种人参皂苷化合物K衍生物,先前报道具有优异的体外抗动脉粥样硬化活性,我们已经申请了国际专利。
    方法:雄性C57BL/6ApoE-/-小鼠饲喂高脂肪和高胆碱饮食以诱导动脉粥样硬化,并进行体内研究。体外,CCK-8方法用于评估巨噬细胞的细胞毒性。利用了泡沫细胞,和细胞脂质测定进行体外研究。通过图像分析测量动脉粥样硬化斑块的面积和肝脏的脂肪浸润。血清脂质和肝功能通过血清测定仪测定。进行免疫荧光和蛋白质印迹分析以探讨脂质流出相关蛋白表达水平的变化。分子对接,报告基因实验和细胞热转移测定用于验证CKN和LXRα之间的相互作用。
    结果:在确认CKN的治疗效果后,分子对接,报告基因实验和细胞热转移实验用于预测和研究CKN的抗动脉粥样硬化机制。CKN表现出最大的效力,胸主动脉和头臂干的动脉粥样硬化病变减少了60.9%和48.1%,HHD喂养的ApoE-/-小鼠血浆脂质水平降低,血管斑块中泡沫细胞水平降低。此外,本研究中的CKN可能通过激活ABCA1,通过促进LXRα核易位和减少LXRα激活的不良反应来发挥其抗动脉粥样硬化作用。
    结论:我们的结果表明,CKN通过激活LXRα通路阻止ApoE-/-小鼠动脉粥样硬化的形成。
    BACKGROUND: We have previously demonstrated that ginsenoside compound K can attenuate the formation of atherosclerotic lesions. Therefore, ginsenoside compound K has potential for atherosclerosis therapy. How to improve the druggability and enhance the antiatherosclerotic activity of ginsenoside compound K are the core problems in the prevention and treatment of atherosclerosis. CKN is a ginsenoside compound K derivative that was previously reported to have excellent antiatherosclerotic activity in vitro, and we have applied for international patents for it.
    METHODS: Male C57BL/6 ApoE-/- mice were fed a high-fat and high-choline diet to induce atherosclerosis and were subjected to in vivo studies. In vitro, the CCK-8 method was applied to evaluate cytotoxicity in macrophages. Foam cells were utilized, and cellular lipid determination was performed for in vitro studies. The area of atherosclerotic plaque and fatty infiltration of the liver were measured by image analysis. Serum lipid and liver function were determined by a seralyzer. Immunofluorescence and western blot analysis were conducted to explore the alterations in the expression levels of lipid efflux-related proteins. Molecular docking, reporter gene experiments and cellular thermal shift assays were used to verify the interaction between CKN and LXRα.
    RESULTS: After confirming the therapeutic effects of CKN, molecular docking, reporter gene experiments and cellular thermal shift assays were used to predict and investigate the antiatherosclerotic mechanisms of CKN. CKN exhibited the greatest potency, with a 60.9% and 48.1% reduction in en face atherosclerotic lesions on the thoracic aorta and brachiocephalic trunk, reduced plasma lipid levels and decreased foam cell levels in the vascular plaque content in HHD-fed ApoE-/- mice. Moreover, CKN in the present study may exert its antiatherosclerotic effects through activated ABCA1 by promoting LXRα nuclear translocation and reducing the adverse effects of LXRα activation.
    CONCLUSIONS: Our results revealed that CKN prevented the formation of atherosclerosis in ApoE-/- mice by activating the LXRα pathway.
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