PPAR delta

PPAR δ
  • 文章类型: Journal Article
    瘦素,中枢或外周起作用,对心脏重塑和心功能有复杂的影响。我们先前报道,中枢瘦素通过心脏PPARβ/δ激活在心脏中发挥抗肥大作用。这里,我们评估了中枢瘦素给药和PPARβ/δ抑制对心功能的影响。各种心脏特性,包括QRS持续时间,R波振幅,心率(HR),射血分数(EF),舒张末期左心室质量(EDLVM),舒张末期容积(EDV),和心输出量(CO)进行分析。中心瘦素输注增加心脏PPARβ/δ蛋白含量,降低HR,QRS持续时间,和R波振幅。这些由中枢瘦素引起的变化表明心室壁生长减少,MRI证实了这一点。事实上,中枢瘦素降低了EDLVM,而在用瘦素和PPARβ/δ活性的选择性拮抗剂GSK0660共同治疗的大鼠中,EDLVM升高。总之,中枢瘦素在心脏健康中起着双重作用,当PPARβ/δ信号完整时,可能导致心室萎缩并改善心功能。瘦素的保护作用因PPARβ/δ抑制而丧失,强调这一途径的重要性。这些发现强调了靶向瘦素和PPARβ/δ途径对抗心脏改变和心力衰竭的治疗潜力。特别是在肥胖的背景下。
    Leptin, acting centrally or peripherally, has complex effects on cardiac remodeling and heart function. We previously reported that central leptin exerts an anti-hypertrophic effect in the heart via cardiac PPARβ/δ activation. Here, we assessed the impact of central leptin administration and PPARβ/δ inhibition on cardiac function. Various cardiac properties, including QRS duration, R wave amplitude, heart rate (HR), ejection fraction (EF), end-diastolic left ventricular mass (EDLVM), end-diastolic volume (EDV), and cardiac output (CO) were analyzed. Central leptin infusion increased cardiac PPARβ/δ protein content and decreased HR, QRS duration, and R wave amplitude. These changes induced by central leptin suggested a decrease in the ventricular wall growth, which was confirmed by MRI. In fact, the EDLVM was reduced by central leptin while increased in rats co-treated with leptin and GSK0660, a selective antagonist of PPARβ/δ activity. In summary, central leptin plays a dual role in cardiac health, potentially leading to ventricular atrophy and improving heart function when PPARβ/δ signaling is intact. The protective effects of leptin are lost by PPARβ/δ inhibition, underscoring the importance of this pathway. These findings highlight the therapeutic potential of targeting leptin and PPARβ/δ pathways to combat cardiac alterations and heart failure, particularly in the context of obesity.
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  • 文章类型: Journal Article
    记忆T细胞的形成是适应性免疫的基本特征,允许建立对病原体的长期保护。尽管新出现的证据表明代谢重编程对于记忆T细胞分化和存活至关重要,驱动记忆性T细胞代谢重新连接的潜在机制尚不清楚.这里,我们发现核受体过氧化物酶体增殖物激活受体β/δ(PPARβ/δ)的上调指示在中枢记忆CD8+T细胞建立过程中发生的代谢重编程.PPARβ/δ调节的变化包括抑制有氧糖酵解和增强氧化代谢和脂肪酸氧化。机械上,暴露于白介素-15和T细胞因子1的表达促进PPARβ/δ途径的激活,抵抗抗原清除和代谢应激诱导的细胞凋亡。一起,我们的发现表明,PPARβ/δ是一种主要的代谢调节因子,可以协调代谢开关,这可能有利于T细胞的寿命。
    The formation of memory T cells is a fundamental feature of adaptative immunity, allowing the establishment of long-term protection against pathogens. Although emerging evidence suggests that metabolic reprogramming is crucial for memory T cell differentiation and survival, the underlying mechanisms that drive metabolic rewiring in memory T cells remain unclear. Here, we found that up-regulation of the nuclear receptor peroxisome proliferator-activated receptor β/δ (PPARβ/δ) instructs the metabolic reprogramming that occurs during the establishment of central memory CD8+ T cells. PPARβ/δ-regulated changes included suppression of aerobic glycolysis and enhancement of oxidative metabolism and fatty acid oxidation. Mechanistically, exposure to interleukin-15 and expression of T cell factor 1 facilitated activation of the PPARβ/δ pathway, counteracting apoptosis induced by antigen clearance and metabolic stress. Together, our findings indicate that PPARβ/δ is a master metabolic regulator orchestrating a metabolic switch that may be favorable for T cell longevity.
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  • 文章类型: Journal Article
    肿瘤浸润淋巴细胞(TIL)功能减退有助于晚期癌症的进展,并且是免疫疗法的常见靶标。新的证据表明,在强直刺激期间,代谢不足会导致T细胞功能减退,但是在这种情况下启动代谢重编程的信号在很大程度上是未知的。这里,我们发现类似Meteorin(METRNL),肿瘤微环境(TME)中免疫细胞分泌的代谢活性细胞因子,诱导CD8+T细胞的生物能量衰竭。METRNL在重复刺激期间由CD8+T细胞分泌,并且经由自分泌和旁分泌信号传导两者起作用。机械上,METRNL增加E2F-过氧化物酶体增殖物激活受体δ(PPARδ)活性,导致线粒体去极化和减少的氧化磷酸化,这引发了补偿性生物能量向糖酵解的转变。Metrnl消融或下调改善了CD8+T细胞的代谢适应性,并增强了几种肿瘤模型中的肿瘤控制,证明了靶向METRNL-E2F-PPARδ途径以支持CD8TIL的生物能量适应性的翻译潜力。
    Tumor-infiltrating lymphocyte (TIL) hypofunction contributes to the progression of advanced cancers and is a frequent target of immunotherapy. Emerging evidence indicates that metabolic insufficiency drives T cell hypofunction during tonic stimulation, but the signals that initiate metabolic reprogramming in this context are largely unknown. Here, we found that Meteorin-like (METRNL), a metabolically active cytokine secreted by immune cells in the tumor microenvironment (TME), induced bioenergetic failure of CD8+ T cells. METRNL was secreted by CD8+ T cells during repeated stimulation and acted via both autocrine and paracrine signaling. Mechanistically, METRNL increased E2F-peroxisome proliferator-activated receptor delta (PPARδ) activity, causing mitochondrial depolarization and decreased oxidative phosphorylation, which triggered a compensatory bioenergetic shift to glycolysis. Metrnl ablation or downregulation improved the metabolic fitness of CD8+ T cells and enhanced tumor control in several tumor models, demonstrating the translational potential of targeting the METRNL-E2F-PPARδ pathway to support bioenergetic fitness of CD8+ TILs.
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  • 文章类型: Journal Article
    Seladelpar(MBX-8025)是在3期和扩展试验中每日一次给予的高度特异性PPAR-δ激动剂,用于原发性胆汁性胆管炎(PBC)患者。
    这篇综述提供了PBC当前治疗方案的背景,并总结了有关seladelpar在这些治疗中的安全性和有效性的临床试验数据。
    临床试验结果证明了Seladelpar用于PBC的安全性和耐受性,包括肝硬化患者。主要复合终点(ALP<1.67倍ULN,从基线下降≥15%,在接受seladelpar治疗的患者中,有61.7%和接受安慰剂治疗的患者中,有20%的患者符合TB≤ULN)(p<0.001)。此外,瘙痒-PBC的主要且通常难以治疗的症状-通过seladelpar治疗得到改善,总体生活质量测量也是如此。同样观察到炎症标志物的改善。因此,这些生化和临床发现代表了PBC治疗中具有里程碑意义的发展,并为PBC提供了治疗选择。
    UNASSIGNED: Seladelpar (MBX-8025) is a once-daily administered highly specific PPAR-δ agonist in Phase 3 and extension trials for use in patients with primary biliary cholangitis (PBC).
    UNASSIGNED: This review provides background on current treatment options for PBC, and summarizes clinical trial data regarding the safety and effectiveness of seladelpar within the context of these treatments.
    UNASSIGNED: Clinical trials results demonstrate the safety and tolerability of seladelpar use for PBC, including in patients with cirrhosis. The primary composite endpoint (ALP <1.67 times ULN, decrease ≥ 15% from baseline, and TB ≤ULN) was met in 61.7% of the patients treated with seladelpar and in 20% receiving placebo (p < 0.001). Moreover, pruritus - a cardinal and often intractable symptom of PBC - was improved with seladelpar treatment, as were overall quality of life measurements. Improvements in markers of inflammation were likewise observed. These biochemical and clinical findings therefore represent landmark developments in PBC treatment and offer a therapeutic option for PBC.
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  • 文章类型: Journal Article
    背景:酒精相关性肝病(ALD)是肝脏相关发病率和死亡率的主要原因,但目前尚无预防ALD相关肝纤维化的治疗靶点和方法。过氧化物酶体增殖物激活受体(PPAR)α和δ在脂质代谢和肠屏障稳态中起关键作用,是ALD病理进展的主要原因。同时,Elafibranor(EFN),它是PPARα和PPARδ的双重激动剂,已达到治疗代谢功能障碍相关的脂肪变性肝病和原发性胆汁性胆管炎的III期临床试验。然而,EFN对ALD治疗的益处尚不清楚.
    目的:评价EFN对ALD小鼠肝纤维化和肠屏障功能障碍的抑制作用。
    方法:通过饲喂含有2.5%乙醇(EtOH)的Lieber-DeCarli液体饮食并腹膜内注射四氯化碳,在雌性C57BL/6J小鼠中诱导ALD相关的肝纤维化每周三次(1mL/kg),持续8周。在实验期间口服施用EFN(3和10mg/kg/天)。进行组织学和分子分析以评估EFN对脂肪性肝炎的影响,纤维化,和肠道屏障的完整性。通过基于细胞的测定来评估EFN对HepG2脂毒性和Caco-2屏障功能的影响。
    结果:肝脂肪变性,凋亡,通过EFN治疗,ALD小鼠模型中的纤维化显著减轻。EFN促进EtOH刺激的HepG2细胞的脂解和β-氧化,并增强自噬和抗氧化能力,主要通过PPARα激活。此外,EFN抑制Kupffer细胞介导的炎症反应,肝暴露于脂多糖(LPS)和Toll样受体4(TLR4)/核因子κB(NF-κB)信号传导。EFN通过恢复紧密连接蛋白和自噬以及通过抑制细胞凋亡和促炎反应来改善肠道通透性。EtOH刺激的Caco-2细胞对肠屏障功能的保护作用主要由PPARδ活化介导。
    结论:EFN通过抑制脂质积累和细胞凋亡减少ALD相关纤维化,增强肝细胞自噬和抗氧化能力,并通过恢复肠屏障功能抑制LPS/TLR4/NF-κB介导的炎症反应。
    BACKGROUND: Alcohol-associated liver disease (ALD) is a leading cause of liver-related morbidity and mortality, but there are no therapeutic targets and modalities to prevent ALD-related liver fibrosis. Peroxisome proliferator activated receptor (PPAR) α and δ play a key role in lipid metabolism and intestinal barrier homeostasis, which are major contributors to the pathological progression of ALD. Meanwhile, elafibranor (EFN), which is a dual PPARα and PPARδ agonist, has reached a phase III clinical trial for the treatment of metabolic dysfunction-associated steatotic liver disease and primary biliary cholangitis. However, the benefits of EFN for ALD treatment is unknown.
    OBJECTIVE: To evaluate the inhibitory effects of EFN on liver fibrosis and gut-intestinal barrier dysfunction in an ALD mouse model.
    METHODS: ALD-related liver fibrosis was induced in female C57BL/6J mice by feeding a 2.5% ethanol (EtOH)-containing Lieber-DeCarli liquid diet and intraperitoneally injecting carbon tetrachloride thrice weekly (1 mL/kg) for 8 weeks. EFN (3 and 10 mg/kg/day) was orally administered during the experimental period. Histological and molecular analyses were performed to assess the effect of EFN on steatohepatitis, fibrosis, and intestinal barrier integrity. The EFN effects on HepG2 lipotoxicity and Caco-2 barrier function were evaluated by cell-based assays.
    RESULTS: The hepatic steatosis, apoptosis, and fibrosis in the ALD mice model were significantly attenuated by EFN treatment. EFN promoted lipolysis and β-oxidation and enhanced autophagic and antioxidant capacities in EtOH-stimulated HepG2 cells, primarily through PPARα activation. Moreover, EFN inhibited the Kupffer cell-mediated inflammatory response, with blunted hepatic exposure to lipopolysaccharide (LPS) and toll like receptor 4 (TLR4)/nuclear factor kappa B (NF-κB) signaling. EFN improved intestinal hyperpermeability by restoring tight junction proteins and autophagy and by inhibiting apoptosis and proinflammatory responses. The protective effect on intestinal barrier function in the EtOH-stimulated Caco-2 cells was predominantly mediated by PPARδ activation.
    CONCLUSIONS: EFN reduced ALD-related fibrosis by inhibiting lipid accumulation and apoptosis, enhancing hepatocyte autophagic and antioxidant capacities, and suppressing LPS/TLR4/NF-κB-mediated inflammatory responses by restoring intestinal barrier function.
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  • 文章类型: Journal Article
    易损动脉粥样硬化斑块破裂,致命的动脉粥样硬化血栓事件的主要原因,与全球死亡风险增加有关。过氧化物酶体增殖物激活受体δ(PPARδ)已被证明可以调节血管平滑肌细胞(SMC)表型转换,and,因此,动脉粥样硬化斑块稳定性。据报道,褪黑素在心血管疾病中起着有益的作用;然而,动脉粥样硬化斑块易损性改善的潜在机制尚不清楚.在这项研究中,我们评估了褪黑素在调节SMC表型转换中的作用及其对改善动脉粥样硬化斑块易损性的作用,并探讨了这一过程的潜在机制.我们分析了高胆固醇饮食(HCD)喂养的载脂蛋白E敲除(ApoE-/-)小鼠和人主动脉SMC(HASMC)的动脉粥样硬化斑块易损性特征和SMC表型转变标志物。褪黑素减少动脉粥样硬化斑块大小和坏死核心区域,同时增加胶原含量,纤维帽厚度,平滑肌α-肌动蛋白阳性细胞覆盖在斑块上,这些都是已知的易损斑块的表型特征。在动脉粥样硬化病变中,褪黑素显著降低合成SMC表型和KLF4的表达,增加PPARδ的表达,但不是PPARα和PPARγ,在HCD喂养的ApoE-/-小鼠中。这些结果随后在褪黑激素处理的HASMC中得到证实。使用PPARδ沉默和免疫沉淀测定的进一步分析表明,PPARδ在褪黑激素诱导的SMC表型从合成转换为收缩转换中起作用。总的来说,我们提供了第一个证据表明,褪黑激素通过增强PPARδ介导的SMC表型转换来介导其对斑块失稳的保护作用,从而表明褪黑素治疗动脉粥样硬化的潜力。
    Vulnerable atherosclerotic plaque rupture, the leading cause of fatal atherothrombotic events, is associated with an increased risk of mortality worldwide. Peroxisome proliferator-activated receptor delta (PPARδ) has been shown to modulate vascular smooth muscle cell (SMC) phenotypic switching, and, hence, atherosclerotic plaque stability. Melatonin reportedly plays a beneficial role in cardiovascular diseases; however, the mechanisms underlying improvements in atherosclerotic plaque vulnerability remain unknown. In this study, we assessed the role of melatonin in regulating SMC phenotypic switching and its consequential contribution to the amelioration of atherosclerotic plaque vulnerability and explored the mechanisms underlying this process. We analyzed features of atherosclerotic plaque vulnerability and markers of SMC phenotypic transition in high-cholesterol diet (HCD)-fed apolipoprotein E knockout (ApoE-/-) mice and human aortic SMCs (HASMCs). Melatonin reduced atherosclerotic plaque size and necrotic core area while enhancing collagen content, fibrous cap thickness, and smooth muscle alpha-actin positive cell coverage on the plaque cap, which are all known phenotypic characteristics of vulnerable plaques. In atherosclerotic lesions, melatonin significantly decreased the synthetic SMC phenotype and KLF4 expression and increased the expression of PPARδ, but not PPARα and PPARγ, in HCD-fed ApoE-/- mice. These results were subsequently confirmed in the melatonin-treated HASMCs. Further analysis using PPARδ silencing and immunoprecipitation assays revealed that PPARδ plays a role in the melatonin-induced SMC phenotype switching from synthetic to contractile. Collectively, we provided the first evidence that melatonin mediates its protective effect against plaque destabilization by enhancing PPARδ-mediated SMC phenotypic switching, thereby indicating the potential of melatonin in treating atherosclerosis.
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  • 文章类型: Journal Article
    核激素受体存在于转录活性和非活性复合物之间的动态平衡中,依赖于与配体的相互作用。蛋白质,和染色质。本研究检查了内源性配体激活角质形成细胞中过氧化物酶体增殖物激活受体β/δ(PPARβ/δ)的假设。佛波醇酯处理或原代角质形成细胞的HRAS感染增加了与增强的PPARβ/δ活性相关的脂肪酸。脂肪酸引起PPARβ/δ依赖性染色质占有率和血管生成素样蛋白4(Angptl4)mRNA表达的增加。分析表明,硬脂酰Co-A去饱和酶1(Scd1)介导角质形成细胞中作为PPARβ/δ配体的细胞内单不饱和脂肪酸的增加。用棕榈油酸或油酸激活PPARβ/δ会导致表达HRAS的角质形成细胞在细胞周期的G2/M期停滞,这在类似处理的表达HRAS的Pparb/d空角质形成细胞中未发现。表达HRAS的Scd1-null小鼠角质形成细胞表现出增强的细胞增殖,通过用棕榈油酸或油酸处理减轻的效果。与这些发现一致,用GW0742或油酸激活PPARβ/δ的配体可预防UVB诱导的非黑色素瘤皮肤癌变,需要PPARβ/δ的效应。这些研究的结果表明,PPARβ/δ在角质形成细胞中具有内源性作用,并且可以被饮食和细胞组分中发现的脂质激活。
    Nuclear hormone receptors exist in dynamic equilibrium between transcriptionally active and inactive complexes dependent on interactions with ligands, proteins, and chromatin. The present studies examined the hypothesis that endogenous ligands activate peroxisome proliferator-activated receptor-β/δ (PPARβ/δ) in keratinocytes. The phorbol ester treatment or HRAS infection of primary keratinocytes increased fatty acids that were associated with enhanced PPARβ/δ activity. Fatty acids caused PPARβ/δ-dependent increases in chromatin occupancy and the expression of angiopoietin-like protein 4 (Angptl4) mRNA. Analyses demonstrated that stearoyl Co-A desaturase 1 (Scd1) mediates an increase in intracellular monounsaturated fatty acids in keratinocytes that act as PPARβ/δ ligands. The activation of PPARβ/δ with palmitoleic or oleic acid causes arrest at the G2/M phase of the cell cycle of HRAS-expressing keratinocytes that is not found in similarly treated HRAS-expressing Pparb/d-null keratinocytes. HRAS-expressing Scd1-null mouse keratinocytes exhibit enhanced cell proliferation, an effect that is mitigated by treatment with palmitoleic or oleic acid. Consistent with these findings, the ligand activation of PPARβ/δ with GW0742 or oleic acid prevented UVB-induced non-melanoma skin carcinogenesis, an effect that required PPARβ/δ. The results from these studies demonstrate that PPARβ/δ has endogenous roles in keratinocytes and can be activated by lipids found in diet and cellular components.
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  • 文章类型: Journal Article
    生殖道炎症已成为威胁动物生育的严重威胁。最近,过氧化物酶体增殖物激活受体γ(PPARγ)在生殖和炎症反应中的作用已得到强调,但PPARβ/δ的作用尚未完全阐明。本研究的目的是研究PPARβ/δ配体(激动剂:L-165,041和拮抗剂:GSK3787)在LPS诱导的黄体中期炎症期间对猪子宫内膜转录组特征的体外影响。使用RNA-Seq方法(分别为10-12和18-20天)的卵泡期。在发情周期的黄体中期,目前的研究确定了145和143差异表达基因(DEGs)治疗后的激动剂或拮抗剂,分别。在发情周期的卵泡期,在用激动剂或拮抗剂治疗后检测到55和207个DEGs,分别。检测到的DEG参与各种过程的调节,如补体和凝血级联,NF-κB信号通路,或15-二十碳四烯酸衍生物合成的途径。当前研究的结果表明PPARβ/δ配体参与子宫内膜炎性反应的控制。
    Inflammation in the reproductive tract has become a serious threat to animal fertility. Recently, the role of peroxisome proliferator-activated receptor gamma (PPARγ) in the context of reproduction and the inflammatory response has been highlighted, but the role of PPARβ/δ has not been fully elucidated. The aim of the present study was to investigate the in vitro effect of PPARβ/δ ligands (agonist: L-165,041 and antagonist: GSK 3787) on the transcriptome profile of porcine endometrium during LPS-induced inflammation in the mid-luteal and follicular phases of the oestrous cycle (days 10-12 and 18-20, respectively) using the RNA-Seq method. During the mid-luteal phase of the oestrous cycle, the current study identified 145 and 143 differentially expressed genes (DEGs) after treatment with an agonist or antagonist, respectively. During the follicular phase of the oestrous cycle, 55 and 207 DEGs were detected after treatment with an agonist or antagonist, respectively. The detected DEGs are engaged in the regulation of various processes, such as the complement and coagulation cascade, NF-κB signalling pathway, or the pathway of 15-eicosatetraenoic acid derivatives synthesis. The results of the current study indicate that PPARβ/δ ligands are involved in the control of the endometrial inflammatory response.
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  • 文章类型: Journal Article
    细胞因子白细胞介素-38(IL-38),最近发现的IL-1家族成员,已被证明可以调节炎症并改善肥胖个体的肝内质网应激和脂质代谢。然而,其对骨骼肌细胞胰岛素信号的影响及其潜在机制尚不清楚.使用棕榈酸盐治疗建立体外肥胖模型,进行蛋白质印迹分析以评估靶蛋白。商业试剂盒用于测量培养的肌细胞中的葡萄糖摄取。我们的研究表明,IL-38治疗减轻了胰岛素信号的损害,包括IRS-1和Akt磷酸化,并且在棕榈酸盐处理的C2C12肌细胞中葡萄糖摄取增加。在棕榈酸盐处理后,在这些细胞中观察到STAT3介导的信号传导和氧化应激水平增加。IL-38治疗逆转了这些作用。此外,IL-38处理上调PPARδ的表达,SIRT1和抗氧化剂。使用适当的siRNA敲低PPARδ或SIRT1消除了IL-38对胰岛素信号的影响,氧化应激,和STAT3依赖性途径。这些结果表明IL-38通过PPARδ/SIRT1抑制骨骼肌细胞中STAT3介导的信号传导和氧化应激来减轻胰岛素抵抗。这项研究提供了基本证据来支持IL-38作为治疗胰岛素抵抗和2型糖尿病的安全治疗剂的潜在用途。
    The cytokine interleukin-38 (IL-38), a recently discovered member of the IL-1 family, has been shown to regulate inflammation and improve hepatic endoplasmic reticulum stress and lipid metabolism in individuals with obesity. However, its impact on insulin signaling in skeletal muscle cells and the underlying mechanisms remain unclear. In vitro obesity models were established using palmitate treatment, and Western blot analysis was performed to assess target proteins. Commercial kits were used to measure glucose uptake in cultured myocytes. Our study showed that IL-38 treatment alleviated the impairment of insulin signaling, including IRS-1 and Akt phosphorylation, and increased glucose uptake in palmitate-treated C2C12 myocytes. Increased levels of STAT3-mediated signaling and oxidative stress were observed in these cells following palmitate treatment, and these effects were reversed by IL-38 treatment. In addition, IL-38 treatment upregulated the expression of PPARδ, SIRT1 and antioxidants. Knockdown of PPARδ or SIRT1 using appropriate siRNAs abrogated the effects of IL-38 on insulin signaling, oxidative stress, and the STAT3-dependent pathway. These results suggest that IL-38 alleviates insulin resistance by inhibiting STAT3-mediated signaling and oxidative stress in skeletal muscle cells through PPARδ/SIRT1. This study provides fundamental evidence to support the potential use of IL-38 as a safe therapeutic agent for the treatment of insulin resistance and type 2 diabetes.
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  • 文章类型: Journal Article
    使用136种新型过氧化物酶体增殖物激活受体δ(PPARδ)激动剂开发了一个强大的预测模型,核受体超家族脂质激活转录因子的一种独特亚型,通过与DNA碱基的特征性序列结合来调节靶基因。该模型采用了各种结构描述符和对接计算,并提供了对PPARδ激动剂生物活性的预测,遵循经济合作与发展组织(OECD)开发和验证定量结构-活动关系(QSAR)模型的标准。特别关注小分子,该模型有助于鉴定高效和选择性的PPARδ激动剂,并通过提供所研究化合物的化学邻域,提供了一个可读概念.模型开发过程是在IsalosAnalytics软件(v.0.1.17),为机器学习应用程序提供直观的环境。最终模型作为用户友好的网络工具发布,可以通过EnalosCloud平台的图形用户界面(GUI)进行访问。
    A robust predictive model was developed using 136 novel peroxisome proliferator-activated receptor delta (PPARδ) agonists, a distinct subtype of lipid-activated transcription factors of the nuclear receptor superfamily that regulate target genes by binding to characteristic sequences of DNA bases. The model employs various structural descriptors and docking calculations and provides predictions of the biological activity of PPARδ agonists, following the criteria of the Organization for Economic Co-operation and Development (OECD) for the development and validation of quantitative structure-activity relationship (QSAR) models. Specifically focused on small molecules, the model facilitates the identification of highly potent and selective PPARδ agonists and offers a read-across concept by providing the chemical neighbours of the compound under study. The model development process was conducted on Isalos Analytics Software (v. 0.1.17) which provides an intuitive environment for machine-learning applications. The final model was released as a user-friendly web tool and can be accessed through the Enalos Cloud platform\'s graphical user interface (GUI).
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