GLP-1R

GLP - 1R
  • 文章类型: Journal Article
    肠促胰岛素是肠道产生的肽激素,可增强胰岛素分泌,尤其是在食物摄入后。肠促胰岛素的概念形成于100多年前,甚至在分离胰岛素并将其用于治疗1型糖尿病患者之前。第一个肠衣,葡萄糖依赖性促胰岛素多肽(GIP),在1960年代后期和1970年代早期被发现;而第二个,被称为胰高血糖素样肽-1(GLP-1),在1980年代被认可。今天,基于GLP-1的治疗剂[也称为GLP-1受体(GLP-1R)激动剂,GLP-1RAs]是2型糖尿病的一线药物之一。除了充当胰岛素外,GLP-1RAs的胰腺外功能已得到广泛认可,包括肝脏中的那些,尽管肝组织中没有GLP-1R。GLP-1RA的胰岛素非依赖性或肠-胰腺-肝轴非依赖性肝功能的存在解释了为什么这些治疗剂在具有胰岛素抗性的受试者中有效及其对脂质稳态的深远影响。在简要回顾了GLP-1的发现之后,我们回顾了有关GLP-1和GLP-1RAs的肝功能探索的文献,并讨论了肝激素成纤维细胞生长因子21(FGF21)在动物模型中介导GLP-1RAs功能的作用的最新研究。随后提出了我们的观点。
    Incretins are gut-produced peptide-hormones that potentiate insulin secretion, especially after food intake. The concept of incretin was formed more than 100 years ago, even before insulin was isolated and utilized in the treatment of subjects with type 1 diabetes. The first incretin, glucose-dependent insulinotropic polypeptide (GIP), was identified during later 1960\'s and early 1970\'s; while the second one, known as glucagon-like peptide-1 (GLP-1), was recognized during 1980\'s. Today, GLP-1-based therapeutic agents [also known as GLP-1 receptor (GLP-1R) agonists, GLP-1RAs] are among the first line drugs for type 2 diabetes. In addition to serving as incretin, extra-pancreatic functions of GLP-1RAs have been broadly recognized, including those in the liver, despite the absence of GLP-1R in hepatic tissue. The existence of insulin-independent or gut-pancreas-liver axis-independent hepatic function of GLP-1RAs explains why those therapeutic agents are effective in subjects with insulin resistance and their profound effect on lipid homeostasis. Following a brief review on the discovery of GLP-1, we reviewed literature on the exploration of hepatic function of GLP-1 and GLP-1RAs and discussed recent studies on the role of hepatic hormone fibroblast growth factor 21 (FGF21) in mediating function of GLP-1RAs in animal models. This was followed by presenting our perspective views.
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  • 文章类型: Journal Article
    秋季和冬季的寒冷气候威胁着人类的健康。这项研究的目的是揭示基于GLP-1R信号的长期冷暴露对肝脏和胰腺的影响,氧化应激,约克郡猪模型的内质网(ER)应激和铁性凋亡。将约克郡猪分为对照组和慢性冷应激(CCS)组。结果表明CCS诱导氧化应激损伤,激活Nrf2通路,抑制GLP-1R在肝脏和胰腺中的表达(P<0.05)。Toll样受体4(TLR4)通路在肝脏和胰腺中被激活,CCS过程中伴有IL-1β和TNF-α的富集(P<0.05)。此外,激酶RNA样内质网激酶(PERK),肌醇需要激酶1(IRE1),在CCS期间,肝脏和胰腺中X-box结合蛋白1(XBP1)和真核起始因子2α(eIF2α)的表达上调(P<0.05)。此外,CCS促进了前列腺素-内过氧化物合酶2(PTGS2)的表达,并抑制了肝脏中铁蛋白H(FtH)的表达。总之,CCS促进炎症,ER应激和凋亡通过抑制GLP-1R信号和诱导氧化应激,并加剧肝脏和胰腺的铁中毒风险。
    The cold climates in autumn and winter threatens human health. The aim of this study was to reveal the effects of prolonged cold exposure on the liver and pancreas based on GLP-1R signaling, oxidative stress, endoplasmic reticulum (ER) stress and ferroptosis by Yorkshire pig models. Yorkshire pigs were divided into the control group and chronic cold stress (CCS) group. The results showed that CCS induced oxidative stress injury, activated Nrf2 pathway and inhibited the expression of GLP-1R in the liver and pancreas (P < 0.05). The toll-like receptor 4 (TLR4) pathway was activated in the liver and pancreas, accompanied by the enrichment of IL-1β and TNF-α during CCS (P < 0.05). Moreover, the kinase RNA-like endoplasmic reticulum kinase (PERK), inositol requiring kinase 1 (IRE1), X-box-binding protein 1 (XBP1) and eukaryotic initiation factor 2α (eIF2α) expression in the liver and pancreas was up-regulated during CCS (P < 0.05). In addition, CCS promoted the prostaglandin-endoperoxide synthase 2 (PTGS2) expression and inhibited the ferritin H (FtH) expression in the liver. Summarily, CCS promotes inflammation, ER stress and apoptosis by inhibiting the GLP-1R signaling and inducing oxidative stress, and exacerbates the risk of ferroptosis in the liver and pancreas.
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  • 文章类型: Journal Article
    背景:本研究旨在研究利拉鲁肽(LIRA)对GLP-1R激动剂的作用,并揭示与软骨细胞中AGEs/RAGE相关的机制。
    方法:为了说明GLP-1R激动剂对AGEs诱导的软骨细胞的潜在影响,通过AGEs与LIRA和GLP-1R抑制剂exendin一起施用软骨细胞。使用ELISA评估炎症因子。实时PCR用于评估MMPs和ADAMTSmRNA水平的分解代谢活性,以及合成代谢活性(聚集蛋白聚糖和胶原蛋白II)。通过Western印迹研究RAGE表达。TUNEL,caspase3活性和免疫荧光检测细胞凋亡活性。
    结果:我们的结果显示用>100nM的LIRA处理减弱了AGE诱导的软骨细胞活力。Westernbolt表明,与AGEs组相比,通过LIRA治疗激活的GLP-1R降低了RAGE蛋白表达。ELISA显示,LIRA阻碍了AGEs诱导的原代软骨细胞中炎性细胞因子(IL-6,IL-12和TNF-α)的产生。AGEs诱导的分解代谢水平(MMP-1,-3,-13和ADAMTS-4,5)也被LIRA减弱,导致保留更多的细胞外基质(Aggrecan和胶原蛋白II)。TUNEL,caspase3活性和免疫荧光结果表明,LIRA抑制了AGEs诱导的原代软骨细胞炎性细胞因子的产生,并减弱了caspase3的水平,导致凋亡活性降低。所有的保护作用被exendin(GLP-1R阻断剂)逆转。
    结论:本研究首次证明LIRA,GLP-1R的激动剂通常用于2型糖尿病,通过抑制RAGE信号传导逆转AGEs诱导的软骨细胞炎症和凋亡,有助于减少分解代谢和保留更多的细胞外基质。上述结果表明GLP-1R激动剂对治疗OA的可能作用。
    BACKGROUND: This study aimed to investigate functions of GLP-1R agonist by liraglutide (LIRA) and revealing the mechanism related to AGEs/RAGE in chondrocytes.
    METHODS: To illustrate potential effect of GLP-1R agonist on AGEs induced chondrocytes, chondrocytes were administrated by AGEs with LIRA and GLP-1R inhibitor exendin. Inflammatory factors were assessed using ELISA. Real-time PCR was used to evaluate the catabolic activity MMPs and ADAMTS mRNA level, as well as anabolic activity (aggrecan and collagen II). RAGE expression was investigated by Western blotting. TUNEL, caspase3 activity and immunofluorescence were performed to test the apoptotic activity.
    RESULTS: Our results showed that treatment with LIRA at > 100 nM attenuated the AGE-induced chondrocyte viability. Western bolt demonstrated that GLP-1R activation by LIRA treatment reduced RAGE protein expression compared with the AGEs groups. ELISA showed that LIRA hindered the AGEs-induced production of inflammatory cytokines (IL-6, IL-12 and TNF-α) in primary chondrocytes. AGEs induced catabolism levels (MMP-1, -3, -13 and ADAMTS-4, 5) are also attenuated by LIRA, causing the retention of more extracellular matrix (Aggrecan and Collagen II). TUNEL, caspase3 activity and immunofluorescence results indicated that LIRA inhibited the AGEs-induced production of inflammatory cytokines in primary chondrocytes and attenuated the caspase 3 level, leading to the reduced apoptotic activity. All the protective effects are reversed by exendin (GLP-1R blockers).
    CONCLUSIONS: The present study demonstrates for the first time that LIRA, an agonist for GLP-1R which is commonly used in type 2 diabetes reverses AGEs induced chondrocyte inflammation and apoptosis through suppressing RAGE signaling, contributing to reduced catabolism and retention of more extracellular matrix. The above results indicate the possible effect of GLP-1R agonist on treating OA.
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  • 文章类型: Journal Article
    胰高血糖素样肽-1受体(GLP-1R)是参与血糖调节和影响摄食行为的关键受体。由于其有效的肠促胰岛素作用,它在肥胖和糖尿病的治疗中受到了极大的关注。肽类GLP-1受体激动剂(GLP-1RAs)在市场上取得了巨大的成功,推动小分子GLP-1RAs的蓬勃发展。目前,一些小分子已经进入临床研究阶段。此外,GLP-1R正变构调节剂(PAMs)的最新发现也揭示了新的调控模式和治疗方法。本文综述了GLP-1R的结构和功能机制。最近关于小分子GLP-1RA和PAMs的报道,以及优化过程。此外,它结合了计算机模拟来分析结构-活动关系(SAR)研究,为探索设计小分子GLP-1RAs的新策略奠定了基础。
    Glucagon-like peptide-1 receptor (GLP-1R) is a pivotal receptor involved in blood glucose regulation and influencing feeding behavior. It has received significant attention in the treatment of obesity and diabetes due to its potent incretin effect. Peptide GLP-1 receptor agonists (GLP-1RAs) have achieved tremendous success in the market, driving the vigorous development of small molecule GLP-1RAs. Currently, several small molecules have entered the clinical research stage. Additionally, recent discoveries of GLP-1R positive allosteric modulators (PAMs) are also unveiling new regulatory patterns and treatment methods. This article reviews the structure and functional mechanisms of GLP-1R, recent reports on small molecule GLP-1RAs and PAMs, as well as the optimization process. Furthermore, it combines computer simulations to analyze structure-activity relationships (SAR) studies, providing a foundation for exploring new strategies for designing small molecule GLP-1RAs.
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  • 文章类型: Journal Article
    尽管2型糖尿病(T2D)有不同的治疗方法,诊断后并发症仍然很普遍;因此,需要更有效的治疗。基于胰高血糖素样肽(GLP)-1的药物目前用于T2D治疗。它们充当GLP-1受体(GLP-1R)的正构激动剂。在这项研究中,我们在体外分析了GLP-1R正构和变构激动剂如何在健康状态下增加INS-1E胰腺β细胞中葡萄糖刺激的胰岛素分泌(GSIS)和细胞内cAMP产生(GSICP),糖尿病,恢复的状态。这项研究的结果表明,变构激动剂比正构激动剂具有更长的作用持续时间。他们还表明GLP-1R激动剂不会耗尽细胞内胰岛素,表明它们可以是T2D的可持续和安全的治疗选择。重要的是,这项研究表明,GLP-1R激动剂通过GSICP在健康人群中可变地增强GSIS,糖尿病,回收INS-1E细胞。此外,我们发现INS-1E细胞对GLP-1R激动剂的反应差异取决于治疗期间和治疗前的葡萄糖浓度和/或细胞是否曾暴露于这些药物.总之,本手稿中描述的发现将有助于在体外确定胰腺β细胞对健康的T2D药物治疗的反应,糖尿病,恢复的状态。
    Despite the availability of different treatments for type 2 diabetes (T2D), post-diagnosis complications remain prevalent; therefore, more effective treatments are desired. Glucagon-like peptide (GLP)-1-based drugs are currently used for T2D treatment. They act as orthosteric agonists for the GLP-1 receptor (GLP-1R). In this study, we analyzed in vitro how the GLP-1R orthosteric and allosteric agonists augment glucose-stimulated insulin secretion (GSIS) and intracellular cAMP production (GSICP) in INS-1E pancreatic beta cells under healthy, diabetic, and recovered states. The findings from this study suggest that allosteric agonists have a longer duration of action than orthosteric agonists. They also suggest that the GLP-1R agonists do not deplete intracellular insulin, indicating they can be a sustainable and safe treatment option for T2D. Importantly, this study demonstrates that the GLP-1R agonists variably augment GSIS through GSICP in healthy, diabetic, and recovered INS-1E cells. Furthermore, we find that INS-1E cells respond differentially to the GLP-1R agonists depending on both glucose concentration during and before treatment and/or whether the cells have been previously exposed to these drugs. In conclusion, the findings described in this manuscript will be useful in determining in vitro how pancreatic beta cells respond to T2D drug treatments in healthy, diabetic, and recovered states.
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  • 文章类型: Journal Article
    冠状动脉疾病(CAD)与高死亡率和沉重的全球医疗保健负担有关。胰高血糖素样肽-1(GLP-1)发挥积极的心血管作用,虽然分子机制尚不清楚。因此,本研究旨在验证GLP-1的心肌保护作用是否通过调节微小RNA(miRNA)的表达来实现。对116例仅2型糖尿病(T2DM)患者(对照组)和123例T2DM和CAD患者进行了随访评估。匹配后,每组包括63名患者,和年龄,身体质量指数,和血清总胆固醇(TC)水平,高密度脂蛋白胆固醇(HDL),低密度脂蛋白胆固醇(LDL),甘油三酯(TG),与血红蛋白A1C(HbA1c)进行比较。随后,四种循环miRNA的表达谱(miR-203a-3p,miR-429,miR-205-5p,在GLP-1受体(GLP-1R)治疗后6个月(基线)至12个月之间,通过定量逆转录实时聚合酶链反应评估了63例糖尿病和CAD患者的miR-203b-5p)。不出所料,与治疗前相比,GLP-1R治疗6个月后代谢因子显著改善,在糖尿病和CAD患者中,两种miRNA(miR-203a-3p和miR-429)的表达水平比基线水平降低。结果表明,GLP-1R诱导的心血管益处是通过抑制两种miRNA的表达介导的:miR-203a-3p和miR-429。
    Coronary artery disease (CAD) is associated with a high fatality rate and a heavy global health care burden. Glucagon-like peptide-1 (GLP-1) exerts positive cardiovascular effects, although the molecular mechanisms are unclear. Therefore, this study aimed to verify whether the cardioprotective effects of GLP-1 are mediated through the regulation of micro-RNA (miRNA) expression. Follow-up assessments were conducted for 116 patients with type 2 diabetes mellitus (T2DM) alone (controls) and 123 patients with both T2DM and CAD. After matching, each group comprised 63 patients, and age, body mass index, and serum levels of total cholesterol (TC), high-density lipoprotein cholesterol (HDL), low-density lipoprotein cholesterol (LDL), triglycerides (TG), and hemoglobin A1C (HbA1c) were compared. Subsequently, the expression profiles of four circulating miRNAs (miR-203a-3p, miR-429, miR-205-5p, and miR-203b-5p) were assessed via quantitative reverse transcription real-time polymerase chain reaction in the 63 patients with diabetes and CAD between 6 months (baseline) and 12 months after the initiation of GLP-1 receptor (GLP-1R) therapy. As expected, the metabolic factors were significantly improved after 6 months of treatment with GLP-1R compared with pre-treatment values, and the expression levels of two of the miRNAs (miR-203a-3p and miR-429) decreased from baseline levels in those with diabetes and CAD. The results suggest that the cardiovascular benefits induced by GLP-1R are mediated via suppressed expression of two miRNAs: miR-203a-3p and miR-429.
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  • 文章类型: Journal Article
    胰高血糖素样肽-1受体(GLP-1R)激动剂可降低2型糖尿病患者的糖化血红蛋白。越来越多的证据表明,GLP-1R激动剂的潜力,模仿30个氨基酸的配体,GLP-1,延伸到神经退行性疾病的治疗,特别关注阿尔茨海默病(AD)。然而,AD患者脑中GLP-1R可用性调节的基础机制仍知之甚少.这里,使用老年人患有AD和慢性脑积水(CH)的人类死后尾状核的全转录组RNA-Seq,我们发现在葡萄糖代谢异常和血脂异常中表达的GLP-1R和选择mRNA发生显著改变.此外,我们检测到人类RNA,表明双皮质素(DCX)水平缺乏,并且在AD影响的尾状核中存在铁凋亡。使用基因组数据查看器,我们通过与4个物种染色体高突变率相关的两个因素评估了GLP-1R和39个其他基因的突变性.令人惊讶的是,我们发现GLP-1R转录物的核苷酸大小在所有四种人类物种中异常不同,黑猩猩,老鼠,和老鼠增加了6倍。一起来看,蛋白质网络数据库分析表明,老年人大脑中GLP-1R的减少与葡萄糖代谢异常有关,铁性凋亡,减少DCX+神经元,这可能有助于AD。
    The glucagon-like peptide-1 receptor (GLP-1R) agonists reduce glycated hemoglobin in patients with type 2 diabetes. Mounting evidence indicates that the potential of GLP-1R agonists, mimicking a 30 amino acid ligand, GLP-1, extends to the treatment of neurodegenerative conditions, with a particular focus on Alzheimer\'s disease (AD). However, the mechanism that underlies regulation of GLP-1R availability in the brain with AD remains poorly understood. Here, using whole transcriptome RNA-Seq of the human postmortem caudate nucleus with AD and chronic hydrocephalus (CH) in the elderly, we found that GLP-1R and select mRNAs expressed in glucose dysmetabolism and dyslipidemia were significantly altered. Furthermore, we detected human RNA indicating a deficiency in doublecortin (DCX) levels and the presence of ferroptosis in the caudate nucleus impacted by AD. Using the genome data viewer, we assessed mutability of GLP-1R and 39 other genes by two factors associated with high mutation rates in chromosomes of four species. Surprisingly, we identified that nucleotide sizes of GLP-1R transcript exceptionally differed in all four species of humans, chimpanzees, rats, and mice by up to 6-fold. Taken together, the protein network database analysis suggests that reduced GLP-1R in the aged human brain is associated with glucose dysmetabolism, ferroptosis, and reduced DCX+ neurons, that may contribute to AD.
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  • 文章类型: Journal Article
    在健康的人类中,器官之间复杂的生化相互作用维持代谢稳态和病理改变在这个过程中导致受损的代谢稳态,引起代谢疾病,如糖尿病和肥胖症,这是全球医疗保健的主要负担。上个世纪在理解代谢疾病表型和健康个体代谢稳态调节方面取得的巨大进步已经为2型糖尿病(T2D)等疾病产生了新的治疗选择。然而,在代谢稳态的复杂系统调节变得更加复杂之前,不太可能针对代谢紊乱开发出非常理想的更有效的治疗方法。胰岛β细胞(胰岛素)和α细胞(胰高血糖素)产生的激素对于维持代谢稳态至关重要;胰岛素和胰高血糖素的活性相互关联,以实现对葡萄糖水平的严格控制(血糖正常)。其他胰岛细胞产生的代谢激素和肠道产生的肠促胰岛素对于维持代谢稳态也至关重要。最近的研究强调了对代谢激素协同作用的不完全理解,因此,对此的进一步阐明可能会导致对T2D等疾病的更有效治疗。这篇综述的目的是总结胰岛产生的肠促胰岛素和代谢激素的全身作用及其与各自受体的相互作用。
    In healthy humans, the complex biochemical interplay between organs maintains metabolic homeostasis and pathological alterations in this process result in impaired metabolic homeostasis, causing metabolic diseases such as diabetes and obesity, which are major global healthcare burdens. The great advancements made during the last century in understanding both metabolic disease phenotypes and the regulation of metabolic homeostasis in healthy individuals have yielded new therapeutic options for diseases like type 2 diabetes (T2D). However, it is unlikely that highly desirable more efficacious treatments will be developed for metabolic disorders until the complex systemic regulation of metabolic homeostasis becomes more intricately understood. Hormones produced by pancreatic islet beta-cells (insulin) and alpha-cells (glucagon) are pivotal for maintaining metabolic homeostasis; the activity of insulin and glucagon are reciprocally correlated to achieve strict control of glucose levels (normoglycaemia). Metabolic hormones produced by other pancreatic islet cells and incretins produced by the gut are also crucial for maintaining metabolic homeostasis. Recent studies highlighted the incomplete understanding of metabolic hormonal synergism and, therefore, further elucidation of this will likely lead to more efficacious treatments for diseases such as T2D. The objective of this review is to summarise the systemic actions of the incretins and the metabolic hormones produced by the pancreatic islets and their interactions with their respective receptors.
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  • 文章类型: Journal Article
    糖尿病导致各种相关大血管并发症的发生率明显加快,包括外周血管疾病和心血管疾病(糖尿病死亡的最常见原因),以及肾脏疾病和视网膜病变等微血管并发症。在血管损伤的最早阶段,内皮功能障碍是糖尿病相关血管疾病的主要致病事件。了解参与糖尿病及其衰弱性血管并发症发展的分子过程可能会带来更有效和具体的临床治疗。长效胰高血糖素样肽(GLP)-1类似物目前可用于治疗糖尿病,具有广泛确定的安全性和广泛评估的功效。近年来,自噬,作为维持体内平衡的关键溶酶体依赖的自我降解过程,已被证明与糖尿病的血管内皮损伤有关。在这次审查中,简要介绍了GLP-1/GLP-1R系统与糖尿病血管并发症的发病机制有关的糖尿病内皮功能障碍和相关自噬机制。这篇综述还强调了自噬与GLP-1/GLP-1R轴在糖尿病性血管病变治疗中可能存在的串扰。
    Diabetes leads to a significantly accelerated incidence of various related macrovascular complications, including peripheral vascular disease and cardiovascular disease (the most common cause of mortality in diabetes), as well as microvascular complications such as kidney disease and retinopathy. Endothelial dysfunction is the main pathogenic event of diabetes-related vascular disease at the earliest stage of vascular injury. Understanding the molecular processes involved in the development of diabetes and its debilitating vascular complications might bring up more effective and specific clinical therapies. Long-acting glucagon-like peptide (GLP)-1 analogs are currently available in treating diabetes with widely established safety and extensively evaluated efficacy. In recent years, autophagy, as a critical lysosome-dependent self-degradative process to maintain homeostasis, has been shown to be involved in the vascular endothelium damage in diabetes. In this review, the GLP-1/GLP-1R system implicated in diabetic endothelial dysfunction and related autophagy mechanism underlying the pathogenesis of diabetic vascular complications are briefly presented. This review also highlights a possible crosstalk between autophagy and the GLP-1/GLP-1R axis in the treatment of diabetic angiopathy.
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  • 文章类型: Journal Article
    G蛋白偶联受体(GPCRs),在各种疾病中至关重要,是超过40%的批准药物的目标。然而,实验GPCRs结构的可靠获取受到其脂质嵌入构象的阻碍。传统的蛋白质-配体相互作用模型在GPCR-药物相互作用中步履蹒跚,由有限和低质量的结构引起的。广义模型,接受过可溶性蛋白质-配体对的训练,也是不够的。为了解决这些问题,我们开发了两种模型,用于二元分类的DeepGPCR_BC和用于亲和力预测的DeepGPCR_RG。这些模型使用非结构性GPCR-配体相互作用数据,利用图卷积网络和Mol2vec技术将结合袋和配体表示为图。这种方法显着加快了预测速度,同时保留了关键的物理化学和空间信息。在独立测试中,DeepGPCR_BC超过AutodockVina和SchrödingerDock,曲线下面积为0.72,准确度为0.68,真实阳性率为0.73,而DeepGPCR_RG的Pearson相关性为0.39,均方根误差为1.34。我们应用这些模型来筛选GPR35(Q9HC97)的候选药物,在8个候选对象中,有3个(F545-1970,K297-0698,S948-0241)产生有希望的结果。此外,我们还成功获得了6种GLP-1R活性抑制剂。我们的GPCR特异性模型为高效和准确的大规模虚拟筛选铺平了道路,GPCR领域潜在的革命性药物发现。
    G-protein coupled receptors (GPCRs), crucial in various diseases, are targeted of over 40% of approved drugs. However, the reliable acquisition of experimental GPCRs structures is hindered by their lipid-embedded conformations. Traditional protein-ligand interaction models falter in GPCR-drug interactions, caused by limited and low-quality structures. Generalized models, trained on soluble protein-ligand pairs, are also inadequate. To address these issues, we developed two models, DeepGPCR_BC for binary classification and DeepGPCR_RG for affinity prediction. These models use non-structural GPCR-ligand interaction data, leveraging graph convolutional networks and mol2vec techniques to represent binding pockets and ligands as graphs. This approach significantly speeds up predictions while preserving critical physical-chemical and spatial information. In independent tests, DeepGPCR_BC surpassed Autodock Vina and Schrödinger Dock with an area under the curve of 0.72, accuracy of 0.68 and true positive rate of 0.73, whereas DeepGPCR_RG demonstrated a Pearson correlation of 0.39 and root mean squared error of 1.34. We applied these models to screen drug candidates for GPR35 (Q9HC97), yielding promising results with three (F545-1970, K297-0698, S948-0241) out of eight candidates. Furthermore, we also successfully obtained six active inhibitors for GLP-1R. Our GPCR-specific models pave the way for efficient and accurate large-scale virtual screening, potentially revolutionizing drug discovery in the GPCR field.
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