Lck

LCK
  • 文章类型: Journal Article
    Lck,Src激酶家族的一员,是一种参与免疫细胞激活的非受体酪氨酸激酶,抗原识别,肿瘤生长,和细胞毒性反应。该酶通常与抗原识别后的T淋巴细胞活化有关。Lck激活是CD4、CD8和NK激活的核心。然而,最近,更清楚的是,激活CD8细胞中的酶可以独立于抗原呈递并增强细胞毒性反应。Lck在NK细胞毒性功能中的作用以与该酶在CART细胞中的作用类似的方式存在争议。抑制酪氨酸激酶是治疗血液系统恶性肿瘤的非常成功的方法。这些抑制剂可用于治疗其他类型的肿瘤。它们可能有助于防止细胞衰竭。新,更多的选择性抑制剂已经被证明,它们不仅在肿瘤生长方面而且在自身免疫性疾病的治疗方面都显示出有趣的活性,哮喘,和移植物vs.宿主病。药物再利用和生物信息学可以帮助解决关于Lck在癌症中的作用的几个未解决的问题。总之,Lck在免疫应答和肿瘤生长中的作用不是一个简单的事件,需要更多的研究.
    Lck, a member of the Src kinase family, is a non-receptor tyrosine kinase involved in immune cell activation, antigen recognition, tumor growth, and cytotoxic response. The enzyme has usually been linked to T lymphocyte activation upon antigen recognition. Lck activation is central to CD4, CD8, and NK activation. However, recently, it has become clearer that activating the enzyme in CD8 cells can be independent of antigen presentation and enhance the cytotoxic response. The role of Lck in NK cytotoxic function has been controversial in a similar fashion as the role of the enzyme in CAR T cells. Inhibiting tyrosine kinases has been a highly successful approach to treating hematologic malignancies. The inhibitors may be useful in treating other tumor types, and they may be useful to prevent cell exhaustion. New, more selective inhibitors have been documented, and they have shown interesting activities not only in tumor growth but in the treatment of autoimmune diseases, asthma, and graft vs. host disease. Drug repurposing and bioinformatics can aid in solving several unsolved issues about the role of Lck in cancer. In summary, the role of Lck in immune response and tumor growth is not a simple event and requires more research.
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  • 文章类型: Journal Article
    酪氨酸激酶Lck对于启动抗原性T细胞受体(TCR)下游的信号应答是强制性的。大量研究表明,有效和平衡的Lck调节和功能的先决条件是其精细编排的空间分布格局,特别是在质膜的平面上。Lck本地化网站上有丰富的知识,偏爱专门的脂质微环境和共定位伙伴。然而,关于其差异磷酸化构象异构体的空间组织以及它们与连接和非连接TCR的并置动力学的几个问题仍然难以捉摸。在这份简要报告中,我们介绍了一种基于非侵入性纳米抗体的方法,用于高精度地映射Lck亚细胞分配。我们使用这种方法的初始数据,深入了解静息T细胞中Lck的拓扑结构及其在质膜平面内严格界定的环境中的局限性。
    The tyrosine kinase Lck is mandatory for initiating signaling responses downstream the antigenic T cell receptor (TCR). Numerous studies have shown that a prerequisite for efficient and well-balanced Lck regulation and function is its finely orchestrated spatial distribution pattern, especially at the plane of the plasma membrane. There is a wealth of knowledge on Lck localization sites, preference for specialized lipid microenvironments and colocalization partners. However, several questions concerning the spatial organization of its differentially phosphorylated conformers and the dynamics of their juxtaposition in relation to ligated and non-ligated TCRs remain elusive. In this brief report we introduce a non-invasive nanobody-based approach for mapping Lck subcellular allocation with high precision. Our initial data using this methodology, provide insight into the topology of Lck in resting T cells and its confined localization in a strictly delimited environment within the plane of the plasma membrane.
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  • 文章类型: Journal Article
    蛋白激酶是必不可少的可逆分子开关,可在需要对内部和外部事件做出快速反应的细胞过程中适应和控制蛋白质功能。细菌感染可影响激酶介导的磷酸化事件,对先天免疫和适应性免疫都有影响,通过调节抗原呈递,病原体识别,细胞侵袭和吞噬作用。肺炎链球菌(Spn),人类呼吸道病原体和社区获得性肺炎的主要原因,影响几种激酶的基于磷酸化的信号,但参与这一过程的肺炎球菌介质仍然难以捉摸。在这项研究中,我们研究了肺炎球菌H2O2对人肺上皮H441细胞系蛋白激酶活性的影响,一种公认的肺泡上皮细胞模型。
    我们在感染Spn野生型(SpnWT)或SpnΔlctOΔspxB的H441肺细胞中使用PamGene微阵列芯片进行了蛋白质印迹分析,以评估肺炎球菌过氧化氢(H2O2)对整体蛋白激酶活性谱的影响。
    我们的kinome分析提供了直接证据,表明感染的H441细胞中的激酶活性谱根据肺炎球菌H2O2的水平而显着变化。感染SpnWT的H441细胞中的大量激酶被显著下调,而这不再发生在感染突变SpnΔlctOΔspxB菌株的细胞中,缺乏H2O2。特别是,我们首次描述了H2O2介导的蛋白激酶B(Akt1)的下调和通过H2O2介导的磷酸化激活淋巴细胞特异性酪氨酸蛋白激酶(Lck)。
    UNASSIGNED: Protein kinases are indispensable reversible molecular switches that adapt and control protein functions during cellular processes requiring rapid responses to internal and external events. Bacterial infections can affect kinase-mediated phosphorylation events, with consequences for both innate and adaptive immunity, through regulation of antigen presentation, pathogen recognition, cell invasiveness and phagocytosis. Streptococcus pneumoniae (Spn), a human respiratory tract pathogen and a major cause of community-acquired pneumoniae, affects phosphorylation-based signalling of several kinases, but the pneumococcal mediator(s) involved in this process remain elusive. In this study, we investigated the influence of pneumococcal H2O2 on the protein kinase activity of the human lung epithelial H441 cell line, a generally accepted model of alveolar epithelial cells.
    UNASSIGNED: We performed kinome analysis using PamGene microarray chips and protein analysis in Western blotting in H441 lung cells infected with Spn wild type (SpnWT) or with SpnΔlctOΔspxB -a deletion mutant strongly attenuated in H2O2 production- to assess the impact of pneumococcal hydrogen peroxide (H2O2) on global protein kinase activity profiles.
    UNASSIGNED: Our kinome analysis provides direct evidence that kinase activity profiles in infected H441 cells significantly vary according to the levels of pneumococcal H2O2. A large number of kinases in H441 cells infected with SpnWT are significantly downregulated, whereas this no longer occurs in cells infected with the mutant SpnΔlctOΔspxB strain, which lacks H2O2. In particular, we describe for the first time H2O2-mediated downregulation of Protein kinase B (Akt1) and activation of lymphocyte-specific tyrosine protein kinase (Lck) via H2O2-mediated phosphorylation.
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  • 文章类型: Journal Article
    背景:揭示淋巴细胞特异性蛋白酪氨酸激酶(Lck)相关基因与胰腺癌临床风险分层之间的关键联系。方法:这项研究使用根植于癌症基因组图谱数据库的方法学框架,鉴定了胰腺癌中差异表达基因(DEGs)和Lck相关基因之间的共享基因。完成了特征基因选择并构建了签名模型。具有统计学意义的临床终点,如总生存期(OS),疾病特异性生存率(DSS),定义无进展间期(PFI)。结果:在执行随机生存森林后,套索回归,和多元Cox回归模型,从272个Lck相关DEGs中选择7个性状基因以创建独立于其他临床因素并且可以预测OS和DSS的特征模型。似乎高危患者已经激活了TP53信号通路和细胞周期信号通路。LAMA3被证明是在胰腺癌中具有高表达的特征的hub基因。LAMA3表达增加的患者OS较短,DSS,与PFI相比。LAMA3的候选竞争内源性RNA网络被证明是OPI5-AS1/hsa-miR-186-5p/LAMA3轴。结论:七个Lck相关基因的特征性特征,尤其是LAMA3,已被证明是胰腺癌临床风险分层的关键因素。
    Background: Uncover the pivotal link between lymphocyte-specific protein tyrosine kinase (Lck)-related genes and clinical risk stratification in pancreatic cancer. Methods: This study identifies shared genes between differentially expressed genes (DEGs) and Lck-related genes in pancreatic cancer using a methodological framework rooted in The Cancer Genome Atlas database. Feature gene selection is accomplished and a signature model is constructed. Statistical significant clinical endpoints such as overall survival (OS), disease-specific survival (DSS), and progression-free interval (PFI) were defined. Results: After performing random survival forest, Lasso regression, and multivariate Cox regression model, 7 trait genes out of 272 Lck-associated DEGs are selected to create a signature model that is independent of other clinical factors and can predict OS and DSS. It appears that high-risk patients have activated the TP53 signaling pathway and the cell cycle signaling pathway. LAMA3 turned out to be the hub gene of the signature with high expression in pancreatic cancer. Patients with increased expression of LAMA3 had a short OS, DSS, and PFI in comparison. The candidate competing endogenous RNA network of LAMA3 turned out to be OPI5-AS1/hsa-miR-186-5p/LAMA3 axis. Conclusions: A characteristic signature of seven Lck-related genes, especially LAMA3, has been shown to be a key factor in clinical risk stratification for pancreatic cancer.
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  • 文章类型: Journal Article
    与T细胞抗原受体(TCR)结合的抗原导致CD3复合物的免疫受体基于酪氨酸的活化基序(ITAMs)的磷酸化,从而激活T细胞。CD3ε亚基通过在ITAM磷酸化之前募集激酶LCK和衔接蛋白NCK在TCR激活中起独特作用。这里,我们旨在研究单个CD3εITAM酪氨酸的磷酸化如何影响CD3ε信号体。
    我们通过用谷氨酸取代CD3εITAM中的酪氨酸残基来模拟不可逆的酪氨酸磷酸化。
    将CD3ε磷酸模拟变体整合到完整的TCR-CD3复合物中导致TCR信号转导减少,通过其他TCR-CD3ITAMs的参与部分补偿。通过使用新的CD3ε磷酸模拟嵌合抗原受体(CAR)变体,我们避免了TCR-CD3复合物中其他ITAMs的任何代偿效应.我们证明了不可逆的CD3ε磷酸化阻止了CAR接合时的信号转导。机械上,我们证明了在CD3εITAM(Y39E)的N-末端酪氨酸残基处的谷氨酸取代显著降低NCK与TCR的结合。相比之下,CD3εITAM(Y50E)的C端酪氨酸突变消除了LCK向TCR的募集,同时增加NCK绑定。C-和N-末端酪氨酸的双重突变(Y39/50E)允许ZAP70结合,但减少了与LCK和NCK的相互作用。
    数据表明,CD3εITAM酪氨酸的动态磷酸化对于CD3ε协调最佳TCR和CAR信号传导至关重要,并强调了CD3ε信号小体调节信号转导的关键作用。
    UNASSIGNED: Antigen binding to the T cell antigen receptor (TCR) leads to the phosphorylation of the immunoreceptor tyrosine-based activation motifs (ITAMs) of the CD3 complex, and thereby to T cell activation. The CD3ε subunit plays a unique role in TCR activation by recruiting the kinase LCK and the adaptor protein NCK prior to ITAM phosphorylation. Here, we aimed to investigate how phosphorylation of the individual CD3ε ITAM tyrosines impacts the CD3ε signalosome.
    UNASSIGNED: We mimicked irreversible tyrosine phosphorylation by substituting glutamic acid for the tyrosine residues in the CD3ε ITAM.
    UNASSIGNED: Integrating CD3ε phospho-mimetic variants into the complete TCR-CD3 complex resulted in reduced TCR signal transduction, which was partially compensated by the involvement of the other TCR-CD3 ITAMs. By using novel CD3ε phospho-mimetic Chimeric Antigen Receptor (CAR) variants, we avoided any compensatory effects of other ITAMs in the TCR-CD3 complex. We demonstrated that irreversible CD3ε phosphorylation prevented signal transduction upon CAR engagement. Mechanistically, we demonstrated that glutamic acid substitution at the N-terminal tyrosine residue of the CD3ε ITAM (Y39E) significantly reduces NCK binding to the TCR. In contrast, mutation at the C-terminal tyrosine of the CD3ε ITAM (Y50E) abolished LCK recruitment to the TCR, while increasing NCK binding. Double mutation at the C- and N-terminal tyrosines (Y39/50E) allowed ZAP70 to bind, but reduced the interaction with LCK and NCK.
    UNASSIGNED: The data demonstrate that the dynamic phosphorylation of the CD3ε ITAM tyrosines is essential for CD3ε to orchestrate optimal TCR and CAR signaling and highlights the key role of CD3ε signalosome to tune signal transduction.
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  • 文章类型: Journal Article
    调节性T(Treg)细胞在维持免疫稳态和预防自身免疫性疾病中不可或缺。调节性T(Treg)细胞包括胸腺来源的Treg细胞(tTreg)和外周诱导的Treg细胞(iTreg),其在TGFβ存在下从抗原刺激的CD4+初始T细胞分化。tTregs相当稳定,和更多的免疫抑制,虽然iTreg细胞不太稳定,并容易分化成炎性T细胞。因此,鉴定可以促进iTreg细胞分化的小分子是自身免疫性疾病的一个有吸引力的策略。AKT/mTOR通路的抑制促进其分化。尚未确定Lck/Fyn激酶活性的抑制(AKT/mTOR途径的上游)是否可用于促进iTreg细胞的分化。这里,我们发现Srci1是Lck/Fyn的小分子抑制剂,促进FOXP3+iTreg细胞的分化。Srci1处理导致AKT/mTOR通路关键成分磷酸化抑制,包括mTOR,P70S6K,4EBP1,并促进Foxp3及其靶基因的表达,从而促进体外iTreg细胞的分化。Srcil处理的iTreg细胞显示与tTreg细胞更相似的基因表达谱。因此,我们的研究结果表明,抑制Lck/Fyn激酶活性可以促进iTreg细胞的分化,并可能与自身免疫性疾病有关。
    Regulatory T (Treg) cells are indispensable in maintaining the immune homeostasis and preventing autoimmune diseases. Regulatory T (Treg) cells include thymus derived Treg cells (tTregs) and peripherally induced Treg cells (iTreg), which are differentiated from antigen stimulated CD4+ naïve T cells in presence of TGFβ. tTregs are quite stable, and more immune suppressive, while iTreg cells are less stable, and are prone to differentiate into inflammatory T cells. Therefore, identification of small molecules that could promote the differentiation of iTreg cells is an attractive strategy for autoimmune diseases. Inhibition of AKT/mTOR pathway promotes their differentiation. Whether inhibition of Lck/Fyn kinase activity (upstream of AKT/mTOR pathway) can be used to promote the differentiation of iTreg cells has not been determined. Here, we showed that Srci1, a small molecular inhibitor of Lck/Fyn, promoted the differentiation of FOXP3+ iTreg cells. Srci1 treatment resulted in inhibition of phosphorylation of key components of AKT/mTOR pathway, including mTOR, p70 S6K, 4EBP1, and promoted the expression of Foxp3 and its target genes, thereby promoted differentiation of in vitro iTreg cells. Srci1 treated iTreg cells showed more similar gene expression profile to that of tTreg cells. Our results thus suggest that inhibition of Lck/Fyn kinase activity can promote the differentiation of iTreg cells, and may have implication in autoimmune diseases.
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  • 文章类型: Journal Article
    CD4+T细胞活化是由五模块受体复合物驱动的。T细胞受体(TCR)是结合嵌入MHCII分子(pMHCII)内的肽抗原的复合表面的受体模块。它与三个信号模块(CD3γε,CD3δε,和CD3ζ)形成TCR-CD3复合物。CD4是共受体模块。它与CD4+T细胞外部的TCR-CD3-pMHCII组装体和Src激酶相互关联,LCK,在里面。以前,我们报道了在eutherian(胎盘哺乳动物)CD4中发现的CD4跨膜GGXXG和细胞质近膜(C/F)CVC基序具有在纯化选择下进化的组成残基(Lee等人。,2022年)。在T细胞杂交瘤中一起表达这些基序的突变体增加了CD4-LCK关联,但降低了CD3ζ,ZAP70和PLCγ1磷酸化水平,以及IL-2的生产,响应于激动剂pMHCII。因为这些突变体优先将CD4-LCK对定位到非移植物膜部分,我们的结果的一个解释是,他们通过隔离LCK远离TCR-CD3而损害了近端信号传导.另一种假设是突变直接影响信号传导,因为基序通常在信号传导中起LCK-非依赖性作用。这项研究的目的是区分这些可能性。利用T细胞杂交瘤,我们的结果表明:pMHCII特异性信号启动不需要细胞内CD4-LCK相互作用;GGXXG和(C/F)CV+C基序是CD4介导的pMHCII特异性信号扩增的关键决定因素;GGXXG和(C/F)CV+C基序独立于直接CD4-LCK关联而发挥其功能.这些数据为为什么这些基序中的残基在下颌脊椎动物中处于纯化选择中提供了机制解释。结果对于合成受体的仿生工程也很重要。
    CD4+ T cell activation is driven by five-module receptor complexes. The T cell receptor (TCR) is the receptor module that binds composite surfaces of peptide antigens embedded within MHCII molecules (pMHCII). It associates with three signaling modules (CD3γε, CD3δε, and CD3ζζ) to form TCR-CD3 complexes. CD4 is the coreceptor module. It reciprocally associates with TCR-CD3-pMHCII assemblies on the outside of a CD4+ T cells and with the Src kinase, LCK, on the inside. Previously, we reported that the CD4 transmembrane GGXXG and cytoplasmic juxtamembrane (C/F)CV+C motifs found in eutherian (placental mammal) CD4 have constituent residues that evolved under purifying selection (Lee et al., 2022). Expressing mutants of these motifs together in T cell hybridomas increased CD4-LCK association but reduced CD3ζ, ZAP70, and PLCγ1 phosphorylation levels, as well as IL-2 production, in response to agonist pMHCII. Because these mutants preferentially localized CD4-LCK pairs to non-raft membrane fractions, one explanation for our results was that they impaired proximal signaling by sequestering LCK away from TCR-CD3. An alternative hypothesis is that the mutations directly impacted signaling because the motifs normally play an LCK-independent role in signaling. The goal of this study was to discriminate between these possibilities. Using T cell hybridomas, our results indicate that: intracellular CD4-LCK interactions are not necessary for pMHCII-specific signal initiation; the GGXXG and (C/F)CV+C motifs are key determinants of CD4-mediated pMHCII-specific signal amplification; the GGXXG and (C/F)CV+C motifs exert their functions independently of direct CD4-LCK association. These data provide a mechanistic explanation for why residues within these motifs are under purifying selection in jawed vertebrates. The results are also important to consider for biomimetic engineering of synthetic receptors.
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  • 文章类型: Journal Article
    淋巴细胞特异性蛋白酪氨酸激酶(Lck)在T细胞受体介导的发育中起着至关重要的作用,函数,和T细胞的分化。鉴于其在T细胞信号传导中的实质性参与,Lck表达和功能的不规则可能导致各种疾病,包括癌症.在这项研究中,我们发现化合物12a对Lck具有显著的抑制效力,IC50值为10.6nM。此外,图12a显示了在各种结肠癌细胞系中的高功效,如范围为0.24-1.26μM的GI50值所示。值得注意的是,12a抑制Colo201细胞中Lck的磷酸化。总的来说,12a对多种癌细胞系的抗增殖作用突出了其在治疗多种癌症类型中的潜在应用。
    Lymphocyte-specific protein tyrosine kinase (Lck) plays vital roles in the T-cell receptor- mediated development, function, and differentiation of T-cells. Given its substantial involvement in T cell signaling, irregularities in the expression and functionality of Lck may lead to various diseases, including cancer. In this study, we found that compound 12a exerted significant inhibitory potency against Lck with an IC50 value of 10.6 nM. In addition, 12a demonstrated high efficacy in various colon cancer cell lines as indicated by GI50 values ranging from 0.24 to 1.26 μM. Notably, 12a inhibited the phosphorylation of Lck in Colo201 cells. Overall, the anti-proliferative effects of 12a on diverse cancer cell lines highlights its potential application for the treatment of various cancer types.
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  • 文章类型: Journal Article
    影响T细胞受体(TCR)信号的突变通常会由于不同程度的T细胞稳态和分化而导致联合免疫缺陷(CID)。这里,我们描述了由于LCK中一种新的无义突变而导致的CID的两个表亲,并研究了这种新的无义突变对TCR信号传导的影响,T细胞功能,和差异化。患者接受临床,遗传,和免疫学研究。在表达突变的LCK后,在原代细胞和LCK缺陷型T细胞系中解决了该效应。结果:两名患者主要在婴儿早期出现感染。LCK突变导致截短的LCK蛋白的表达减少,该蛋白缺乏激酶结构域的实质部分和两个关键的调节酪氨酸残基。T细胞是寡克隆的,特别是初始CD4和CD8T细胞计数减少,但包括循环滤泡辅助性T细胞在内的调节和记忆受到的影响较小。这种免疫缺陷的诊断标志是CD4的表面表达减少。尽管TCR信号传导严重受损,mTOR激活在患者T细胞中仍部分保留。用突变体LCK重建的LCK缺陷型T细胞系证实了部分保留的信号传导。尽管记忆和效应T细胞可检测到分化,他们的功能受到严重干扰。NK细胞的细胞毒性不受影响。LCK缺陷中残留的TCR信号允许减少,但可检测到T细胞分化,而T细胞功能受到严重干扰。我们的发现扩展了先前关于一名患者关于LCK在人类T细胞发育和功能中的核心作用的报道。
    Mutations affecting T-cell receptor (TCR) signaling typically cause combined immunodeficiency (CID) due to varying degrees of disturbed T-cell homeostasis and differentiation. Here, we describe two cousins with CID due to a novel nonsense mutation in LCK and investigate the effect of this novel nonsense mutation on TCR signaling, T-cell function, and differentiation. Patients underwent clinical, genetic, and immunological investigations. The effect was addressed in primary cells and LCK-deficient T-cell lines after expression of mutated LCK. RESULTS: Both patients primarily presented with infections in early infancy. The LCK mutation led to reduced expression of a truncated LCK protein lacking a substantial part of the kinase domain and two critical regulatory tyrosine residues. T cells were oligoclonal, and especially naïve CD4 and CD8 T-cell counts were reduced, but regulatory and memory including circulating follicular helper T cells were less severely affected. A diagnostic hallmark of this immunodeficiency is the reduced surface expression of CD4. Despite severely impaired TCR signaling mTOR activation was partially preserved in patients\' T cells. LCK-deficient T-cell lines reconstituted with mutant LCK corroborated partially preserved signaling. Despite detectable differentiation of memory and effector T cells, their function was severely disturbed. NK cell cytotoxicity was unaffected. Residual TCR signaling in LCK deficiency allows for reduced, but detectable T-cell differentiation, while T-cell function is severely disturbed. Our findings expand the previous report on one single patient on the central role of LCK in human T-cell development and function.
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  • 文章类型: Journal Article
    淋巴细胞特异性蛋白酪氨酸激酶(LCK)是白血病治疗的关键靶标。然而,涉及LCK的潜在脱靶相互作用可能导致意想不到的后果。这强调了在研发阶段准确预测药物分子与LCK的抑制反应的重要性。为了解决这个问题,我们引入了一种先进的集成机器学习技术,旨在估计分子和LCK之间的结合亲和力。这种综合方法包括分子指纹的生成和选择,机器学习模型的设计,超参数调整,和一个模型合奏。通过严格的优化,我们模型的预测能力得到了显著增强,将测试R2值从0.644提高到0.730,并将测试RMSE值从0.841降低到0.732。利用这些进步,我们的精炼集成模型用于筛选MCE样药物库。通过筛选,我们选择了得分最高的十个化合物,并使用ADP-Glo生物活性测定法对其进行了测试。随后,我们采用分子对接技术来进一步验证这些化合物与LCK的结合模式分析。我们的模型在识别LCK抑制剂方面的出色预测准确性不仅强调了其在预测LCK相关安全性小组预测中的有效性,而且还强调了发现新的LCK抑制剂的有效性。为了增加用户的便利性,我们还建立了一个网络服务器,和GitHub存储库共享项目。
    The lymphocyte-specific protein tyrosine kinase (LCK) is a critical target in leukemia treatment. However, potential off-target interactions involving LCK can lead to unintended consequences. This underscores the importance of accurately predicting the inhibitory reactions of drug molecules with LCK during the research and development stage. To address this, we introduce an advanced ensemble machine learning technique designed to estimate the binding affinity between molecules and LCK. This comprehensive method includes the generation and selection of molecular fingerprints, the design of the machine learning model, hyperparameter tuning, and a model ensemble. Through rigorous optimization, the predictive capabilities of our model have been significantly enhanced, raising test R2 values from 0.644 to 0.730 and reducing test RMSE values from 0.841 to 0.732. Utilizing these advancements, our refined ensemble model was employed to screen an MCE -like drug library. Through screening, we selected the top ten scoring compounds, and tested them using the ADP-Glo bioactivity assay. Subsequently, we employed molecular docking techniques to further validate the binding mode analysis of these compounds with LCK. The exceptional predictive accuracy of our model in identifying LCK inhibitors not only emphasizes its effectiveness in projecting LCK-related safety panel predictions but also in discovering new LCK inhibitors. For added user convenience, we have also established a webserver, and a GitHub repository to share the project.
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