peptide prediction

肽预测
  • 文章类型: Journal Article
    生物活性肽疗法一直是一个长期的研究课题。值得注意的是,抗菌肽(AMP)的治疗潜力已被广泛研究。同时,对注释其他治疗肽的需求,如抗病毒肽(AVPs)和抗癌肽(ACP),近年来也有所增加。然而,我们认为,肽链的结构和氨基酸之间的内在信息在现有的方案中没有得到充分的研究。因此,我们开发了一个新的图形深度学习模型,即TP-LMMSG,它提供了轻量级和易于部署的优势,同时以可概括的方式提高了注释性能。结果表明,我们的模型可以准确地预测不同肽的性质。该模型超越了AMP上其他最先进的模型,跨多个实验验证数据集的AVP和ACP预测。此外,TP-LMMSG还解决了图神经网络框架中耗时的预处理的挑战。凭借其在整合异质肽特征方面的灵活性,我们的模型可以为筛选和发现治疗性肽提供实质性的影响.源代码可在https://github.com/NanjunChen37/TP_LMMSG获得。
    Bioactive peptide therapeutics has been a long-standing research topic. Notably, the antimicrobial peptides (AMPs) have been extensively studied for its therapeutic potential. Meanwhile, the demand for annotating other therapeutic peptides, such as antiviral peptides (AVPs) and anticancer peptides (ACPs), also witnessed an increase in recent years. However, we conceive that the structure of peptide chains and the intrinsic information between the amino acids is not fully investigated among the existing protocols. Therefore, we develop a new graph deep learning model, namely TP-LMMSG, which offers lightweight and easy-to-deploy advantages while improving the annotation performance in a generalizable manner. The results indicate that our model can accurately predict the properties of different peptides. The model surpasses the other state-of-the-art models on AMP, AVP and ACP prediction across multiple experimental validated datasets. Moreover, TP-LMMSG also addresses the challenges of time-consuming pre-processing in graph neural network frameworks. With its flexibility in integrating heterogeneous peptide features, our model can provide substantial impacts on the screening and discovery of therapeutic peptides. The source code is available at https://github.com/NanjunChen37/TP_LMMSG.
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  • 文章类型: Historical Article
    抗菌肽数据库(APD)已经为抗菌肽领域服务了18年。因为它广泛用于研究和教育,本文记录了数据库里程碑和关键事件,这些事件已将其转换为当前形式。对2010年和2020年之间的APD肽统计进行了比较,验证了迄今为止的主要数据库发现。我们还描述了从肽条目到搜索功能的新添加。值得注意的是,APD还含有来自宿主微生物群的抗菌肽,这对塑造免疫系统很重要,可能与各种人类疾病有关。最后,该数据库已被重新编程为内布拉斯加州大学医学中心的网络品牌和最新的安全合规性。重新编程的APD可以在https://aps访问。unmc.edu.
    The antimicrobial peptide database (APD) has served the antimicrobial peptide field for 18 years. Because it is widely used in research and education, this article documents database milestones and key events that have transformed it into the current form. A comparison is made for the APD peptide statistics between 2010 and 2020, validating the major database findings to date. We also describe new additions ranging from peptide entries to search functions. Of note, the APD also contains antimicrobial peptides from host microbiota, which are important in shaping immune systems and could be linked to a variety of human diseases. Finally, the database has been re-programmed to the web branding and latest security compliance of the University of Nebraska Medical Center. The reprogrammed APD can be accessed at https://aps.unmc.edu.
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  • 文章类型: Journal Article
    尽管突变的HLA配体被认为是理想的癌症特异性免疫疗法靶标,在肝细胞癌(HCC)中缺乏其表现的证据。采用独特的多组学方法,包括新表位鉴定管道,我们评估了在HCCs中天然呈现为HLAI类配体的外显子组衍生突变.
    深入的多组学分析包括全外显子组和转录组测序,以定义新表位候选物的个体患者特异性搜索空间。通过整合蛋白质组和HLA配体谱分析数据的计算机流水线研究了突变的HLA配体的自然呈递的证据。
    该方法已在来自恶性黑色素瘤的最新数据集中成功验证,尽管存在体细胞突变的多组学证据,突变的天然呈递的HLA配体在HCC中仍然难以捉摸。对大量癌症数据集的分析证实了HCC和恶性黑色素瘤中肿瘤突变负担的基本差异,在只有很少突变的恶性肿瘤中,外显子组衍生的突变与预期的新表位池相关的观点提出了挑战。
    这项研究表明,外显子组衍生的突变HLA配体似乎很少出现在HCC中,尤其是由于与其他恶性肿瘤如恶性黑素瘤相比的低突变负担。因此,我们的结果需要扩大个性化免疫疗法的目标范围,超越突变的新表位的有限范围。特别是对于具有相似或较低突变负担的恶性肿瘤。
    Although mutated HLA ligands are considered ideal cancer-specific immunotherapy targets, evidence for their presentation is lacking in hepatocellular carcinomas (HCCs). Employing a unique multi-omics approach comprising a neoepitope identification pipeline, we assessed exome-derived mutations naturally presented as HLA class I ligands in HCCs.
    In-depth multi-omics analyses included whole exome and transcriptome sequencing to define individual patient-specific search spaces of neoepitope candidates. Evidence for the natural presentation of mutated HLA ligands was investigated through an in silico pipeline integrating proteome and HLA ligandome profiling data.
    The approach was successfully validated in a state-of-the-art dataset from malignant melanoma, and despite multi-omics evidence for somatic mutations, mutated naturally presented HLA ligands remained elusive in HCCs. An analysis of extensive cancer datasets confirmed fundamental differences of tumor mutational burden in HCC and malignant melanoma, challenging the notion that exome-derived mutations contribute relevantly to the expectable neoepitope pool in malignancies with only few mutations.
    This study suggests that exome-derived mutated HLA ligands appear to be rarely presented in HCCs, inter alia resulting from a low mutational burden as compared to other malignancies such as malignant melanoma. Our results therefore demand widening the target scope for personalized immunotherapy beyond this limited range of mutated neoepitopes, particularly for malignancies with similar or lower mutational burden.
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  • 文章类型: Journal Article
    Thrombosis represents a major cause of morbidity and mortality around the world. Peptides isolated from natural sources have been proven to have anticoagulant and antithrombotic properties. VITPOR AI, a 16-mer peptide, isolated from Porphyra yezoensis was reported to have anticoagulant property. In this study, the coagulation factor XIIa activity in the presence of VITPOR AI was determined. Molecular modelling was performed to investigate the interaction between peptide and FXIIa. The structure of the peptide was predicted using PEP-FOLD3 server and simulated by molecular dynamics (MD) using GROMACS package. Molecular docking was carried out using peptide-protein docking software, pepATTRACT and its stability was confirmed by MD simulations. The chromogenic substrate assay revealed that the peptide inhibited the amidolytic activity of FXIIa with IC50 of 70.24 μM. The docking result showed peptide interactions through hydrogen bonds with Pro 96, Tyr 99, Glu 146, Gly 193 and Ser 195 of FXIIa. The MD simulation demonstrated that the peptide\'s binding with the FXIIa was stable as it did not move away from its binding region throughout the simulation period of 100 ns Moreover, MM/PBSA analysis also indicated a stable binding between the protein and peptide. These results suggest that the inhibition of the FXIIa activity might be due to binding of the peptide to oxyanion hole of the catalytic site. Thus, VITPOR AI could be explored as a potent anticoagulant which inhibits only intrinsic pathway of coagulation cascade but does not affect the extrinsic pathway.
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  • 文章类型: Journal Article
    The bed bug Cimex lectularius is a globally distributed human ectoparasite with fascinating biology. It has recently acquired resistance against a broad range of insecticides, causing a worldwide increase in bed bug infestations. The recent annotation of the bed bug genome revealed a full complement of neuropeptide and neuropeptide receptor genes in this species. With regard to the biology of C. lectularius, neuropeptide signaling is especially interesting because it regulates feeding, diuresis, digestion, as well as reproduction and also provides potential new targets for chemical control. To identify which neuropeptides are translated from the genome-predicted genes, we performed a comprehensive peptidomic analysis of the central nervous system of the bed bug. We identified in total 144 different peptides from 29 precursors, of which at least 67 likely present bioactive mature neuropeptides. C. lectularius corazonin and myosuppressin are unique and deviate considerably from the canonical insect consensus sequences. Several identified neuropeptides likely act as hormones, as evidenced by the occurrence of respective mass signals and immunoreactivity in neurohemal structures. Our data provide the most comprehensive peptidome of a Heteropteran species so far and in comparison suggest that a hematophageous life style does not require qualitative adaptations of the insect peptidome.
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