• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

通过对台湾乌龙茶高通量转录组数据进行宏基因组和宏转录组分析,从细菌中鉴定天然抗菌肽。

Identification of natural antimicrobial peptides from bacteria through metagenomic and metatranscriptomic analysis of high-throughput transcriptome data of Taiwanese oolong teas.

作者信息

Huang Kai-Yao, Chang Tzu-Hao, Jhong Jhih-Hua, Chi Yu-Hsiang, Li Wen-Chi, Chan Chien-Lung, Robert Lai K, Lee Tzong-Yi

机构信息

Department of Computer Science and Engineering, Yuan Ze University, Taoyuan City, 320, Taiwan.

Department of Medical Research, Hsinchu Mackay Memorial Hospital, Hsinchu City, 300, Taiwan.

出版信息

BMC Syst Biol. 2017 Dec 21;11(Suppl 7):131. doi: 10.1186/s12918-017-0503-4.

DOI:10.1186/s12918-017-0503-4
PMID:29322917
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC5763296/
Abstract

BACKGROUND

Anti-microbial peptides (AMPs), naturally encoded by genes and generally containing 12-100 amino acids, are crucial components of the innate immune system and can protect the host from various pathogenic bacteria and viruses. In recent years, the widespread use of antibiotics has resulted in the rapid growth of antibiotic-resistant microorganisms that often induce critical infection and pathogenesis. Recently, the advent of high-throughput technologies has led molecular biology into a data surge in both the amount and scope of data. For instance, next-generation sequencing technology has been applied to generate large-scale sequencing reads from foods, water, soil, air, and specimens to identify microbiota and their functions based on metagenomics and metatranscriptomics, respectively. In addition, oolong tea is partially fermented and is the most widely produced tea in Taiwan. Many studies have shown the benefits of oolong tea in inhibiting obesity, reducing dental plaque deposition, antagonizing allergic immune responses, and alleviating the effects of aging. However, the microbes and their functions present in oolong tea remain unknown.

RESULTS

To understand the relationship between Taiwanese oolong teas and bacterial communities, we designed a novel bioinformatics scheme to identify AMPs and their functional types based on metagenomics and metatranscriptomic analysis of high-throughput transcriptome data. Four types of oolong teas (Dayuling tea, Alishan tea, Jinxuan tea, and Oriental Beauty tea) were subjected to 16S ribosomal DNA and total RNA extraction and sequencing. Metagenomics analysis results revealed that Oriental Beauty tea exhibited greater bacterial diversity than other teas. The most common bacterial families across all tea types were Bacteroidaceae (21.7%), Veillonellaceae (22%), and Fusobacteriaceae (12.3%). Metatranscriptomics analysis results revealed that the dominant bacteria species across all tea types were Escherichia coli, Bacillus subtilis, and Chryseobacterium sp. StRB126, which were subjected to further functional analysis. A total of 8194 (6.5%), 26,220 (6.1%), 5703 (5.8%), and 106,183 (7.8%) reads could be mapped to AMPs.

CONCLUSION

We found that the distribution of anti-gram-positive and anti-gram-negative AMPs is highly correlated with the distribution of gram-positive and gram-negative bacteria in Taiwanese oolong tea samples.

摘要

背景

抗菌肽(AMPs)由基因天然编码,通常含有12 - 100个氨基酸,是先天免疫系统的关键组成部分,可保护宿主免受各种病原菌和病毒的侵害。近年来,抗生素的广泛使用导致了抗生素耐药微生物的迅速增长,这些微生物常常引发严重感染和发病机制。最近,高通量技术的出现使分子生物学在数据量和数据范围上都进入了一个数据激增的阶段。例如,下一代测序技术已被应用于从食物、水、土壤、空气和标本中生成大规模测序读数,分别基于宏基因组学和宏转录组学来鉴定微生物群及其功能。此外,乌龙茶是半发酵茶,是台湾产量最高的茶叶。许多研究表明乌龙茶在抑制肥胖、减少牙菌斑沉积、拮抗过敏免疫反应和缓解衰老影响方面具有益处。然而,乌龙茶中存在的微生物及其功能仍然未知。

结果

为了了解台湾乌龙茶与细菌群落之间的关系,我们设计了一种新颖的生物信息学方案,基于高通量转录组数据的宏基因组学和宏转录组学分析来鉴定抗菌肽及其功能类型。对四种乌龙茶(大禹岭茶、阿里山茶、金萱茶和东方美人茶)进行了16S核糖体DNA和总RNA提取及测序。宏基因组学分析结果显示,东方美人茶的细菌多样性高于其他茶叶。所有茶类中最常见的细菌科是拟杆菌科(21.7%)、韦荣球菌科(22%)和梭杆菌科(12.3%)。宏转录组学分析结果显示,所有茶类中的优势细菌种类是大肠杆菌、枯草芽孢杆菌和金黄杆菌属StRB126,并对其进行了进一步的功能分析。共有8194条(6.5%)、26220条(6.1%)、5703条(5.8%)和106183条(7.8%)读数可映射到抗菌肽。

结论

我们发现台湾乌龙茶样品中抗革兰氏阳性和抗革兰氏阴性抗菌肽的分布与革兰氏阳性和革兰氏阴性细菌的分布高度相关。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1e47/5763296/2d219d2eca46/12918_2017_503_Fig9_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1e47/5763296/69786f6c96f0/12918_2017_503_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1e47/5763296/0728eb6a29d0/12918_2017_503_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1e47/5763296/12b19c488b62/12918_2017_503_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1e47/5763296/741e18d017e2/12918_2017_503_Fig8_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1e47/5763296/2d219d2eca46/12918_2017_503_Fig9_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1e47/5763296/69786f6c96f0/12918_2017_503_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1e47/5763296/0728eb6a29d0/12918_2017_503_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1e47/5763296/12b19c488b62/12918_2017_503_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1e47/5763296/741e18d017e2/12918_2017_503_Fig8_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1e47/5763296/2d219d2eca46/12918_2017_503_Fig9_HTML.jpg

相似文献

1
Identification of natural antimicrobial peptides from bacteria through metagenomic and metatranscriptomic analysis of high-throughput transcriptome data of Taiwanese oolong teas.通过对台湾乌龙茶高通量转录组数据进行宏基因组和宏转录组分析,从细菌中鉴定天然抗菌肽。
BMC Syst Biol. 2017 Dec 21;11(Suppl 7):131. doi: 10.1186/s12918-017-0503-4.
2
dbAMP: an integrated resource for exploring antimicrobial peptides with functional activities and physicochemical properties on transcriptome and proteome data.dbAMP:一个整合的资源,用于在转录组和蛋白质组数据上探索具有功能活性和理化性质的抗菌肽。
Nucleic Acids Res. 2019 Jan 8;47(D1):D285-D297. doi: 10.1093/nar/gky1030.
3
Salivary Microbiota Shifts under Sustained Consumption of Oolong Tea in Healthy Adults.乌龙茶持续摄入对健康成年人唾液微生物群的影响。
Nutrients. 2020 Mar 31;12(4):966. doi: 10.3390/nu12040966.
4
Comparative metagenomic and metatranscriptomic analyses reveal the breed effect on the rumen microbiome and its associations with feed efficiency in beef cattle.比较宏基因组学和宏转录组学分析揭示了品种对瘤胃微生物组的影响及其与肉牛饲料效率的关系。
Microbiome. 2019 Jan 14;7(1):6. doi: 10.1186/s40168-019-0618-5.
5
Species classifier choice is a key consideration when analysing low-complexity food microbiome data.在分析低复杂度食品微生物组数据时,物种分类器的选择是一个关键考虑因素。
Microbiome. 2018 Mar 20;6(1):50. doi: 10.1186/s40168-018-0437-0.
6
Microbial resolution of whole genome shotgun and 16S amplicon metagenomic sequencing using publicly available NEON data.使用公开的 NEON 数据对全基因组鸟枪法和 16S 扩增子宏基因组测序进行微生物解析。
PLoS One. 2020 Feb 13;15(2):e0228899. doi: 10.1371/journal.pone.0228899. eCollection 2020.
7
Application of high-throughput pyrosequencing in the analysis of microbiota of food commodities procured from small and large retail outlets in a U.S. metropolitan area - A pilot study.高通量焦磷酸测序在美国大都市地区大小零售商店采购的食品商品中微生物群落分析的应用 - 一项初步研究。
Food Res Int. 2018 Mar;105:29-40. doi: 10.1016/j.foodres.2017.10.057. Epub 2017 Oct 31.
8
The Microbiome and Metabolites in Fermented Pu-erh Tea as Revealed by High-Throughput Sequencing and Quantitative Multiplex Metabolite Analysis.高通量测序和定量多重代谢物分析揭示的发酵普洱茶中的微生物群和代谢物
PLoS One. 2016 Jun 23;11(6):e0157847. doi: 10.1371/journal.pone.0157847. eCollection 2016.
9
DNA extraction for streamlined metagenomics of diverse environmental samples.用于各种环境样本简化宏基因组学的DNA提取。
Biotechniques. 2017 Jun 1;62(6):290-293. doi: 10.2144/000114559.
10
A fast and robust protocol for metataxonomic analysis using RNAseq data.一种使用 RNAseq 数据进行宏分类组分析的快速而稳健的方法。
Microbiome. 2017 Jan 19;5(1):7. doi: 10.1186/s40168-016-0219-5.

引用本文的文献

1
An ensemble deep learning model for predicting minimum inhibitory concentrations of antimicrobial peptides against pathogenic bacteria.一种用于预测抗菌肽对病原菌最低抑菌浓度的集成深度学习模型。
iScience. 2024 Aug 13;27(9):110718. doi: 10.1016/j.isci.2024.110718. eCollection 2024 Sep 20.
2
Discovery of antimicrobial peptides in the global microbiome with machine learning.利用机器学习在全球微生物组中发现抗菌肽。
Cell. 2024 Jul 11;187(14):3761-3778.e16. doi: 10.1016/j.cell.2024.05.013. Epub 2024 Jun 5.
3
Perspectives in Searching Antimicrobial Peptides (AMPs) Produced by the Microbiota.

本文引用的文献

1
Green tea polyphenol epigallocatechin-3-gallate improves epithelial barrier function by inducing the production of antimicrobial peptide pBD-1 and pBD-2 in monolayers of porcine intestinal epithelial IPEC-J2 cells.绿茶多酚表没食子儿茶素没食子酸酯通过诱导猪肠上皮细胞 IPEC-J2 单层中抗菌肽 pBD-1 和 pBD-2 的产生来改善上皮屏障功能。
Mol Nutr Food Res. 2016 May;60(5):1048-58. doi: 10.1002/mnfr.201500992. Epub 2016 Apr 4.
2
MG-RAST, a Metagenomics Service for Analysis of Microbial Community Structure and Function.MG-RAST,一种用于分析微生物群落结构和功能的宏基因组学服务。
Methods Mol Biol. 2016;1399:207-33. doi: 10.1007/978-1-4939-3369-3_13.
3
探寻微生物群产生的抗菌肽(AMPs)的新视角。
Microb Ecol. 2023 Dec 1;87(1):8. doi: 10.1007/s00248-023-02313-8.
4
Screening and Functional Analyses of Novel Cecropins from Insect Transcriptome.昆虫转录组中新抗菌肽的筛选与功能分析
Insects. 2023 Sep 29;14(10):794. doi: 10.3390/insects14100794.
5
Computational exploration of the global microbiome for antibiotic discovery.用于抗生素发现的全球微生物组的计算探索。
bioRxiv. 2023 Sep 11:2023.08.31.555663. doi: 10.1101/2023.08.31.555663.
6
Interaction and Application of Molds and Yeasts in Chinese Fermented Foods.霉菌和酵母菌在中国发酵食品中的相互作用及应用
Front Microbiol. 2022 Apr 8;12:664850. doi: 10.3389/fmicb.2021.664850. eCollection 2021.
7
Characterization and Identification of Natural Antimicrobial Peptides on Different Organisms.不同生物体中天然抗菌肽的特性与鉴定。
Int J Mol Sci. 2020 Feb 2;21(3):986. doi: 10.3390/ijms21030986.
8
Brevibacillus laterosporus strains BGSP7, BGSP9 and BGSP11 isolated from silage produce broad spectrum multi-antimicrobials.从青贮中分离出的短芽孢杆菌 BGSP7、BGSP9 和 BGSP11 菌株产生广谱多抗菌物质。
PLoS One. 2019 May 10;14(5):e0216773. doi: 10.1371/journal.pone.0216773. eCollection 2019.
9
dbAMP: an integrated resource for exploring antimicrobial peptides with functional activities and physicochemical properties on transcriptome and proteome data.dbAMP:一个整合的资源,用于在转录组和蛋白质组数据上探索具有功能活性和理化性质的抗菌肽。
Nucleic Acids Res. 2019 Jan 8;47(D1):D285-D297. doi: 10.1093/nar/gky1030.
10
A bioinformatics potpourri.生物信息学大杂烩。
BMC Genomics. 2018 Jan 19;19(Suppl 1):920. doi: 10.1186/s12864-017-4326-x.
APD3: the antimicrobial peptide database as a tool for research and education.
APD3:作为研究与教育工具的抗菌肽数据库
Nucleic Acids Res. 2016 Jan 4;44(D1):D1087-93. doi: 10.1093/nar/gkv1278. Epub 2015 Nov 23.
4
CAMPR3: a database on sequences, structures and signatures of antimicrobial peptides.CAMPR3:一个关于抗菌肽序列、结构和特征的数据库。
Nucleic Acids Res. 2016 Jan 4;44(D1):D1094-7. doi: 10.1093/nar/gkv1051. Epub 2015 Oct 13.
5
A large-scale structural classification of antimicrobial peptides.抗菌肽的大规模结构分类。
Biomed Res Int. 2015;2015:475062. doi: 10.1155/2015/475062. Epub 2015 Apr 27.
6
Gut microbiota are related to Parkinson's disease and clinical phenotype.肠道微生物群与帕金森病及临床表型相关。
Mov Disord. 2015 Mar;30(3):350-8. doi: 10.1002/mds.26069. Epub 2014 Dec 5.
7
A phylogenomic view of ecological specialization in the Lachnospiraceae, a family of digestive tract-associated bacteria.毛螺菌科(一类与消化道相关的细菌)生态特化的系统基因组学视角。
Genome Biol Evol. 2014 Mar;6(3):703-13. doi: 10.1093/gbe/evu050.
8
UPARSE: highly accurate OTU sequences from microbial amplicon reads.UPARSE:从微生物扩增子读取中获得高度准确的 OTU 序列。
Nat Methods. 2013 Oct;10(10):996-8. doi: 10.1038/nmeth.2604. Epub 2013 Aug 18.
9
De novo transcript sequence reconstruction from RNA-seq using the Trinity platform for reference generation and analysis.利用 Trinity 平台从 RNA-seq 进行从头转录序列重建,用于参考生成和分析。
Nat Protoc. 2013 Aug;8(8):1494-512. doi: 10.1038/nprot.2013.084. Epub 2013 Jul 11.
10
LAMP: A Database Linking Antimicrobial Peptides.LAMP:一个连接抗菌肽的数据库。
PLoS One. 2013 Jun 18;8(6):e66557. doi: 10.1371/journal.pone.0066557. Print 2013.