• 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

使用 UMI 标记的短读长对高度同源抗体文库中的全长 Fv 进行精确分析。

Accurate profiling of full-length Fv in highly homologous antibody libraries using UMI tagged short reads.

机构信息

Biolojic Design, Ltd, Rehovot, Israel.

The Goodman Faculty of Life Sciences, Bar Ilan University, Ramat Gan, Israel.

出版信息

Nucleic Acids Res. 2023 Jun 23;51(11):e61. doi: 10.1093/nar/gkad235.

DOI:10.1093/nar/gkad235
PMID:37014016
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10287906/
Abstract

Deep parallel sequencing (NGS) is a viable tool for monitoring scFv and Fab library dynamics in many antibody engineering high-throughput screening efforts. Although very useful, the commonly used Illumina NGS platform cannot handle the entire sequence of scFv or Fab in a single read, usually focusing on specific CDRs or resorting to sequencing VH and VL variable domains separately, thus limiting its utility in comprehensive monitoring of selection dynamics. Here we present a simple and robust method for deep sequencing repertoires of full length scFv, Fab and Fv antibody sequences. This process utilizes standard molecular procedures and unique molecular identifiers (UMI) to pair separately sequenced VH and VL. We show that UMI assisted VH-VL matching allows for a comprehensive and highly accurate mapping of full length Fv clonal dynamics in large highly homologous antibody libraries, as well as identification of rare variants. In addition to its utility in synthetic antibody discovery processes, our method can be instrumental in generating large datasets for machine learning (ML) applications, which in the field of antibody engineering has been hampered by conspicuous paucity of large scale full length Fv data.

摘要

深度平行测序(NGS)是监测 scFv 和 Fab 文库动力学的一种可行工具,在许多抗体工程高通量筛选工作中都有应用。尽管非常有用,但常用的 Illumina NGS 平台无法在单个读取中处理 scFv 或 Fab 的整个序列,通常侧重于特定的 CDR 或分别测序 VH 和 VL 可变域,从而限制了其在全面监测选择动力学方面的应用。在这里,我们提出了一种用于深度测序全长 scFv、Fab 和 Fv 抗体序列的简单而强大的方法。该过程利用标准分子程序和独特的分子标识符(UMI)来分别对 VH 和 VL 进行配对。我们表明,UMI 辅助的 VH-VL 匹配允许对大型高度同源的抗体文库中的全长 Fv 克隆动力学进行全面且高度准确的映射,并且能够鉴定稀有变体。除了在合成抗体发现过程中的实用性之外,我们的方法还可以为机器学习(ML)应用生成大型数据集提供帮助,在抗体工程领域,由于缺乏大规模的全长 Fv 数据,这一直是一个明显的问题。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fdb7/10287906/17af95c2e410/gkad235fig5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fdb7/10287906/dc1a38def759/gkad235fig1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fdb7/10287906/fedf9ba924cd/gkad235fig2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fdb7/10287906/fb9e3b7c0be5/gkad235fig3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fdb7/10287906/14022571b1ba/gkad235fig4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fdb7/10287906/17af95c2e410/gkad235fig5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fdb7/10287906/dc1a38def759/gkad235fig1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fdb7/10287906/fedf9ba924cd/gkad235fig2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fdb7/10287906/fb9e3b7c0be5/gkad235fig3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fdb7/10287906/14022571b1ba/gkad235fig4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fdb7/10287906/17af95c2e410/gkad235fig5.jpg

相似文献

1
Accurate profiling of full-length Fv in highly homologous antibody libraries using UMI tagged short reads.使用 UMI 标记的短读长对高度同源抗体文库中的全长 Fv 进行精确分析。
Nucleic Acids Res. 2023 Jun 23;51(11):e61. doi: 10.1093/nar/gkad235.
2
Seq2scFv: a toolkit for the comprehensive analysis of display libraries from long-read sequencing platforms.Seq2scFv:一个用于全面分析来自长读测序平台的展示文库的工具包。
MAbs. 2024 Jan-Dec;16(1):2408344. doi: 10.1080/19420862.2024.2408344. Epub 2024 Oct 8.
3
Ligation-based assembly for constructing mouse synthetic scFv libraries by chain shuffling with in vivo-amplified VH and VL fragments.基于连接的组装方法,通过体内扩增的VH和VL片段的链改组构建小鼠合成单链抗体片段文库。
J Immunol Methods. 2014 Oct;412:53-69. doi: 10.1016/j.jim.2014.06.016. Epub 2014 Jul 8.
4
Pacific Biosciences Sequencing and IMGT/HighV-QUEST Analysis of Full-Length Single Chain Fragment Variable from an Selected Phage-Display Combinatorial Library.来自选定噬菌体展示组合文库的全长单链抗体可变区的太平洋生物科学公司测序及IMGT/HighV-QUEST分析
Front Immunol. 2017 Dec 20;8:1796. doi: 10.3389/fimmu.2017.01796. eCollection 2017.
5
Construction of an scFv library by enzymatic assembly of V(L) and V(H) genes.通过酶促连接 V(L)和 V(H)基因构建 scFv 文库。
J Immunol Methods. 2013 Oct 31;396(1-2):15-22. doi: 10.1016/j.jim.2013.07.003. Epub 2013 Jul 31.
6
Next-generation sequencing-guided identification and reconstruction of antibody CDR combinations from phage selection outputs.下一代测序指导的噬菌体选择产物中抗体 CDR 组合的鉴定和重构。
Nucleic Acids Res. 2019 May 21;47(9):e50. doi: 10.1093/nar/gkz131.
7
Reconstruction of full antibody sequences in NGS datasets and accurate V:V coupling by cluster coordinate matching of non-overlapping reads.通过非重叠读段的聚类坐标匹配在NGS数据集中重建完整抗体序列并实现准确的V:V配对。
Comput Struct Biotechnol J. 2022 May 31;20:2723-2727. doi: 10.1016/j.csbj.2022.05.054. eCollection 2022.
8
Antibody Isolation from Human Synthetic Libraries of Single-Chain Antibodies and Analysis Using NGS.使用 NGS 从人源单链抗体合成文库中分离抗体并进行分析。
Methods Mol Biol. 2023;2702:347-372. doi: 10.1007/978-1-0716-3381-6_18.
9
Next-Generation DNA Sequencing of V/V Repertoires: A Primer and Guide to Applications in Single-Domain Antibody Discovery.V/V 抗体库的新一代 DNA 测序:单域抗体发现应用的入门指南
Methods Mol Biol. 2018;1701:425-446. doi: 10.1007/978-1-4939-7447-4_24.
10
V -V interdomain dynamics observed by computer simulations and NMR.通过计算机模拟和 NMR 观察到 V-V 结构域间的动力学。
Proteins. 2020 Jul;88(7):830-839. doi: 10.1002/prot.25872. Epub 2020 Jan 14.

引用本文的文献

1
Accelerating antibody discovery and optimization with high-throughput experimentation and machine learning.通过高通量实验和机器学习加速抗体发现与优化。
J Biomed Sci. 2025 May 9;32(1):46. doi: 10.1186/s12929-025-01141-x.
2
Seq2scFv: a toolkit for the comprehensive analysis of display libraries from long-read sequencing platforms.Seq2scFv:一个用于全面分析来自长读测序平台的展示文库的工具包。
MAbs. 2024 Jan-Dec;16(1):2408344. doi: 10.1080/19420862.2024.2408344. Epub 2024 Oct 8.
3
An integrated technology for quantitative wide mutational scanning of human antibody Fab libraries.

本文引用的文献

1
Deep mutational scanning for therapeutic antibody engineering.深度突变扫描在治疗性抗体工程中的应用。
Trends Pharmacol Sci. 2022 Feb;43(2):123-135. doi: 10.1016/j.tips.2021.11.010. Epub 2021 Dec 9.
2
Observed Antibody Space: A diverse database of cleaned, annotated, and translated unpaired and paired antibody sequences.观察到的抗体空间:一个多样化的数据库,包含经过清理、注释和翻译的未配对和配对抗体序列。
Protein Sci. 2022 Jan;31(1):141-146. doi: 10.1002/pro.4205. Epub 2021 Oct 29.
3
Optimization of therapeutic antibodies by predicting antigen specificity from antibody sequence via deep learning.
一种用于定量广泛突变扫描人抗体 Fab 文库的集成技术。
Nat Commun. 2024 May 10;15(1):3974. doi: 10.1038/s41467-024-48072-z.
4
An integrated technology for quantitative wide mutational scanning of human antibody Fab libraries.一种用于人类抗体Fab文库定量广泛突变扫描的集成技术。
bioRxiv. 2024 Jan 16:2024.01.16.575852. doi: 10.1101/2024.01.16.575852.
通过深度学习从抗体序列预测抗原特异性来优化治疗性抗体。
Nat Biomed Eng. 2021 Jun;5(6):600-612. doi: 10.1038/s41551-021-00699-9. Epub 2021 Apr 15.
4
Antibody design using LSTM based deep generative model from phage display library for affinity maturation.基于 LSTM 的深度生成模型从噬菌体展示文库中设计抗体用于亲和力成熟。
Sci Rep. 2021 Mar 12;11(1):5852. doi: 10.1038/s41598-021-85274-7.
5
Benchmarking of long-read correction methods.长读长校正方法的基准测试。
NAR Genom Bioinform. 2020 May 25;2(2):lqaa037. doi: 10.1093/nargab/lqaa037. eCollection 2020 Jun.
6
High-accuracy long-read amplicon sequences using unique molecular identifiers with Nanopore or PacBio sequencing.使用独特分子标识符结合纳米孔或PacBio测序的高精度长读长扩增子序列。
Nat Methods. 2021 Feb;18(2):165-169. doi: 10.1038/s41592-020-01041-y. Epub 2021 Jan 11.
7
Deep Mutational Scanning of SARS-CoV-2 Receptor Binding Domain Reveals Constraints on Folding and ACE2 Binding.深度突变扫描 SARS-CoV-2 受体结合域揭示了折叠和 ACE2 结合的限制。
Cell. 2020 Sep 3;182(5):1295-1310.e20. doi: 10.1016/j.cell.2020.08.012. Epub 2020 Aug 11.
8
Editorial: Next-Generation Sequencing of Human Antibody Repertoires for Exploring B-cell Landscape, Antibody Discovery and Vaccine Development.社论:用于探索B细胞格局、抗体发现和疫苗开发的人类抗体库的下一代测序
Front Immunol. 2020 Jun 30;11:1344. doi: 10.3389/fimmu.2020.01344. eCollection 2020.
9
TCB2, a new anti-human interleukin-2 antibody, facilitates heterodimeric IL-2 receptor signaling and improves anti-tumor immunity.新型抗人白细胞介素-2抗体TCB2可促进异二聚体白细胞介素-2受体信号传导并增强抗肿瘤免疫力。
Oncoimmunology. 2019 Nov 4;9(1):1681869. doi: 10.1080/2162402X.2019.1681869. eCollection 2020.
10
Generating quantitative binding landscapes through fractional binding selections combined with deep sequencing and data normalization.通过分数结合选择与深度测序和数据归一化相结合生成定量结合图谱。
Nat Commun. 2020 Jan 15;11(1):297. doi: 10.1038/s41467-019-13895-8.