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COSAP:比较测序分析平台。

COSAP: Comparative Sequencing Analysis Platform.

机构信息

Department of Computer Engineering, Istanbul Technical University, 34469, Istanbul, Turkey.

出版信息

BMC Bioinformatics. 2024 Mar 26;25(1):130. doi: 10.1186/s12859-024-05756-z.

Abstract

BACKGROUND

Recent improvements in sequencing technologies enabled detailed profiling of genomic features. These technologies mostly rely on short reads which are merged and compared to reference genome for variant identification. These operations should be done with computers due to the size and complexity of the data. The need for analysis software resulted in many programs for mapping, variant calling and annotation steps. Currently, most programs are either expensive enterprise software with proprietary code which makes access and verification very difficult or open-access programs that are mostly based on command-line operations without user interfaces and extensive documentation. Moreover, a high level of disagreement is observed among popular mapping and variant calling algorithms in multiple studies, which makes relying on a single algorithm unreliable. User-friendly open-source software tools that offer comparative analysis are an important need considering the growth of sequencing technologies.

RESULTS

Here, we propose Comparative Sequencing Analysis Platform (COSAP), an open-source platform that provides popular sequencing algorithms for SNV, indel, structural variant calling, copy number variation, microsatellite instability and fusion analysis and their annotations. COSAP is packed with a fully functional user-friendly web interface and a backend server which allows full independent deployment for both individual and institutional scales. COSAP is developed as a workflow management system and designed to enhance cooperation among scientists with different backgrounds. It is publicly available at https://cosap.bio and https://github.com/MBaysanLab/cosap/ . The source code of the frontend and backend services can be found at https://github.com/MBaysanLab/cosap-webapi/ and https://github.com/MBaysanLab/cosap_frontend/ respectively. All services are packed as Docker containers as well. Pipelines that combine algorithms can be customized and new algorithms can be added with minimal coding through modular structure.

CONCLUSIONS

COSAP simplifies and speeds up the process of DNA sequencing analyses providing commonly used algorithms for SNV, indel, structural variant calling, copy number variation, microsatellite instability and fusion analysis as well as their annotations. COSAP is packed with a fully functional user-friendly web interface and a backend server which allows full independent deployment for both individual and institutional scales. Standardized implementations of popular algorithms in a modular platform make comparisons much easier to assess the impact of alternative pipelines which is crucial in establishing reproducibility of sequencing analyses.

摘要

背景

最近测序技术的进步使得对基因组特征进行详细分析成为可能。这些技术主要依赖于短读长,这些短读长被合并并与参考基因组进行比较,以识别变体。由于数据的大小和复杂性,这些操作需要在计算机上进行。对分析软件的需求导致了许多用于映射、变异调用和注释步骤的程序。目前,大多数程序要么是具有专有代码的昂贵企业软件,这使得访问和验证变得非常困难,要么是基于命令行操作、没有用户界面和广泛文档的开放访问程序。此外,在多项研究中,流行的映射和变异调用算法之间存在高度不一致,这使得依赖单一算法不可靠。考虑到测序技术的发展,用户友好的开源软件工具提供比较分析是一个重要需求。

结果

在这里,我们提出了比较测序分析平台(COSAP),这是一个开源平台,提供了用于 SNV、插入缺失、结构变异调用、拷贝数变异、微卫星不稳定性和融合分析及其注释的流行测序算法。COSAP 打包了一个功能齐全的用户友好的网络界面和一个后端服务器,允许个人和机构规模的完全独立部署。COSAP 被开发为一个工作流管理系统,旨在增强具有不同背景的科学家之间的合作。它可在 https://cosap.biohttps://github.com/MBaysanLab/cosap/ 上公开获取。前端和后端服务的源代码可在 https://github.com/MBaysanLab/cosap-webapi/https://github.com/MBaysanLab/cosap_frontend/ 上找到。所有服务都打包为 Docker 容器。通过模块化结构,可以定制组合算法的管道,并通过最小的编码添加新算法。

结论

COSAP 简化并加快了 DNA 测序分析的过程,提供了用于 SNV、插入缺失、结构变异调用、拷贝数变异、微卫星不稳定性和融合分析及其注释的常用算法。COSAP 打包了一个功能齐全的用户友好的网络界面和一个后端服务器,允许个人和机构规模的完全独立部署。在模块化平台中标准化实现流行算法使得比较更容易,从而评估替代管道的影响,这对于建立测序分析的可重复性至关重要。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/08e1/10967217/197899318a52/12859_2024_5756_Fig1_HTML.jpg

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