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iHMMune-align: hidden Markov model-based alignment and identification of germline genes in rearranged immunoglobulin gene sequences

机译:iHMMune-align:基于隐马尔可夫模型的比对和重排免疫球蛋白基因序列中种系基因的鉴定

摘要

Motivation: Immunoglobulin heavy chain (IGH) genes in mature B lymphocytes are the result of recombination of IGHV, IGHD and IGHJ germline genes, followed by somatic mutation. The correct identification of the germline genes that make up a variable VH domain is essential to our understanding of the process of antibody diversity generation as well as to clinical investigations of some leukaemias and lymphomas. Results: We have developed iHMMune-align, an alignment program that uses a hidden Markov model (HMM) to model the processes involved in human IGH gene rearrangement and maturation. The performance of iHMMune-align was compared to that of other immunoglobulin gene alignment utilities using both clonally related and randomly selected IGH sequences. This evaluation suggests that iHMMune-align provides a more accurate identification of component germline genes than other currently available IGH gene characterization programs.
机译:动机:成熟B淋巴细胞中的免疫球蛋白重链(IGH)基因是IGHV,IGHD和IGHJ种系基因重组,随后发生体细胞突变的结果。正确鉴定组成可变VH结构域的种系基因对于我们对抗体多样性产生过程的理解以及某些白血病和淋巴瘤的临床研究至关重要。结果:我们开发了iHMMune-align,这是一个比对程序,使用隐藏的马尔可夫模型(HMM)来建模与人类IGH基因重排和成熟有关的过程。使用克隆相关和随机选择的IGH序列,将iHMMune-align的性能与其他免疫球蛋白基因比对实用程序的性能进行了比较。该评估表明,iHMMune-align比其他当前可用的IGH基因表征程序可更准确地鉴定成分种系基因。

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