High-throughput immune repertoire analysis with IGoR
نویسندگان
چکیده
High-throughput immune repertoire sequencing is promising to lead to new statistical diagnostic tools for medicine and biology. Successful implementations of these methods require a correct characterization, analysis, and interpretation of these data sets. We present IGoR (Inference and Generation Of Repertoires)-a comprehensive tool that takes B or T cell receptor sequence reads and quantitatively characterizes the statistics of receptor generation from both cDNA and gDNA. It probabilistically annotates sequences and its modular structure can be used to investigate models of increasing biological complexity for different organisms. For B cells, IGoR returns the hypermutation statistics, which we use to reveal co-localization of hypermutations along the sequence. We demonstrate that IGoR outperforms existing tools in accuracy and estimate the sample sizes needed for reliable repertoire characterization.
منابع مشابه
IGoR: a tool for high-throughput immune repertoire analysis
High throughput immune repertoire sequencing is promising to lead to new statistical diagnostic tools for medicine and biology. Successful implementations of these methods require a correct characterization, analysis and interpretation of these datasets. We present IGoR – a new comprehensive tool that takes B or T-cell receptors sequence reads and quantitatively characterizes the statistics of ...
متن کاملA comprehensive profiling of T- and B-lymphocyte receptor repertoires from a Chinese-origin rhesus macaque by high-throughput sequencing
Due to the close genetic background, high similarity of physiology, and susceptibility to infectious and metabolic diseases with humans, rhesus macaques have been widely used as an important animal model in biomedical research, especially in the study of vaccine development and human immune-related diseases. In recent years, high-throughput sequencing based immune repertoire sequencing (IR-SEQ)...
متن کاملBasic research and clinical application of immune repertoire sequencing
The adaptive immune system uses several strategies to generate a repertoire of Tand B-cell antigen receptors (TCR/BCR) with sufficient diversity to recognize the wide array of potential pathogens. The Immunoglobulin and TCR repertoires are a mirror of the human immune system, which reflects processes caused by infections, cancer, autoimmunity and aging. The rapid advances in sequencing technolo...
متن کاملNew algorithmic challenges of adaptive immune repertoire construction
Motivation: The analysis of antibodies and T-cell receptors (TCRs) concentrations in serum is a fundamental problem in immunoinformatics. Repertoire construction is a preliminary step of analysis of clonal lineages, understanding of immune response dynamics, population analysis of immunoglobulin and TCR loci. Emergence of MiSeq Illumina sequencing machine in 2013 opened horizons of investigatio...
متن کاملComprehensive analysis of the T-cell receptor beta chain gene in rhesus monkey by high throughput sequencing
Profiling immune repertoires by high throughput sequencing enhances our understanding of immune system complexity and immune-related diseases in humans. Previously, cloning and Sanger sequencing identified limited numbers of T cell receptor (TCR) nucleotide sequences in rhesus monkeys, thus their full immune repertoire is unknown. We applied multiplex PCR and Illumina high throughput sequencing...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره 9 شماره
صفحات -
تاریخ انتشار 2018