Bioinformatic and Statistical Analysis of Adaptive Immune Repertoires. Issue 11 (November 2015)
- Record Type:
- Journal Article
- Title:
- Bioinformatic and Statistical Analysis of Adaptive Immune Repertoires. Issue 11 (November 2015)
- Main Title:
- Bioinformatic and Statistical Analysis of Adaptive Immune Repertoires
- Authors:
- Greiff, Victor
Miho, Enkelejda
Menzel, Ulrike
Reddy, Sai T. - Abstract:
- Abstract : High-throughput sequencing (HTS) of immune repertoires has enabled the quantitative analysis of adaptive immune responses and offers the potential to revolutionize research in lymphocyte biology, vaccine profiling, and monoclonal antibody engineering. Advances in sequencing technology coupled to an exponential decline in sequencing costs have fueled the recent overwhelming interest in immune repertoire sequencing. This, in turn, has sparked the development of numerous methods for bioinformatic and statistics-driven interpretation and visualization of immune repertoires. Here, we review the current literature on bioinformatic and statistical analysis of immune repertoire HTS data and discuss underlying assumptions, applicability, and scope. We further highlight important directions for future research, which could propel immune repertoire HTS to becoming a standard method for measuring adaptive immune responses. Trends: High-throughput immune repertoire sequencing is becoming a core technology for advancing basic, applied, and clinical immunology. Specialized bioinformatic and statistical methods for repertoire diversity and overlap analysis as well as for performing network and phylogenetic clustering enable the investigation of immune repertoire expansion, dynamics, architecture and evolution at an unprecedented level of detail. There is a divergence of the underlying assumptions, applicability, and scope of bioinformatic and statistical methods, thusAbstract : High-throughput sequencing (HTS) of immune repertoires has enabled the quantitative analysis of adaptive immune responses and offers the potential to revolutionize research in lymphocyte biology, vaccine profiling, and monoclonal antibody engineering. Advances in sequencing technology coupled to an exponential decline in sequencing costs have fueled the recent overwhelming interest in immune repertoire sequencing. This, in turn, has sparked the development of numerous methods for bioinformatic and statistics-driven interpretation and visualization of immune repertoires. Here, we review the current literature on bioinformatic and statistical analysis of immune repertoire HTS data and discuss underlying assumptions, applicability, and scope. We further highlight important directions for future research, which could propel immune repertoire HTS to becoming a standard method for measuring adaptive immune responses. Trends: High-throughput immune repertoire sequencing is becoming a core technology for advancing basic, applied, and clinical immunology. Specialized bioinformatic and statistical methods for repertoire diversity and overlap analysis as well as for performing network and phylogenetic clustering enable the investigation of immune repertoire expansion, dynamics, architecture and evolution at an unprecedented level of detail. There is a divergence of the underlying assumptions, applicability, and scope of bioinformatic and statistical methods, thus compromising the consistency of data analyses within and across studies that needs to (will) be addressed in the (near) future. … (more)
- Is Part Of:
- Trends in immunology. Volume 36:Issue 11(2015)
- Journal:
- Trends in immunology
- Issue:
- Volume 36:Issue 11(2015)
- Issue Display:
- Volume 36, Issue 11 (2015)
- Year:
- 2015
- Volume:
- 36
- Issue:
- 11
- Issue Sort Value:
- 2015-0036-0011-0000
- Page Start:
- 738
- Page End:
- 749
- Publication Date:
- 2015-11
- Subjects:
- Immunology -- Periodicals
571.96 - Journal URLs:
- http://www.sciencedirect.com/science/journal/14714906 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.it.2015.09.006 ↗
- Languages:
- English
- ISSNs:
- 1471-4906
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 9049.630500
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 8821.xml