TY - JOUR
T1 - Dynamics of immunoglobulin sequence diversity in HIV-1 infected individuals
AU - SPARTAC Trial Investigators
AU - Trial Steering Committee (TSC)
AU - Data and Safety Monitoring Committee (DSMC)
AU - Clinical Endpoint Review Committee
AU - Hoehn, Kenneth B.
AU - Gall, Astrid
AU - Bashford-Rogers, Rachael
AU - Fidler, S. J.
AU - Kaye, S.
AU - Weber, J. N.
AU - McClure, M. O.
AU - Kellam, Paul
AU - Pybus, Oliver G.
AU - Breckenridge, A.
AU - Clayden, P.
AU - Conlon, C.
AU - Conradie, F.
AU - Kaldor, J.
AU - Maggiolo, F.
AU - Ssali, F.
AU - Cooper, D. A.
AU - Kaleebu, P.
AU - Ramjee, G.
AU - Schechter, M.
AU - Tambussi, G.
AU - Weber, J.
AU - Fidler, S.
AU - Babiker, A.
AU - Peto, T.
AU - McLaren, A.
AU - Beral, V.
AU - Chene, G.
AU - Hakim, J.
AU - Porter, K.
AU - Thomason, M.
AU - Ewings, F.
AU - Gabriel, M.
AU - Johnson, D.
AU - Thompson, K.
AU - Cursley, A.
AU - Donegan, K.
AU - Fossey, E.
AU - Kelleher, P.
AU - Lee, K.
AU - Murphy, B.
AU - Nock, D.
AU - Phillips, R.
AU - Frater, J.
AU - Ohm Laursen, L.
AU - Robinson, N.
AU - Goulder, P.
AU - Brown, H.
AU - McClure, M.
AU - Taylor, S.
N1 - Publisher Copyright:
© 2015 The Authors.
PY - 2015/7/20
Y1 - 2015/7/20
N2 - Advances in immunoglobulin (Ig) sequencing technology are leading to new perspectives on immune system dynamics. Much research in this nascent field has focused on resolving immune responses to viral infection. However, the dynamics of B-cell diversity in early HIV infection, and in response to antiretroviral therapy, are still poorly understood. Here, we investigate these dynamics through bulk Ig sequencing of samples collected over 2 years from a group of eight HIV-1 infected patients, five of whom received antiretroviral therapy during the first half of the study period. We applied previously published methods for visualizing and quantifying B-cell sequence diversity, including the Gini index, and compared their efficacy to alternative measures. While we found significantly greater clonal structure in HIVinfected patients versus healthy controls, within HIV patients, we observed no significant relationships between statistics of B-cell clonal expansion and clinical variables such as viral load and CD4+ count. Although there are many potential explanations for this,we suggest that important factors include poor sampling resolution and complex B-cell dynamics that are difficult to summarize using simple summary statistics. Importantly,we find a significant association between observed Gini indices and sequencing read depth, andwe conclude that more robust analytical methods and a closer integration of experimental and theoretical work is needed to further our understanding of B-cell repertoire diversity during viral infection.
AB - Advances in immunoglobulin (Ig) sequencing technology are leading to new perspectives on immune system dynamics. Much research in this nascent field has focused on resolving immune responses to viral infection. However, the dynamics of B-cell diversity in early HIV infection, and in response to antiretroviral therapy, are still poorly understood. Here, we investigate these dynamics through bulk Ig sequencing of samples collected over 2 years from a group of eight HIV-1 infected patients, five of whom received antiretroviral therapy during the first half of the study period. We applied previously published methods for visualizing and quantifying B-cell sequence diversity, including the Gini index, and compared their efficacy to alternative measures. While we found significantly greater clonal structure in HIVinfected patients versus healthy controls, within HIV patients, we observed no significant relationships between statistics of B-cell clonal expansion and clinical variables such as viral load and CD4+ count. Although there are many potential explanations for this,we suggest that important factors include poor sampling resolution and complex B-cell dynamics that are difficult to summarize using simple summary statistics. Importantly,we find a significant association between observed Gini indices and sequencing read depth, andwe conclude that more robust analytical methods and a closer integration of experimental and theoretical work is needed to further our understanding of B-cell repertoire diversity during viral infection.
KW - B-cell receptor
KW - Diversity
KW - Gini index
UR - http://www.scopus.com/inward/record.url?scp=85000814907&partnerID=8YFLogxK
U2 - 10.1098/rstb.2014.0241
DO - 10.1098/rstb.2014.0241
M3 - Article
C2 - 26194755
AN - SCOPUS:85000814907
SN - 0962-8436
VL - 370
JO - Philosophical transactions of the Royal Society of London. Series B, Biological sciences
JF - Philosophical transactions of the Royal Society of London. Series B, Biological sciences
IS - 1676
ER -