TY - JOUR
T1 - Quantitative modeling of the terminal differentiation of B cells and mechanisms of lymphomagenesis
AU - Martínez, María Rodríguez
AU - Corradin, Alberto
AU - Klein, Ulf
AU - Álvarez, Mariano Javier
AU - Toffolo, Gianna M.
AU - Di Camillo, Barbara
AU - Califano, Andrea
AU - Stolovitzky, Gustavo A.
PY - 2012/2/14
Y1 - 2012/2/14
N2 - Mature B-cell exit fromgerminal centers is controlled by a transcriptional regulatory module that integrates antigen and T-cell signals and, ultimately, leads to terminal differentiation into memory B cells or plasma cells. Despite a compact structure, the module dynamics are highly complex because of the presence of several feedback loops and self-regulatory interactions, and understanding its dysregulation, frequently associated with lymphomagenesis, requires robust dynamical modeling techniques. We present a quantitative kinetic model of three key gene regulators, BCL6, IRF4, and BLIMP, and use gene expression profile data from mature human B cells to determine appropriate model parameters. The model predicts the existence of two different hysteresis cycles that direct B cells through an irreversible transition toward a differentiated cellular state. By synthetically perturbing the interactions in this network, we can elucidate known mechanisms of lymphomagenesis and suggest candidate tumorigenic alterations, indicating that the model is a valuable quantitative tool to simulate B-cell exit from the germinal center under a variety of physiological and pathological conditions.
AB - Mature B-cell exit fromgerminal centers is controlled by a transcriptional regulatory module that integrates antigen and T-cell signals and, ultimately, leads to terminal differentiation into memory B cells or plasma cells. Despite a compact structure, the module dynamics are highly complex because of the presence of several feedback loops and self-regulatory interactions, and understanding its dysregulation, frequently associated with lymphomagenesis, requires robust dynamical modeling techniques. We present a quantitative kinetic model of three key gene regulators, BCL6, IRF4, and BLIMP, and use gene expression profile data from mature human B cells to determine appropriate model parameters. The model predicts the existence of two different hysteresis cycles that direct B cells through an irreversible transition toward a differentiated cellular state. By synthetically perturbing the interactions in this network, we can elucidate known mechanisms of lymphomagenesis and suggest candidate tumorigenic alterations, indicating that the model is a valuable quantitative tool to simulate B-cell exit from the germinal center under a variety of physiological and pathological conditions.
KW - B cell differentiation
KW - Gene regulatory networks
KW - Immunity
KW - Master regulators
UR - http://www.scopus.com/inward/record.url?scp=84857132752&partnerID=8YFLogxK
U2 - 10.1073/pnas.1113019109
DO - 10.1073/pnas.1113019109
M3 - Article
C2 - 22308355
AN - SCOPUS:84857132752
SN - 0027-8424
VL - 109
SP - 2672
EP - 2677
JO - Proceedings of the National Academy of Sciences of the United States of America
JF - Proceedings of the National Academy of Sciences of the United States of America
IS - 7
ER -