TY - JOUR
T1 - Model-driven experimentation
T2 - A new approach to understand mechanisms of tertiary lymphoid tissue formation, function, and therapeutic resolution
AU - Butler, James A.
AU - Cosgrove, Jason
AU - Alden, Kieran
AU - Timmis, Jon
AU - Coles, Mark Christopher
N1 - Publisher Copyright:
© 2017 Butler, Cosgrove, Alden, Timmis and Coles.
PY - 2017/4/4
Y1 - 2017/4/4
N2 - The molecular and cellular processes driving the formation of secondary lymphoid tissues have been extensively studied using a combination of mouse knockouts, lineage-specific reporter mice, gene expression analysis, immunohistochemistry, and flow cytometry. However, the mechanisms driving the formation and function of tertiary lymphoid tissue (TLT) experimental techniques have proven to be more enigmatic and controversial due to differences between experimental models and human disease pathology. Systems-based approaches including data-driven biological network analysis (gene interaction network, metabolic pathway network, cell-cell signaling, and cascade networks) and mechanistic modeling afford a novel perspective from which to understand TLT formation and identify mechanisms that may lead to the resolution of tissue pathology. In this perspective, we make the case for applying model-driven experimentation using two case studies, which combined simulations with experiments to identify mechanisms driving lymphoid tissue formation and function, and then discuss potential applications of this experimental paradigm to identify novel therapeutic targets for TLT pathology.
AB - The molecular and cellular processes driving the formation of secondary lymphoid tissues have been extensively studied using a combination of mouse knockouts, lineage-specific reporter mice, gene expression analysis, immunohistochemistry, and flow cytometry. However, the mechanisms driving the formation and function of tertiary lymphoid tissue (TLT) experimental techniques have proven to be more enigmatic and controversial due to differences between experimental models and human disease pathology. Systems-based approaches including data-driven biological network analysis (gene interaction network, metabolic pathway network, cell-cell signaling, and cascade networks) and mechanistic modeling afford a novel perspective from which to understand TLT formation and identify mechanisms that may lead to the resolution of tissue pathology. In this perspective, we make the case for applying model-driven experimentation using two case studies, which combined simulations with experiments to identify mechanisms driving lymphoid tissue formation and function, and then discuss potential applications of this experimental paradigm to identify novel therapeutic targets for TLT pathology.
KW - Mechanistic modelling
KW - Model-driven experimentation
KW - Multi-scale modeling
KW - Systems immunology
KW - Tertiary lymphoid tissue
UR - http://www.scopus.com/inward/record.url?scp=85018369181&partnerID=8YFLogxK
U2 - 10.3389/fimmu.2016.00658
DO - 10.3389/fimmu.2016.00658
M3 - Article
C2 - 28421068
AN - SCOPUS:85018369181
SN - 1664-3224
VL - 7
JO - Frontiers in Immunology
JF - Frontiers in Immunology
IS - APR
M1 - 658
ER -