Optimization of Immunoglobulin Substitution Therapy by a Stochastic Immune Response Model

Background The immune system is a complex adaptive system of cells and molecules that are interwoven in a highly organized communication network. Primary immune deficiencies are disorders in which essential parts of the immune system are absent or do not function according to plan. X-linked agammaglobulinemia is a B-lymphocyte maturation disorder in which the production of immunoglobulin is prohibited by a genetic defect. Patients have to be put on life-long immunoglobulin substitution therapy in order to prevent recurrent and persistent opportunistic infections. Methodology We formulate an immune response model in terms of stochastic differential equations and perform a systematic analysis of empirical therapy protocols that differ in the treatment frequency. The model accounts for the immunoglobulin reduction by natural degradation and by antigenic consumption, as well as for the periodic immunoglobulin replenishment that gives rise to an inhomogeneous distribution of immunoglobulin specificities in the shape space. Results are obtained from computer simulations and from analytical calculations within the framework of the Fokker-Planck formalism, which enables us to derive closed expressions for undetermined model parameters such as the infection clearance rate. Conclusions We find that the critical value of the clearance rate, below which a chronic infection develops, is strongly dependent on the strength of fluctuations in the administered immunoglobulin dose per treatment and is an increasing function of the treatment frequency. The comparative analysis of therapy protocols with regard to the treatment frequency yields quantitative predictions of therapeutic relevance, where the choice of the optimal treatment frequency reveals a conflict of competing interests: In order to diminish immunomodulatory effects and to make good economic sense, therapeutic immunoglobulin levels should be kept close to physiological levels, implying high treatment frequencies. However, clearing infections without additional medication is more reliably achieved by substitution therapies with low treatment frequencies. Our immune response model predicts that the compromise solution of immunoglobulin substitution therapy has a treatment frequency in the range from one infusion per week to one infusion per two weeks.

[1]  S. Kaveri,et al.  Immunomodulation of autoimmune and inflammatory diseases with intravenous immune globulin. , 2001, The New England journal of medicine.

[2]  C. Buckley Agammaglobulinemia, by Col. Ogden C. Bruton, MC, USA, Pediatrics, 1952;9:722-728. , 1998, Pediatrics.

[3]  Ornella Parolini,et al.  Deficient expression of a B cell cytoplasmic tyrosine kinase in human X-linked agammaglobulinemia , 1993, Cell.

[4]  E. Wayne,et al.  FLUORESCEIN TEST OF CIRCULATION TIME IN PERIPHERAL VASCULAR DISEASE , 1951, British heart journal.

[5]  A N N Gardulf Immunoglobulin treatment for primary antibody deficiencies: advantages of the subcutaneous route. , 2007, BioDrugs : clinical immunotherapeutics, biopharmaceuticals and gene therapy.

[6]  R. Goertsches,et al.  Immunoglobulins—Basic considerations , 2006, Journal of Neurology.

[7]  J. Orange,et al.  Use of intravenous immunoglobulin in human disease: a review of evidence by members of the Primary Immunodeficiency Committee of the American Academy of Allergy, Asthma and Immunology. , 2006, The Journal of allergy and clinical immunology.

[8]  H. Risken The Fokker-Planck equation : methods of solution and applications , 1985 .

[9]  J. Quinn,et al.  Subcutaneous immunoglobulin replacement therapy for primary antibody deficiency: advancements into the 21st century. , 2008, Annals of allergy, asthma & immunology : official publication of the American College of Allergy, Asthma, & Immunology.

[10]  D. Tayloe,et al.  Pediatrics , 1927, The Indian Medical Gazette.

[11]  M. Conley,et al.  IMMUNODEFICIENCY REVIEWEarly B cell defects , 2000, Clinical and experimental immunology.

[12]  M. Stangel,et al.  Basic principles of intravenous immunoglobulin (IVIg) treatment , 2006, Journal of Neurology.

[13]  S. Kaveri,et al.  Modulation of the cellular immune system by intravenous immunoglobulin. , 2008, Trends in immunology.

[14]  S. Kaveri,et al.  Inhibition of maturation and function of dendritic cells by intravenous immunoglobulin. , 2003, Blood.

[15]  T. Manser,et al.  Textbook Germinal Centers?1 , 2004, The Journal of Immunology.

[16]  S. Kaveri,et al.  Shortage of human intravenous immunoglobulin—reasons and possible solutions , 2008, Nature Clinical Practice Neurology.

[17]  Luigi D. Notarangelo,et al.  Immunological and genetic bases of new primary immunodeficiencies , 2007, Nature Reviews Immunology.

[18]  J. E. Glynn,et al.  Numerical Recipes: The Art of Scientific Computing , 1989 .

[19]  N. Liabakk,et al.  Release of cytokines, soluble cytokine receptors, and interleukin-1 receptor antagonist after intravenous immunoglobulin administration in vivo. , 1994, Blood.

[20]  D. Vetrie,et al.  The gene involved in X-linked agammaglobulinaemia is a member of the src family of protein-tyrosine kinases , 1993, Nature.

[21]  J. Kirmse Subcutaneous Administrationof Immunoglobulin , 2006, Journal of infusion nursing : the official publication of the Infusion Nurses Society.

[22]  E. Joly,et al.  Normal polyclonal immunoglobulins (‘IVIg’) inhibit microglial phagocytosis in vitro , 2000, Journal of Neuroimmunology.

[23]  M. Brčić,et al.  Effect of IgG for intravenous use on Fc receptor‐mediated phagocytosis by human monocytes , 1990, Clinical and experimental immunology.

[24]  M. Berger Principles of and Advances in Immunoglobulin Replacement Therapy for Primary Immunodeficiency , 2008, Immunology and Allergy Clinics of North America.

[25]  J. V. Van Impe,et al.  Towards a novel class of predictive microbial growth models. , 2005, International journal of food microbiology.

[26]  M. Eibl History of immunoglobulin replacement. , 2008, Immunology and allergy clinics of North America.

[27]  G. Oster,et al.  Theoretical studies of clonal selection: minimal antibody repertoire size and reliability of self-non-self discrimination. , 1979, Journal of theoretical biology.

[28]  C. Janeway Immunobiology: The Immune System in Health and Disease , 1996 .

[29]  U. Andersson,et al.  Intravenous immune globulin affects cytokine production in T lymphocytes and monocytesjmacrophages , 1996, Clinical and experimental immunology.

[30]  Mark D. Normand,et al.  The logistic (Verhulst) model for sigmoid microbial growth curves revisited , 2007 .

[31]  D. Klatzmann,et al.  Anti-CD4 activity of normal human immunoglobulin G for therapeutic use. (Intravenous immunoglobulin, IVIg). , 1994, Therapeutic immunology.

[32]  S. Kaveri,et al.  Antibodies to a conserved region of HLA class I molecules, capable of modulating CD8 T cell-mediated function, are present in pooled normal immunoglobulin for therapeutic use. , 1996, The Journal of clinical investigation.

[33]  T. Takai Fc Receptors and Their Role in Immune Regulation and Autoimmunity , 2005, Journal of Clinical Immunology.

[34]  H. Milgrom Shortage of intravenous immunoglobulin. , 1998, Annals of allergy, asthma & immunology : official publication of the American College of Allergy, Asthma, & Immunology.

[35]  Michael Meyer-Hermann,et al.  University of Birmingham Deriving a germinal center lymphocyte migration model from two-photon data , 2008 .

[36]  A. Kai,et al.  Improvement of new logistic model for bacterial growth. , 2004, Shokuhin eiseigaku zasshi. Journal of the Food Hygienic Society of Japan.

[37]  Michael Meyer-Hermann,et al.  Germinal centres seen through the mathematical eye: B-cell models on the catwalk. , 2009, Trends in immunology.

[38]  S. Kaveri,et al.  Therapeutic preparations of normal polyspecific IgG (IVIg) induce apoptosis in human lymphocytes and monocytes: a novel mechanism of action of IVIg involving the Fas apoptotic pathway. , 1998, Journal of immunology.