Publication: A Mathematical Description of the Bone Marrow Dynamics during CAR T-Cell Therapy in B-Cell Childhood Acute Lymphoblastic Leukemia
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Identifiers
Date
2021-06-14
Authors
Martínez-Rubio, Álvaro
Chulián, Salvador
Blázquez Goñi, Cristina
Ramírez Orellana, Manuel
Pérez Martínez, Antonio
Navarro-Zapata, Alfonso
Ferreras, Cristina
Pérez-García, Victor M.
Rosa, María
Advisors
Journal Title
Journal ISSN
Volume Title
Publisher
MDPI
Abstract
Chimeric Antigen Receptor (CAR) T-cell therapy has demonstrated high rates of response in recurrent B-cell Acute Lymphoblastic Leukemia in children and young adults. Despite this success, a fraction of patients' experience relapse after treatment. Relapse is often preceded by recovery of healthy B cells, which suggests loss or dysfunction of CAR T-cells in bone marrow. This site is harder to access, and thus is not monitored as frequently as peripheral blood. Understanding the interplay between B cells, leukemic cells, and CAR T-cells in bone marrow is paramount in ascertaining the causes of lack of response. In this paper, we put forward a mathematical model representing the interaction between constantly renewing B cells, CAR T-cells, and leukemic cells in the bone marrow. Our model accounts for the maturation dynamics of B cells and incorporates effector and memory CAR T-cells. The model provides a plausible description of the dynamics of the various cellular compartments in bone marrow after CAR T infusion. After exploration of the parameter space, we found that the dynamics of CAR T product and disease were independent of the dose injected, initial B-cell load, and leukemia burden. We also show theoretically the importance of CAR T product attributes in determining therapy outcome, and have studied a variety of possible response scenarios, including second dosage schemes. We conclude by setting out ideas for the refinement of the model.
Description
MeSH Terms
Medical Subject Headings::Anatomy::Cells::Blood Cells::Leukocytes::Leukocytes, Mononuclear::Lymphocytes::B-Lymphocytes
Medical Subject Headings::Anatomy::Hemic and Immune Systems::Immune System::Bone Marrow
Medical Subject Headings::Persons::Persons::Age Groups::Child
Medical Subject Headings::Organisms::Eukaryota::Animals::Chordata::Vertebrates::Mammals::Primates::Haplorhini::Catarrhini::Hominidae::Humans
Medical Subject Headings::Phenomena and Processes::Immune System Phenomena::Immunity::Adaptive Immunity::Immunologic Memory
Medical Subject Headings::Diseases::Hemic and Lymphatic Diseases::Lymphatic Diseases::Lymphoproliferative Disorders::Leukemia, Lymphoid::Precursor Cell Lymphoblastic Leukemia-Lymphoma::Precursor B-Cell Lymphoblastic Leukemia-Lymphoma
Medical Subject Headings::Analytical, Diagnostic and Therapeutic Techniques and Equipment::Diagnosis::Prognosis::Treatment Outcome
Medical Subject Headings::Analytical, Diagnostic and Therapeutic Techniques and Equipment::Therapeutics::Biological Therapy::Immunomodulation::Immunotherapy::Immunization::Immunization, Passive::Adoptive Transfer::Immunotherapy, Adoptive
Medical Subject Headings::Analytical, Diagnostic and Therapeutic Techniques and Equipment::Investigative Techniques::Models, Theoretical::Models, Biological
Medical Subject Headings::Analytical, Diagnostic and Therapeutic Techniques and Equipment::Investigative Techniques::Models, Theoretical
Medical Subject Headings::Anatomy::Hemic and Immune Systems::Immune System::Leukocytes::Leukocytes, Mononuclear::Lymphocytes::Lymphocyte Subsets::B-Lymphocyte Subsets
Medical Subject Headings::Anatomy::Hemic and Immune Systems::Immune System::Bone Marrow
Medical Subject Headings::Persons::Persons::Age Groups::Child
Medical Subject Headings::Organisms::Eukaryota::Animals::Chordata::Vertebrates::Mammals::Primates::Haplorhini::Catarrhini::Hominidae::Humans
Medical Subject Headings::Phenomena and Processes::Immune System Phenomena::Immunity::Adaptive Immunity::Immunologic Memory
Medical Subject Headings::Diseases::Hemic and Lymphatic Diseases::Lymphatic Diseases::Lymphoproliferative Disorders::Leukemia, Lymphoid::Precursor Cell Lymphoblastic Leukemia-Lymphoma::Precursor B-Cell Lymphoblastic Leukemia-Lymphoma
Medical Subject Headings::Analytical, Diagnostic and Therapeutic Techniques and Equipment::Diagnosis::Prognosis::Treatment Outcome
Medical Subject Headings::Analytical, Diagnostic and Therapeutic Techniques and Equipment::Therapeutics::Biological Therapy::Immunomodulation::Immunotherapy::Immunization::Immunization, Passive::Adoptive Transfer::Immunotherapy, Adoptive
Medical Subject Headings::Analytical, Diagnostic and Therapeutic Techniques and Equipment::Investigative Techniques::Models, Theoretical::Models, Biological
Medical Subject Headings::Analytical, Diagnostic and Therapeutic Techniques and Equipment::Investigative Techniques::Models, Theoretical
Medical Subject Headings::Anatomy::Hemic and Immune Systems::Immune System::Leukocytes::Leukocytes, Mononuclear::Lymphocytes::Lymphocyte Subsets::B-Lymphocyte Subsets
DeCS Terms
CIE Terms
Keywords
CAR T, Mathematical model, Acute lymphoblastic leukemia, B cell, Bone marrow, Receptores quiméricos de antígenos, Modelos teóricos, Leucemia-linfoma linfoblástico de células precursoras, Subgrupos de linfocitos B, Médula ósea, Niño
Citation
Martínez-Rubio Á, Chulián S, Blázquez Goñi C, Ramírez Orellana M, Pérez Martínez A, Navarro-Zapata A, et al. A Mathematical Description of the Bone Marrow Dynamics during CAR T-Cell Therapy in B-Cell Childhood Acute Lymphoblastic Leukemia. Int J Mol Sci. 2021 Jun 14;22(12):6371