White Blood Cell Disorders – Cytomorphological Classification and Machine Learning Applications
Buch, Englisch, 410 Seiten, Format (B × H): 210 mm x 279 mm
ISBN: 978-3-032-42178-4
Verlag: Springer
This volume provides a comprehensive review of the morphological characteristics of leukocytes in benign and malignant disorders. Hundreds of figures from peripheral blood and bone marrow smears illustrating benign and malignant leukocyte disorders are presented, alongside an overview of machine learning models reported in the literature for the accurate morphological diagnosis of these conditions. This integrated approach supports hematologists, laboratory scientists, pathologists, and oncologists in achieving more accurate and timely diagnoses of both common and rare leukocyte disorders by combining traditional microscopic examination of blood and bone marrow smears with applications of machine learning and artificial intelligence.
Zielgruppe
Professional/practitioner
Autoren/Hrsg.
Fachgebiete
- Mathematik | Informatik EDV | Informatik Angewandte Informatik Computeranwendungen in Wissenschaft & Technologie
- Medizin | Veterinärmedizin Medizin | Public Health | Pharmazie | Zahnmedizin Klinische und Innere Medizin Hämatologie, Transfusionsmedizin
- Technische Wissenschaften Technik Allgemein Computeranwendungen in der Technik
- Medizin | Veterinärmedizin Medizin | Public Health | Pharmazie | Zahnmedizin Klinische und Innere Medizin Onkologie, Krebsforschung
- Medizin | Veterinärmedizin Medizin | Public Health | Pharmazie | Zahnmedizin Medizinische Fachgebiete Pathologie, Cytopathologie, Histopathologie
Weitere Infos & Material
Normal White Blood Cell Morphology.- Neutrophilia and Toxic Granulation.- Neutropenia and Hyposegmentation.- Lymphocytosis and Atypical Lymphocytes.- Lymphopenia and Immunodeficiency.- Monocytosis and Monoblasts.- Eosinophilia and Eosinophil Toxicity.- Basophilia and Mast Cell Disorders.- Blast Cells and Immature Precursors.- Leukemoid Reaction vs Chronic Leukemia.- WBC Morphology in Sepsis and Critical Illness.- Malignant Lymphoproliferative Disorders.- Acute Lymphoblastic Leukemia (ALL).- Acute Myeloid Leukemia (AML).- Chronic Lymphocytic Leukemia (CLL).- Chronic Myeloid Leukemia (CML).- Hairy Cell Leukemia.- Leukemic Phase of Lymphoma (e.g., Mantle Cell, Burkitt).- Plasma cell neoplasms.




