دورية أكاديمية
Digital Microscopy Augmented by Artificial Intelligence to Interpret Bone Marrow Samples for Hematological Diseases
| العنوان: | Digital Microscopy Augmented by Artificial Intelligence to Interpret Bone Marrow Samples for Hematological Diseases |
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| المؤلفون: | Bermejo-Pelaez, David, Rueda Charro, Sandra, García Roa, María, Trelles-Martinez, Roberto-Oswaldo, Bobes-Fernández, Alejandro, Hidalgo Soto, Marta |
| المساهمون: | Institut Català de la Salut, Bermejo-Peláez D, Rueda Charro S Spotlab, Madrid, Spain. García Roa M, Trelles-Martínez R, Bobes-Fernández A Department of Hematology, Hospital Universitario Fundación Alcorcón, Madrid, Spain. Hidalgo Soto M Vall Hebron Institute of Oncology (VHIO), Barcelona, Spain, Vall d'Hebron Barcelona Hospital Campus |
| المصدر: | Scientia |
| بيانات النشر: | Oxford University Press |
| سنة النشر: | 2024 |
| مصطلحات موضوعية: | Microscòpia clínica, Intel·ligència artificial - Aplicacions a la medicina, Sang - Malalties - Diagnòstic, Sang - Examen, DISEASES::Hemic and Lymphatic Diseases::Hematologic Diseases, Other subheadings::Other subheadings::/diagnosis, PHENOMENA AND PROCESSES::Mathematical Concepts::Algorithms::Artificial Intelligence, ANALYTICAL, DIAGNOSTIC AND THERAPEUTIC TECHNIQUES, AND EQUIPMENT::Diagnosis::Diagnostic Techniques and Procedures::Diagnostic Imaging::Microscopy, AND EQUIPMENT::Diagnosis::Diagnostic Techniques and Procedures::Clinical Laboratory Techniques::Hematologic Tests::Bone Marrow Examination, ENFERMEDADES::enfermedades hematológicas y linfáticas::enfermedades hematológicas, Otros calificadores::Otros calificadores::/diagnóstico, FENÓMENOS Y PROCESOS::conceptos matemáticos::algoritmos::inteligencia artificial, TÉCNICAS Y EQUIPOS ANALÍTICOS, DIAGNÓSTICOS Y TERAPÉUTICOS::diagnóstico::técnicas y procedimientos diagnósticos::diagnóstico por imagen::microscopía, DIAGNÓSTICOS Y TERAPÉUTICOS::diagnóstico::técnicas y procedimientos diagnósticos::técnicas de laboratorio clínico::pruebas hematológicas::examen de la médula ósea |
| الوصف: | Artificial intelligence; Bone marrow aspirates; Digital microscopy ; Inteligencia artificial; Aspirados de médula ósea; Microscopía digital ; Intel·ligència artificial; Aspirats de medul·la òssia; Microscòpia digital ; Analysis of bone marrow aspirates (BMAs) is an essential step in the diagnosis of hematological disorders. This analysis is usually performed based on a visual examination of samples under a conventional optical microscope, which involves a labor-intensive process, limited by clinical experience and subject to high observer variability. In this work, we present a comprehensive digital microscopy system that enables BMA analysis for cell type counting and differentiation in an efficient and objective manner. This system not only provides an accessible and simple method to digitize, store, and analyze BMA samples remotely but is also supported by an Artificial Intelligence (AI) pipeline that accelerates the differential cell counting process and reduces interobserver variability. It has been designed to integrate AI algorithms with the daily clinical routine and can be used in any regular hospital workflow. ; This project has been partially funded by the European Union's Horizon 2020 research and innovation program under grant agreement No. 881062; the European Union - NextgenerationEU under the “Plan de Recuperación, Transformación y Resiliencia” of the Spanish Government, the Instituto de Salud Carlos III (ISCIII) under grants PMPTA22/00169, PMPTA22/00088, PMPTA22/00041, PMPTA22/00023, PMPTA22/00101; and the Centro para el Desarrollo Tecnológico y la Innovación (CDTI) under grant EXP 00156466 / IDI-20230066. D.B.-P. was supported by grant PTQ2020-011340/AEI/10.13039/501100011033 funded by the Spanish State Investigation Agency. R.G.-V. holds a Formación de Profesorado Universitario (FPU19/04933) grant from the Ministry of Science, Innovation and Universities of Spain Government. A.R.-G. holds the FEHH 2021 research grant from the Spanish Society of Haematology. L.L. was supported by a predoctoral ... |
| نوع الوثيقة: | article in journal/newspaper |
| وصف الملف: | application/pdf |
| اللغة: | English |
| تدمد: | 1435-8115 |
| العلاقة: | Microscopy and Microanalysis;30(1); https://doi.org/10.1093/micmic/ozad143Test; info:eu-repo/grantAgreement/EC/H2020/881062; Bermejo-Peláez D, Rueda Charro S, García Roa M, Trelles-Martínez R, Bobes-Fernández A, Hidalgo Soto M, et al. Digital Microscopy Augmented by Artificial Intelligence to Interpret Bone Marrow Samples for Hematological Diseases. Microsc Microanal. 2024 Feb;30(1):151–159.; https://hdl.handle.net/11351/11174Test; 001154636300001 |
| DOI: | 10.1093/micmic/ozad143 |
| الإتاحة: | https://doi.org/10.1093/micmic/ozad143Test https://hdl.handle.net/11351/11174Test |
| حقوق: | Attribution-NonCommercial 4.0 International ; http://creativecommons.org/licenses/by-nc/4.0Test/ ; info:eu-repo/semantics/openAccess |
| رقم الانضمام: | edsbas.7C8288D5 |
| قاعدة البيانات: | BASE |
Full Text Finder | تدمد: | 14358115 |
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| DOI: | 10.1093/micmic/ozad143 |