Integrating AI and ML in Myelodysplastic Syndrome Diagnosis: State-of-the-Art and Future Prospects
المؤلف | Elshoeibi, Amgad Mohamed |
المؤلف | Badr, Ahmed |
المؤلف | Elsayed, Basel |
المؤلف | Metwally, Omar |
المؤلف | Elshoeibi, Raghad |
المؤلف | Elhadary, Mohamed Ragab |
المؤلف | Elshoeibi, Ahmed |
المؤلف | Attya, Mohamed Amro |
المؤلف | Khadadah, Fatima |
المؤلف | Alshurafa, Awni |
المؤلف | Alhuraiji, Ahmad |
المؤلف | Yassin, Mohamed |
تاريخ الإتاحة | 2024-02-25T08:53:52Z |
تاريخ النشر | 2023-12-22 |
اسم المنشور | Cancers |
المعرّف | http://dx.doi.org/10.3390/cancers16010065 |
الاقتباس | Elshoeibi, A. M., Badr, A., Elsayed, B., Metwally, O., Elshoeibi, R., Elhadary, M. R., ... & Yassin, M. (2023). Integrating AI and ML in Myelodysplastic Syndrome Diagnosis: State-of-the-Art and Future Prospects. Cancers, 16(1), 65. |
الرقم المعياري الدولي للكتاب | 2072-6694 |
الملخص | Myelodysplastic syndrome (MDS) is composed of diverse hematological malignancies caused by dysfunctional stem cells, leading to abnormal hematopoiesis and cytopenia. Approximately 30% of MDS cases progress to acute myeloid leukemia (AML), a more aggressive disease. Early detection is crucial to intervene before MDS progresses to AML. The current diagnostic process for MDS involves analyzing peripheral blood smear (PBS), bone marrow sample (BMS), and flow cytometry (FC) data, along with clinical patient information, which is labor-intensive and time-consuming. Recent advancements in machine learning offer an opportunity for faster, automated, and accurate diagnosis of MDS. In this review, we aim to provide an overview of the current applications of AI in the diagnosis of MDS and highlight their advantages, disadvantages, and performance metrics. |
راعي المشروع | The open access publication of this article was made possible due to a generous fund from QU Health, Qatar University. |
اللغة | en |
الناشر | Multidisciplinary Digital Publishing Institute (MDPI) |
الموضوع | artificial intelligence bone marrow smears flow cytometry machine learning myelodysplastic syndrome diagnosis peripheral blood smears |
النوع | Article |
رقم العدد | 1 |
رقم المجلد | 16 |
ESSN | 2072-6694 |
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