Article

Improving severity grading of chemotherapy-induced myelosuppression in AML via data-driven and model-based deep learning

2025-12-11

Abstract excerpt

<title>Abstract</title> <p> <bold>Background</bold> Chemotherapy for acute myeloid leukemia (AML) frequently induces myelosuppression, leading to treatment delays and life-threatening complications. Current assessment methods, based on WHO grading standards, are not AML-specific and overlook individual patient dynamics. Accurate pretreatment risk prediction is essential for personalized therapy. <bold>Methods<...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 87a62db5-cab8-50ec-99f6-eab89e95d667
DOI: 10.21203/rs.3.rs-8109262/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Improving severity grading of chemotherapy-induced myelosuppression in AML via data-driven and model-based deep learningDOI 10.21203/rs.3.rs-8109262/v1Read

Putting the I in AML: Artificial Intelligence and Machine Learning in Acute Myeloid LeukemiaSemantic proximity Read

Acute myeloid leukemia: 2023 update on diagnosis, risk-stratification, and management.Semantic proximity Read

Machine Learning for Predicting Therapeutic Outcomes in Acute Myeloid Leukemia PatientsSemantic proximity Read

Unraveling the immunophenotypic landscape in acute myeloid leukemia: genotype-phenotype associations and predictive modeling of outcomeSemantic proximity Read

An Ensemble Model for Acute Myeloid Leukemia Risk Stratification Recommendations by Combining Machine Learning with Clinical GuidelinesSemantic proximity Read

Validation of the prognostic significance of the 2022 European LeukemiaNet risk stratification system in intensive chemotherapy treated aged 18 to 65 years patients with de novo acute myeloid leukemia.Semantic proximity Read

Unraveling genotype–phenotype associations and predictive modeling of outcome in acute myeloid leukemiaSemantic proximity Read

Automated Deep Learning-Based Diagnosis and Molecular Characterization of Acute Myeloid Leukemia using Flow CytometrySemantic proximity Read

Prediction of myeloid malignant cells in Fanconi anemia using machine learningSemantic proximity Read

Advances in Leukemia detection and classification: A Systematic review of AI and image processing techniquesSemantic proximity Read

A Supervised Machine Learning Model to Predict Therapy Response and Mortality at 90 days After Acute Myeloid Leukemia DiagnosisSemantic proximity Read