Automated Deep Learning-Based Diagnosis and Molecular Characterization of Acute Myeloid Leukemia using Flow Cytometry

Applied machine learning in hematopathology

(2023) Taher Dehkharghanian et al.   International Journal of Laboratory Hematology

Digital assessment of peripheral blood and bone marrow aspirate smears

(2023) Joshua E. Lewis et al.   International Journal of Laboratory Hematology

Application of Machine Learning for Cytometry Data

(2022) Zicheng Hu et al.   Frontiers in Immunology

Artificial Intelligence Enhances Diagnostic Flow Cytometry Workflow in the Detection of Minimal Residual Disease of Chronic Lymphocytic Leukemia

(2022) Mohamed E. Salama et al.   Cancers

Impact of IDH1 and IDH2 mutation detection at diagnosis and in remission in patients with AML receiving allogeneic transplantation

(2022) Marius Bill et al.   Blood Advances

Data-efficient and weakly supervised computational pathology on whole-slide images

(2021) Ming Y. Lu et al.   Nature Biomedical Engineering

De Novo Identification and Visualization of Important Cell Populations for Classic Hodgkin Lymphoma Using Flow Cytometry and Machine Learning

(2021) Paul D Simonson et al.   AMERICAN JOURNAL OF CLINICAL PATHOLOGY

FlowKit: A Python Toolkit for Integrated Manual and Automated Cytometry Analysis Workflows

(2021) Scott White et al.   Frontiers in Immunology

Hematologist‐Level Classification of Mature B‐Cell Neoplasm Using Deep Learning on Multiparameter Flow Cytometry Data

(2020) Max Zhao et al.   CYTOMETRY PART A

CD33‐Targeted Therapies: Beating the Disease or Beaten to Death?

(2020) Joseph E. Maakaron et al.   JOURNAL OF CLINICAL PHARMACOLOGY

A robust and interpretable end-to-end deep learning model for cytometry data

(2020) Zicheng Hu et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Predicting cell populations in single cell mass cytometry data

(2019) Tamim Abdelaal et al.   CYTOMETRY PART A

Mutant Isocitrate Dehydrogenase Inhibitors as Targeted Cancer Therapeutics

(2019) Danielle Golub et al.   Frontiers in Oncology

CD123 expression levels in 846 acute leukemia patients based on standardized immunophenotyping

(2018) Anne E. Bras et al.   CYTOMETRY PART B-CLINICAL CYTOMETRY

Sensitive detection of rare disease-associated cell subsets via representation learning

(2017) Eirini Arvaniti et al.   Nature Communications

Acute myeloid leukemia with inv(16)(p13.1q22), abnormal eosinophils, and absence of peripheral blood and bone marrow blasts

(2016) Zareema Mangaru et al.   AMERICAN JOURNAL OF HEMATOLOGY

Validation and Implementation of a Custom Next-Generation Sequencing Clinical Assay for Hematologic Malignancies

(2016) Michael J. Kluk et al.   JOURNAL OF MOLECULAR DIAGNOSTICS

FLOCK cluster analysis of plasma cell flow cytometry data predicts bone marrow involvement by plasma cell neoplasia

(2016) David M. Dorfman et al.   LEUKEMIA RESEARCH

Data-Driven Phenotypic Dissection of AML Reveals Progenitor-like Cells that Correlate with Prognosis

(2015) Jacob H. Levine et al.   CELL

FlowSOM: Using self-organizing maps for visualization and interpretation of cytometry data

(2015) Sofie Van Gassen et al.   CYTOMETRY PART A

DIAGNOSIS AND SUBCLASSIFICATION OF ACUTE LYMPHOBLASTIC LEUKEMIA

(2014) Sabina Chiaretti et al.   Mediterranean Journal of Hematology and Infectious Diseases

Detection of CD34, TdT, CD56, CD2, CD4, and CD14 by Flow Cytometry Is Associated With NPM1 and FLT3 Mutation Status in Cytogenetically Normal Acute Myeloid Leukemia

(2012) Bakul I. Dalal et al.   Clinical Lymphoma Myeloma & Leukemia

CD19 expression in acute leukemia is not restricted to the cytogenetically aberrant populations

(2012) Jawad Francis et al.   LEUKEMIA & LYMPHOMA

High CD33 expression levels in acute myeloid leukemia cells carrying the nucleophosmin (NPM1) mutation

(2011) M. S. De Propris et al.   HAEMATOLOGICA

Flow Cytometry Rapidly Identifies All Acute Promyelocytic Leukemias With High Specificity Independent of Underlying Cytogenetic Abnormalities

(2010) Henry Y. Dong et al.   AMERICAN JOURNAL OF CLINICAL PATHOLOGY

Flow cytometric immunophenotyping for hematologic neoplasms

(2008) F. E. Craig et al.   BLOOD

CD15 expression in human myeloid cell differentiation is regulated by sialidase activity

(2008) Samah Zeineb Gadhoum et al.   Nature Chemical Biology