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Artificial intelligence to detect MYC translocation in slides of diffuse large B-cell lymphoma
- Source :
- Virchows Archiv, 479, 3, pp. 617-621, Virchows Archiv, 479, 617-621, Virchows Archiv
- Publication Year :
- 2020
- Publisher :
- Springer Science and Business Media LLC, 2020.
-
Abstract
- In patients with suspected lymphoma, the tissue biopsy provides lymphoma confirmation, classification, and prognostic factors, including genetic changes. We developed a deep learning algorithm to detect MYC rearrangement in scanned histological slides of diffuse large B-cell lymphoma. The H&E-stained slides of 287 cases from 11 hospitals were used for training and evaluation. The overall sensitivity to detect MYC rearrangement was 0.93 and the specificity 0.52, showing that prediction of MYC translocation based on morphology alone was possible in 93% of MYC-rearranged cases. This would allow a simple and fast prescreening, saving approximately 34% of genetic tests with the current algorithm. Electronic supplementary material The online version of this article (10.1007/s00428-020-02931-4) contains supplementary material, which is available to authorized users.
- Subjects :
- 0301 basic medicine
Pathology
medicine.medical_specialty
MYC
Rare cancers Radboud Institute for Molecular Life Sciences [Radboudumc 9]
Proof of Concept Study
Translocation, Genetic
Pathology and Forensic Medicine
Proto-Oncogene Proteins c-myc
03 medical and health sciences
Deep Learning
0302 clinical medicine
Predictive Value of Tests
Image Interpretation, Computer-Assisted
MYC Translocation
Biomarkers, Tumor
medicine
Humans
Genetic Predisposition to Disease
In patient
H&E
B-cell lymphoma
Molecular Biology
In Situ Hybridization, Fluorescence
Microscopy
Staining and Labeling
business.industry
Brief Report
Reproducibility of Results
Cell Biology
General Medicine
Antigens, CD20
medicine.disease
Immunohistochemistry
Women's cancers Radboud Institute for Health Sciences [Radboudumc 17]
Lymphoma
Phenotype
030104 developmental biology
DLBCL
Urological cancers Radboud Institute for Health Sciences [Radboudumc 15]
030220 oncology & carcinogenesis
Suspected lymphoma
Lymphoma, Large B-Cell, Diffuse
business
Diffuse large B-cell lymphoma
Tissue biopsy
Subjects
Details
- ISSN :
- 14322307 and 09456317
- Volume :
- 479
- Database :
- OpenAIRE
- Journal :
- Virchows Archiv
- Accession number :
- edsair.doi.dedup.....0658884898bdc886772f6f9480e7fe7c
- Full Text :
- https://doi.org/10.1007/s00428-020-02931-4