A single sequence MRI-based deep learning radiomics model in the diagnosis of early osteonecrosis of femoral head

Using a single sequence MRI scan, our work constructed and verified a Deep Learning-Based Radiomics Model for early ONFH diagnosis. This strategy outperformed a Deep learning technique based on Resnet18 and a model based on Radiomics. This straightforward method can offer essential diagnostic data promptly and enhance early therapy strategizing for individuals with ONFH, all while utilizing just one MRI sequence and a more standardized and objective interpretation of MRI images.

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Publication Details

Journal
Frontiers in Bioengineering and Biotechnology
Published
2024-08-30
DOI
https://doi.org/10.3389/fbioe.2024.1471692
Citations
5
Primary Topic
Bone and Joint Diseases
Type
article
Field-Weighted Citation Impact
2.39
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article

A single sequence MRI-based deep learning radiomics model in the diagnosis of early osteonecrosis of femoral head

Tariq Alkhatatbeh, Xiaohui Li, Wei Wang, Ahmad Alkhatatbeh
5 citations
Frontiers in Bioengineering and Biotechnology
Bone and Joint Diseases
2.39
article

A single sequence MRI-based deep learning radiomics model in the diagnosis of early osteonecrosis of femoral head

Tariq Alkhatatbeh, Xiaohui Li, Wei Wang, Ahmad Alkhatatbeh
article en
5 citations

Abstract

Using a single sequence MRI scan, our work constructed and verified a Deep Learning-Based Radiomics Model for early ONFH diagnosis. This strategy outperformed a Deep learning technique based on Resnet18 and a model based on Radiomics. This straightforward method can offer essential diagnostic data promptly and enhance early therapy strategizing for individuals with ONFH, all while utilizing just one MRI sequence and a more standardized and objective interpretation of MRI images.

Frontiers in Bioengineering and BiotechnologyVol. 12
Shantou University (CN), First Affiliated Hospital of Shantou University Medical College (CN), Second Affiliated Hospital of Xi'an Jiaotong University (CN)
Openalex Percentile: Top 12%
Bone and Joint Diseases
2.39
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A single sequence MRI-based deep learning radiomics model in the diagnosis of early osteonecrosis of femoral head — Tariq Alkhatatbeh, Xiaohui Li, et al. · Frontiers in Bioengineering and Biotechnology (2024) | TGRS Research Map | TGRS