Radiomics Analysis of Ultrasound Images of Peripheral Nerves in Young Patients with Type 1 Diabetes Mellitus in Comparison with Healthy Controls
Background. Early diagnosis of diabetic polyneuropathy in childhood is an urgent healthcare problem. Radiomics analysis of ultrasound images is a promising diagnostic tool for assessing the morphological structure of peripheral nerves in type 1 diabetes mellitus (T1DM).Objective: to evaluate the pos...
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| Format: | Article |
| Language: | English |
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Luchevaya Diagnostika, LLC
2025-02-01
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| Series: | Вестник рентгенологии и радиологии |
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| Online Access: | https://www.russianradiology.ru/jour/article/view/896 |
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| author | Svetlana V. Fomina, Iuliia G. Samoilova, Maksim O. Pleshkov, Dmitry А. Kudlay Еvgeniy А. Voronin, Dmitriy A. Kachanov, Ivan V. Tolmachev, Marina V. Koshmeleva, Ekaterina I. Trifonova, |
| author_facet | Svetlana V. Fomina, Iuliia G. Samoilova, Maksim O. Pleshkov, Dmitry А. Kudlay Еvgeniy А. Voronin, Dmitriy A. Kachanov, Ivan V. Tolmachev, Marina V. Koshmeleva, Ekaterina I. Trifonova, |
| author_sort | Svetlana V. Fomina, |
| collection | DOAJ |
| description | Background. Early diagnosis of diabetic polyneuropathy in childhood is an urgent healthcare problem. Radiomics analysis of ultrasound images is a promising diagnostic tool for assessing the morphological structure of peripheral nerves in type 1 diabetes mellitus (T1DM).Objective: to evaluate the possibility of using radiomics analysis in the diagnosis of peripheral nerve changes based on ultrasound images in T1DM patients of young age.Material and methods. A total of 126 ultrasound images of peripheral nerves of the upper and lower limbs in T1DM patients aged 10–17 years (n=10) and controls (n=10) (four locations, greyscale mode) were studied.Results. Radiomics analysis revealed differences in the texture of peripheral nerves of the limbs in young T1DM patients when compared with healthy individuals.Conclusion. The method of radiomics analysis is a promising diagnostic tool for assessing changes in peripheral nerves in children and adolescents with T1DM. |
| format | Article |
| id | doaj-art-9b8734533058439e9fa929dbc8cefd37 |
| institution | DOAJ |
| issn | 0042-4676 2619-0478 |
| language | English |
| publishDate | 2025-02-01 |
| publisher | Luchevaya Diagnostika, LLC |
| record_format | Article |
| series | Вестник рентгенологии и радиологии |
| spelling | doaj-art-9b8734533058439e9fa929dbc8cefd372025-08-20T03:18:01ZengLuchevaya Diagnostika, LLCВестник рентгенологии и радиологии0042-46762619-04782025-02-01105524525410.20862/0042-4676-2024-105-5-245-254482Radiomics Analysis of Ultrasound Images of Peripheral Nerves in Young Patients with Type 1 Diabetes Mellitus in Comparison with Healthy ControlsSvetlana V. Fomina,0Iuliia G. Samoilova,1Maksim O. Pleshkov,2Dmitry А. Kudlay3Еvgeniy А. Voronin,4Dmitriy A. Kachanov,5Ivan V. Tolmachev,6Marina V. Koshmeleva,7Ekaterina I. Trifonova,8Siberian State Medical UniversitySiberian State Medical UniversitySiberian State Medical UniversitySechenov University; Lomonosov Moscow State University; National Research Center – Institute of Immunology, FMBA of RussiaSiberian State Medical UniversitySiberian State Medical UniversitySiberian State Medical UniversitySiberian State Medical UniversitySiberian State Medical UniversityBackground. Early diagnosis of diabetic polyneuropathy in childhood is an urgent healthcare problem. Radiomics analysis of ultrasound images is a promising diagnostic tool for assessing the morphological structure of peripheral nerves in type 1 diabetes mellitus (T1DM).Objective: to evaluate the possibility of using radiomics analysis in the diagnosis of peripheral nerve changes based on ultrasound images in T1DM patients of young age.Material and methods. A total of 126 ultrasound images of peripheral nerves of the upper and lower limbs in T1DM patients aged 10–17 years (n=10) and controls (n=10) (four locations, greyscale mode) were studied.Results. Radiomics analysis revealed differences in the texture of peripheral nerves of the limbs in young T1DM patients when compared with healthy individuals.Conclusion. The method of radiomics analysis is a promising diagnostic tool for assessing changes in peripheral nerves in children and adolescents with T1DM.https://www.russianradiology.ru/jour/article/view/896ultrasound diagnosticsdiabetes mellitusradiomicsperipheral nervesadolescents |
| spellingShingle | Svetlana V. Fomina, Iuliia G. Samoilova, Maksim O. Pleshkov, Dmitry А. Kudlay Еvgeniy А. Voronin, Dmitriy A. Kachanov, Ivan V. Tolmachev, Marina V. Koshmeleva, Ekaterina I. Trifonova, Radiomics Analysis of Ultrasound Images of Peripheral Nerves in Young Patients with Type 1 Diabetes Mellitus in Comparison with Healthy Controls Вестник рентгенологии и радиологии ultrasound diagnostics diabetes mellitus radiomics peripheral nerves adolescents |
| title | Radiomics Analysis of Ultrasound Images of Peripheral Nerves in Young Patients with Type 1 Diabetes Mellitus in Comparison with Healthy Controls |
| title_full | Radiomics Analysis of Ultrasound Images of Peripheral Nerves in Young Patients with Type 1 Diabetes Mellitus in Comparison with Healthy Controls |
| title_fullStr | Radiomics Analysis of Ultrasound Images of Peripheral Nerves in Young Patients with Type 1 Diabetes Mellitus in Comparison with Healthy Controls |
| title_full_unstemmed | Radiomics Analysis of Ultrasound Images of Peripheral Nerves in Young Patients with Type 1 Diabetes Mellitus in Comparison with Healthy Controls |
| title_short | Radiomics Analysis of Ultrasound Images of Peripheral Nerves in Young Patients with Type 1 Diabetes Mellitus in Comparison with Healthy Controls |
| title_sort | radiomics analysis of ultrasound images of peripheral nerves in young patients with type 1 diabetes mellitus in comparison with healthy controls |
| topic | ultrasound diagnostics diabetes mellitus radiomics peripheral nerves adolescents |
| url | https://www.russianradiology.ru/jour/article/view/896 |
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