Radiomics transforms medical images into high-dimensional quantitative data, enabling objective disease characterization. In pediatric imaging, radiomics offers promising applications in oncology, neurology, and pulmonary diseases. This review summarizes current evidence, challenges, and future directions of radiomics in pediatric medicine.

x

Lambin P et al. Radiomics: the bridge between imaging and personalized medicine. Nat Rev Clin Oncol. 2017.

Gillies RJ et al. Radiomics: images are more than pictures. Radiology. 2016.

Aerts HJWL et al. Decoding tumour phenotype by noninvasive imaging. Nat Commun. 2014.

Yip SSF, Aerts HJWL. Applications and limitations of radiomics. Radiother Oncol. 2016.

Avanzo M et al. Radiomics and deep learning in radiation oncology. Phys Med. 2020.

Zwanenburg A et al. Image biomarker standardisation initiative. Radiology. 2020.

Parekh VS, Jacobs MA. Radiomics in precision medicine. AJR. 2019.

Sollini M et al. Radiomics in oncology. Eur J Nucl Med Mol Imaging. 2017.

Murtazayeva, Z. F. (2024). THE ART OF CLINICAL CASE ANALYSIS IN PEDIATRICS: A GUIDE FOR MEDICAL PROFESSIONALS. European Journal of Modern Medicine and Practice, 4(11), 443-447.

Murtazayeva, Z. (2025). ALLERGY IN PRETERM INFANTS: PATHOPHYSIOLOGY, CLINICAL MANIFESTATIONS, AND MANAGEMENT STRATEGIES. Modern Science and Research, 4(2), 742-748.

Murtazayeva, Z. (2025). CLINICAL CHARACTERISTICS AND COURSE OF OBSTRUCTIVE BRONCHITIS IN CHILDREN. Modern Science and Research, 4(5).

Murtazayeva, Z. (2025). PEDIATRIC PNEUMONIA: CLINICAL FEATURES, DIAGNOSIS, MANAGEMENT, AND GLOBAL HEALTH IMPACT. Modern Science and Research, 4(4), 1092-1101.

Murtazayeva, Z. F. (2024). Nourishing Newborns: Feeding Strategies to Minimize Allergy Risk in Preterm Infants. American Journal of Bioscience and Clinical Integrity, 1(10), 64-71.

Мухамедова, Ш. Т., & Муртазаева, З. Ф. (2024). Аллергические Заболевания У Недоношенных Новорожденных И Их Связь С Типом Питания. Research Journal of Trauma and Disability Studies, 3(6), 43-47.