Machine learning-based identification of targeted metabolomic biomarkers for early diagnosis and fibrosis-stage discrimination in metabolic dysfunction-associated steatotic liver disease

Shimaa Abdelsattar, Hiba S. Al-Amodi, Hala F. M. Kamel, Mahmoud Nazih, Arwa Fadel Flemban, Sabry M. Abdelmegeed, Naglaa Abdelmawgoud Ahmed, Ehab Darwish, Ayman Ahmed Sakr, Yousef M. Abdelgawad, Basma M. Abdelgawad, Inas Moaz, Elaf Abozeid, Hanan M. Bedair, Mai Abozeid, Mervat Abdelkreem, Shimaa K. Zween

Open source

DOI
10.3389/fnut.2026.1849329
Published
2026-08-24
Container
Frontiers in Nutrition
Publisher
Frontiers Media SA
Open access
unknown

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BibTeX

@article{allodium:10.3389/fnut.2026.1849329,
  title = {Machine learning-based identification of targeted metabolomic biomarkers for early diagnosis and fibrosis-stage discrimination in metabolic dysfunction-associated steatotic liver disease},
  author = {Shimaa Abdelsattar and Hiba S. Al-Amodi and Hala F. M. Kamel and Mahmoud Nazih and Arwa Fadel Flemban and Sabry M. Abdelmegeed and Naglaa Abdelmawgoud Ahmed and Ehab Darwish and Ayman Ahmed Sakr and Yousef M. Abdelgawad and Basma M. Abdelgawad and Inas Moaz and Elaf Abozeid and Hanan M. Bedair and Mai Abozeid and Mervat Abdelkreem and Shimaa K. Zween},
  year = {2026},
  journal = {Frontiers in Nutrition},
  doi = {10.3389/fnut.2026.1849329},
  url = {https://doi.org/10.3389/fnut.2026.1849329}
}

RIS

TY  - JOUR
TI  - Machine learning-based identification of targeted metabolomic biomarkers for early diagnosis and fibrosis-stage discrimination in metabolic dysfunction-associated steatotic liver disease
AU  - Shimaa Abdelsattar
AU  - Hiba S. Al-Amodi
AU  - Hala F. M. Kamel
AU  - Mahmoud Nazih
AU  - Arwa Fadel Flemban
AU  - Sabry M. Abdelmegeed
AU  - Naglaa Abdelmawgoud Ahmed
AU  - Ehab Darwish
AU  - Ayman Ahmed Sakr
AU  - Yousef M. Abdelgawad
AU  - Basma M. Abdelgawad
AU  - Inas Moaz
AU  - Elaf Abozeid
AU  - Hanan M. Bedair
AU  - Mai Abozeid
AU  - Mervat Abdelkreem
AU  - Shimaa K. Zween
PY  - 2026
JO  - Frontiers in Nutrition
DO  - 10.3389/fnut.2026.1849329
UR  - https://doi.org/10.3389/fnut.2026.1849329
ER  - 

APA

Abdelsattar, S., Al-Amodi, H. S., Kamel, H. F. M., Nazih, M., Flemban, A. F., Abdelmegeed, S. M., Ahmed, N. A., Darwish, E., Sakr, A. A., Abdelgawad, Y. M., Abdelgawad, B. M., Moaz, I., Abozeid, E., Bedair, H. M., Abozeid, M., Abdelkreem, M., & Zween, S. K. (2026). Machine learning-based identification of targeted metabolomic biomarkers for early diagnosis and fibrosis-stage discrimination in metabolic dysfunction-associated steatotic liver disease. Frontiers in Nutrition. https://doi.org/10.3389/fnut.2026.1849329

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