Machine Learning Prediction of Liver Fibrosis in Patients With Metabolic Dysfunction–Associated Steatotic Liver Disease

Salvatore Petta, Grazia Pennisi, Ciro Celsa, Sofiane Messaoudi, Emmanuel Tsochatzis, Elisabetta Bugianesi, Masato Yoneda, Ming-Hua Zheng, Hannes Hagström, Jérôme Boursier, José Luis Calleja, George Boon-Bee Goh, Wah-Kheong Chan, Rocio Gallego-Durán, Arun J. Sanyal, Victor de Lédinghen, Philip N. Newsome, Jian-Gao Fan, Laurent Castéra, Michelle Lai, Céline Fournier-Poizat, Grace Lai-Hung Wong, Angelo Armandi, Atsushi Nakajima, Wen-Yue Liu, Ying Shang, Marc de Saint-Loup, Elba Llop, Kevin Kim Jun Teh, Carmen Lara-Romero, Amon Asgharpour, Mandy Sau-Wai Chan, Manuel Romero-Gomez, Huapeng Lin, Seung Up Kim, Terry Cheuk-Fung Yip, Vincenza Calvaruso, Mirko Zoncapè, Jimmy Che-To Lai, Boyu Yang, Hye Won Lee, Gabriele Di Maria, Marco Enea, Salvatore Contino, Vincent Wai-Sun Wong, Giansalvo Cirrincione, Calogero Cammà

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DOI: 10.1016/j.cgh.2026.07.006
Published: 2026-07
Container: Clinical Gastroenterology and Hepatology
Publisher: Elsevier BV
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.1016/j.cgh.2026.07.006,
  title = {Machine Learning Prediction of Liver Fibrosis in Patients With Metabolic Dysfunction–Associated Steatotic Liver Disease},
  author = {Salvatore Petta and Grazia Pennisi and Ciro Celsa and Sofiane Messaoudi and Emmanuel Tsochatzis and Elisabetta Bugianesi and Masato Yoneda and Ming-Hua Zheng and Hannes Hagström and Jérôme Boursier and José Luis Calleja and George Boon-Bee Goh and Wah-Kheong Chan and Rocio Gallego-Durán and Arun J. Sanyal and Victor de Lédinghen and Philip N. Newsome and Jian-Gao Fan and Laurent Castéra and Michelle Lai and Céline Fournier-Poizat and Grace Lai-Hung Wong and Angelo Armandi and Atsushi Nakajima and Wen-Yue Liu and Ying Shang and Marc de Saint-Loup and Elba Llop and Kevin Kim Jun Teh and Carmen Lara-Romero and Amon Asgharpour and Mandy Sau-Wai Chan and Manuel Romero-Gomez and Huapeng Lin and Seung Up Kim and Terry Cheuk-Fung Yip and Vincenza Calvaruso and Mirko Zoncapè and Jimmy Che-To Lai and Boyu Yang and Hye Won Lee and Gabriele Di Maria and Marco Enea and Salvatore Contino and Vincent Wai-Sun Wong and Giansalvo Cirrincione and Calogero Cammà},
  year = {2026},
  journal = {Clinical Gastroenterology and Hepatology},
  doi = {10.1016/j.cgh.2026.07.006},
  url = {https://doi.org/10.1016/j.cgh.2026.07.006}
}

RIS

TY  - JOUR
TI  - Machine Learning Prediction of Liver Fibrosis in Patients With Metabolic Dysfunction–Associated Steatotic Liver Disease
AU  - Salvatore Petta
AU  - Grazia Pennisi
AU  - Ciro Celsa
AU  - Sofiane Messaoudi
AU  - Emmanuel Tsochatzis
AU  - Elisabetta Bugianesi
AU  - Masato Yoneda
AU  - Ming-Hua Zheng
AU  - Hannes Hagström
AU  - Jérôme Boursier
AU  - José Luis Calleja
AU  - George Boon-Bee Goh
AU  - Wah-Kheong Chan
AU  - Rocio Gallego-Durán
AU  - Arun J. Sanyal
AU  - Victor de Lédinghen
AU  - Philip N. Newsome
AU  - Jian-Gao Fan
AU  - Laurent Castéra
AU  - Michelle Lai
AU  - Céline Fournier-Poizat
AU  - Grace Lai-Hung Wong
AU  - Angelo Armandi
AU  - Atsushi Nakajima
AU  - Wen-Yue Liu
AU  - Ying Shang
AU  - Marc de Saint-Loup
AU  - Elba Llop
AU  - Kevin Kim Jun Teh
AU  - Carmen Lara-Romero
AU  - Amon Asgharpour
AU  - Mandy Sau-Wai Chan
AU  - Manuel Romero-Gomez
AU  - Huapeng Lin
AU  - Seung Up Kim
AU  - Terry Cheuk-Fung Yip
AU  - Vincenza Calvaruso
AU  - Mirko Zoncapè
AU  - Jimmy Che-To Lai
AU  - Boyu Yang
AU  - Hye Won Lee
AU  - Gabriele Di Maria
AU  - Marco Enea
AU  - Salvatore Contino
AU  - Vincent Wai-Sun Wong
AU  - Giansalvo Cirrincione
AU  - Calogero Cammà
PY  - 2026
JO  - Clinical Gastroenterology and Hepatology
DO  - 10.1016/j.cgh.2026.07.006
UR  - https://doi.org/10.1016/j.cgh.2026.07.006
ER  -

APA

Petta, S., Pennisi, G., Celsa, C., Messaoudi, S., Tsochatzis, E., Bugianesi, E., Yoneda, M., Zheng, M., Hagström, H., Boursier, J., Calleja, J. L., Goh, G. B., Chan, W., Gallego-Durán, R., Sanyal, A. J., Lédinghen, V. D., Newsome, P. N., Fan, J., Castéra, L., Lai, M., Fournier-Poizat, C., Wong, G. L., Armandi, A., Nakajima, A., Liu, W., Shang, Y., Saint-Loup, M. D., Llop, E., Teh, K. K. J., Lara-Romero, C., Asgharpour, A., Chan, M. S., Romero-Gomez, M., Lin, H., Kim, S. U., Yip, T. C., Calvaruso, V., Zoncapè, M., Lai, J. C., Yang, B., Lee, H. W., Maria, G. D., Enea, M., Contino, S., Wong, V. W., Cirrincione, G., & Cammà, C. (2026). Machine Learning Prediction of Liver Fibrosis in Patients With Metabolic Dysfunction–Associated Steatotic Liver Disease. Clinical Gastroenterology and Hepatology. https://doi.org/10.1016/j.cgh.2026.07.006

Source records

crossref · retrieved 2026-09-25T18:07:58.974Z