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Explainable machine learning identifies a polygenic risk score as a key predictor of pancreatic cancer risk in the UK Biobank.
Dig Liver Dis. 2024 Dec 3:S1590-8658(24)01100-9. doi: 10.1016/j.dld.2024.11.010. Online ahead of print.
Dig Liver Dis. 2024.
PMID: 39632152
Towards Transparent Healthcare: Advancing Local Explanation Methods in Explainable Artificial Intelligence.
Metta C, Beretta A, Pellungrini R, Rinzivillo S, Giannotti F.
Metta C, et al. Among authors: pellungrini r.
Bioengineering (Basel). 2024 Apr 12;11(4):369. doi: 10.3390/bioengineering11040369.
Bioengineering (Basel). 2024.
PMID: 38671790
Free PMC article.
Review.
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Analysis of exposome and genetic variability suggests stress as a major contributor for development of pancreatic ductal adenocarcinoma.
Peduzzi G, Felici A, Pellungrini R, Giorgolo F, Farinella R, Gentiluomo M, Spinelli A, Capurso G, Monreale A, Canzian F, Calderisi M, Campa D.
Peduzzi G, et al. Among authors: pellungrini r.
Dig Liver Dis. 2024 Jun;56(6):1054-1063. doi: 10.1016/j.dld.2023.10.015. Epub 2023 Nov 18.
Dig Liver Dis. 2024.
PMID: 37985251
Free article.
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The local environment and germline genetic variation predict cancer risk in the UK Biobank prospective cohort.
Felici A, Peduzzi G, Giorgolo F, Spinelli A, Calderisi M, Monreale A, Farinella R, Pellungrini R, Canzian F, Campa D.
Felici A, et al. Among authors: pellungrini r.
Environ Res. 2024 Jan 15;241:117562. doi: 10.1016/j.envres.2023.117562. Epub 2023 Nov 8.
Environ Res. 2024.
PMID: 37944693
Free article.
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