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Beyond Post hoc Explanations: A Comprehensive Framework for Accountable AI in Medical Imaging Through Transparency, Interpretability, and Explainability

Singh Y, Hathaway QA, Keishing V, Salehi S, Wei Y, Horvat N, Vera-Garcia DV, Choudhary A, Kh AM, Quaia E, Andersen JB
Bioengineering (Basel) . 2025 Aug 15;12(8):879. doi: 10.3390/bioengineering12080879
2025 
Results from  

Role of CNNM4 in the progression of cholangiocarcinoma: implications for ferroptosis and therapeutic potential

Mercado-Gómez M, Goikoetxea-Usandizaga N, Giné AE, Merlos Rodrigo MA, Afonso MB, Azkargorta M, Zapata-Pavas LE, Rejano-Gordillo CM, Romero MR, Mendizabal I, Rodrigues PM, Wu H, Rodríguez-Agudo R, Serrano-Maciá M, Olaizola P, Barrenechea-Barrenechea JA, González Recio I, G Fernandez-Barrena M, Overi D, Gaudio E, Schaeper U, Garcia-Longarte S, Yáñez-Bartolomé M, Peña-SanFelix P, Gil-Pitarch C, Lapitz A, Michalkova H, Heger Z, Conter C, Macias RIR, Carracedo A, Bañales J, Moreno V, Lamarca A, Singh R, Delgado TC, Martínez-Cruz LA, Elortza F, Avila MA, Martín C, Tian TV, Macarulla T, Buccella D, Cubero FJ, Calvisi DF, Carpino G, Marin JJG, Rodrigues CMP, Martinez-Chantar ML
Gut. 2025 Aug 5:gutjnl-2024-333255. doi: 10.1136/gutjnl-2024-333255
2025 
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OA Funded by  

Drug-Resistant Cholangiocarcinoma Cell Lines for Therapeutic Evaluation of Novel Drugs

Delgado-Calvo K, Lozano E, Briz O, Cives-Losada C, Marin JJG, Macias RIR
Molecules. 2025 Jul 21;30(14):3053. doi: 10.3390/molecules30143053
2025 
Result from  

A novel naphthoquinone compound triggers DNA damage-induced apoptosis on cholangiocarcinoma through upregulation of BAX

Bulut G, Kayis M, Gezer D, Gokmen Z, Adiguzel Z, Raggi C, Ulukaya E.
Med Oncol. 2025 Jul 20;42(8):354. doi: 10.1007/s12032-025-02927-7
2025 
Result from  

Gut-to-Bile transfer of microbially amidated minor bile acids in patients with hepatopancreatobiliary disorders

Temprano AG, Romero MR, Ghallab A, Llera L, Macias RIR, van Eijk HM, Rullán M, Urman J, Ay Ü, Lenicek M, Hengstler JG, Neumann UP, Berasain C, Avila MA, Olde Damink SWM, Monte MJ, Marin JJG, Schaap FG.
Hepatology. 2025 Jun 23. doi: 10.1097/HEP.0000000000001441
2025 
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OA Funded by  
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