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Journal Articles

An Artificial Intelligence-Based Federated Learning Platform to Boost Precision Medicine in Rare Hematological Diseases: An Initiative By GenoMed4all and Synthema Consortia

Gianluca Asti, Saverio D'Amico, Luciana Carota, Davide Piscia, Francesco Casadei, Nono Saha Cyrille Merleau, Patricia Alonso de Apellániz, Anne Sophie Kubasch, Silke Gloaguen, Nicole Modler, Catalina Gonzalez Martin, Cesare Rollo, Juan Parras, Mattia Delleani, Elena Zazzetti, Elisabetta Sauta, Nico Curti, Nicolas Riccardo Derus, Gianluca Carlini, Daniele Dall'Olio, Claudia Sala, Lorenzo Dall'Olio, Luca Lanino, Giulia Maggioni, Alessia Campagna, Marilena Bicchieri, Arturo Bonometti, Cesare Lancellotti, Daoud Rahal, Luca Di Tommaso, Tiziana Sanavia, Piero Fariselli, Matteo Zampini, Matteo Brindisi, Victor Savevski, Uwe Platzbecker, Maria Diez-Campelo, Lin Pierre Zhao, Pierre Fenaux, Torsten Haferlach, Vincent Planat, Raffaella Colombatti, Maria del Mar Mañú-Pereira, Anders Krogh, Silvia Uribe, Santiago Zazo, Enrico Giampieri, Gastone Castellani, Matteo Giovanni Della Porta, Federico Alvarez

Blood (2024) 144 (Supplement 1): 4989.

https://doi.org/10.1182/blood-2024-205541

Published: 2024

Journal Articles

Clonal Hematopoiesis and the Risk of Dementia: The Monzino 80-Plus Population-Based Study

Alessandro Buizza, Alessia Antonella Galbussera, Francesco Pesce, Matteo Zampini, Luca Lanino, Gabriele Todisco, Alessia Campagna, Giulia Maggioni, Marta Ubezio, Saverio D'Amico, Elisabetta Sauta, Antonio Russo, Daniele Dall'Olio, Francesca Ficara, Stefano Polizzi, Gastone Castellani, Mauro Tettamanti, Ugo Lucca, Matteo Giovanni Della Porta

Blood (2024) 144 (Supplement 1): 4052.

https://doi.org/10.1182/blood-2024-200995

Published: 2024

Journal Articles

Enhancing Personalized Prognostic Assessment of Myelodysplastic Syndromes through a Multimodal and Explainable Deep Data Fusion Approach (MAGAERA)

Blood (2024) 144 (Supplement 1): 105.

https://doi.org/10.1182/blood-2024-205413

Published: 2024

Journal Articles

A Molecular-Based Ecosystem to Improve Personalized Medicine in Patients with Chronic Myelomonocytic Leukemia (CMML)

Luca Lanino, Anthony M. Hunter, Nico Gagelmann, Marie Robin, Claudia Sala, Daniele Dall'Olio, Carmelo Gurnari, Lorenzo Dall'Olio, Yu-Hung Wang, Lisa Pleyer, Blanca Xicoy, Guillermo Montalban-Bravo, Lee-Yung Shih, Tamanna Haque, Omar Abdel-Wahab, Klaus Geissler, Alex Bataller, Alexandre Bazinet, Manja Meggendorfer, Ilaria Carola Casetti, Elisabetta Sauta, Erica Travaglino, Laura Palomo, Lurdes Zamora, David Quintela, Andres Jerez, Elena Cornejo, Paloma Garcia Martin, Marina Díaz-Beyá, Alejandro Avendaño Pita, Veronica Roldan, Dolly Viviana Fiallo Suarez, Estefania Cerezo Velasco, Marisa Calabuig, Esperanza Such, Guillermo Sanz, Anne Sophie Kubasch, Cristina Castilla-Llorente, Claude-Éric Bulabois, Laetitia Souchet, Hussein Awada, Massimo Bernardi, Patrizia Chiusolo, Antonio Curti, Luisa Giaccone, Francesco Onida, Lorenza Maria Borin, Francesco Passamonti, Elisa Diral, Vladan Vucinic, Gregorio Maria Bergonzi, Maria Teresa Voso, Hsin-An Hou, Wen-Chien Chou, Chi-Yuan Yao, Chien-Chin Lin, Hwei-Fang Tien, Alessia Campagna, Marta Ubezio, Antonio Russo, Gabriele Todisco, Giulia Maggioni, Cristina Astrid Tentori, Alessandro Buizza, Gianluca Asti, Matteo Zampini, Elena Riva, Mattia Delleani, Angela Consagra, Francesca Ficara, Armando Santoro, Luciana Carota, Tiziana Sanavia, Cesare Rollo, Ahmad Kiwan, Jennifer VanOudenhove, Piero Fariselli, Najla H. Al Ali, David Sallman, Wolfgang Kern, Guillermo Garcia-Manero, Swapna Thota, Elizabeth A. Griffiths, Matilde Yung Follo, Carlo Finelli, Uwe Platzbecker, Francesc Sole, Maria Diez-Campelo, Jaroslaw Maciejewski, Rafael Bejar, Felicitas R. Thol, Nicolaus Kröger, Pierre Fenaux, Raphael Itzykson, Timothy Aaron Graubert, Michaela Fontenay, Amer M. Zeidan, Rami S. Komrokji, Valeria Santini, Torsten Haferlach, Ulrich Germing, Saverio D'Amico, Gastone Castellani, Mrinal M. Patnaik, Eric Solary, Eric Padron, Matteo Giovanni Della Porta

Blood (2024) 144 (Supplement 1): 1003.

https://doi.org/10.1182/blood-2024-200104

Published: 2024

Journal Articles

Early Relapse in Patients with Newly-Diagnosed Multiple Myeloma: A European Myeloma Network/Harmony Alliance Analysis Including 10843 Patients

Blood (2024) 144 (Supplement 1): 898.

https://doi.org/10.1182/blood-2024-193310

Published: 2024

Journal Articles

Artificial-Intelligence, Data-Driven, Comprehensive Classification of Myeloid Neoplasms Based on Genomic, Morphological and Histological Features

Luca Lanino, Saverio D'Amico, Giulia Maggioni, Najla H. Al Ali, Yu-Hung Wang, Carmelo Gurnari, Nico Gagelmann, Jan Philipp Bewersdorf, Somedeb Ball, Paola Guglielmelli, Manja Meggendorfer, Anthony M. Hunter, Anne Sophie Kubasch, Erica Travaglino, Alessia Campagna, Marta Ubezio, Antonio Russo, Gabriele Todisco, Cristina Astrid Tentori, Alessandro Buizza, Elisabetta Sauta, Matteo Zampini, Elena Riva, Gianluca Asti, Mattia Delleani, Francesca Ficara, Armando Santoro, Claudia Sala, Daniele Dall'Olio, Lorenzo Dall'Olio, Tariq Kewan, Ilaria Carola Casetti, Hussein Awada, Blanca Xicoy, Vladan Vucinic, Hsin-An Hou, Wen-Chien Chou, Chi-Yuan Yao, Chien-Chin Lin, Hwei-Fang Tien, Angela Consagra, David Sallman, Wolfgang Kern, Massimo Bernardi, Patrizia Chiusolo, Lorenza Maria Borin, Maria Teresa Voso, Lisa Pleyer, Laura Palomo, David Quintela, Andres Jerez, Elena Cornejo, Paloma Garcia Martin, Marina Díaz-Beyá, Alejandro Avendaño Pita, Veronica Roldan, Dolly Viviana Fiallo Suarez, Estefania Cerezo Velasco, Marisa Calabuig, Guillermo Garcia-Manero, Sanam Loghavi, Uwe Platzbecker, Francesc Sole, Maria Diez-Campelo, Jaroslaw Maciejewski, Nicolaus Kröger, Pierre Fenaux, Michaela Fontenay, Valeria Santini, Torsten Haferlach, Ulrich Germing, Eric Padron, Marie Robin, Francesco Passamonti, Eric Solary, Alessandro M. Vannucchi, Gastone Castellani, Amer M. Zeidan, Rami S. Komrokji, Matteo Giovanni Della Porta

Blood (2024) 144 (Supplement 1): 1005.

https://doi.org/10.1182/blood-2024-204826

Published: 2024

Journal Articles

Development and Validation of Novel Machine Learning-Based Risk Scores for Multiple Myeloma: Insights from the Harmony Alliance Big Data Platform

Blood (2024) 144 (Supplement 1): 2226.

https://doi.org/10.1182/blood-2024-201448

Published: 2024

Journal Articles

Clinical Text Reports to Stratify Patients Affected with Myeloid Neoplasms Using Natural Language Processing

Blood (2023) 142 (Supplement 1): 122.

https://doi.org/10.1182/blood-2023-188292

Published: 2023

Journal Articles

Synthetic Histopathological Images Generation with Artificial Intelligence to Accelerate Research and Improve Clinical Outcomes in Hematology

Blood (2023) 142 (Supplement 1): 902.

https://doi.org/10.1182/blood-2023-187521

Published: 2023

Journal Articles

Machine Learning Provides Individualized Prediction of Outcomes after First Complete Remission in Adult AML Patients - Results from the Harmony Platform

Blood (2023) 142 (Supplement 1): 62.

https://doi.org/10.1182/blood-2023-183029

Published: 2023

Journal Articles

Combining Gene Mutation with Transcriptomic Data Improves Outcome Prediction in Myelodysplastic Syndromes

Blood (2023) 142 (Supplement 1): 1863.

https://doi.org/10.1182/blood-2023-186222

Published: 2023

Journal Articles

Molecular Classification of Chronic Myelomonocytic Leukemia: Results of the Analysis of an International Cohort of 2,471 Patients

Luca Lanino, Anthony M. Hunter, Claudia Sala, Daniele Dall'Olio, Lorenzo Dall'Olio, Lisa Pleyer, Blanca Xicoy, Manja Meggendorfer, Elisabetta Sauta, Erica Travaglino, Marie Robin, Laura Palomo, David Quintela, Andres Jerez, Elena Cornejo, Paloma Garcia Martin, Marina Díaz-Beyá, Alejandro Avendaño Pita, Veronica Roldan, Dolly Viviana Fiallo Suarez, Estefania Cerezo Velasco, Marisa Calabuig, Giulia Rivoli, Massimo Bernardi, Francesco Onida, Lorenza Maria Borin, Francesco Passamonti, Alessia Campagna, Marta Ubezio, Antonio Russo, Gabriele Todisco, Giulia Maggioni, Cristina Astrid Tentori, Filippo Viviani, Alessandro Buizza, Gianluca Asti, Matteo Zampini, Armando Santoro, Wolfgang Kern, Uwe Platzbecker, Francesc Sole, Maria Diez-Campelo, Angela Consagra, Najla H Al Ali, David A Sallman, Pierre Fenaux, Raphael Itzykson, Michaela Fontenay, Amer M. Zeidan, Rami S. Komrokji, Valeria Santini, Torsten Haferlach, Ulrich Germing, Saverio D'Amico, Gastone Castellani, Eric Solary, Eric Padron, Matteo Giovanni Della Porta

Blood (2023) 142 (Supplement 1): 3244.

https://doi.org/10.1182/blood-2023-184536

Published: 2023

Journal Articles

Long-Term Follow-up of AML Patients Treated Intensively before the Era of Targeted Agents. a Big Data Analysis from the Harmony Collaboration

Blood (2022) 140 (Supplement 1): 6053–6055.

https://doi.org/10.1182/blood-2022-165088

Published: 2022

Journal Articles

Synthetic Data Generation By Artificial Intelligence to Accelerate Translational Research and Precision Medicine in Hematological Malignancies

Blood (2022) 140 (Supplement 1): 9744–9746.

https://doi.org/10.1182/blood-2022-168646

Published: 2022

Journal Articles

Multi-Modal Analysis and Federated Learning Approach for Classification and Personalized Prognostic Assessment in Myeloid Neoplasms

Blood (2022) 140 (Supplement 1): 9828–9830.

https://doi.org/10.1182/blood-2022-166802

Published: 2022

Journal Articles

Machine Learning Allows the Identification of New Co-Mutational Patterns with Prognostic Implications in NPM1 Mutated AML - Results of the European Harmony Alliance

Blood (2022) 140 (Supplement 1): 739–742.

https://doi.org/10.1182/blood-2022-167138

Published: 2022

Journal Articles

Impact of Gender on Molecular AML Subclasses - a Harmony Alliance Study

Tommaso Matteuzzi, Daniele Dall'Olio, Eric Sträng, Alessandra Merlotti, Javier Martinez Elicegui, Axel Benner, Maral Saadati, Julia Krzykalla, Caroline A. Heckman, Ana Heredia Casanoves, Jurjen Versluis, María Abáigar, Alberto Hernandez-Sanchez, Laura Jamilis, Peter JM Valk, Klaus H. Metzeler, Rosa Ayala, Joaquin Martinez Lopez, Herve Dombret, Pau Montesinos, Jorge Sierra, Claude Preudomme, Frederick Damm, Ken I Mills, Raúl Azibeiro Melchor, Jiří Mayer, Christian Thiede, Maria Teresa Voso, Sergio Amadori, Guillermo Sanz, Frederico Calado, Konstanze Döhner, Verena I Gaidzik, Michael Heuser, Torsten Haferlach, Marta Sobas, Amin T. Turki, Dirk Reinhardt, Rubén Villoria Medina, Michel van Speybroeck, Renate Schulze-Rath, Jesús M Hernández Rivas, Brian J.P Huntly, Hartmut Döhner, Gert J. Ossenkoppele, Castellani Gastone, Lars Bullinger

Blood (2021) 138 (Supplement 1): 3438.

https://doi.org/10.1182/blood-2021-152215

Published: 2021

Journal Articles

A New Risk Stratification Model (R2-ISS) in Newly Diagnosed Multiple Myeloma: Analysis of Mature Data from 7077 Patients Collected By European Myeloma Network within Harmony Big Data Platform

Blood (2020) 136 (Supplement 1): 34–37.

https://doi.org/10.1182/blood-2020-137021

Published: 2020

NARROW

An Artificial Intelligence-Based Federated Learning Platform to Boost Precision Medicine in Rare Hematological Diseases: An Initiative By GenoMed4all and Synthema Consortia

Clonal Hematopoiesis and the Risk of Dementia: The Monzino 80-Plus Population-Based Study

Enhancing Personalized Prognostic Assessment of Myelodysplastic Syndromes through a Multimodal and Explainable Deep Data Fusion Approach (MAGAERA)

A Molecular-Based Ecosystem to Improve Personalized Medicine in Patients with Chronic Myelomonocytic Leukemia (CMML)

Early Relapse in Patients with Newly-Diagnosed Multiple Myeloma: A European Myeloma Network/Harmony Alliance Analysis Including 10843 Patients

Artificial-Intelligence, Data-Driven, Comprehensive Classification of Myeloid Neoplasms Based on Genomic, Morphological and Histological Features

Development and Validation of Novel Machine Learning-Based Risk Scores for Multiple Myeloma: Insights from the Harmony Alliance Big Data Platform

Clinical Text Reports to Stratify Patients Affected with Myeloid Neoplasms Using Natural Language Processing

Synthetic Histopathological Images Generation with Artificial Intelligence to Accelerate Research and Improve Clinical Outcomes in Hematology

Machine Learning Provides Individualized Prediction of Outcomes after First Complete Remission in Adult AML Patients - Results from the Harmony Platform

Combining Gene Mutation with Transcriptomic Data Improves Outcome Prediction in Myelodysplastic Syndromes

Molecular Classification of Chronic Myelomonocytic Leukemia: Results of the Analysis of an International Cohort of 2,471 Patients

Long-Term Follow-up of AML Patients Treated Intensively before the Era of Targeted Agents. a Big Data Analysis from the Harmony Collaboration

Synthetic Data Generation By Artificial Intelligence to Accelerate Translational Research and Precision Medicine in Hematological Malignancies

Multi-Modal Analysis and Federated Learning Approach for Classification and Personalized Prognostic Assessment in Myeloid Neoplasms

Machine Learning Allows the Identification of New Co-Mutational Patterns with Prognostic Implications in NPM1 Mutated AML - Results of the European Harmony Alliance

Impact of Gender on Molecular AML Subclasses - a Harmony Alliance Study

A New Risk Stratification Model (R2-ISS) in Newly Diagnosed Multiple Myeloma: Analysis of Mature Data from 7077 Patients Collected By European Myeloma Network within Harmony Big Data Platform

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American Society of Hematology

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American Society of Hematology

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