Blood Advances (Apr 2025)
Molecular clustering on ctDNA improves the prognostic stratification of patients with DLBCL compared with ctDNA levels
- Riccardo Moia,
- Donatella Talotta,
- Lodovico Terzi Di Bergamo,
- Mohammad Almasri,
- Riccardo Dondolin,
- Matin Salehi,
- Chiara Cosentino,
- Roberta Soscia,
- Irene Della Starza,
- Alessio Bruscaggin,
- Annalisa Andorno,
- Francesca Mercalli,
- Stefania Cresta,
- Riccardo Bomben,
- Tamara Bittolo,
- Filippo Vit,
- Pietro Bulian,
- Antonella Zucchetto,
- Riccardo Bruna,
- Giulia Maria Rivolta,
- Mattia Schipani,
- Eleonora Secomandi,
- Sreekar Kogila,
- Matteo Bellia,
- Samir Mouhssine,
- Jana Nabki,
- Bashar Al Deeban,
- Joseph Ghanej,
- Luca Cividini,
- Nawar Maher,
- Federica Melle,
- Giovanna Motta,
- Monica Leutner,
- Angela Lorenzi,
- Abdurraouf Mokhtar Mahmoud,
- Wael Al Essa,
- Clara Deambrogi,
- Silvia Rasi,
- Luigi Petrucci,
- Renzo Luciano Boldorini,
- Alice Di Rocco,
- Ilaria Del Giudice,
- Michele Spina,
- Stefano Palazzolo,
- Fabio Canal,
- Vincenzo Canzonieri,
- Maurizio Martelli,
- Stefano Pileri,
- Valter Gattei,
- Robin Foà,
- Davide Rossi,
- Gianluca Gaidano
Affiliations
- Riccardo Moia
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy; Correspondence: Riccardo Moia, Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Via Solaroli 17, 28100 Novara, Italy;
- Donatella Talotta
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
- Lodovico Terzi Di Bergamo
- Laboratory of Experimental Hematology, Institute of Oncology Research, Bellinzona, Switzerland
- Mohammad Almasri
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
- Riccardo Dondolin
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
- Matin Salehi
- Laboratory of Experimental Hematology, Institute of Oncology Research, Bellinzona, Switzerland
- Chiara Cosentino
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
- Roberta Soscia
- Institute of Hematology, Hematology Unit, Department of Translational and Precision Medicine, Sapienza University, Rome, Italy
- Irene Della Starza
- Institute of Hematology, Hematology Unit, Department of Translational and Precision Medicine, Sapienza University, Rome, Italy
- Alessio Bruscaggin
- Laboratory of Experimental Hematology, Institute of Oncology Research, Bellinzona, Switzerland
- Annalisa Andorno
- Division of Pathology, Department of Health Sciences, Università del Piemonte Orientale, Novara, Italy
- Francesca Mercalli
- Division of Pathology, Department of Health Sciences, Università del Piemonte Orientale, Novara, Italy
- Stefania Cresta
- Division of Pathology, Department of Health Sciences, Università del Piemonte Orientale, Novara, Italy
- Riccardo Bomben
- Clinical and Experimental Onco-Hematology Unit, Centro di Riferimento Oncologico di Aviano, Istituto di Ricovero e Cura a Carattere Scientifico, Aviano, Italy
- Tamara Bittolo
- Clinical and Experimental Onco-Hematology Unit, Centro di Riferimento Oncologico di Aviano, Istituto di Ricovero e Cura a Carattere Scientifico, Aviano, Italy
- Filippo Vit
- Clinical and Experimental Onco-Hematology Unit, Centro di Riferimento Oncologico di Aviano, Istituto di Ricovero e Cura a Carattere Scientifico, Aviano, Italy
- Pietro Bulian
- Clinical and Experimental Onco-Hematology Unit, Centro di Riferimento Oncologico di Aviano, Istituto di Ricovero e Cura a Carattere Scientifico, Aviano, Italy
- Antonella Zucchetto
- Clinical and Experimental Onco-Hematology Unit, Centro di Riferimento Oncologico di Aviano, Istituto di Ricovero e Cura a Carattere Scientifico, Aviano, Italy
- Riccardo Bruna
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
- Giulia Maria Rivolta
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
- Mattia Schipani
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
- Eleonora Secomandi
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
- Sreekar Kogila
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
- Matteo Bellia
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
- Samir Mouhssine
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
- Jana Nabki
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
- Bashar Al Deeban
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
- Joseph Ghanej
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
- Luca Cividini
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
- Nawar Maher
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
- Federica Melle
- Hematopathology Division, European Institute of Oncology, Istituto di Ricovero e Cura a Carattere Scientifico, Milan, Italy
- Giovanna Motta
- Hematopathology Unit, Istituto di Ricovero e Cura a Carattere Scientifico Azienda Ospedaliero-Universitaria of Bologna, Bologna, Italy
- Monica Leutner
- Division of Pathology, Azienda Sanitaria Locale del VCO, Verbania, Italy
- Angela Lorenzi
- Division of Hematology, Azienda Sanitaria Locale del VCO, Verbania, Italy
- Abdurraouf Mokhtar Mahmoud
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
- Wael Al Essa
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
- Clara Deambrogi
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
- Silvia Rasi
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
- Luigi Petrucci
- Institute of Hematology, Hematology Unit, Department of Translational and Precision Medicine, Sapienza University, Rome, Italy
- Renzo Luciano Boldorini
- Division of Pathology, Department of Health Sciences, Università del Piemonte Orientale, Novara, Italy
- Alice Di Rocco
- Institute of Hematology, Hematology Unit, Department of Translational and Precision Medicine, Sapienza University, Rome, Italy
- Ilaria Del Giudice
- Institute of Hematology, Hematology Unit, Department of Translational and Precision Medicine, Sapienza University, Rome, Italy
- Michele Spina
- Division of Medical Oncology and Immune-related Tumors, Centro di Riferimento Oncologico di Aviano, Istituto di Ricovero e Cura a Carattere Scientifico, Aviano, Italy
- Stefano Palazzolo
- Pathology Unit, Centro di Riferimento Oncologico di Aviano, Istituto di Ricovero e Cura a Carattere Scientifico, Aviano, Italy
- Fabio Canal
- Pathology and Histology Unit, Azienda Sanitaria Friuli Occidentale, Pordenone, Italy
- Vincenzo Canzonieri
- Pathology Unit, Centro di Riferimento Oncologico di Aviano, Istituto di Ricovero e Cura a Carattere Scientifico, Aviano, Italy
- Maurizio Martelli
- Institute of Hematology, Hematology Unit, Department of Translational and Precision Medicine, Sapienza University, Rome, Italy
- Stefano Pileri
- Hematopathology Division, European Institute of Oncology, Istituto di Ricovero e Cura a Carattere Scientifico, Milan, Italy
- Valter Gattei
- Clinical and Experimental Onco-Hematology Unit, Centro di Riferimento Oncologico di Aviano, Istituto di Ricovero e Cura a Carattere Scientifico, Aviano, Italy
- Robin Foà
- Institute of Hematology, Hematology Unit, Department of Translational and Precision Medicine, Sapienza University, Rome, Italy
- Davide Rossi
- Laboratory of Experimental Hematology, Institute of Oncology Research, Bellinzona, Switzerland; Clinic of Hematology, Oncology Institute of Southern Switzerland, EOC, Bellinzona, Switzerland; Faculty of Biomedicine, Universita' della Svizzera italiana, Lugano, Switzerland
- Gianluca Gaidano
- Division of Hematology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
- DOI
- https://doi.org/10.1182/bloodadvances.2024014136
- Journal volume & issue
-
Vol. 9,
no. 7
pp. 1692 – 1701
Abstract
Abstract: Circulating tumor DNA (ctDNA) levels can help predict outcomes in diffuse large B-cell lymphoma (DLBCL), but its integration with DLBCL molecular clusters remains unexplored. Using the LymphGen tool in 77 DLBCL cases with both ctDNA and tissue biopsy, a 95.8% concordance rate in molecular cluster assignment was observed, showing the reproducibility of molecular clustering on ctDNA. A multicenter, prospective cohort of 166 patients with newly diagnosed DLBCL was analyzed for ctDNA levels and molecular clusters using cancer personalized profiling by deep sequencing. Patients with ctDNA levels of <2.5 log10 haploid genome equivalents (hGE)/mL had a 4-year progression-free survival (PFS) and overall survival (OS) of 71.7% and 85.7%, respectively, compared with 50.3% and 61.0% for those with higher ctDNA levels (P = .0018 and P = .0017). Recursive partitioning showed that patients with ctDNA levels of ≥2.5 log10 hGE/mL were further stratified by clusters ST2/BN2. In this group, ST2/BN2 patients associated with a favorable outcome with a 4-year PFS and OS of 87.5% and 100%, respectively, compared to 38.0% and 47.1% for other clusters (P = .003 and P = .001). Combining ctDNA levels and ST2/BN2 clusters improved outcome prediction. Low-risk patients (n = 51), characterized by ctDNA levels of <2.5 log10 hGE/mL and/or BN2/ST2 cluster, had a 4-year PFS and OS of 75.3% and 87.8%, respectively. High-risk patients (n = 115), with ctDNA levels of ≥2.5 log10 hGE/mL and no BN2/ST2 cluster, had a 4-year PFS and OS of 38.0% and 47.1%, respectively. Adding cluster assignment to ctDNA levels improved the model’s C statistics (0.63 vs 0.59 for PFS; 0.68 vs 0.63 for OS). Liquid biopsy thus provides a multilayered approach for outcome prediction in DLBCL.