@article{2999928, title = "Higher-order connections between stereotyped subsets: implications for improved patient classification in CLL", author = "Agathangelidis, A. and Chatzidimitriou, A. and Gemenetzi, K. and Giudicelli, V. and Karypidou, M. and Plevova, K. and Davis, Z. and Yan, X.-J. and Jeromin, S. and Schneider, C. and Pedersen, L.B. and Tschumper, R.C. and Sutton, L.-A. and Baliakas, P. and Scarfò, L. and van Gastel, E.J. and Armand, M. and Tausch, E. and Biderman, B. and Baer, C. and Bagnara, D. and Navarro, A. and Langlois de Septenville, A. and Guido, V. and Mitterbauer-Hohendanner, G. and Dimovski, A. and Brieghel, C. and Lawless, S. and Meggendorfer, M. and Brazdilova, K. and Ritgen, M. and Facco, M. and Tresoldi, C. and Visentin, A. and Patriarca, A. and Catherwood, M. and Bonello, L. and Sudarikov, A. and Vanura, K. and Roumelioti, M. and Skuhrova Francova, H. and Moysiadis, T. and Veronese, S. and Giannopoulos, K. and Mansouri, L. and Karan-Djurasevic, T. and Sandaltzopoulos, R. and Bödör, C. and Fais, F. and Kater, A. and Panovska, I. and Rossi, D. and Alshemmari, S. and Panagiotidis, P. and Costeas, P. and Espinet, B. and Antic, D. and Foroni, L. and Montillo, M. and Trentin, L. and Stavroyianni, N. and Gaidano, G. and Francia di Celle, P. and Niemann, C. and Campo, E. and Anagnostopoulos, A. and Pott, C. and Fischer, K. and Hallek, M. and Oscier, D. and Stilgenbauer, S. and Haferlach, C. and Jelinek, D. and Chiorazzi, N. and Pospisilova, S. and Lefranc, M.-P. and Kossida, S. and Langerak, A.W. and Belessi, C. and Davi, F. and Rosenquist, R. and Ghia, P. and Stamatopoulos, K. and ERIC, the European Research Initiative on CLL", journal = "Blood advances", year = "2021", volume = "137", number = "10", pages = "1365-1376", publisher = "Elsevier B.V.", doi = "10.1182/blood.2020007039", keywords = "B lymphocyte receptor; immunoglobulin; immunoglobulin heavy chain; immunoglobulin heavy chain, adult; Article; cancer patient; cell compartmentalization; chronic lymphatic leukemia; clinical decision making; cohort analysis; female; gene rearrangement; human; major clinical study; male; pathophysiology; priority journal; stereotypy; chronic lymphatic leukemia; gene frequency; genetics; immunoglobulin variable region; somatic hypermutation, Gene Frequency; Gene Rearrangement; Humans; Immunoglobulin Heavy Chains; Immunoglobulin Variable Region; Leukemia, Lymphocytic, Chronic, B-Cell; Somatic Hypermutation, Immunoglobulin", abstract = "Chronic lymphocytic leukemia (CLL) is characterized by the existence of subsets of patients with (quasi)identical, stereotyped B-cell receptor (BcR) immunoglobulins. Patients in certain major stereotyped subsets often display remarkably consistent clinicobiological profiles, suggesting that the study of BcR immunoglobulin stereotypy in CLL has important implications for understanding disease pathophysiology and refining clinical decision-making. Nevertheless, several issues remain open, especially pertaining to the actual frequency of BcR immunoglobulin stereotypy and major subsets, as well as the existence of higher-order connections between individual subsets. To address these issues, we investigated clonotypic IGHV-IGHD-IGHJ gene rearrangements in a series of 29 856 patients with CLL, by far the largest series worldwide. We report that the stereotyped fraction of CLL peaks at 41% of the entire cohort and that all 19 previously identified major subsets retained their relative size and ranking, while 10 new ones emerged; overall, major stereotyped subsets had a cumulative frequency of 13.5%. Higher-level relationships were evident between subsets, particularly for major stereotyped subsets with unmutated IGHV genes (U-CLL), for which close relations with other subsets, termed “satellites,” were identified. Satellite subsets accounted for 3% of the entire cohort. These results confirm our previous notion that major subsets can be robustly identified and are consistent in relative size, hence representing distinct disease variants amenable to compartmentalized research with the potential of overcoming the pronounced heterogeneity of CLL. Furthermore, the existence of satellite subsets reveals a novel aspect of repertoire restriction with implications for refined molecular classification of CLL. Key Points: • In a series of 29 856 CLL patients, the incidence of BcR stereotypy peaked at 41%. • Higher-order relations exist between stereotyped subsets, particularly for those from U-CLL, for which satellite subsets were identified. © 2021 American Society of Hematology" }