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© 2021 by the authors. Chronic lymphocytic leukemia (CLL) is an extremely heterogeneous disease. With the advent of oral targeted agents (Tas) the treatment of CLL has undergone a revolution, which has been accompanied by an improvement in patient’s survival and quality of life. This paradigm shift also affects the value of prognostic and predictive biomarkers and prognostic models, most of them inherited from the chemoimmunotherapy era but with a different behavior with Tas. This review discusses: (i) the role of the most relevant prognostic and predictive biomarkers in the setting of Tas; and (ii) the validity of classic and new scoring systems in the context of Tas. In addition, a critical point of view about predictive biomarkers with special emphasis on 11q deletion, novel resistance mutations, TP53 abnormalities, IGHV mutational status, complex karyotype and NOTCH1 mutations is stated. We also go over prognostic models in early stage CLL such as IPS-E. Finally, we provide an overview of the applicability of the CLL-IPI for patients treated with Tas, as well as the emergence of new models, generated with data from patients treated with Tas. This research was funded by grants from the Spanish Fondo de Investigaciones Sanitarias PI15/01471, PI18/01500, Instituto de Salud Carlos III (ISCIII), European Regional Development Fund (ERDF) “Una manera de hacer Europa”, “Consejería de Educación, Junta de Castilla y León” (SA271P18, SA118P20), “Proyectos de Investigación del SACYL”, Spain GRS 1847/A/18,GRS1653/A17,“Fundación Memoria Don Samuel Solórzano Barruso” (FS/23-2018, FS/33-2020), by grants (RD12/0036/0069) from Red Temática de Investigación Cooperativa en Cáncer (RTICC), Centro de Investigación Biomédica en Red de Cáncer (CIBERONC CB16/12/00233) and SYNtherapy “Synthetic Lethality for Personalized Therapy-based Stratification In Acute Leukemia” (ERAPERMED2018-275); ISCIII (AC18/00093). M.Q.Á. was fully supported by an “Ayuda predoctoral de la Junta de Castilla y León” by the Fondo Social Europeo (JCYL-EDU/529/2017 PhD scholarship) and is now a recipient of FEHH (“Fundación Española de Hematología y Hemoterapia”); C.P.C. was supported by an “Ayuda predoctoral en Oncología” (Asociación Española contra el Cáncer) and is a recipient of a PFIS grant (FI19/00191) from Instituto de Salud Carlos III (ISCiii); M.H.S. was supported by a grant from FEHH/Janssen (“Sociedad Española de Hematología y Hemoterapia”) and now holds a Sara Borrell post-doctoral contract (CD19/00222) from the ISCiii. PFIS grant and Sara Borrell postdoctoral contract are co-founded by Fondo Social Europeo (FSE) “El Fondo Social Europeo invierte en tu futuro”; A.E.R.V. is supported with a research grant by FEHH (“Fundación Española de Hematología y Hemoterapia”).

© 2021 by the authors. The knowledge of chronic lymphocytic leukemia (CLL) has progressively deepened during the last forty years. Research activities and clinical studies have been remarkably fruitful in novel findings elucidating multiple aspects of the pathogenesis of the disease, improving CLL diagnosis, prognosis and treatment. Whereas the diagnostic criteria for CLL have not substantially changed over time, prognostication has experienced an expansion with the identification of new biological and genetic biomarkers. Thanks to next-generation sequencing (NGS), an unprecedented number of gene mutations were identified with potential prognostic and predictive value in the 2010s, although significant work on their validation is still required before they can be used in a routine clinical setting. In terms of treatment, there has been an impressive explosion of new approaches based on targeted therapies for CLL patients during the last decade. In this current chemotherapy-free era, BCR and BCL2 inhibitors have changed the management of CLL patients and clearly improved their prognosis and quality of life. In this review, we provide an overview of these novel advances, as well as point out questions that should be further addressed to continue improving the outcomes of patients. This research was funded by grants from the Spanish Fondo de Investigaciones Sanitarias PI15/01471 and PI18/01500, Instituto de Salud Carlos III (ISCIII), European Regional Development Fund (ERDF) “Una manera de hacer Europa”, “Consejería de Educación, Junta de Castilla y León” (SA271P18 and SA118P20), “Proyectos de Investigación del SACYL”, Spain GRS1847/A/18 and GRS1653/A17, “Fundación Memoria Don Samuel Solórzano Barruso” (FS/23-2018, FS/33-2020), “Programa de financiación de grupos de investigación” (PIC2-2020-25) and by grants (RD12/0036/0069) from Red Temática de Investigación Cooperativa en Cáncer (RTICC), Centro de Investigación Biomédica en Red de Cáncer (CIBERONC CB16/12/00233) and SYNtherapy “Synthetic Lethality for Personalized Therapy-based Stratification In Acute Leukemia” (ERAPERMED2018-275); ISCIII (AC18/00093). M.Q.-Á. was fully supported by an “Ayuda predoctoral de la Junta de Castilla y León” by Fondo Social Europeo (JCYL-EDU/529/2017 PhD scholarship) and now holds a FEHH (“Fundación Española de Hematología y Hemoterapia”); C.P.-C. was supported by an “Ayuda predoctoral en Oncología” (AECC) and is a recipient of a PFIS grant (FI19/00191) from Instituto de Salud Carlos III; M.H.-S. was supported by a grant from FEHH/Janssen (“Sociedad Española de Hematología y Hemoterapia”) and now holds a Sara Borrell post-doctoral contract (CD19/00222) from the Instituto de Salud Carlos III (ISCIII). The PFIS grant and Sara Borrell posdoctoral contract are co-founded by Fondo Social Europeo (FSE) “El Fondo Social Europeo invierte en tu futuro”; A.E.R.-V. was supported with a research grant by FEHH (“Fundación Española de Hematología y Hemoterapia”).