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Nguyen-Khac F, Balogh Z, Chauzeix J, Veronese L, Chapiro E. Cytogenetics in the management of chronic lymphocytic leukemia: Guidelines from the Groupe Francophone de Cytogénétique Hématologique (GFCH). Curr Res Transl Med 2023; 71:103410. [PMID: 38039634 DOI: 10.1016/j.retram.2023.103410] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2023] [Accepted: 09/14/2023] [Indexed: 12/03/2023]
Abstract
Chromosomal abnormalities are frequent in chronic lymphocytic leukemia (CLL), and most have prognostic value. In addition to the four well-known abnormalities (13q, 11q and 17p deletions, and trisomy 12), other recurrent aberrations have been linked to the disease outcome and/or drug resistance. Moreover, the complex karyotype has recently emerged as a prognostic marker for patients undergoing immunochemotherapy or targeted therapies. Here, we describe the main chromosomal abnormalities identified in CLL and related disorders (small lymphocytic lymphoma and monoclonal B-cell lymphocytosis) by reviewing the most recent literature and discussing their detection and clinical impact. Lastly, we provide technical guidelines and a strategy for the cytogenetic assessment of CLL.
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Affiliation(s)
- Florence Nguyen-Khac
- Centre de Recherche des Cordeliers, Sorbonne Université, Université Paris Cité, Inserm UMRS 1138, Drug Resistance in Hematological Malignancies Team, F-75006 Paris, France; Sorbonne Université, Paris, France; Service d'Hématologie Biologique, Bâtiment Pharmacie, 3e étage, Pitié-Salpêtrière/Charles Foix University Hospital, AP-HP, 83 Bd de l'Hôpital, Paris F-75013, France.
| | - Zsofia Balogh
- Département d'Innovation Thérapeutique et des Essais Précoces, Gustave Roussy, Villejuif, France
| | - Jasmine Chauzeix
- Service d'Hématologie biologique, CHU de Limoges - CRIBL, UMR CNRS 7276/INSERM 1262, Limoges, France
| | - Lauren Veronese
- Service de Cytogénétique Médicale, CHU Estaing, 1 place Lucie et Raymond Aubrac, Clermont-Ferrand 63003, France
| | - Elise Chapiro
- Centre de Recherche des Cordeliers, Sorbonne Université, Université Paris Cité, Inserm UMRS 1138, Drug Resistance in Hematological Malignancies Team, F-75006 Paris, France; Sorbonne Université, Paris, France; Service d'Hématologie Biologique, Bâtiment Pharmacie, 3e étage, Pitié-Salpêtrière/Charles Foix University Hospital, AP-HP, 83 Bd de l'Hôpital, Paris F-75013, France
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2
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Utility of Fluorescence In Situ Hybridization in Clinical and Research Applications. Clin Lab Med 2022; 42:573-586. [PMID: 36368783 DOI: 10.1016/j.cll.2022.09.020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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3
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Pérez‐Carretero C, Hernández‐Sánchez M, González T, Quijada‐Álamo M, Martín‐Izquierdo M, Santos‐Mínguez S, Miguel‐García C, Vidal M, García‐De‐Coca A, Galende J, Pardal E, Aguilar C, Vargas‐Pabón M, Dávila J, Gascón‐Y‐Marín I, Hernández‐Rivas J, Benito R, Hernández‐Rivas J, Rodríguez‐Vicente A. TRAF3 alterations are frequent in del-3'IGH chronic lymphocytic leukemia patients and define a specific subgroup with adverse clinical features. Am J Hematol 2022; 97:903-914. [PMID: 35472012 DOI: 10.1002/ajh.26578] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2022] [Revised: 04/11/2022] [Accepted: 04/17/2022] [Indexed: 11/08/2022]
Abstract
Interstitial 14q32 deletions involving IGH gene are infrequent events in chronic lymphocytic leukemia (CLL), affecting less than 5% of patients. To date, little is known about their clinical impact and molecular underpinnings, and its mutational landscape is currently unknown. In this work, a total of 871 CLLs were tested for the IGH break-apart probe, and 54 (6.2%) had a 300 kb deletion of 3'IGH (del-3'IGH CLLs), which contributed to a shorter time to first treatment (TFT). The mutational analysis by next-generation sequencing of 317 untreated CLLs (54 del-3'IGH and 263 as the control group) showed high mutational frequencies of NOTCH1 (30%), ATM (20%), genes involved in the RAS signaling pathway (BRAF, KRAS, NRAS, and MAP2K1) (15%), and TRAF3 (13%) within del-3'IGH CLLs. Notably, the incidence of TRAF3 mutations was significantly higher in del-3'IGH CLLs than in the control group (p < .001). Copy number analysis also revealed that TRAF3 loss was highly enriched in CLLs with 14q deletion (p < .001), indicating a complete biallelic inactivation of this gene through deletion and mutation. Interestingly, the presence of mutations in the aforementioned genes negatively refined the prognosis of del-3'IGH CLLs in terms of overall survival (NOTCH1, ATM, and RAS signaling pathway genes) and TFT (TRAF3). Furthermore, TRAF3 biallelic inactivation constituted an independent risk factor for TFT in the entire CLL cohort. Altogether, our work demonstrates the distinct genetic landscape of del-3'IGH CLL with multiple molecular pathways affected, characterized by a TRAF3 biallelic inactivation that contributes to a marked poor outcome in this subgroup of patients.
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Affiliation(s)
- Claudia Pérez‐Carretero
- Universidad de Salamanca, IBSAL, IBMCC‐ Centro de Investigación del Cáncer (USAL‐CSIC) Salamanca Spain
- Servicio de Hematología Hospital Universitario de Salamanca Salamanca Spain
| | - María Hernández‐Sánchez
- Universidad de Salamanca, IBSAL, IBMCC‐ Centro de Investigación del Cáncer (USAL‐CSIC) Salamanca Spain
- Servicio de Hematología Hospital Universitario de Salamanca Salamanca Spain
| | - Teresa González
- Universidad de Salamanca, IBSAL, IBMCC‐ Centro de Investigación del Cáncer (USAL‐CSIC) Salamanca Spain
- Servicio de Hematología Hospital Universitario de Salamanca Salamanca Spain
| | - Miguel Quijada‐Álamo
- Universidad de Salamanca, IBSAL, IBMCC‐ Centro de Investigación del Cáncer (USAL‐CSIC) Salamanca Spain
- Servicio de Hematología Hospital Universitario de Salamanca Salamanca Spain
| | - Marta Martín‐Izquierdo
- Universidad de Salamanca, IBSAL, IBMCC‐ Centro de Investigación del Cáncer (USAL‐CSIC) Salamanca Spain
- Servicio de Hematología Hospital Universitario de Salamanca Salamanca Spain
| | - Sandra Santos‐Mínguez
- Universidad de Salamanca, IBSAL, IBMCC‐ Centro de Investigación del Cáncer (USAL‐CSIC) Salamanca Spain
- Servicio de Hematología Hospital Universitario de Salamanca Salamanca Spain
| | - Cristina Miguel‐García
- Universidad de Salamanca, IBSAL, IBMCC‐ Centro de Investigación del Cáncer (USAL‐CSIC) Salamanca Spain
- Servicio de Hematología Hospital Universitario de Salamanca Salamanca Spain
| | | | | | | | - Emilia Pardal
- Servicio de Hematología Hospital Virgen del Puerto Plasencia Spain
| | - Carlos Aguilar
- Servicio de Hematología, Complejo Hospitalario de Soria Soria Spain
| | | | - Julio Dávila
- Servicio de Hematología Hospital Nuestra Señora de Sonsoles Ávila Spain
| | - Isabel Gascón‐Y‐Marín
- Servicio de Hematología, Hospital Universitario Infanta Leonor Universidad Complutense Madrid Spain
| | | | - Rocío Benito
- Universidad de Salamanca, IBSAL, IBMCC‐ Centro de Investigación del Cáncer (USAL‐CSIC) Salamanca Spain
- Servicio de Hematología Hospital Universitario de Salamanca Salamanca Spain
| | - Jesús‐María Hernández‐Rivas
- Universidad de Salamanca, IBSAL, IBMCC‐ Centro de Investigación del Cáncer (USAL‐CSIC) Salamanca Spain
- Servicio de Hematología Hospital Universitario de Salamanca Salamanca Spain
| | - Ana‐Eugenia Rodríguez‐Vicente
- Universidad de Salamanca, IBSAL, IBMCC‐ Centro de Investigación del Cáncer (USAL‐CSIC) Salamanca Spain
- Servicio de Hematología Hospital Universitario de Salamanca Salamanca Spain
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4
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Nguyen-Khac F, Bidet A, Daudignon A, Lafage-Pochitaloff M, Ameye G, Bilhou-Nabéra C, Chapiro E, Collonge-Rame MA, Cuccuini W, Douet-Guilbert N, Eclache V, Luquet I, Michaux L, Nadal N, Penther D, Quilichini B, Terre C, Lefebvre C, Troadec MB, Véronèse L. The complex karyotype in hematological malignancies: a comprehensive overview by the Francophone Group of Hematological Cytogenetics (GFCH). Leukemia 2022; 36:1451-1466. [DOI: 10.1038/s41375-022-01561-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2021] [Revised: 03/24/2022] [Accepted: 03/28/2022] [Indexed: 12/16/2022]
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Vendramini E, Bomben R, Pozzo F, Bittolo T, Tissino E, Gattei V, Zucchetto A. KRAS and RAS-MAPK Pathway Deregulation in Mature B Cell Lymphoproliferative Disorders. Cancers (Basel) 2022; 14:666. [PMID: 35158933 PMCID: PMC8833570 DOI: 10.3390/cancers14030666] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Revised: 01/24/2022] [Accepted: 01/26/2022] [Indexed: 02/04/2023] Open
Abstract
KRAS mutations account for the most frequent mutations in human cancers, and are generally correlated with disease aggressiveness, poor prognosis, and poor response to therapies. KRAS is required for adult hematopoiesis and plays a key role in B cell development and mature B cell proliferation and survival, proved to be critical for B cell receptor-induced ERK pathway activation. In mature B cell neoplasms, commonly seen in adults, KRAS and RAS-MAPK pathway aberrations occur in a relevant fraction of patients, reaching high recurrence in some specific subtypes like multiple myeloma and hairy cell leukemia. As inhibitors targeting the RAS-MAPK pathway are being developed and improved, it is of outmost importance to precisely identify all subgroups of patients that could potentially benefit from their use. Herein, we review the role of KRAS and RAS-MAPK signaling in malignant hematopoiesis, focusing on mature B cell lymphoproliferative disorders. We discuss KRAS and RAS-MAPK pathway aberrations describing type, incidence, mutual exclusion with other genetic abnormalities, and association with prognosis. We review the current therapeutic strategies applied in mature B cell neoplasms to counteract RAS-MAPK signaling in pre-clinical and clinical studies, including most promising combination therapies. We finally present an overview of genetically engineered mouse models bearing KRAS and RAS-MAPK pathway aberrations in the hematopoietic compartment, which are valuable tools in the understanding of cancer biology and etiology.
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Affiliation(s)
- Elena Vendramini
- Clinical and Experimental Onco-Hematology Unit, Centro di Riferimento Oncologico di Aviano (CRO) IRCCS, 33081 Aviano, Italy; (R.B.); (F.P.); (T.B.); (E.T.); (V.G.); (A.Z.)
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6
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A large fraction of trisomy 12, 17p -, and 11q - CLL cases carry unidentified microdeletions of miR-15a/16-1. Proc Natl Acad Sci U S A 2022; 119:2118752119. [PMID: 35064090 PMCID: PMC8794880 DOI: 10.1073/pnas.2118752119] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/21/2021] [Indexed: 11/23/2022] Open
Abstract
13q14.3 deletion is the most common genetic lesion identified in CLLs. This study shows that microdeletions affecting the miR-15a/16-1 cluster are more frequent than expected in all CLL cohorts and are prevalent in patients carrying a trisomy 12. Copy-number variation analysis and an experimental FISH analysis revealed that ∼34% of samples carry previously unidentified microdeletions of miR-15a/16-1. These data may have clinical relevance for the successful stratification of patients for treatment. Chronic lymphocytic leukemia (CLL) is the most common adult leukemia and is characterized by chromosomal aberrations including 13q, 11q, and 17p deletions and a trisomy of chromosome 12 (T12). 13q deletions are often associated with 11q and 17p deletions in aggressive cases. Conversely, T12 CLLs show a variable prognosis, and association with 13q deletions is uncommon. The miR-15a/16-1 cluster is the functional target of 13q deletions, leading to BCL2 overexpression. Chromosomal aberrations in CLL are associated with prognosis, and their identification is carried out by fluorescence in situ hybridization (FISH). Since standard FISH only detects large deletions, we investigated the presence of undetected microdeletions targeting miR-15a/16-1 in CLL cases. We found that ∼34% of CLL samples show an unreported loss of the miR-15a/16-1 locus regardless of their cytogenetic profile. Interestingly, 15 out of 39 (∼39%) of all CLLs with T12, carry microdeletions of miR-15a/16-1, indicating that, in patients with T12, miR-15a/16-1 are mostly inactivated by microdeletions. In addition, ∼40% of CLL cases bearing T12, 17p−, and 11q− showed unidentified microdeletions of miR-15a/16-1, suggesting that miR-15a/16-1 loss cooperates with such chromosomal alterations in CLL. These data may have clinical relevance for the successful stratification of patients for treatment.
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7
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Agius R, Parviz M, Niemann CU. Artificial intelligence models in chronic lymphocytic leukemia - recommendations toward state-of-the-art. Leuk Lymphoma 2021; 63:265-278. [PMID: 34612160 DOI: 10.1080/10428194.2021.1973672] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
Artificial intelligence (AI), machine learning and predictive modeling are becoming enabling technologies in many day-to-day applications. Translation of these advances to the patient's bedside for AI assisted interventions is not yet the norm. With specific emphasis on CLL, here, we review the progress of prognostic models in hematology and highlight sources of stagnation that may be limiting significant improvements in prognostication in the near future. We discuss issues related to performance, trust, modeling simplicity, and prognostic marker robustness and find that the major limiting factor in progressing toward state-of-the-art prognostication within the hematological community, is not the lack of able AI algorithms but rather, the lack of their adoption. Current models in CLL still deal with the 'average' patient while the use of patient-centric approaches remains absent. Using lessons from research areas where machine learning has become an enabling technology, we derive recommendations and propose methods for achieving state-of-the-art predictions in modeling health data, that can be readily adopted by the CLL modeling community.
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Affiliation(s)
- Rudi Agius
- Department of Hematology, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark
| | - Mehdi Parviz
- Department of Hematology, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark
| | - Carsten Utoft Niemann
- Department of Hematology, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark
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8
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Kolijn PM, Muggen AF, Ljungström V, Agathangelidis A, Wolvers-Tettero ILM, Beverloo HB, Pál K, Hengeveld PJ, Darzentas N, Hendriks RW, van Dongen JJM, Rosenquist R, Langerak AW. Consistent B Cell Receptor Immunoglobulin Features Between Siblings in Familial Chronic Lymphocytic Leukemia. Front Oncol 2021; 11:740083. [PMID: 34513715 PMCID: PMC8427434 DOI: 10.3389/fonc.2021.740083] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2021] [Accepted: 08/09/2021] [Indexed: 12/24/2022] Open
Abstract
Key processes in the onset and evolution of chronic lymphocytic leukemia (CLL) are thought to include chronic (antigenic) activation of mature B cells through the B cell receptor (BcR), signals from the microenvironment, and acquisition of genetic alterations. Here we describe three families in which two or more siblings were affected by CLL. We investigated whether there are immunogenetic similarities in the leukemia-specific immunoglobulin heavy (IGH) and light (IGL/IGK) chain gene rearrangements of the siblings in each family. Furthermore, we performed array analysis to study if similarities in CLL-associated chromosomal aberrations are present within each family and screened for somatic mutations using paired tumor/normal whole-genome sequencing (WGS). In two families a consistent IGHV gene mutational status (one IGHV-unmutated, one IGHV-mutated) was observed. Intriguingly, the third family with four affected siblings was characterized by usage of the lambda IGLV3-21 gene, with the hallmark R110 mutation of the recently described clinically aggressive IGLV3-21R110 subset. In this family, the CLL-specific rearrangements in two siblings could be assigned to either stereotyped subset #2 or the immunogenetically related subset #169, both of which belong to the broader IGLV3-21R110 subgroup. Consistent patterns of cytogenetic aberrations were encountered in all three families. Furthermore, the CLL clones carried somatic mutations previously associated with IGHV mutational status, cytogenetic aberrations and stereotyped subsets, respectively. From these findings, we conclude that similarities in immunogenetic characteristics in familial CLL, in combination with genetic aberrations acquired, point towards shared underlying mechanisms behind CLL development within each family.
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Affiliation(s)
- P Martijn Kolijn
- Laboratory Medical Immunology, Department of Immunology, Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | - Alice F Muggen
- Laboratory Medical Immunology, Department of Immunology, Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | - Viktor Ljungström
- Department of Immunology, Genetics and Pathology, Science for Life Laboratory, Uppsala University, Uppsala, Sweden.,Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden.,Department of Clinical Genetics, Karolinska University Laboratory, Karolinska University Hospital, Solna, Sweden
| | - Andreas Agathangelidis
- Institute of Applied Biosciences, Centre for Research and Technology Hellas, Thessaloniki, Greece.,Department of Biology, School of Science, National and Kapodistrian University of Athens, Athens, Greece
| | - Ingrid L M Wolvers-Tettero
- Laboratory Medical Immunology, Department of Immunology, Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | - H Berna Beverloo
- Department of Clinical Genetics, Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | - Karol Pál
- CEITEC - Central European Institute of Technology, Masaryk University, Brno, Czechia
| | - Paul J Hengeveld
- Laboratory Medical Immunology, Department of Immunology, Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | - Nikos Darzentas
- Department of Hematology, University Hospital Schleswig-Holstein, Kiel, Germany
| | - Rudi W Hendriks
- Department of Pulmonary Medicine, Erasmus MC, University Medical Center, Rotterdam, Netherlands
| | | | - Richard Rosenquist
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden.,Department of Clinical Genetics, Karolinska University Laboratory, Karolinska University Hospital, Solna, Sweden
| | - Anton W Langerak
- Laboratory Medical Immunology, Department of Immunology, Erasmus MC, University Medical Center, Rotterdam, Netherlands
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9
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Pérez-Carretero C, González-Gascón-y-Marín I, Rodríguez-Vicente AE, Quijada-Álamo M, Hernández-Rivas JÁ, Hernández-Sánchez M, Hernández-Rivas JM. The Evolving Landscape of Chronic Lymphocytic Leukemia on Diagnosis, Prognosis and Treatment. Diagnostics (Basel) 2021; 11:diagnostics11050853. [PMID: 34068813 PMCID: PMC8151186 DOI: 10.3390/diagnostics11050853] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2021] [Revised: 04/25/2021] [Accepted: 05/05/2021] [Indexed: 12/22/2022] Open
Abstract
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.
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Affiliation(s)
- Claudia Pérez-Carretero
- Cancer Research Center (IBMCC) CSIC-University of Salamanca, 37007 Salamanca, Spain; (C.P.-C.); (A.E.R.-V.); (M.Q.-Á.)
- Instituto de Investigación Biomédica (IBSAL), 37007 Salamanca, Spain
- Department of Hematology, University Hospital of Salamanca, 37007 Salamanca, Spain
| | | | - Ana E. Rodríguez-Vicente
- Cancer Research Center (IBMCC) CSIC-University of Salamanca, 37007 Salamanca, Spain; (C.P.-C.); (A.E.R.-V.); (M.Q.-Á.)
- Instituto de Investigación Biomédica (IBSAL), 37007 Salamanca, Spain
- Department of Hematology, University Hospital of Salamanca, 37007 Salamanca, Spain
| | - Miguel Quijada-Álamo
- Cancer Research Center (IBMCC) CSIC-University of Salamanca, 37007 Salamanca, Spain; (C.P.-C.); (A.E.R.-V.); (M.Q.-Á.)
- Instituto de Investigación Biomédica (IBSAL), 37007 Salamanca, Spain
- Department of Hematology, University Hospital of Salamanca, 37007 Salamanca, Spain
| | - José-Ángel Hernández-Rivas
- Department of Hematology, Infanta Leonor University Hospital, 28031 Madrid, Spain; (I.G.-G.-y-M.); (J.-Á.H.-R.)
- Department of Medicine, Complutense University, 28040 Madrid, Spain
| | - María Hernández-Sánchez
- Cancer Research Center (IBMCC) CSIC-University of Salamanca, 37007 Salamanca, Spain; (C.P.-C.); (A.E.R.-V.); (M.Q.-Á.)
- Instituto de Investigación Biomédica (IBSAL), 37007 Salamanca, Spain
- Department of Hematology, University Hospital of Salamanca, 37007 Salamanca, Spain
- Correspondence: (M.H.-S.); (J.M.H.-R.); Tel.: +34-923-294-812 (M.H.-S. & J.M.H.-R.)
| | - Jesús María Hernández-Rivas
- Cancer Research Center (IBMCC) CSIC-University of Salamanca, 37007 Salamanca, Spain; (C.P.-C.); (A.E.R.-V.); (M.Q.-Á.)
- Instituto de Investigación Biomédica (IBSAL), 37007 Salamanca, Spain
- Department of Hematology, University Hospital of Salamanca, 37007 Salamanca, Spain
- Department of Medicine, University of Salamanca, 37008 Salamanca, Spain
- Correspondence: (M.H.-S.); (J.M.H.-R.); Tel.: +34-923-294-812 (M.H.-S. & J.M.H.-R.)
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10
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Lareau CA, Ludwig LS, Muus C, Gohil SH, Zhao T, Chiang Z, Pelka K, Verboon JM, Luo W, Christian E, Rosebrock D, Getz G, Boland GM, Chen F, Buenrostro JD, Hacohen N, Wu CJ, Aryee MJ, Regev A, Sankaran VG. Massively parallel single-cell mitochondrial DNA genotyping and chromatin profiling. Nat Biotechnol 2021; 39:451-461. [PMID: 32788668 PMCID: PMC7878580 DOI: 10.1038/s41587-020-0645-6] [Citation(s) in RCA: 158] [Impact Index Per Article: 39.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2020] [Accepted: 07/17/2020] [Indexed: 12/24/2022]
Abstract
Natural mitochondrial DNA (mtDNA) mutations enable the inference of clonal relationships among cells. mtDNA can be profiled along with measures of cell state, but has not yet been combined with the massively parallel approaches needed to tackle the complexity of human tissue. Here, we introduce a high-throughput, droplet-based mitochondrial single-cell assay for transposase-accessible chromatin with sequencing (scATAC-seq), a method that combines high-confidence mtDNA mutation calling in thousands of single cells with their concomitant high-quality accessible chromatin profile. This enables the inference of mtDNA heteroplasmy, clonal relationships, cell state and accessible chromatin variation in individual cells. We reveal single-cell variation in heteroplasmy of a pathologic mtDNA variant, which we associate with intra-individual chromatin variability and clonal evolution. We clonally trace thousands of cells from cancers, linking epigenomic variability to subclonal evolution, and infer cellular dynamics of differentiating hematopoietic cells in vitro and in vivo. Taken together, our approach enables the study of cellular population dynamics and clonal properties in vivo.
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Affiliation(s)
- Caleb A Lareau
- Division of Hematology/Oncology, Boston Children's Hospital and Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA.
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Division of Medical Sciences, Harvard Medical School, Boston, MA, USA.
| | - Leif S Ludwig
- Division of Hematology/Oncology, Boston Children's Hospital and Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA.
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
| | - Christoph Muus
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Paulson School of Engineering and Applied Sciences, Harvard University, Cambridge, MA, USA
| | - Satyen H Gohil
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Academic Haematology, UCL Cancer Institute, London, UK
| | - Tongtong Zhao
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA, USA
| | - Zachary Chiang
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Division of Medical Sciences, Harvard Medical School, Boston, MA, USA
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA, USA
| | - Karin Pelka
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Center for Cancer Research, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Jeffrey M Verboon
- Division of Hematology/Oncology, Boston Children's Hospital and Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Wendy Luo
- Division of Hematology/Oncology, Boston Children's Hospital and Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Elena Christian
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Division of Medical Sciences, Harvard Medical School, Boston, MA, USA
| | - Daniel Rosebrock
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Gad Getz
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Pathology, Harvard Medical School, Boston, MA, USA
| | - Genevieve M Boland
- Center for Cancer Research, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- Department of Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Fei Chen
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Jason D Buenrostro
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA, USA
| | - Nir Hacohen
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Center for Cancer Research, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Catherine J Wu
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Martin J Aryee
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Pathology, Harvard Medical School, Boston, MA, USA
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Aviv Regev
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Howard Hughes Medical Institute, Chevy Chase, MD, USA.
- Department of Biology and Koch Institute, Massachusetts Institute of Technology, Cambridge, MA, USA.
| | - Vijay G Sankaran
- Division of Hematology/Oncology, Boston Children's Hospital and Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA.
- Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Harvard Stem Cell Institute, Cambridge, MA, USA.
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11
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Reid JC, Golubeva D, Boyd AL, Hollands CG, Henly C, Orlando L, Leber A, Hébert J, Morabito F, Cutrona G, Agnelli L, Gentile M, Ferrarini M, Neri A, Leber B, Bhatia M. Human pluripotent stem cells identify molecular targets of trisomy 12 in chronic lymphocytic leukemia patients. Cell Rep 2021; 34:108845. [PMID: 33730576 DOI: 10.1016/j.celrep.2021.108845] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2020] [Revised: 01/13/2021] [Accepted: 02/17/2021] [Indexed: 10/21/2022] Open
Abstract
Identifying precise targets of individual cancers remains challenging. Chronic lymphocytic leukemia (CLL) represents the most common adult hematologic malignancy, and trisomy 12 (tri12) represents a quarter of CLL patients. We report that tri12 human pluripotent stem cells (hPSCs) allow for the identification of gene networks and targets specific to tri12, which are controlled by comparative normal PSCs. Identified targets are upregulated in tri12 leukemic cells from a cohort of 159 patients with monoclonal B cell lymphocytosis and CLL. tri12 signaling patterns significantly influence progression-free survival. Actionable targets are identified using high-content drug testing and functionally validated in an additional 44 CLL patient samples. Using xenograft models, interleukin-1 receptor-associated kinase 4 (IRAK4) inhibitor is potent and selective against human tri12 CLL versus healthy patient-derived xenografts. Our study uses hPSCs to uncover targets from genetic aberrations and apply them to cancer. These findings provide immediate translational potential as biomarkers and targets for therapeutic intervention.
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Affiliation(s)
- Jennifer C Reid
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
| | - Diana Golubeva
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
| | - Allison L Boyd
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
| | - Cameron G Hollands
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
| | - Charisa Henly
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
| | - Luca Orlando
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
| | - Andrew Leber
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada
| | - Josée Hébert
- Department of Medicine, Université de Montréal, Montreal, QC, Canada; Division of Hematology-Oncology, Maisonneuve-Rosemont Hospital, Montreal, QC, Canada
| | - Fortunato Morabito
- Department of Onco-Hematology, Biotechnology Research Unit, AO of Cosenza, Cosenza, Italy; Hematology and Bone Marrow Transplant Unit, Augusta Victoria Hospital, Jerusalem, Israel
| | - Giovanna Cutrona
- Molecular Pathology Unit, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Luca Agnelli
- Department of Oncology and Hemato-oncology, University of Milan, Milan, Italy; Department of Onco-Hematology, Fondazione IRCCS Cà Granda Ospedale Maggiore Policlinico di Milano, Milan, Italy; Pathobiology Unit 2, IRCCS National Cancer Institute, Milan, Italy
| | - Massimo Gentile
- Department of Onco-Hematology, Biotechnology Research Unit, AO of Cosenza, Cosenza, Italy
| | - Manlio Ferrarini
- Department of Experimental Medicine, University of Genoa, Genoa, Italy
| | - Antonino Neri
- Department of Oncology and Hemato-oncology, University of Milan, Milan, Italy; Department of Onco-Hematology, Fondazione IRCCS Cà Granda Ospedale Maggiore Policlinico di Milano, Milan, Italy
| | - Brian Leber
- Department of Medicine, McMaster University, Juravinski Hospital, Hamilton, ON, Canada
| | - Mickie Bhatia
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, ON, Canada.
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12
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Hayashi S, Miyoshi T, Imashuku S. Pentasomy 21 in an older adult case of AML with myelodysplastic changes. Int J Lab Hematol 2020; 43:e122-e123. [PMID: 33236833 DOI: 10.1111/ijlh.13410] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2020] [Revised: 10/20/2020] [Accepted: 11/06/2020] [Indexed: 11/29/2022]
Affiliation(s)
- Shunta Hayashi
- Department of Internal Medicine, Uji-Tokushukai Medical Center, Uji, Kyoto, Japan
| | - Takashi Miyoshi
- Division of Hematology, Uji-Tokushukai Medical Center, Uji, Kyoto, Japan
| | - Shinsaku Imashuku
- Division of Hematology, Uji-Tokushukai Medical Center, Uji, Kyoto, Japan.,Department of Laboratory Medicine, Uji-Tokushukai Medical Center, Uji, Kyoto, Japan
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13
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Yun X, Zhang Y, Wang X. Recent progress of prognostic biomarkers and risk scoring systems in chronic lymphocytic leukemia. Biomark Res 2020; 8:40. [PMID: 32939265 PMCID: PMC7487566 DOI: 10.1186/s40364-020-00222-3] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2020] [Accepted: 08/26/2020] [Indexed: 12/13/2022] Open
Abstract
Chronic lymphocytic leukemia (CLL) is the most prevalent adult leukemia with high heterogeneity in the western world. Thus, investigators identified a number of prognostic biomarkers and scoring systems to guide treatment decisions and validated them in the context of immunochemotherapy. A better understanding of prognostic biomarkers, including serum markers, flow cytometry outcomes, IGHV mutation status, microRNAs, chromosome aberrations and gene mutations, have contributed to prognosis in CLL. Del17p/ TP53 mutation, NOTCH1 mutation, CD49d, IGHV mutation status, complex karyotypes and microRNAs were reported to be of predictive values to guide clinical decisions. Based on the biomarkers above, classic prognostic models, such as the Rai and Binet staging systems, MDACC nomogram, GCLLSG model and CLL-IPI, were developed to improve risk stratification and tailor treatment intensity. Considering the presence of novel agents, many investigators validated the conventional prognostic biomarkers in the setting of novel agents and only TP53 mutation status/del 17p and CD49d expression were reported to be of prognostic value. Whether other prognostic indicators and models can be used in the context of novel agents, further studies are required.
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Affiliation(s)
- Xiaoya Yun
- Department of Hematology, Shandong Provincial Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250021 Shandong China
- Department of Hematology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, No.324, Jingwu Road, Jinan, 250021 Shandong China
- School of Medicine, Shandong University, Jinan, 250012 Shandong China
- Shandong Provincial Engineering Research Center of Lymphoma, Jinan, 250021 Shandong China
- National clinical research center for hematologic diseases, Jinan, 250021 Shandong China
| | - Ya Zhang
- Department of Hematology, Shandong Provincial Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250021 Shandong China
- Department of Hematology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, No.324, Jingwu Road, Jinan, 250021 Shandong China
- School of Medicine, Shandong University, Jinan, 250012 Shandong China
- Shandong Provincial Engineering Research Center of Lymphoma, Jinan, 250021 Shandong China
- National clinical research center for hematologic diseases, Jinan, 250021 Shandong China
| | - Xin Wang
- Department of Hematology, Shandong Provincial Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250021 Shandong China
- Department of Hematology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, No.324, Jingwu Road, Jinan, 250021 Shandong China
- School of Medicine, Shandong University, Jinan, 250012 Shandong China
- Shandong Provincial Engineering Research Center of Lymphoma, Jinan, 250021 Shandong China
- National clinical research center for hematologic diseases, Jinan, 250021 Shandong China
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14
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Senouci A, Smol T, Tricot S, Bakala J, Moulessehoul S, Quilichini B, Penther D, Herbaux C, Daudignon A. Cytogenetic landscape in 1012 newly diagnosed chronic lymphocytic leukemia. Eur J Haematol 2019; 103:607-613. [PMID: 31512291 DOI: 10.1111/ejh.13329] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2019] [Revised: 08/30/2019] [Accepted: 09/05/2019] [Indexed: 12/20/2022]
Abstract
BACKGROUND Chronic lymphocytic leukemia (CLL) stratification mainly relies on FISH markers according to Döhner's hierarchical model which includes high-risk FISH markers, intermediate FISH, or low-risk FISH. Recently, complex karyotype (CK) has been demonstrated as an independent negative prognostic factor in CLL. METHODS A series of 1012 untreated CLL patients have been investigated with both FISH and chromosome banding analysis (CBA) on the same pellet obtained from interleukin IL-2-CPG DSP30 oligonucleotide-stimulated cultured cells. RESULTS Combining both FISH and CBA has led to refine prognostic categories with identification of 30% of CK in low-risk and intermediate FISH group. This raises the issue of switching them to a high-risk group. While this series confirmed the significant association between CK and high-risk FISH (P = .003), 33% of CK present no ATM or TP53 deletion. Three groups characterized by significant association between FISH markers and CBA have emerged: CK with TP53 loss and monosomy 15; CK with ATM loss and 14q32 translocation; and CK without ATM or TP53 losses but trisomies 12, 18, and 19 or t(14;18)(q32;q21). CONCLUSION We have observed that in addition to FISH analysis, the CBA allows detection of many abnormalities with potential impact on patient follow-up and treatment, mainly CK.
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Affiliation(s)
- Amel Senouci
- Laboratoire de Bio-toxicologie, Université de Sidi Bel Abbès, Sidi Bel Abbès, Algeria
| | - Thomas Smol
- Institut de Génétique Médicale, CHU de Lille, Lille, France
| | - Sabine Tricot
- Service d'Hématologie Clinique, CH de Valenciennes, Valenciennes, France
| | - Jania Bakala
- Service d'Hématologie Clinique, CH de Lens, Lens, France
| | - Soraya Moulessehoul
- Laboratoire de Bio-toxicologie, Université de Sidi Bel Abbès, Sidi Bel Abbès, Algeria
| | | | - Dominique Penther
- Service de Génétique Oncologique, Centre Henri Becquerel, Rouen, France
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15
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Mosquera Orgueira A, Antelo Rodríguez B, Díaz Arias JÁ, González Pérez MS, Bello López JL. New Recurrent Structural Aberrations in the Genome of Chronic Lymphocytic Leukemia Based on Exome-Sequencing Data. Front Genet 2019; 10:854. [PMID: 31616467 PMCID: PMC6764480 DOI: 10.3389/fgene.2019.00854] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2019] [Accepted: 08/16/2019] [Indexed: 12/16/2022] Open
Abstract
Chronic lymphocytic leukemia (CLL) is the most frequent lymphoproliferative syndrome in Western countries, and it is characterized by recurrent large genomic rearrangements. During the last decades, array techniques have expanded our knowledge about CLL's karyotypic aberrations. The advent of large sequencing databases expanded our knowledge cancer genomics to an unprecedented resolution and enabled the detection of small-scale structural aberrations in the cancer genome. In this study, we have performed exome-sequencing-based copy number aberration (CNA) and loss of heterozygosity (LOH) analysis in order to detect new recurrent structural aberrations. We describe 54 recurrent focal CNAs enriched in cancer-related pathways, and their association with gene expression and clinical evolution. Furthermore, we discovered recurrent large copy number neutral LOH events affecting key driver genes, and we recapitulate most of the large CNAs that characterize the CLL genome. These results provide "proof-of-concept" evidence supporting the existence of new genes involved in the pathogenesis of CLL.
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Affiliation(s)
- Adrián Mosquera Orgueira
- Research Group on Lymphoproliferative Diseases, Health Research Institute of Santiago de Compostela (IDIS), Santiago de Compostela, Spain.,Complexo Hospitalario Universitario de Santiago de Compostela (CHUS), Division of Hematology, SERGAS, Santiago de Compostela, Spain.,Department of Medicine, University of Santiago de Compostela, Santiago de Compostela, Spain
| | - Beatriz Antelo Rodríguez
- Research Group on Lymphoproliferative Diseases, Health Research Institute of Santiago de Compostela (IDIS), Santiago de Compostela, Spain.,Complexo Hospitalario Universitario de Santiago de Compostela (CHUS), Division of Hematology, SERGAS, Santiago de Compostela, Spain.,Department of Medicine, University of Santiago de Compostela, Santiago de Compostela, Spain
| | - José Ángel Díaz Arias
- Research Group on Lymphoproliferative Diseases, Health Research Institute of Santiago de Compostela (IDIS), Santiago de Compostela, Spain.,Complexo Hospitalario Universitario de Santiago de Compostela (CHUS), Division of Hematology, SERGAS, Santiago de Compostela, Spain
| | - Marta Sonia González Pérez
- Research Group on Lymphoproliferative Diseases, Health Research Institute of Santiago de Compostela (IDIS), Santiago de Compostela, Spain.,Complexo Hospitalario Universitario de Santiago de Compostela (CHUS), Division of Hematology, SERGAS, Santiago de Compostela, Spain
| | - José Luis Bello López
- Research Group on Lymphoproliferative Diseases, Health Research Institute of Santiago de Compostela (IDIS), Santiago de Compostela, Spain.,Complexo Hospitalario Universitario de Santiago de Compostela (CHUS), Division of Hematology, SERGAS, Santiago de Compostela, Spain.,Department of Medicine, University of Santiago de Compostela, Santiago de Compostela, Spain
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16
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Koczkodaj D, Popek-Marciniec S, Zmorzyński S, Wąsik-Szczepanek E, Filip AA. Examination of clonal evolution in chronic lymphocytic leukemia. Med Oncol 2019; 36:79. [PMID: 31375939 DOI: 10.1007/s12032-019-1300-2] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2019] [Accepted: 07/20/2019] [Indexed: 01/28/2023]
Abstract
Chronic lymphocytic leukemia (CLL) is one of the most frequent lymphoproliferative diseases. CLL is characterized by unusual heterogeneity, which probably reflects its biological and genetic lack of homogeneity. Clonal chromosome aberrations belong to the most important prognostic and predictive factors in CLL. This research was aimed at observing clonal evolution in CLL at the chromosomal level, and assessing its clinical significance in relation to selected prognostic factors. The study involved 72 untreated patients with CLL. The preliminary investigations using cytogenetic banding analysis (CBA) and FISH were performed at the time of diagnosis, and again after about 24 months to observe clonal changes (clonal evolution). In addition, other parameters were evaluated, i.e., the expression of ZAP-70 kinase, CD38 antigen, and the mutation statuses of IGVH and NOTCH1 genes. Classic prognostic factors, i.e., categorized ZAP70 and CD38 expressions as well as mutations in IGVH and NOTCH1 genes did not influence the course of clonal evolution in the examined group of patients. Clonal evolution was detected in 45.8% of patients by means of CBA, and in 19.4% patients with FISH. Analysis of chromosomal aberrations in the examined group of patients showed that the incidence of 17p deletions and translocations in karyotypes has a negative impact on overall survival. CE was found to be a risk factor for the occurrence of disease progression (OR = 2.22). Our observations indicate that combined CBA and FISH are the most optimal techniques for monitoring clonal evolution in the course of CLL.
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Affiliation(s)
- Dorota Koczkodaj
- Department of Cancer Genetics with the Cytogenetic Laboratory, Medical University of Lublin, Ul. Radziwiłłowska 11, 20-080, Lublin, Poland.
| | - Sylwia Popek-Marciniec
- Department of Cancer Genetics with the Cytogenetic Laboratory, Medical University of Lublin, Ul. Radziwiłłowska 11, 20-080, Lublin, Poland
| | - Szymon Zmorzyński
- Department of Cancer Genetics with the Cytogenetic Laboratory, Medical University of Lublin, Ul. Radziwiłłowska 11, 20-080, Lublin, Poland
| | - Ewa Wąsik-Szczepanek
- Department of Hematooncology and Bone Marrow Transplantation, Medical University of Lublin, Lublin, Poland
| | - Agata A Filip
- Department of Cancer Genetics with the Cytogenetic Laboratory, Medical University of Lublin, Ul. Radziwiłłowska 11, 20-080, Lublin, Poland
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