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del Pino-Molina L, Bravo Gallego LY, Soto Serrano Y, Reche Yebra K, Marty Lobo J, González Martínez B, Bravo García-Morato M, Rodríguez Pena R, van der Burg M, López Granados E. Research-based flow cytometry assays for pathogenic assessment in the human B-cell biology of gene variants revealed in the diagnosis of inborn errors of immunity: a Bruton's tyrosine kinase case-study. Front Immunol 2023; 14:1095123. [PMID: 37197664 PMCID: PMC10183671 DOI: 10.3389/fimmu.2023.1095123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Accepted: 04/13/2023] [Indexed: 05/19/2023] Open
Abstract
Introduction Inborn errors of immunity (IEI) are an expanding group of rare diseases whose field has been boosted by next-generation sequencing (NGS), revealing several new entities, accelerating routine diagnoses, expanding the number of atypical presentations and generating uncertainties regarding the pathogenic relevance of several novel variants. Methods Research laboratories that diagnose and provide support for IEI require accurate, reproducible and sustainable phenotypic, cellular and molecular functional assays to explore the pathogenic consequences of human leukocyte gene variants and contribute to their assessment. We have implemented a set of advanced flow cytometry-based assays to better dissect human B-cell biology in a translational research laboratory. We illustrate the utility of these techniques for the in-depth characterization of a novel (c.1685G>A, p.R562Q) de novo gene variant predicted as probably pathogenic but with no previous insights into the protein and cellular effects, located in the tyrosine kinase domain of the Bruton's tyrosine kinase (BTK) gene, in an apparently healthy 14-year-old male patient referred to our clinic for an incidental finding of low immunoglobulin (Ig) M levels with no history of recurrent infections. Results and discussion A phenotypic analysis of bone marrow (BM) revealed a slightly high percentage of pre-B-I subset in BM, with no blockage at this stage, as typically observed in classical X-linked agammaglobulinemia (XLA) patients. The phenotypic analysis in peripheral blood also revealed reduced absolute numbers of B cells, all pre-germinal center maturation stages, together with reduced but detectable numbers of different memory and plasma cell isotypes. The R562Q variant allows Btk expression and normal activation of anti-IgM-induced phosphorylation of Y551 but diminished autophosphorylation at Y223 after anti IgM and CXCL12 stimulation. Lastly, we explored the potential impact of the variant protein for downstream Btk signaling in B cells. Within the canonical nuclear factor kappa B (NF-κB) activation pathway, normal IκBα degradation occurs after CD40L stimulation in patient and control cells. In contrast, disturbed IκBα degradation and reduced calcium ion (Ca2+) influx occurs on anti-IgM stimulation in the patient's B cells, suggesting an enzymatic impairment of the mutated tyrosine kinase domain.
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Affiliation(s)
- L. del Pino-Molina
- Center for Biomedical Network Research on Rare Diseases, Instituto de Salud Carlos III (ISCII)I (CIBERER), Madrid, Spain
- Lymphocyte Pathophysiology in Immunodeficiencies Group, La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
- *Correspondence: L. del Pino-Molina, ; E. López Granados,
| | - L. Y. Bravo Gallego
- Center for Biomedical Network Research on Rare Diseases, Instituto de Salud Carlos III (ISCII)I (CIBERER), Madrid, Spain
- Lymphocyte Pathophysiology in Immunodeficiencies Group, La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
| | - Y. Soto Serrano
- Lymphocyte Pathophysiology in Immunodeficiencies Group, La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
| | - K. Reche Yebra
- Lymphocyte Pathophysiology in Immunodeficiencies Group, La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
| | - J. Marty Lobo
- Lymphocyte Pathophysiology in Immunodeficiencies Group, La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
| | - B. González Martínez
- Pediatric Hemato-Oncology Unit, La Paz University Hospital Madrid, Madrid, Spain
| | - M. Bravo García-Morato
- Center for Biomedical Network Research on Rare Diseases, Instituto de Salud Carlos III (ISCII)I (CIBERER), Madrid, Spain
- Lymphocyte Pathophysiology in Immunodeficiencies Group, La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
- Clinical Immunology Department, La Paz University Hospital Madrid, Madrid, Spain
| | - R. Rodríguez Pena
- Center for Biomedical Network Research on Rare Diseases, Instituto de Salud Carlos III (ISCII)I (CIBERER), Madrid, Spain
- Lymphocyte Pathophysiology in Immunodeficiencies Group, La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
- Clinical Immunology Department, La Paz University Hospital Madrid, Madrid, Spain
| | - M. van der Burg
- Department of Pediatrics, Laboratory for Pediatric Immunology, Willem-Alexander Children’s Hospital, Leiden University Medical Centre, Leiden, Netherlands
| | - E. López Granados
- Center for Biomedical Network Research on Rare Diseases, Instituto de Salud Carlos III (ISCII)I (CIBERER), Madrid, Spain
- Lymphocyte Pathophysiology in Immunodeficiencies Group, La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
- Clinical Immunology Department, La Paz University Hospital Madrid, Madrid, Spain
- *Correspondence: L. del Pino-Molina, ; E. López Granados,
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Wang J, Ran T, Chen Y, Lu T. Bayesian machine learning to discover Bruton's tyrosine kinase inhibitors. Chem Biol Drug Des 2019; 96:1114-1122. [PMID: 31855311 DOI: 10.1111/cbdd.13656] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2019] [Revised: 11/23/2019] [Accepted: 12/07/2019] [Indexed: 11/27/2022]
Abstract
Bruton's tyrosine kinase (BTK) has a crucial role in multiple cell signaling pathways including B-cell antigen receptor (BCR) and Fc receptor (FcR) signaling cascades, which has attracted much attention to find BTK inhibitors to treat autoimmune diseases. In this work, we constructed a Bayesian classification model for virtually seeking novel BTK inhibitors, which showed good performance in terms of screening efficiency and accuracy. Through searching for several chemical libraries including Chembl_17 (1,317,484 compounds), Chembridge (103,473 compounds), and Chemdiv (700,000 compounds) using this model followed by molecular docking and activity prediction, 52 compounds with novel scaffolds were acknowledged as potential BTK inhibitors, which could be promising starting points for further exploration. This study also provided a guide to construct an efficient and effective protocol for virtual screening by integrating machine learning methods.
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Affiliation(s)
- Jian Wang
- State Key Laboratory of Natural Medicines, China Pharmaceutical University, Nanjing, China.,Zhejiang Pharmaceutical College, Ningbo, China
| | - Ting Ran
- Fujian Provincial Key Laboratory of Innovative Drug Target Research, School of Pharmaceutical Sciences, Xiamen University, Xiamen, China
| | - Yadong Chen
- State Key Laboratory of Natural Medicines, China Pharmaceutical University, Nanjing, China
| | - Tao Lu
- State Key Laboratory of Natural Medicines, China Pharmaceutical University, Nanjing, China
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Väliaho J, Smith CIE, Vihinen M. BTKbase: the mutation database for X-linked agammaglobulinemia. Hum Mutat 2006; 27:1209-17. [PMID: 16969761 DOI: 10.1002/humu.20410] [Citation(s) in RCA: 139] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
X-linked agammaglobulinemia (XLA) is a hereditary immunodeficiency caused by mutations in the gene encoding Bruton tyrosine kinase (BTK). XLA patients have a decreased number of mature B cells and a lack of all immunoglobulin isotypes, resulting in susceptibility to severe bacterial infections. XLA-causing mutations are collected in a mutation database (BTKbase), which is available at http://bioinf.uta.fi/BTKbase. For each patient the following information is given (when available): the identification of the entry, a plain English description of the mutation followed by a reference, formal characterization of the mutation, and the various parameters from the patient. BTKbase is implemented with the MUTbase program suite, which provides an easy, interactive, and quality controlled submission of information to mutation databases. BTKbase version 8 lists mutation entries of 1,111 patients from 973 unrelated families showing 602 unique molecular events. The localization of the mutations on the gene and protein for BTK can be analyzed by clicking sequences on the web pages. The distribution of the mutations in the five structural domains is approximately proportional to the length of the domains, except for the Tec homology (TH) domain. The most frequently affected sites are CpG dinucleotides. The majority of the missense mutations are structural-disturbing Bruton tyrosine kinase (Btk) folding or decreasing stability. Many of the mutations affect functionally significant, conserved residues. The structural consequences of the mutations in all the domains have been studied based on crystallographic and nuclear magnetic resonance (NMR) structures as well as computer-aided molecular modeling.
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Affiliation(s)
- Jouni Väliaho
- Institute of Medical Technology, University of Tampere, Finland
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Mattsson PT, Vihinen M, Smith CI. X-linked agammaglobulinemia (XLA): a genetic tyrosine kinase (Btk) disease. Bioessays 1996; 18:825-34. [PMID: 8885720 DOI: 10.1002/bies.950181009] [Citation(s) in RCA: 55] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
X-linked agammaglobulinemia is a heritable immunodeficiency disease caused by a differentiation abnormality, resulting in the virtual absence of B lymphocytes and plasma cells. The affected gene encodes a cytoplasmic protein tyrosine kinase, Bruton's agammaglobulinemia tyrosine kinase, designated Btk. Btk and the other family members, Tec, ltk and Bmx, contain five regions, four of which are common structural and functional modules that are found in other signaling proteins. Mutations affect all domains of the gene, but amino acid substitutions seem to be confined to certain regions. More than 150 unique mutations have been identified and are collected in a mutation database, BTKbase. Here we discuss the three-dimensional structural implications of such mutations and their putative functional role. Of special interest are mutations affecting the pleckstrin homology domain, as Btk is the only disease-associated protein so far reported to carry mutations in this particular module.
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Affiliation(s)
- P T Mattsson
- Department of Bioscience at Novum, Karolinska Institute, Huddinge, Sweden.
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