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1.
Artif Intell Med ; 152: 102884, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38703466

ABSTRACT

CONTEXT: Computational modeling involves the use of computer simulations and models to study and understand real-world phenomena. Its application is particularly relevant in the study of potential interactions between biological elements. It is a promising approach to understand complex biological processes and predict their behavior under various conditions. METHODOLOGY: This paper is a review of the recent literature on computational modeling of biological systems. Our study focuses on the field of oncology and the use of artificial intelligence (AI) and, in particular, agent-based modeling (ABM), between 2010 and May 2023. RESULTS: Most of the articles studied focus on improving the diagnosis and understanding the behaviors of biological entities, with metaheuristic algorithms being the models most used. Several challenges are highlighted regarding increasing and structuring knowledge about biological systems, developing holistic models that capture multiple scales and levels of organization, reproducing emergent behaviors of biological systems, validating models with experimental data, improving computational performance of models and algorithms, and ensuring privacy and personal data protection are discussed.


Subject(s)
Artificial Intelligence , Computer Simulation , Models, Biological , Humans , Algorithms , Medical Oncology/methods , Neoplasms/therapy , Systems Analysis
2.
Clin Infect Dis ; 59(10): 1462-70, 2014 Nov 15.
Article in English | MEDLINE | ID: mdl-25124061

ABSTRACT

Because infectious diseases are a major source of morbidity and mortality in the majority of patients with primary immunodeficiencies (PIDs), the application of a prophylactic regimen is often necessary. However, because of the variety of PIDs and pathogens involved, and because evidence is scarce, practices are heterogeneous. To homogenize practices among centers, the French National Reference Center for PIDs aimed at elaborating recommendations for anti-infectious prophylaxis for the most common PIDs. We performed a literature review of infectious complications and prophylactic regimens associated with the most frequent PIDs. Then, a working group including different specialists systematically debated about chemoprophylaxis, immunotherapy, immunization, and recommendations for patients. Grading of prophylaxis was done using strength of recommendations (decreasing from A to D) and evidence level (decreasing from I to III). These might help infectious diseases specialists in the management of PIDs and improving the outcome of patients with PIDs.


Subject(s)
Communicable Disease Control , Communicable Diseases/etiology , Immunologic Deficiency Syndromes/complications , Infection Control , Infections/etiology , Humans , Immunologic Deficiency Syndromes/diagnosis , Pre-Exposure Prophylaxis
3.
J Allergy Clin Immunol ; 134(5): 1131-41.e9, 2014 Nov.
Article in English | MEDLINE | ID: mdl-24942515

ABSTRACT

BACKGROUND: Crohn disease is an inflammatory bowel disease (IBD) with a complex mode of inheritance. Although nucleotide binding and oligomerization domain containing 2 (NOD2) is the strongest risk factor, the cause of Crohn disease remains unknown in the majority of the cases. X-linked inhibitor of apoptosis (XIAP) deficiency causes X-linked lymphoproliferative syndrome type 2. IBD has been reported in some XIAP-deficient patients. OBJECTIVE: We characterize the IBD affecting a large cohort of patients with mutations in XIAP and examine the possible pathophysiologic mechanisms. METHODS: We performed a phenotypical and histologic analysis of the IBD affecting 17 patients with hemizygous mutations in XIAP, including 3 patients identified by screening 83 patients with pediatric-onset IBD. The X chromosome inactivation was analyzed in female carriers of heterozygous XIAP mutations, including 2 adults with IBD. The functional consequences of XIAP deficiency were analyzed. RESULTS: Clinical presentation and histology of IBD in patients with XIAP deficiency overlapped with those of patients with Crohn disease. The age at onset was variable (from 3 months to 41 years), and IBD was severe and difficult to treat. In 2 patients hematopoietic stem cell transplantation fully restored intestinal homeostasis. Monocytes of patients had impaired NOD2-mediated IL-8 and monocyte chemoattractant protein 1 (MCP-1) production, as well as IL-10, in response to NOD2 and Toll-like receptor 2/4 costimulation. Nucleotide binding and oligomerization domain containing 1 (NOD1)-mediated IL-6 and IL-8 production was defective in fibroblasts from XIAP-deficient patients. The 2 heterozygous female carriers of XIAP mutations with IBD displayed abnormal expression of the XIAP mutated allele, resulting in impaired activation of the NOD2 pathway. CONCLUSION: IBD in patients with XIAP deficiency is similar to Crohn disease and is associated with defective NOD2 function in monocytes. Importantly, we report that it is not restricted to male patients because we identified 2 symptomatic female heterozygous carriers of XIAP mutations.


Subject(s)
Chromosomes, Human, X , Crohn Disease , Genetic Diseases, X-Linked , Hemizygote , Heterozygote , Lymphoproliferative Disorders , X-Linked Inhibitor of Apoptosis Protein/genetics , Adolescent , Adult , Age of Onset , Child , Child, Preschool , Chromosomes, Human, X/genetics , Chromosomes, Human, X/metabolism , Cohort Studies , Crohn Disease/blood , Crohn Disease/genetics , Crohn Disease/pathology , Cytokines/blood , Cytokines/genetics , Female , Genetic Diseases, X-Linked/blood , Genetic Diseases, X-Linked/genetics , Genetic Diseases, X-Linked/pathology , Humans , Infant , Lymphoproliferative Disorders/blood , Lymphoproliferative Disorders/genetics , Lymphoproliferative Disorders/pathology , Male , Nod2 Signaling Adaptor Protein/genetics , Nod2 Signaling Adaptor Protein/metabolism
4.
Blood ; 121(4): 614-23, 2013 Jan 24.
Article in English | MEDLINE | ID: mdl-23223428

ABSTRACT

Invariant natural killer (iNKT) T cells and mucosal-associated invariant T (MAIT) cells represent peculiar T-lymphocyte subpopulations with innate-like properties that differ from conventional T cells. iNKT are reduced in the primary immunodeficiency caused by mutations in the X-linked inhibitor of apoptosis (XIAP). By studying the mechanism of this depletion, we herein report that iNKT cells exhibit a high susceptibility to apoptosis that is not observed with conventional T cells. Elevated expression of caspases 3 and 7 accounts for the proapoptotic phenotype of iNKT cells, which is inhibited by XIAP although it exerts a moderate effect in conventional T cells. Similarly, MAIT cells exhibit a proapoptotic propensity with elevated expression of activated caspases and are decreased in XIAP-deficient individuals. Knockdown of the transcription factor PLZF/ZBTB-16, which is involved in the effector program of iNKT cells, diminishes their proapoptotic phenotype. Conversely, overexpression of PLZF/ZBTB-16 in conventional T cells leads to a proapoptotic phenotype. Our findings identify a previously unknown pathway of regulation of innate-like T-cell homeostasis depending on XIAP and PLZF. The proapoptotic feature of iNKT cells also gives a reliable explanation of their exhaustion observed in different human conditions including the XIAP immunodeficiency.


Subject(s)
Kruppel-Like Transcription Factors/genetics , Natural Killer T-Cells/metabolism , T-Lymphocyte Subsets/metabolism , X-Linked Inhibitor of Apoptosis Protein/genetics , Apoptosis/genetics , Apoptosis/immunology , Apoptosis Regulatory Proteins/genetics , Apoptosis Regulatory Proteins/immunology , Gene Expression Regulation , Humans , Kruppel-Like Transcription Factors/immunology , Lymphocyte Count , Natural Killer T-Cells/immunology , Phenotype , Promyelocytic Leukemia Zinc Finger Protein , Receptors, Antigen, T-Cell, alpha-beta/genetics , Receptors, Antigen, T-Cell, alpha-beta/metabolism , T-Lymphocyte Subsets/immunology , X-Linked Inhibitor of Apoptosis Protein/immunology
5.
J Allergy Clin Immunol ; 130(5): 1144-1152.e11, 2012 Nov.
Article in English | MEDLINE | ID: mdl-22985903

ABSTRACT

BACKGROUND: Signals emanating from the antigen T-cell receptor (TCR) are required for T-cell development and function. The T lymphocyte-specific protein tyrosine kinase (Lck) is a key component of the TCR signaling machinery. On the basis of its function, we considered LCK a candidate gene in patients with combined immunodeficiency. OBJECTIVE: We identify and describe a child with a T-cell immunodeficiency caused by a homozygous missense mutation of the LCK gene (c.1022T>C) resulting from uniparental disomy. METHODS: Genetic, molecular, and functional analyses were performed to characterize the Lck deficiency, and the associated clinical and immunologic phenotypes are reported. RESULTS: The mutant LCK protein (p.L341P) was weakly expressed with no kinase activity and failed to reconstitute TCR signaling in LCK-deficient T cells. The patient presented with recurrent respiratory tract infections together with predominant early-onset inflammatory and autoimmune manifestations. The patient displayed CD4(+) T-cell lymphopenia and low levels of CD4 and CD8 expression on the T-cell surface. The residual T lymphocytes had an oligoclonal T-cell repertoire and exhibited a profound TCR signaling defect, with only weak tyrosine phosphorylation signals and no Ca(2+) mobilization in response to TCR stimulation. CONCLUSION: We report a new form of T-cell immunodeficiency caused by a LCK gene defect, highlighting the essential role of Lck in human T-cell development and responses. Our results also point out that defects in the TCR signaling cascade often result in abnormal T-cell differentiation and functions, leading to an important risk factor for inflammation and autoimmunity.


Subject(s)
CD4-Positive T-Lymphocytes/immunology , Immunologic Deficiency Syndromes/diagnosis , Immunologic Deficiency Syndromes/genetics , Lymphocyte Specific Protein Tyrosine Kinase p56(lck)/genetics , T-Lymphocytopenia, Idiopathic CD4-Positive/diagnosis , T-Lymphocytopenia, Idiopathic CD4-Positive/genetics , Calcium Signaling/genetics , Cells, Cultured , Child, Preschool , DNA Mutational Analysis , Female , France , Genes, Recessive/genetics , Genetic Predisposition to Disease , Humans , Lymphocyte Specific Protein Tyrosine Kinase p56(lck)/chemistry , Mutation, Missense/genetics , Pedigree , Polymorphism, Genetic , Primary Immunodeficiency Diseases , Receptors, Antigen, T-Cell/metabolism
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