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1.
Acta Diabetol ; 60(6): 757-766, 2023 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-36871116

RESUMO

AIM: To assess effects of the SARS-CoV2 pandemic on metabolic control in youth with type 1 diabetes (T1D) in Germany in a population-based analysis. METHODS: Data from 33,372 pediatric T1D patients from the Diabetes Prospective Follow-up (DPV) registry, with face-to-face visits or telemedicine contacts in the years 2019-2021, were available. Datasets from eight time periods between March 15, 2020, and December 31, 2021, according to SARS-CoV2 incidence waves, were compared to those from five control time periods. Parameters of metabolic control were assessed with adjustment for sex, age, diabetes duration, and repeated measurements. Laboratory-measured HbA1c values and those estimated from CGM were aggregated into a combined glucose indicator (CGI). RESULTS: There was no clinically relevant difference in metabolic control between pandemic and control time periods with adjusted CGI values ranging from 7.61% [7.60-7.63] (mean [95% confidence interval (CI)]) in the third quarter of 2019 to 7.83% [7.82-7.85] in the time period from January 1 to March 15 2020, in the other control periods, and during the pandemic, CGI values lay between these values. BMI-SDS rose during the pandemic from 0.29 [0.28-0.30] (mean [95% CI]) in the third quarter of 2019 to 0.40 [0.39-0.41] during the fourth wave. Adjusted insulin dose rose during the pandemic. Event rates for hypoglycemic coma and diabetic ketoacidosis remained unchanged. CONCLUSIONS: We found no clinically relevant change of glycemic control or incidence of acute diabetes complications during the pandemic. The observed BMI increase may represent an important health risk for youth with T1D.


Assuntos
COVID-19 , Diabetes Mellitus Tipo 1 , Adolescente , Humanos , Criança , Diabetes Mellitus Tipo 1/complicações , Diabetes Mellitus Tipo 1/epidemiologia , Diabetes Mellitus Tipo 1/metabolismo , Pandemias , Glicemia/metabolismo , Estudos Prospectivos , RNA Viral , COVID-19/epidemiologia , COVID-19/complicações , SARS-CoV-2 , Glucose
2.
J Diabetes ; 14(12): 840-850, 2022 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-36515004

RESUMO

BACKGROUND: To provide estimates of the nationwide prevalence of type 1 diabetes (T1D) and type 2 diabetes (T2D) in individuals younger than 20 years of age in Germany from 2002 to 2020 and to identify trends. METHODS: Data were obtained from the electronic health record "Diabetes Prospective Follow-up Registry (DPV)" specific to diabetes care. Prevalence was estimated based on prevalent cases at the end of each year for the years 2002, 2008, 2014, and 2020 per 100 000 persons assuming a Poisson distribution and directly age- and/or sex-standardized to the population in 2020. Individuals younger than 20 years of age with a clinical diagnosis of T1D or 10-19-year-olds with T2D were eligible for inclusion in the study. RESULTS: The standardized T1D prevalence per 100 000 persons was 138.9 (95% CI: 137.1; 140.6) in 2002 and 245.6 (243.1; 248.0) in 2020. The standardized T2D prevalence per 100 000 persons was 3.4 (3.1; 3.8) in 2002 and 10.8 (10.1; 11.5) in 2020. The annual percent change (APC) in prevalence declined over the three periods 2002-2008/2008-2014/2014-2020 (T1D: 6.3% [3.6%; 9.0%]/3.1% [0.7%; 5.5%]/0.5% [-1.7%; 2.85], T2D: 12.3% [5.3%; 20.8%]/4.7% [-0.6%; 10.3%]/3.0% [-1.8%; 8.0%]). From 2014 to 2020, the highest APCs were observed among 15-19-year-olds (T1D: 2.5% [1.3%; 3.6%], T2D: 3.4% [-0.5%; 7.5%]). CONCLUSIONS: The increase in diabetes prevalence has slowed, but medical care should be prepared for an increase in adolescents with diabetes.


Assuntos
Diabetes Mellitus Tipo 1 , Diabetes Mellitus Tipo 2 , Criança , Humanos , Adolescente , Diabetes Mellitus Tipo 2/epidemiologia , Diabetes Mellitus Tipo 1/epidemiologia , Prevalência , Registros Eletrônicos de Saúde , Estudos Prospectivos , Alemanha/epidemiologia , Sistema de Registros
3.
PLoS Comput Biol ; 18(6): e1010097, 2022 06.
Artigo em Inglês | MEDLINE | ID: mdl-35658001

RESUMO

Single-cell RNA sequencing (scRNA-seq) has emerged as a powerful technique to decipher tissue composition at the single-cell level and to inform on disease mechanisms, tumor heterogeneity, and the state of the immune microenvironment. Although multiple methods for the computational analysis of scRNA-seq data exist, their application in a clinical setting demands standardized and reproducible workflows, targeted to extract, condense, and display the clinically relevant information. To this end, we designed scAmpi (Single Cell Analysis mRNA pipeline), a workflow that facilitates scRNA-seq analysis from raw read processing to informing on sample composition, clinically relevant gene and pathway alterations, and in silico identification of personalized candidate drug treatments. We demonstrate the value of this workflow for clinical decision making in a molecular tumor board as part of a clinical study.


Assuntos
Análise de Célula Única , Software , Perfilação da Expressão Gênica/métodos , Análise de Sequência de RNA/métodos , Análise de Célula Única/métodos , Sequenciamento do Exoma , Fluxo de Trabalho
4.
STAR Protoc ; 2(2): 100581, 2021 06 18.
Artigo em Inglês | MEDLINE | ID: mdl-34151301

RESUMO

High cell viability and recovered cell concentration are typical quality control requirements for single-cell processing and quality data. This protocol describes procedures for sampling, live-cell biobanking, preprocessing for single-cell RNA sequencing, and analysis of fine-needle aspiration (FNA) samples of the skin. The minimally invasive nature of FNA collection is more accepted by patients and allows for frequent longitudinal sampling, resulting in high-quality single-cell sequencing data that capture cellular heterogeneity in clinical samples.


Assuntos
Biópsia por Agulha Fina/métodos , Análise de Dados , Análise de Célula Única/métodos , Manejo de Espécimes/métodos , Humanos , Análise de Sequência de RNA/métodos
5.
Cancer Cell ; 39(3): 394-406.e4, 2021 03 08.
Artigo em Inglês | MEDLINE | ID: mdl-33482123

RESUMO

Talimogene laherparepvec (T-VEC) is a genetically modified herpes simplex 1 virus (HSV-1) approved for cancer therapy. We investigate its effect on the clinical, histological, single-cell transcriptomic, and immune repertoire level using repeated fine-needle aspirates (FNAs) of injected and noninjected lesions in primary cutaneous B cell lymphoma (pCBCL). Thirteen patients received intralesional T-VEC, 11 of which demonstrate tumor response in the injected lesions. Using single-cell sequencing of the FNAs, we identify the malignant population and separate three pCBCL subtypes. Twenty-four hours after the injection, we detect HSV-1T-VEC transcripts in malignant and nonmalignant cells of the injected lesion but not of the noninjected lesion. Oncolytic virotherapy results in a rapid eradication of malignant cells. It also leads to interferon pathway activation and early influx of natural killer cells, monocytes, and dendritic cells. These events are followed by enrichment in cytotoxic T cells and a decrease of regulatory T cells in injected and noninjected lesions.


Assuntos
Linfoma de Células B/imunologia , Linfoma de Células B/terapia , Vírus Oncolíticos/imunologia , Adulto , Idoso , Idoso de 80 Anos ou mais , Produtos Biológicos/imunologia , Células Dendríticas/imunologia , Feminino , Herpesvirus Humano 1/imunologia , Humanos , Células Matadoras Naturais/imunologia , Linfoma de Células B/virologia , Masculino , Pessoa de Meia-Idade , Monócitos/imunologia , Terapia Viral Oncolítica/métodos , Análise de Célula Única , Linfócitos T Citotóxicos/imunologia , Linfócitos T Reguladores/imunologia
6.
Cancer Cell ; 39(3): 288-293, 2021 03 08.
Artigo em Inglês | MEDLINE | ID: mdl-33482122

RESUMO

The application and integration of molecular profiling technologies create novel opportunities for personalized medicine. Here, we introduce the Tumor Profiler Study, an observational trial combining a prospective diagnostic approach to assess the relevance of in-depth tumor profiling to support clinical decision-making with an exploratory approach to improve the biological understanding of the disease.


Assuntos
Neoplasias/genética , Neoplasias/metabolismo , Tomada de Decisão Clínica/métodos , Biologia Computacional/métodos , Sistemas de Apoio a Decisões Clínicas , Humanos , Medicina de Precisão/métodos , Estudos Prospectivos
7.
Lancet Child Adolesc Health ; 5(1): 17-25, 2021 01.
Artigo em Inglês | MEDLINE | ID: mdl-33253630

RESUMO

BACKGROUND: Although continuous subcutaneous insulin infusion therapy (ie, insulin pump therapy) is associated with improved metabolic control compared with multiple daily insulin injections in children with type 1 diabetes, it is unclear when it is best to start it after diagnosis. In this study, we aimed to compare the outcomes between early and delayed start of insulin pump therapy in young patients with type 1 diabetes. METHODS: We based the current study on data from the multicentre, prospective diabetes follow-up registry (ie, Diabetes-Patienten-Verlaufsdokumentation [DPV]). The DPV registry comprises 501 diabetes centres from Germany, Austria, Switzerland, and Luxembourg. We included patients diagnosed with type 1 diabetes between 2004 and 2014, who were aged between 6 months and 15 years at the time of diagnosis, who had started insulin pump therapy either within the first 6 months (ie, the early treatment group) or in the second to third year (ie, the delayed treatment group) after diabetes diagnosis, and who were treated with insulin pump therapy for at least 1 year. The outcome parameters included the glycated haemoglobin (HbA1c) values, the cardiovascular risk profile, and rates of acute complications and diabetes-associated hospital admissions (ie, hospitalisation) during the most recent documented treatment year with insulin pump therapy. Statistical models were adjusted for age at diabetes diagnosis, year of diagnosis, sex, immigrant background, use of continuous glucose monitoring, centre size, and the German Index of Socioeconomic Deprivation 2012 terciles. FINDINGS: Our study sample comprised 8332 patients from 311 diabetes centres in Germany, Austria, Switzerland, and Luxembourg. The early treatment group consisted of 4004 (48·1%) of 8332 patients, and the delayed treatment group consisted of 4328 (51·9%). The median diabetes duration during follow-up was 6·7 years (IQR 5·1-8·7 in the early group; 5·0-8·7 in the delayed group) in both groups. Patients with early initiation of insulin pump therapy compared with those with delayed initiation of insulin pump therapy had significantly lower estimated mean HbA1c values (7·9% [95% CI 7·8-7·9] and 62·6 mmol/mol [95% CI 62·1-63·2] vs 8·0% [8·0-8·1] and 64·1 mmol/mol [63·6-64·6]; p=0·0006), and lower rates of hypoglycaemic coma (incidence risk ratio 0·44 [95% CI 0·24-0·79]; p=0·0064) and hospitalisation (0·86 [95% CI 0·78-0·94]; p=0·0016). A better cardiovascular risk profile was observed in patients with early initiation of insulin pump therapy than in those with delayed initiation: an estimated mean systolic blood pressure of 117·6 mm Hg (95% CI 117·2-117·9) versus 118·5 mm Hg (118·2-118·9), p=0·0007; and HDL cholesterol of 62·8 mg/dL (95% CI 62·2-63·5) versus 60·6 mg/dL (60·0-61·2), p<0·0001; however, diastolic blood pressure; concentrations of LDL cholesterol, non-HDL cholesterol, and triglycerides; and estimated body-mass index standard deviation scores during follow-up did not differ significantly between both groups. INTERPRETATION: Our findings provide evidence for improved clinical outcomes associated with the early initiation of insulin pump therapy in children with type 1 diabetes. FUNDING: The German Center for Diabetes Research (Deutsches Zentrum für Diabetesforschung), German Robert Koch Institute, German Diabetes Association, and Diabetes Agenda 2010.


Assuntos
Diabetes Mellitus Tipo 1/tratamento farmacológico , Insulina/administração & dosagem , Adolescente , Automonitorização da Glicemia , Criança , Serviços de Saúde da Criança , Pré-Escolar , Europa (Continente) , Feminino , Humanos , Sistemas de Infusão de Insulina , Masculino , Estudos Prospectivos , Sistema de Registros
8.
Artigo em Inglês | MEDLINE | ID: mdl-32547966

RESUMO

Antibody repertoire sequencing provides a molecular fingerprint of current and past pathogens encountered by the immune system. Most repertoire studies in humans require measuring the B cell response in the blood, resulting in a large bias to the IgM isotype. The extent to which the circulating IgM antibody repertoire correlates to lymphoid tissue-resident B cells in the setting of viral infection remains largely uncharacterized. Therefore, we compared the IgM repertoires from both blood and bone marrow (BM) plasma cells (PCs) following acute or chronic lymphocytic choriomeningitis virus (LCMV) infection in mice. Despite previously reported serum alterations between acute and chronic infection, IgM repertoire signatures based on clonal diversity metrics, public clones, network, and phylogenetic analysis were largely unable to distinguish infection cohorts. Our findings, however, revealed mouse-specific repertoire fingerprints between the blood and PC repertoires irrespective of infection status.


Assuntos
Coriomeningite Linfocítica , Animais , Medula Óssea , Imunoglobulina M , Vírus da Coriomeningite Linfocítica , Camundongos , Camundongos Endogâmicos C57BL , Filogenia
9.
Nat Commun ; 11(1): 2570, 2020 05 22.
Artigo em Inglês | MEDLINE | ID: mdl-32444631

RESUMO

At present, it is not clear how memory B lymphocytes are maintained over time, and whether only as circulating cells or also residing in particular tissues. Here we describe distinct populations of isotype-switched memory B lymphocytes (Bsm) of murine spleen and bone marrow, identified according to individual transcriptional signature and B cell receptor repertoire. A population of marginal zone-like cells is located exclusively in the spleen, while a population of quiescent Bsm is found only in the bone marrow. Three further resident populations, present in spleen and bone marrow, represent transitional and follicular B cells and B1 cells, respectively. A population representing 10-20% of spleen and bone marrow memory B cells is the only one qualifying as circulating. In the bone marrow, all cells individually dock onto VCAM1+ stromal cells and, reminiscent of resident memory T and plasma cells, are void of activation, proliferation and mobility.


Assuntos
Linfócitos B/imunologia , Células da Medula Óssea/imunologia , Switching de Imunoglobulina , Memória Imunológica , Baço/imunologia , Adjuvantes Imunológicos/farmacologia , Animais , Animais Selvagens/imunologia , Linfócitos B/citologia , Linfócitos B/efeitos dos fármacos , Células da Medula Óssea/citologia , Ciclo Celular , Proliferação de Células/genética , Regulação da Expressão Gênica/imunologia , Camundongos Endogâmicos C57BL , Camundongos Transgênicos , Receptores de Antígenos de Linfócitos B/genética , Receptores de Antígenos de Linfócitos B/imunologia , Baço/citologia , Células Estromais/citologia , Molécula 1 de Adesão de Célula Vascular/metabolismo
10.
Cell Rep ; 30(4): 1013-1026.e7, 2020 01 28.
Artigo em Inglês | MEDLINE | ID: mdl-31995746

RESUMO

Persistent viral infections subvert key elements of adaptive immunity. To compare germinal center (GC) B cell responses in chronic and acute lymphocytic choriomeningitis virus infection, we exploit activation-induced deaminase (AID) fate-reporter mice and perform adoptive B cell transfer experiments. Chronic infection yields GC B cell responses of higher cellularity than acute infections do, higher memory B cell and antibody secreting cell output for longer periods of time, a better representation of the late B cell repertoire in serum immunoglobulin, and higher titers of protective neutralizing antibodies. GC B cells of chronically infected mice are similarly hypermutated as those emerging from acute infection. They efficiently adapt to viral escape variants and even in hypermutation-impaired AID mutant mice, chronic infection selects for GC B cells with hypermutated B cell receptors (BCRs) and neutralizing antibody formation. These findings demonstrate that, unlike for CD8+ T cells, chronic viral infection drives a functional, productive, and protective GC B cell response.


Assuntos
Linfócitos B/imunologia , Centro Germinativo/imunologia , Coriomeningite Linfocítica/imunologia , Vírus da Coriomeningite Linfocítica/imunologia , Anticorpos de Domínio Único/genética , Doença Aguda , Animais , Anticorpos Neutralizantes/imunologia , Linfócitos B/metabolismo , Linfócitos T CD8-Positivos/imunologia , Linhagem Celular , Doença Crônica , Cricetinae , Citidina Desaminase/genética , Citidina Desaminase/metabolismo , Centro Germinativo/citologia , Sequenciamento de Nucleotídeos em Larga Escala , Região de Junção de Imunoglobulinas/genética , Imuno-Histoquímica , Coriomeningite Linfocítica/virologia , Vírus da Coriomeningite Linfocítica/patogenicidade , Camundongos , Camundongos Endogâmicos C57BL , Camundongos Knockout , Plasmócitos/imunologia , Hipermutação Somática de Imunoglobulina
11.
Cell Rep ; 30(4): 997-1012.e6, 2020 01 28.
Artigo em Inglês | MEDLINE | ID: mdl-31995768

RESUMO

Control of established chronic lymphocytic choriomeningitis virus (LCMV) infection requires the production of neutralizing antibodies, but it remains unknown how the ensemble of antibodies evolves during ongoing infection. Here, we analyze the evolution of antibody responses during acute or chronic LCMV infection, combining quantitative functional assays and time-resolved antibody repertoire sequencing. We establish that antibody responses initially converge in both infection types on a functional and repertoire level, but diverge later during chronic infection, showing increased clonal diversity, the appearance of mouse-specific persistent clones, and distinct phylogenetic signatures. Chronic infection is characterized by a longer-lasting germinal center reaction and a continuous differentiation of plasma cells, resulting in the emergence of higher-affinity plasma cells exhibiting increased antibody secretion rates. Taken together, our findings reveal the emergence of a personalized antibody response in chronic infection and support the concept that maintaining B cell diversity throughout chronic LCMV infection correlates with the development of infection-resolving antibodies.


Assuntos
Anticorpos Antivirais/imunologia , Diversidade de Anticorpos/genética , Evolução Clonal/imunologia , Imunidade Humoral/genética , Coriomeningite Linfocítica/imunologia , Coriomeningite Linfocítica/virologia , Vírus da Coriomeningite Linfocítica/imunologia , Doença Aguda , Animais , Formação de Anticorpos/genética , Linfócitos B/imunologia , Diferenciação Celular/genética , Diferenciação Celular/imunologia , Linhagem Celular , Doença Crônica , Evolução Clonal/genética , Centro Germinativo/metabolismo , Imunoglobulina G/imunologia , Vírus da Coriomeningite Linfocítica/patogenicidade , Camundongos , Camundongos Endogâmicos C57BL , Filogenia , Plasmócitos/imunologia , Plasmócitos/metabolismo , Hipermutação Somática de Imunoglobulina
12.
J Immunother Cancer ; 7(1): 16, 2019 01 21.
Artigo em Inglês | MEDLINE | ID: mdl-30665463

RESUMO

Increasing evidence suggests that antibody-drug conjugates (ADCs) can enhance anti-tumor immunity and improve clinical outcome. Here, we elucidate the therapeutic efficacy and immune-mediated mechanisms of a novel HER2-targeting ADC bearing a potent anthracycline derivate as payload (T-PNU) in a human HER2-expressing syngeneic breast cancer model resistant to trastuzumab and ado-trastuzumab emtansine. Mechanistically, the anthracycline component of the novel ADC induced immunogenic cell death leading to exposure and secretion of danger-associated molecular signals. RNA sequencing derived immunogenomic signatures and TCRß clonotype analysis of tumor-infiltrating lymphocytes revealed a prominent role of the adaptive immune system in the regulation of T-PNU mediated anti-cancer activity. Depletion of CD8 T cells severely reduced T-PNU efficacy, thus confirming the role of cytotoxic T cells as drivers of the T-PNU mediated anti-tumor immune response. Furthermore, T-PNU therapy promoted immunological memory formation in tumor-bearing animals protecting those from tumor rechallenge. Finally, the combination of T-PNU and checkpoint inhibition, such as α-PD1, significantly enhanced tumor eradication following the treatment. In summary, a novel PNU-armed, HER2-targeting ADC elicited long-lasting immune protection in a murine orthotopic breast cancer model resistant to other HER2-directed therapies. Our findings delineate the therapeutic potential of this novel ADC payload and support its clinical development for breast cancer patients and potentially other HER2 expressing malignancies.


Assuntos
Antraciclinas/uso terapêutico , Antineoplásicos Imunológicos/uso terapêutico , Imunoconjugados/uso terapêutico , Neoplasias Mamárias Experimentais/tratamento farmacológico , Receptor de Morte Celular Programada 1/antagonistas & inibidores , Receptor ErbB-2/antagonistas & inibidores , Animais , Linfócitos T CD8-Positivos/efeitos dos fármacos , Linfócitos T CD8-Positivos/imunologia , Linhagem Celular Tumoral , Feminino , Humanos , Memória Imunológica/efeitos dos fármacos , Neoplasias Mamárias Experimentais/imunologia , Camundongos Endogâmicos BALB C , Receptor ErbB-2/genética , Trastuzumab/uso terapêutico
13.
Orphanet J Rare Dis ; 13(1): 230, 2018 12 22.
Artigo em Inglês | MEDLINE | ID: mdl-30577875

RESUMO

BACKGROUND: Congenital hyperinsulinism (CHI) is the most common cause of persistent hypoglycaemia in infancy that leads to unfavourable neurological outcome if not treated adequately. In patients with severe diffuse CHI it remains under discussion whether pancreatic surgery should be performed or intensive medical treatment with the acceptance of recurrent episodes of mild hypoglycaemia is justified. Near-total pancreatectomy is associated with high rates of insulin-dependent diabetes mellitus and exocrine pancreatic insufficiency. Little is known about the management and long-term glycaemic control of CHI patients with diabetes after pancreatic surgery. We searched the German/Austrian DPV database and compared the course of 42 CHI patients with diabetes to that of patients with type 1 diabetes mellitus (T1DM). Study groups were compared at diabetes onset and after a follow-up period of 6.1 [3.3-9.7] (median [interquartile range]) years. RESULTS: The majority of CHI patients with diabetes were treated with insulin (85.2% [70.9-99.5] at diabetes onset, and 90.5% [81.2-99.7] at follow-up). However, compared to patients with T1DM, significantly more patients in the CHI group with diabetes were treated with conventional insulin therapy (47.8% vs. 24.4%, p = 0.03 at diabetes onset, and 21.1% vs. 6.4% at follow-up, p = 0.003), and only a small number of CHI patients were treated with insulin pumps. Daily insulin dose was significantly lower in CHI patients with diabetes than in patients with T1DM, both at diabetes onset (0.3 [0.2-0.5] vs. 0.6 IE/kg/d [0.4-0.8], p = 0.003) and follow-up (0.8 [0.4-1.0] vs. 0.9 [0.7-1.0] IE/kg/d, p = 0.02), while daily carbohydrate intake was comparable in both groups. Within the first treatment year, HbA1c levels were significantly lower in CHI patients with diabetes (6.2% [5.5-7.9] vs. 7.2% [6.5-8.2], p = 0.003), but increased to a level comparable to that of T1DM patients at follow-up. Interestingly, in CHI patients, the risk of severe hypoglycaemia tends to be higher only at diabetes onset (14.8% vs. 5.8%, p = 0.1). CONCLUSIONS: In surgically treated CHI patients insulin treatment needs to be intensified in order to achieve good glycaemic control. Our data furthermore emphasize the need for improved medical treatment options for patients with diazoxide- and/or octreotide-unresponsive CHI.


Assuntos
Hiperinsulinismo Congênito/sangue , Diabetes Mellitus Tipo 1/sangue , Adolescente , Glicemia/efeitos dos fármacos , Peptídeo C/sangue , Criança , Pré-Escolar , Hiperinsulinismo Congênito/tratamento farmacológico , Hiperinsulinismo Congênito/cirurgia , Diabetes Mellitus Tipo 1/tratamento farmacológico , Diabetes Mellitus Tipo 1/cirurgia , Diazóxido/uso terapêutico , Feminino , Humanos , Hipoglicemia/sangue , Hipoglicemia/tratamento farmacológico , Hipoglicemia/cirurgia , Insulina/uso terapêutico , Masculino , Octreotida/uso terapêutico , Pâncreas/patologia , Pâncreas/cirurgia , Pancreatectomia
14.
Bioinformatics ; 33(24): 3938-3946, 2017 Dec 15.
Artigo em Inglês | MEDLINE | ID: mdl-28968873

RESUMO

MOTIVATION: The evolution of antibody repertoires represents a hallmark feature of adaptive B-cell immunity. Recent advancements in high-throughput sequencing have dramatically increased the resolution to which we can measure the molecular diversity of antibody repertoires, thereby offering for the first time the possibility to capture the antigen-driven evolution of B cells. However, there does not exist a repertoire simulation framework yet that enables the comparison of commonly utilized phylogenetic methods with regard to their accuracy in inferring antibody evolution. RESULTS: Here, we developed AbSim, a time-resolved antibody repertoire simulation framework, which we exploited for testing the accuracy of methods for the phylogenetic reconstruction of B-cell lineages and antibody molecular evolution. AbSim enables the (i) simulation of intermediate stages of antibody sequence evolution and (ii) the modeling of immunologically relevant parameters such as duration of repertoire evolution, and the method and frequency of mutations. First, we validated that our repertoire simulation framework recreates replicates topological similarities observed in experimental sequencing data. Second, we leveraged Absim to show that current methods fail to a certain extent to predict the true phylogenetic tree correctly. Finally, we formulated simulation-validated guidelines for antibody evolution, which in the future will enable the development of accurate phylogenetic methods. AVAILABILITY AND IMPLEMENTATION: https://cran.r-project.org/web/packages/AbSim/index.html. CONTACT: sai.reddy@ethz.ch. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Assuntos
Linfócitos B/imunologia , Genes de Imunoglobulinas , Sequenciamento de Nucleotídeos em Larga Escala , Software , Animais , Anticorpos/genética , Linhagem da Célula , Simulação por Computador , Evolução Molecular , Feminino , Camundongos , Filogenia
15.
J Immunol ; 199(8): 2985-2997, 2017 10 15.
Artigo em Inglês | MEDLINE | ID: mdl-28924003

RESUMO

Recent studies have revealed that immune repertoires contain a substantial fraction of public clones, which may be defined as Ab or TCR clonal sequences shared across individuals. It has remained unclear whether public clones possess predictable sequence features that differentiate them from private clones, which are believed to be generated largely stochastically. This knowledge gap represents a lack of insight into the shaping of immune repertoire diversity. Leveraging a machine learning approach capable of capturing the high-dimensional compositional information of each clonal sequence (defined by CDR3), we detected predictive public clone and private clone-specific immunogenomic differences concentrated in CDR3's N1-D-N2 region, which allowed the prediction of public and private status with 80% accuracy in humans and mice. Our results unexpectedly demonstrate that public, as well as private, clones possess predictable high-dimensional immunogenomic features. Our support vector machine model could be trained effectively on large published datasets (3 million clonal sequences) and was sufficiently robust for public clone prediction across individuals and studies prepared with different library preparation and high-throughput sequencing protocols. In summary, we have uncovered the existence of high-dimensional immunogenomic rules that shape immune repertoire diversity in a predictable fashion. Our approach may pave the way for the construction of a comprehensive atlas of public mouse and human immune repertoires with potential applications in rational vaccine design and immunotherapeutics.


Assuntos
Linfócitos B/fisiologia , Regiões Determinantes de Complementaridade/genética , Imunoterapia/métodos , Receptores de Antígenos de Linfócitos B/genética , Receptores de Antígenos de Linfócitos T/genética , Linfócitos T/fisiologia , Vacinas/imunologia , Animais , Diversidade de Anticorpos , Seleção Clonal Mediada por Antígeno , Células Clonais , Conjuntos de Dados como Assunto , Sequenciamento de Nucleotídeos em Larga Escala , Humanos , Camundongos , Camundongos Endogâmicos BALB C , Camundongos Endogâmicos C57BL
16.
Cell Rep ; 19(7): 1467-1478, 2017 05 16.
Artigo em Inglês | MEDLINE | ID: mdl-28514665

RESUMO

Antibody repertoire diversity and plasticity is crucial for broad protective immunity. Repertoires change in size and diversity across multiple B cell developmental stages and in response to antigen exposure. However, we still lack fundamental quantitative understanding of the extent to which repertoire diversity is predetermined. Therefore, we implemented a systems immunology framework for quantifying repertoire predetermination on three distinct levels: (1) B cell development (pre-B cell, naive B cell, plasma cell), (2) antigen exposure (three structurally different proteins), and (3) four antibody repertoire components (V-gene usage, clonal expansion, clonal diversity, repertoire size) extracted from antibody repertoire sequencing data (400 million reads). Across all three levels, we detected a dynamic balance of high genetic (e.g., >90% for V-gene usage and clonal expansion in naive B cells) and antigen-driven (e.g., 40% for clonal diversity in plasma cells) predetermination and stochastic variation. Our study has implications for the prediction and manipulation of humoral immunity.


Assuntos
Anticorpos/metabolismo , Antígenos/metabolismo , Linfócitos B/metabolismo , Análise de Sistemas , Animais , Proliferação de Células , Células Clonais , Células Germinativas/metabolismo , Camundongos Endogâmicos C57BL , Plasmócitos/metabolismo
17.
Trends Immunol ; 36(11): 738-749, 2015 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-26508293

RESUMO

High-throughput sequencing (HTS) of immune repertoires has enabled the quantitative analysis of adaptive immune responses and offers the potential to revolutionize research in lymphocyte biology, vaccine profiling, and monoclonal antibody engineering. Advances in sequencing technology coupled to an exponential decline in sequencing costs have fueled the recent overwhelming interest in immune repertoire sequencing. This, in turn, has sparked the development of numerous methods for bioinformatic and statistics-driven interpretation and visualization of immune repertoires. Here, we review the current literature on bioinformatic and statistical analysis of immune repertoire HTS data and discuss underlying assumptions, applicability, and scope. We further highlight important directions for future research, which could propel immune repertoire HTS to becoming a standard method for measuring adaptive immune responses.


Assuntos
Imunidade Adaptativa/imunologia , Biologia Computacional , Interpretação Estatística de Dados , Animais , Sequenciamento de Nucleotídeos em Larga Escala , Humanos
18.
Genome Med ; 7(1): 49, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26140055

RESUMO

BACKGROUND: Lymphocyte receptor repertoires are continually shaped throughout the lifetime of an individual in response to environmental and pathogenic exposure. Thus, they may serve as a fingerprint of an individual's ongoing immunological status (e.g., healthy, infected, vaccinated), with far-reaching implications for immunodiagnostics applications. The advent of high-throughput immune repertoire sequencing now enables the interrogation of immune repertoire diversity in an unprecedented and quantitative manner. However, steadily increasing sequencing depth has revealed that immune repertoires vary greatly among individuals in their composition; correspondingly, it has been reported that there are few shared sequences indicative of immunological status ('public clones'). Disconcertingly, this means that the wealth of information gained from repertoire sequencing remains largely unused for determining the current status of immune responses, thereby hampering the implementation of immune-repertoire-based diagnostics. METHODS: Here, we introduce a bioinformatics repertoire-profiling framework that possesses the advantage of capturing the diversity and distribution of entire immune repertoires, as opposed to singular public clones. The framework relies on Hill-based diversity profiles composed of a continuum of single diversity indices, which enable the quantification of the extent of immunological information contained in immune repertoires. RESULTS: We coupled diversity profiles with unsupervised (hierarchical clustering) and supervised (support vector machine and feature selection) machine learning approaches in order to correlate patients' immunological statuses with their B- and T-cell repertoire data. We could predict with high accuracy (greater than or equal to 80 %) a wide range of immunological statuses such as healthy, transplantation recipient, and lymphoid cancer, suggesting as a proof of principle that diversity profiling can recover a large amount of immunodiagnostic fingerprints from immune repertoire data. Our framework is highly scalable as it easily allowed for the analysis of 1000 simulated immune repertoires; this exceeds the size of published immune repertoire datasets by one to two orders of magnitude. CONCLUSIONS: Our framework offers the possibility to advance immune-repertoire-based fingerprinting, which may in the future enable a systems immunogenomics approach for vaccine profiling and the accurate and early detection of disease and infection.

19.
BMC Immunol ; 15: 40, 2014 Oct 16.
Artigo em Inglês | MEDLINE | ID: mdl-25318652

RESUMO

BACKGROUND: Next-generation sequencing (NGS) of antibody variable regions has emerged as a powerful tool in systems immunology by providing quantitative molecular information on polyclonal humoral immune responses. Reproducible and robust information on antibody repertoires is valuable for basic and applied immunology studies: thus, it is essential to establish the reliability of antibody NGS data. RESULTS: We isolated RNA from antibody-secreting cells (ASCs) from either 1 mouse or a pool of 9 immunized mice in order to simulate both normal and high diversity populations. Next, we prepared three technical replicates of antibody libraries by RT-PCR from each diversity scenario, which were sequenced using the Illumina MiSeq platform resulting in >106 250 bp paired-end reads per replicate. We then assessed the robustness of antibody repertoire data based on clonal identification defined by amino acid sequence of either full-length VDJ region or the complementarity determining region 3 (CDR3). Leveraging modeling approaches adapted from mathematical ecology, we found that in either diversity scenario both CDR3 and VDJ detection nears completeness indicating deep coverage of ASC repertoires. Additionally, we defined reliability thresholds for accurate quantification and ranking of CDR3s and VDJs. Importantly, we show that both factors-(i) replicate sequencing and (ii) sequencing depth-are crucial for robust CDR3 and VDJ detection and ranking. CONCLUSIONS: In summary, we established widely applicable experimental and computational guidelines for robust antibody NGS and analysis, which will help advance systems immunology studies related to the quantitative profiling of antibody responses following infection and vaccination.


Assuntos
Sequenciamento de Nucleotídeos em Larga Escala/métodos , Imunização , Região Variável de Imunoglobulina/genética , Animais , Anticorpos/genética , Células Clonais , Regiões Determinantes de Complementaridade/genética , Feminino , Camundongos Endogâmicos BALB C , Reprodutibilidade dos Testes , Recombinação V(D)J/genética
20.
PLoS One ; 9(5): e96727, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-24809667

RESUMO

High-throughput sequencing (HTS) of antibody repertoire libraries has become a powerful tool in the field of systems immunology. However, numerous sources of bias in HTS workflows may affect the obtained antibody repertoire data. A crucial step in antibody library preparation is the addition of short platform-specific nucleotide adapter sequences. As of yet, the impact of the method of adapter addition on experimental library preparation and the resulting antibody repertoire HTS datasets has not been thoroughly investigated. Therefore, we compared three standard library preparation methods by performing Illumina HTS on antibody variable heavy genes from murine antibody-secreting cells. Clonal overlap and rank statistics demonstrated that the investigated methods produced equivalent HTS datasets. PCR-based methods were experimentally superior to ligation with respect to speed, efficiency, and practicality. Finally, using a two-step PCR based method we established a protocol for antibody repertoire library generation, beginning from inputs as low as 1 ng of total RNA. In summary, this study represents a major advance towards a standardized experimental framework for antibody HTS, thus opening up the potential for systems-based, cross-experiment meta-analyses of antibody repertoires.


Assuntos
Anticorpos/genética , Biblioteca Gênica , Sequenciamento de Nucleotídeos em Larga Escala/métodos , Análise de Sequência de RNA/métodos , Animais , Anticorpos/imunologia , Biologia Computacional , Feminino , Camundongos , Reação em Cadeia da Polimerase
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