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1.
Cytometry A ; 105(7): 536-546, 2024 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-38420862

RESUMEN

The gold standard of leukocyte differentiation is a manual examination of blood smears, which is not only time and labor intensive but also susceptible to human error. As to automatic classification, there is still no comparative study of cell segmentation, feature extraction, and cell classification, where a variety of machine and deep learning models are compared with home-developed approaches. In this study, both traditional machine learning of K-means clustering versus deep learning of U-Net, U-Net + ResNet18, and U-Net + ResNet34 were used for cell segmentation, producing segmentation accuracies of 94.36% versus 99.17% for the dataset of CellaVision and 93.20% versus 98.75% for the dataset of BCCD, confirming that deep learning produces higher performance than traditional machine learning in leukocyte classification. In addition, a series of deep-learning approaches, including AlexNet, VGG16, and ResNet18, was adopted to conduct feature extraction and cell classification of leukocytes, producing classification accuracies of 91.31%, 97.83%, and 100% of CellaVision as well as 81.18%, 91.64% and 97.82% of BCCD, confirming the capability of the increased deepness of neural networks in leukocyte classification. As to the demonstrations, this study further conducted cell-type classification of ALL-IDB2 and PCB-HBC datasets, producing high accuracies of 100% and 98.49% among all literature, validating the deep learning model used in this study.


Asunto(s)
Aprendizaje Profundo , Leucocitos , Redes Neurales de la Computación , Humanos , Leucocitos/citología , Leucocitos/clasificación , Aprendizaje Automático , Procesamiento de Imagen Asistido por Computador/métodos , Algoritmos
2.
Cytometry A ; 105(7): 501-520, 2024 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-38563259

RESUMEN

Deep learning approaches have frequently been used in the classification and segmentation of human peripheral blood cells. The common feature of previous studies was that they used more than one dataset, but used them separately. No study has been found that combines more than two datasets to use together. In classification, five types of white blood cells were identified by using a mixture of four different datasets. In segmentation, four types of white blood cells were determined, and three different neural networks, including CNN (Convolutional Neural Network), UNet and SegNet, were applied. The classification results of the presented study were compared with those of related studies. The balanced accuracy was 98.03%, and the test accuracy of the train-independent dataset was determined to be 97.27%. For segmentation, accuracy rates of 98.9% for train-dependent dataset and 92.82% for train-independent dataset for the proposed CNN were obtained in both nucleus and cytoplasm detection. In the presented study, the proposed method showed that it could detect white blood cells from a train-independent dataset with high accuracy. Additionally, it is promising as a diagnostic tool that can be used in the clinical field, with successful results in classification and segmentation.


Asunto(s)
Aprendizaje Profundo , Leucocitos , Redes Neurales de la Computación , Humanos , Leucocitos/citología , Leucocitos/clasificación , Procesamiento de Imagen Asistido por Computador/métodos , Análisis de Datos , Núcleo Celular , Citoplasma
3.
Pediatr Res ; 91(2): 392-403, 2022 01.
Artículo en Inglés | MEDLINE | ID: mdl-34750522

RESUMEN

Perinatal brain injury is the leading cause of neurological mortality and morbidity in childhood ranging from motor and cognitive impairment to behavioural and neuropsychiatric disorders. Various noxious stimuli, including perinatal inflammation, chronic and acute hypoxia, hyperoxia, stress and drug exposure contribute to the pathogenesis. Among a variety of pathological phenomena, the unique developing immune system plays an important role in the understanding of mechanisms of injury to the immature brain. Neuroinflammation following a perinatal insult largely contributes to evolution of damage to resident brain cells, but may also be beneficial for repair activities. The present review will focus on the role of peripheral immune cells and discuss processes involved in neuroinflammation under two frequent perinatal conditions, systemic infection/inflammation associated with encephalopathy of prematurity (EoP) and hypoxia/ischaemia in the context of neonatal encephalopathy (NE) and stroke at term. Different immune cell subsets in perinatal brain injury including their infiltration routes will be reviewed and critical aspects such as sex differences and maturational stage will be discussed. Interactions with existing regenerative therapies such as stem cells and also potentials to develop novel immunomodulatory targets are considered. IMPACT: Comprehensive summary of current knowledge on the role of different immune cell subsets in perinatal brain injury including discussion of critical aspects to be considered for development of immunomodulatory therapies.


Asunto(s)
Lesiones Encefálicas/inmunología , Lesiones Encefálicas/terapia , Femenino , Humanos , Inmunidad Innata , Leucocitos/clasificación , Leucocitos/inmunología , Subgrupos Linfocitarios , Masculino
4.
BMC Cancer ; 21(1): 1183, 2021 Nov 05.
Artículo en Inglés | MEDLINE | ID: mdl-34740324

RESUMEN

BACKGROUND: Viral infections are prevalent in human cancers and they have great diagnostic and theranostic values in clinical practice. Recently, their potential of shaping the tumor immune microenvironment (TIME) has been related to the immunotherapy of human cancers. However, the landscape of viral expressions and immune status in human cancers remains incompletely understood. METHODS: We developed a next-generation sequencing (NGS)-based pipeline to detect viral sequences from the whole transcriptome and used machine learning algorithms to classify different TIME subtypes. RESULTS: We revealed a pan-cancer landscape of viral expressions in human cancers where 9 types of viruses were detected in 744 tumors of 25 cancer types. Viral infections showed different tissue tendencies and expression levels. Multi-omics analyses further revealed their distinct impacts on genomic, transcriptomic and immune responses. Epstein-Barr virus (EBV)-infected stomach adenocarcinoma (STAD) and Human Papillomavirus (HPV)-infected head and neck squamous cell carcinoma (HNSC) showed decreased genomic variations, significantly altered gene expressions, and effectively triggered anti-viral immune responses. We identified three TIME subtypes, in which the "Immune-Stimulation" subtype might be the promising candidate for immunotherapy. EBV-infected STAD and HPV-infected HNSC showed a higher frequency of the "Immune-Stimulation" subtype. Finally, we constructed the eVIIS pipeline to simultaneously evaluate viral infection and immune status in external datasets. CONCLUSIONS: Viral infections are prevalent in human cancers and have distinct influences on hosts. EBV and HPV infections combined with the TIME subtype could be promising biomarkers of immunotherapy in STAD and HNSC, respectively. The eVIIS pipeline could be a practical tool to facilitate clinical practice and relevant studies.


Asunto(s)
Inmunoterapia , Aprendizaje Automático , Neoplasias , Virus Oncogénicos , Microambiente Tumoral , Infecciones Tumorales por Virus , Biomarcadores de Tumor/genética , Biomarcadores de Tumor/inmunología , ADN Viral/genética , Infecciones por Virus de Epstein-Barr , Variación Genética , Genoma Viral , Neoplasias de Cabeza y Cuello/inmunología , Neoplasias de Cabeza y Cuello/terapia , Neoplasias de Cabeza y Cuello/virología , Herpesvirus Humano 4/genética , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Humanos , Estimación de Kaplan-Meier , Leucocitos/clasificación , Leucocitos/citología , Mutación , Neoplasias/inmunología , Neoplasias/terapia , Neoplasias/virología , Virus Oncogénicos/genética , Virus Oncogénicos/inmunología , Papillomaviridae/genética , Infecciones por Papillomavirus , RNA-Seq , Carcinoma de Células Escamosas de Cabeza y Cuello/inmunología , Carcinoma de Células Escamosas de Cabeza y Cuello/virología , Neoplasias Gástricas/inmunología , Neoplasias Gástricas/terapia , Neoplasias Gástricas/virología , Máquina de Vectores de Soporte , Transcriptoma , Microambiente Tumoral/genética , Microambiente Tumoral/inmunología , Infecciones Tumorales por Virus/genética , Infecciones Tumorales por Virus/inmunología
5.
Circ Res ; 122(12): 1661-1674, 2018 06 08.
Artículo en Inglés | MEDLINE | ID: mdl-29545365

RESUMEN

RATIONALE: It is assumed that atherosclerotic arteries contain several macrophage subsets endowed with specific functions. The precise identity of these subsets is poorly characterized as they have been defined by the expression of a restricted number of markers. OBJECTIVE: We have applied single-cell RNA sequencing as an unbiased profiling strategy to interrogate and classify aortic macrophage heterogeneity at the single-cell level in atherosclerosis. METHOD AND RESULTS: We performed single-cell RNA sequencing of total aortic CD45+ cells extracted from the nondiseased (chow fed) and atherosclerotic (11 weeks of high-fat diet) aorta of low-density lipoprotein receptor-deficient (Ldlr-/-) mice. Unsupervised clustering singled out 13 distinct aortic cell clusters. Among the myeloid cell populations, resident-like macrophages with a gene expression profile similar to aortic resident macrophages were found in healthy and diseased aortas, whereas monocytes, monocyte-derived dendritic cells, and 2 populations of macrophages were almost exclusively detectable in atherosclerotic aortas, comprising inflammatory macrophages showing enrichment in Il1b and previously undescribed TREM2hi (triggered receptor expressed on myeloid cells 2) macrophages showing enrichment in Trem2. Differential gene expression and gene ontology enrichment analyses revealed specific gene expression patterns distinguishing these 3 macrophage subsets and monocyte-derived dendritic cells and uncovered putative functions of each cell type. Notably, TREM2hi macrophages seemed to be endowed with specialized functions in lipid metabolism and catabolism and presented a gene expression signature reminiscent of osteoclasts, suggesting a role in lesion calcification. TREM2 expression was moreover detected in human lesional macrophages. Importantly, these macrophage populations were present also in advanced atherosclerosis and in Apoe-/- aortas, indicating relevance of our findings in different stages of atherosclerosis and mouse models. CONCLUSIONS: These data unprecedentedly uncovered the transcriptional landscape and phenotypic heterogeneity of aortic macrophages and monocyte-derived dendritic cells in atherosclerotic and identified previously unrecognized macrophage populations and their gene expression signature, suggesting specialized functions. Our findings will open up novel opportunities to explore distinct myeloid cell populations and their functions in atherosclerosis.


Asunto(s)
Enfermedades de la Aorta/patología , Aterosclerosis/patología , Macrófagos/clasificación , Monocitos/clasificación , Análisis de Secuencia de ARN/métodos , Animales , Apolipoproteínas E/deficiencia , Apolipoproteínas E/genética , Linfocitos B/clasificación , Biomarcadores/análisis , Células Dendríticas/clasificación , Células Dendríticas/patología , Perfilación de la Expresión Génica/métodos , Humanos , Leucocitos/clasificación , Leucocitos/patología , Macrófagos/patología , Masculino , Ratones , Monocitos/patología , Fenotipo , Receptores de LDL/deficiencia , Receptores de LDL/genética , Análisis de la Célula Individual , Linfocitos T/clasificación
6.
PLoS Comput Biol ; 15(12): e1007510, 2019 12.
Artículo en Inglés | MEDLINE | ID: mdl-31790389

RESUMEN

Quantifying cell-type proportions and their corresponding gene expression profiles in tissue samples would enhance understanding of the contributions of individual cell types to the physiological states of the tissue. Current approaches that address tissue heterogeneity have drawbacks. Experimental techniques, such as fluorescence-activated cell sorting, and single cell RNA sequencing are expensive. Computational approaches that use expression data from heterogeneous samples are promising, but most of the current methods estimate either cell-type proportions or cell-type-specific expression profiles by requiring the other as input. Although such partial deconvolution methods have been successfully applied to tumor samples, the additional input required may be unavailable. We introduce a novel complete deconvolution method, CDSeq, that uses only RNA-Seq data from bulk tissue samples to simultaneously estimate both cell-type proportions and cell-type-specific expression profiles. Using several synthetic and real experimental datasets with known cell-type composition and cell-type-specific expression profiles, we compared CDSeq's complete deconvolution performance with seven other established deconvolution methods. Complete deconvolution using CDSeq represents a substantial technical advance over partial deconvolution approaches and will be useful for studying cell mixtures in tissue samples. CDSeq is available at GitHub repository (MATLAB and Octave code): https://github.com/kkang7/CDSeq.


Asunto(s)
Perfilación de la Expresión Génica/estadística & datos numéricos , Análisis de Secuencia de ARN/estadística & datos numéricos , Aprendizaje Automático no Supervisado , Línea Celular , Biología Computacional/métodos , Simulación por Computador , Bases de Datos de Ácidos Nucleicos/estadística & datos numéricos , Humanos , Leucocitos/clasificación , Leucocitos/metabolismo , Reconocimiento de Normas Patrones Automatizadas , Transcriptoma
7.
Genes Immun ; 20(7): 555-565, 2019 09.
Artículo en Inglés | MEDLINE | ID: mdl-30459343

RESUMEN

Resting-state white blood cell (WBC) count is a marker of inflammation and immune system health. There is evidence that WBC count is not fixed over time and there is heterogeneity in WBC trajectory that is associated with morbidity and mortality. Latent class mixed modeling (LCMM) is a method that can identify unobserved heterogeneity in longitudinal data and attempts to classify individuals into groups based on a linear model of repeated measurements. We applied LCMM to repeated WBC count measures derived from electronic medical records of participants of the National Human Genetics Research Institute (NHRGI) electronic MEdical Record and GEnomics (eMERGE) network study, revealing two WBC count trajectory phenotypes. Advancing these phenotypes to GWAS, we found genetic associations between trajectory class membership and regions on chromosome 1p34.3 and chromosome 11q13.4. The chromosome 1 region contains CSF3R, which encodes the granulocyte colony-stimulating factor receptor. This protein is a major factor in neutrophil stimulation and proliferation. The association on chromosome 11 contain genes RNF169 and XRRA1; both involved in the regulation of double-strand break DNA repair.


Asunto(s)
Recuento de Leucocitos/métodos , Leucocitos/clasificación , Adulto , Anciano , Bases de Datos Genéticas , Registros Electrónicos de Salud , Femenino , Estudio de Asociación del Genoma Completo , Humanos , Análisis de Clases Latentes , Masculino , Persona de Mediana Edad , Fenotipo , Polimorfismo de Nucleótido Simple/genética , Proteínas/genética , Receptores del Factor Estimulante de Colonias/genética , Ubiquitina-Proteína Ligasas/genética
8.
J Cell Physiol ; 234(11): 20584-20602, 2019 11.
Artículo en Inglés | MEDLINE | ID: mdl-31016756

RESUMEN

To retrospectively analyze the relationship between preoperative blood parameters and postoperative clinical outcomes in patients with different molecular subtypes of breast cancer (BC), a cohort of 601 patients with BC in the Third Affiliated Hospital, Sun Yat-sen University, was retrospectively reviewed. They were categorized into four subtypes according to the expression of ER, PR, HER-2, and KI-67%. White blood cell, neutrophil, lymphocyte, monocyte, eosinophil, basophil, and platelet counts, the neutrophil-to-lymphocyte ratio (NLR), the neutrophil-to-monocyte ratio (NMR), the lymphocyte-to-monocyte ratio (LMR), and the platelet-to-lymphocyte ratio (PLR) were recorded. Univariate and multivariate analyses were performed to identify the relationship between parameters and ratios and disease-free survival (DFS) and overall survival (OS). Luminal subtypes of BC had smaller tumor volume, better differentiation degree of invasive ductal carcinoma, less lymph node metastasis, and better clinical outcome than the HER-2 overexpression and triple-negative BC (TNBC) subtypes. In multivariate analysis, age and LMR were the independent prognostic factors of DFS in patients with luminal A (age, p = 0.005; LMR, P = 0.026); PLR in patients with luminal B (DFS; p = 0.032; OS, p= 0.012); LMR in patients with HER-2 overexpression (DFS; p = 0.008; OS, p = 0.017); and NLR for DFS (p = 0.014); and WBC for OS (p = 0.008) in patients with TNBC. LMR was the benign predictor of luminal A and HER-2 overexpression. PLR was the adverse predictor of luminal B. WBC and NLR were the adverse predictors of TNBC. Therefore, these peripheral blood parameters can play an important role in the diagnosis and treatment of patients with different molecular subtypes of BC.


Asunto(s)
Neoplasias de la Mama/clasificación , Neoplasias de la Mama/genética , Leucocitos/clasificación , Leucocitos/fisiología , Receptor ErbB-2/metabolismo , Neoplasias de la Mama Triple Negativas/patología , Envejecimiento , Biomarcadores de Tumor , Plaquetas/clasificación , Plaquetas/fisiología , Neoplasias de la Mama/patología , Estudios de Cohortes , Femenino , Regulación Neoplásica de la Expresión Génica , Humanos , Inmunohistoquímica , Modelos Logísticos , Persona de Mediana Edad , Pronóstico , Receptor ErbB-2/genética , Estudios Retrospectivos
9.
Bioinformatics ; 33(11): 1689-1695, 2017 Jun 01.
Artículo en Inglés | MEDLINE | ID: mdl-28158442

RESUMEN

MOTIVATION: Recent advances in mass cytometry allow simultaneous measurements of up to 50 markers at single-cell resolution. However, the high dimensionality of mass cytometry data introduces computational challenges for automated data analysis and hinders translation of new biological understanding into clinical applications. Previous studies have applied machine learning to facilitate processing of mass cytometry data. However, manual inspection is still inevitable and becoming the barrier to reliable large-scale analysis. RESULTS: We present a new algorithm called utomated ell-type iscovery and lassification (ACDC) that fully automates the classification of canonical cell populations and highlights novel cell types in mass cytometry data. Evaluations on real-world data show ACDC provides accurate and reliable estimations compared to manual gating results. Additionally, ACDC automatically classifies previously ambiguous cell types to facilitate discovery. Our findings suggest that ACDC substantially improves both reliability and interpretability of results obtained from high-dimensional mass cytometry profiling data. AVAILABILITY AND IMPLEMENTATION: A Python package (Python 3) and analysis scripts for reproducing the results are availability on https://bitbucket.org/dudleylab/acdc . CONTACT: brian.kidd@mssm.edu or joel.dudley@mssm.edu. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Asunto(s)
Biomarcadores/análisis , Biología Computacional/métodos , Citofotometría/métodos , Aprendizaje Automático , Análisis de la Célula Individual/métodos , Animales , Análisis por Conglomerados , Humanos , Leucocitos/clasificación , Reproducibilidad de los Resultados
10.
J Cardiovasc Pharmacol ; 71(6): 359-366, 2018 06.
Artículo en Inglés | MEDLINE | ID: mdl-29668531

RESUMEN

BACKGROUND: Leukocyte count is closely associated with the risk of coronary artery disease (CAD). Levels of leukocyte subpopulations in patients with CAD, however, remain largely unknown. METHODS: In this study, we compared the distributions and counts of 16 leukocyte subpopulations between 40 patients with CAD and 40 healthy controls using the CytoDiff flow cytometric system. RESULTS: Our results demonstrated significant increases in the frequencies and counts of all monocytes, immature granulocytes, and B-lymphocytes in patients with CAD, suggesting that the levels of these leukocyte subpopulations may serve as potential biomarkers for diagnosis of CAD. By contrast, the levels of cytotoxic T/natural killer lymphocytes were markedly decreased in patients with CAD. In addition, the levels of T/natural killer lymphocytes, noncytotoxic T-lymphocytes, mature neutrophils, total neutrophils, eosinophils, basophils, and T-cell blasts in CAD patients with elevated levels of cardiac troponin I (cTnI), an independent indicator for poor prognosis in CAD, were significantly different from those in CAD patients with normal levels of cTnI. These data may help in the screening for biomarkers to discriminate between stable and unstable patients with CAD. CONCLUSIONS: Collectively, our results provide a detailed distribution profile of leukocyte subpopulations in patients with CAD and suggest their possible clinical application in predicting the risk and severity of CAD.


Asunto(s)
Enfermedad de la Arteria Coronaria/diagnóstico , Leucocitos/clasificación , Anciano , Biomarcadores/sangre , Estudios de Casos y Controles , Enfermedad de la Arteria Coronaria/sangre , Enfermedad de la Arteria Coronaria/inmunología , Femenino , Citometría de Flujo , Humanos , Inmunofenotipificación/métodos , Recuento de Leucocitos , Leucocitos/inmunología , Masculino , Persona de Mediana Edad , Fenotipo , Valor Predictivo de las Pruebas , Pronóstico , Factores de Riesgo , Índice de Severidad de la Enfermedad , Troponina I/sangre
11.
Crit Care ; 22(1): 240, 2018 09 30.
Artículo en Inglés | MEDLINE | ID: mdl-30268146

RESUMEN

BACKGROUND: The use of in vivo videomicroscopy at the bedside has demonstrated microcirculatory flow disturbances in sepsis. The ability of in vivo videomicroscopy to detect changes in the prevalence of rolling and adhered leukocytes that occur in sepsis is not well-described in humans. We sought to (1) develop methodology for accessing and quantifying sublingual leukocyte rolling and adherence with sidestream dark field (SDF) imaging; (2) compare the number of rolling and adhered leukocytes between patients with septic shock and non-infected controls; and (3) compare the number of rolling and adhered leukocytes between survivors and non-survivors of septic shock. METHODS: We included adult (age > 18 years) patients in the emergency department presenting with septic shock prospectively enrolled in the ProCESS trial. We recruited comparison non-infected patients as emergency department controls. Using a SDF videomicroscope, we obtained image sequences from the sublingual mucosa, quantifying rolling and adhered leukocytes per 1 mm × 1 mm visual field in a standardized 3-s clip. We report data as median and interquartile range and depicted as box plots. We compared groups using the Mann-Whitney U test, considering a p value < 0.05 significant. RESULTS: We included a total of 64 patients with septic shock and 32 non-infected controls. The median number of adhered leukocytes per field in the sepsis group was 1.0 (IQR 0-3.5) compared to 0 (0-0) in the non-infected group (p < 0.001). The median number of rolling leukocytes was 26 (10.3-42) in the sepsis group and 9.8 (4.8-17.3) in the non-infected group (p < 0.001) per field. Among the patients with sepsis (n = 64), there was an increased number of adhered leukocytes in non-survivors compared to survivors (3.0 (1-5.5) vs. 1.0 (0-3.0)) (p < 0.05); however, there was no difference in rolling leukocytes (35 (20-48) vs. 26 (10-41)) (p = 0.31). CONCLUSIONS: Our results demonstrated a higher number of rolling and adhered leukocytes in patients with septic shock when compared to non-infected controls, and an increased number of adhered leukocytes in non-survivors. TRIAL REGISTRATION: ClinicalTrials.gov , NCT00793442 ; Registered on 19 November 2008 PG0GM076659 (US NIH Grant/Contract). First submitted 18 July 2007. First posted 2 August 2007.


Asunto(s)
Microscopía Intravital/métodos , Leucocitos/microbiología , Sepsis/fisiopatología , Adulto , Anciano , Adhesión Celular/fisiología , Estudios de Cohortes , Femenino , Humanos , Microscopía Intravital/instrumentación , Leucocitos/clasificación , Masculino , Microscopía por Video/instrumentación , Microscopía por Video/métodos , Persona de Mediana Edad , Estudios Prospectivos
12.
Crit Care ; 22(1): 359, 2018 12 27.
Artículo en Inglés | MEDLINE | ID: mdl-30591070

RESUMEN

PURPOSE: The histopathology of sepsis-associated acute kidney injury (AKI) in critically ill patients remains an understudied area. Previous studies have identified that acute tubular necrosis (ATN) is not the only driver of sepsis-AKI. The focus of this study was to identify additional candidate processes that may drive sepsis-AKI. To do this we immunohistochemically characterized the histopathological and cellular features in various compartments of human septic kidneys. METHODS: We studied the following histopathological features: leukocyte subsets, fibroblast activation, cellular proliferation, apoptosis, and fibrin deposition in the glomerulus and the tubulointerstitium in human post-mortem kidney biopsy tissue. Biopsy tissue samples from 27 patients with sepsis-AKI were collected 33 min (range 24-150) after death in the ICU. The unaffected part of the kidneys from 12 patients undergoing total nephrectomy as a result of renal carcinoma served as controls. RESULTS: Immunohistochemical analysis revealed the presence of more neutrophils and macrophages in the glomeruli and more neutrophils in the tubulointerstitium of renal tissue from patients with sepsis compared to control renal tissue. Type II macrophages were predominant, with some macrophages expressing both type I and type II markers. In contrast, there were almost no macrophages found in control kidneys. The number of activated (myo)fibroblasts was low in the glomeruli of sepsis-AKI kidneys, yet this was not observed in the tubulointerstitium. Cell proliferation and fibrin deposition were more pronounced in the glomeruli and tubulointerstitium of sepsis-AKI than in control kidneys. CONCLUSIONS: The extensive heterogeneity of observations among and within patients emphasizes the need to thoroughly characterize patients with sepsis-AKI in a large sample of renal biopsy tissue from patients with sepsis.


Asunto(s)
Lesión Renal Aguda/etiología , Riñón/patología , Sepsis/complicaciones , Lesión Renal Aguda/fisiopatología , Adulto , Anciano , Anciano de 80 o más Años , Recuento de Células Sanguíneas/métodos , Enfermedad Crítica/mortalidad , Femenino , Humanos , Leucocitos/clasificación , Leucocitos/microbiología , Masculino , Persona de Mediana Edad , Proyectos de Investigación , Sepsis/mortalidad , Sepsis/fisiopatología , Estadísticas no Paramétricas
13.
Exp Parasitol ; 185: 98-106, 2018 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-29309784

RESUMEN

Trypanosoma vivax infection causes relevant economical impact due to high morbidity and mortality leading to negative impact on local livestock. Despite parasitological and serological methods are used for the diagnosis of T. vivax infection, gaps regarding sensitivity and specificity of these methods still represent a challenge. The present study aimed to compare the kinetics of parasitological and serological parameters in cattle experimentally infected with T. vivax along with immunophenotypic analysis of whole blood leukocytes. Based on the parasitemia profile the analysis were performed in three distinct periods, referred as pre-patent, patent and post-treatment. Distinct kinetics of anti-T. vivax IgM and IgG were observed during the pre-patent, patent and post-treatment periods. Increased levels of WC1+ γδ T-cells were observed throughout the infection with strong correlations with other biomarkers observed during post-treatment period. Our findings demonstrated that there is a important participation of Monocytes:CD14+; NK-cells:CD335+ and WC1+ γδ T-cells that coincide with the peak of parasitemia and also with the adaptive immunity, specially CD4+ T-cells in T. vivax infection. The knowledge of the immune response is important not only for understanding the biology of the parasite in the host, but for the design of new treatment strategies for trypanosome infections.


Asunto(s)
Enfermedades de los Bovinos/inmunología , Parasitemia/veterinaria , Trypanosoma vivax/inmunología , Tripanosomiasis Africana/veterinaria , Inmunidad Adaptativa , Animales , Anticuerpos Antiprotozoarios/sangre , Biomarcadores/análisis , Bovinos , Enfermedades de los Bovinos/tratamiento farmacológico , Enfermedades de los Bovinos/parasitología , Diminazeno/uso terapéutico , Técnica del Anticuerpo Fluorescente Indirecta/veterinaria , Inmunidad Innata , Inmunoglobulina G/sangre , Inmunoglobulina M/sangre , Inmunofenotipificación/veterinaria , Leucocitos/clasificación , Leucocitos/inmunología , Masculino , Parasitemia/tratamiento farmacológico , Parasitemia/inmunología , Parasitemia/parasitología , Distribución Aleatoria , Tripanocidas/uso terapéutico , Tripanosomiasis Africana/tratamiento farmacológico , Tripanosomiasis Africana/inmunología , Tripanosomiasis Africana/parasitología
14.
J Allergy Clin Immunol ; 139(6): 1923-1934.e17, 2017 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-27913304

RESUMEN

BACKGROUND: Numbers of blood leukocyte subsets are highly dynamic in childhood and differ greatly between subjects. Interindividual variation is only partly accounted for by genetic factors. OBJECTIVE: We sought to determine which nongenetic factors affect the dynamics of innate leukocytes and naive and memory lymphocyte subsets. METHODS: We performed 6-color flow cytometry and linear mixed-effects modeling to define the dynamics of 62 leukocyte subsets from birth to 6 years of age in 1182 children, with 1 to 5 measurements per subject. Subsequently, we defined the effect of prenatal maternal lifestyle-related or immune-mediated determinants, birth characteristics, and bacterial/viral exposure-related determinants on leukocyte subset dynamics. RESULTS: Functionally similar leukocyte populations were grouped by using unbiased hierarchical clustering of patterns of age-related leukocyte dynamics. Innate leukocyte numbers were high at birth and predominantly affected by maternal low education level. Naive lymphocyte counts peaked around 1 year, whereas most memory lymphocyte subsets more gradually increased during the first 4 years of life. Dynamics of CD4+ T cells were predominantly associated with sex, birth characteristics, and persistent infections with cytomegalovirus (CMV) or EBV. CD8+ T cells were predominantly associated with CMV and EBV infections, and T-cell receptor γδ+ T cells were predominantly associated with premature rupture of membranes and CMV infection. B-cell subsets were predominantly associated with sex, breast-feeding, and Helicobacter pylori carriership. CONCLUSIONS: Our study identifies specific dynamic patterns of leukocyte subset numbers, as well as nongenetic determinants that affect these patterns, thereby providing new insights into the shaping of the childhood immune system.


Asunto(s)
Leucocitos/clasificación , Recuento de Células , Niño , Preescolar , Infecciones por Citomegalovirus/inmunología , Infecciones por Virus de Epstein-Barr/inmunología , Femenino , Humanos , Lactante , Recién Nacido , Leucocitos/inmunología , Masculino , Salud Materna , Embarazo
15.
Scand J Immunol ; 86(5): 396-407, 2017 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-28817184

RESUMEN

HLA-G is a non-classical class I HLA antigen, normally expressed in high levels only on extravillous cytotrophoblast. It has immunosuppressive properties in pregnancy and has also been found to be upregulated on leucocytes in viral infection. In this study, proportions of all leucocyte subsets expressing HLA-G were found to be low in healthy subjects positive or negative for cytomegalovirus (CMV). Significantly greater proportions of CD4+ CD69+ and CD56+ T cells expressed HLA-G compared to other T cells. However, following stimulation with CMV antigens or intact CMV, proportions of CD4+, CD8+, CD69+ and CD56+ T cells, and also B cells expressing HLA-G, were significantly increased in CMV+ subjects. Despite some subjects having alleles of HLA-G associated with high levels of expression, no relationship was found between HLA-G genotype and expression levels. Purified B cells from CMV+ subjects stimulated in mixed culture with CMV antigens showed significantly increased HLA-G mRNA expression by real-time polymerase chain reaction. Serum levels of soluble HLA-G were similar in CMV- and CMV+ subjects but levels in culture supernatants were significantly higher in cells from CMV+ than from CMV- subjects stimulated with CMV antigens. The HLA-G ligand KIR2DL4 was mainly expressed on NK cells and CD56+ T cells with no differences between CMV+ and CMV- subjects. Following stimulation with IL-2, an increase in the proportion of CD56+ T cells positive for KIR2DL4 was found, together with a significant decrease in CD56dimCD16+ NK cells. The results show that CMV influences HLA-G expression in healthy subjects and may contribute to viral immune evasion.


Asunto(s)
Citomegalovirus/inmunología , Antígenos HLA-G/metabolismo , Leucocitos/inmunología , Leucocitos/virología , Receptores KIR2DL4/metabolismo , Adulto , Anticuerpos Antivirales/sangre , Antígenos Virales/administración & dosificación , Proliferación Celular , Citomegalovirus/patogenicidad , Infecciones por Citomegalovirus/genética , Infecciones por Citomegalovirus/inmunología , Femenino , Antígenos HLA-G/genética , Humanos , Evasión Inmune , Técnicas In Vitro , Células Asesinas Naturales/inmunología , Células Asesinas Naturales/virología , Leucocitos/clasificación , Ligandos , Masculino , Persona de Mediana Edad , ARN Mensajero/genética , ARN Mensajero/metabolismo , Receptores KIR2DL4/genética , Subgrupos de Linfocitos T/inmunología , Subgrupos de Linfocitos T/virología , Adulto Joven
16.
J Dairy Sci ; 100(11): 9382-9391, 2017 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-28843693

RESUMEN

Sole hemorrhages result from disruption to normal claw horn formation and are caused by a variety of internal and external factors. Evidence suggests that they are painful, although they do not usually cause clinical lameness and are difficult to detect by observing cow gait. Little is known about how or whether sole hemorrhages affect the cow systemically. This study compared hematology profile, leukocyte gene expression, and physiological responses of cows with no/mild hemorrhages (category 1; n = 17), moderate hemorrhages (category 2; n = 18), and severe hemorrhages (category 3; n = 12). At approximately 100 d in milk, all cows in the study herd (n = 374) were locomotion scored before hoof examination. The cows included in the study were not clinically lame and had no other hoof disorder. Blood samples were taken from all cows within 24 h of selection. Leukocyte counts were obtained using an automated cell counter, cortisol and dehydroepiandrosterone (DHEA) concentration by ELISA, and plasma haptoglobin, urea, total protein, creatine kinase and glucose were analyzed on a clinical chemistry analyzer. Expression of 16 genes associated with lameness or stress were estimated using real-time quantitative PCR. Data from cows within each category were compared using the Mixed procedure in SAS (version 9.3; SAS Institute Inc., Cary, NC). Fixed effects included hemorrhage severity category and lactation number, with days in milk and body condition score included as covariates. Locomotion score worsened as sole hemorrhage category worsened. Locomotion score of category 1 cows tended to be lower than that of category 2 cows and was lower than that of category 3 cows. The locomotion score of category 3 cows was also greater than that of categories 1 and 2 combined. Category had no effect on leukocyte number, on any of the individual leukocyte cell numbers or percentages, cortisol or DHEA concentration, cortisol:DHEA ratio, or relative expression of any of the genes investigated, and we detected no differences in plasma glucose, protein, or creatine kinase concentrations between categories. However, category 3 cows had greater plasma concentrations of haptoglobin and tended to have lesser concentrations of plasma urea than category 1 and 2 cows. The differences in gait between cows with no or minor sole hemorrhages and cows with severe hemorrhages indicate that hemorrhages may be associated with discomfort or pain. Nevertheless, the only physiological measure that changed with increasing locomotion score was plasma haptoglobin concentration. Haptoglobin has previously been found to be elevated in lame cows, and thus shows promise as a marker for limb pain.


Asunto(s)
Reacción de Fase Aguda , Enfermedades de los Bovinos/diagnóstico , Enfermedades del Pie/veterinaria , Hemorragia/veterinaria , Cojera Animal/diagnóstico , Leucocitos/clasificación , Animales , Bovinos , Deshidroepiandrosterona , Femenino , Enfermedades del Pie/diagnóstico , Regulación de la Expresión Génica/inmunología , Haptoglobinas/metabolismo , Hemorragia/diagnóstico , Hemorragia/patología , Pezuñas y Garras , Hidrocortisona/sangre , Recuento de Leucocitos/veterinaria , Leucocitos/fisiología , Leche , Transcriptoma
17.
Genet Mol Res ; 16(1)2017 Mar 16.
Artículo en Inglés | MEDLINE | ID: mdl-28362977

RESUMEN

Mangifera indica is widely found in Brazil, and its leaves are used as an anti-inflammatory agent in folk medicine. The aim of this study is to perform composition analysis of essential oils from the M. indica varieties, espada (EOMIL1) and coração de boi (EOMIL2), and confirm their anti-inflammatory properties. Twenty-three volatile compounds were identified via gas chromatography-mass spectrometry (GC-MS) in two essential oils from the leaves. Paw edema and myeloperoxidase (MPO) activity were evaluated using the carrageenan-induced paw model, while leukocyte migration was analyzed using the pleurisy model. At oral doses of 100 and 300 mg/kg, the essential oils significantly reduced edema formation and the increase in MPO activity induced by carrageenan in rat paws. For a dose of 300 mg/kg EOMIL1, 62 ± 8% inhibition of edema was observed, while EOMIL2 led to 51 ± 7% inhibition of edema. At a dose of 100 mg/kg, the inhibition was 54 ± 9% for EOMIL1 and 37 ± 7% for EOMIL2. EOMIL1 and EOMIL2 significantly reduced MPO activity at doses of 100 mg/kg (47 ± 5 and 23 ± 8%, respectively) and 300 mg/kg (50 ± 9 and 31 ± 7%, respectively). In the pleurisy model, inhibitions were also observed for EOMIL1 and EOMIL2 in the leukocyte migration test. The results of the present study show that essential oils from M. indica differ in chemical composition and anti-inflammatory activity in rats.


Asunto(s)
Antiinflamatorios/administración & dosificación , Antiinflamatorios/química , Edema/tratamiento farmacológico , Mangifera/química , Aceites Volátiles/administración & dosificación , Aceites Volátiles/química , Animales , Antiinflamatorios/farmacología , Brasil , Carragenina/efectos adversos , Movimiento Celular/efectos de los fármacos , Modelos Animales de Enfermedad , Relación Dosis-Respuesta a Droga , Edema/inducido químicamente , Edema/metabolismo , Cromatografía de Gases y Espectrometría de Masas , Regulación de la Expresión Génica/efectos de los fármacos , Leucocitos/clasificación , Leucocitos/efectos de los fármacos , Masculino , Medicina Tradicional , Ratones , Aceites Volátiles/farmacología , Peroxidasa/metabolismo , Hojas de la Planta/química , Aceites de Plantas/química , Aceites de Plantas/farmacología , Ratas
18.
J Zoo Wildl Med ; 48(2): 312-318, 2017 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-28749257

RESUMEN

Bradypus torquatus is a rare and endemic sloth species from the Atlantic Forest, Brazil. Due to a lack of medical information including hematologic reference parameters for the species, hematologic baseline values were determined using samples from 14 clinically healthy B. torquatus , under captive (n = 7) and free-living (n = 7) conditions in Bahia State, Brazil. Additionally, the morphology of the blood cells is presented, with a demonstration that the Barr body chromosome may assist with sex determination of the species. The Barr body chromosome was present in all seven females and absent in all males. Many erythrocytes were approximately the size of small lymphocytes, with red blood cells exhibiting anisocystosis, normochromia, and apparent macrocytosis, compared with domestic animals. This study provides the first published hematologic values and cell morphology for B. torquatus . However, further studies are suggested using an automated hematology analyzer with larger sample sizes so that reference intervals may be established and hematologic values better understood for sex, habitat type, and age cohorts.


Asunto(s)
Animales Salvajes , Animales de Zoológico , Recuento de Eritrocitos/veterinaria , Hematócrito/veterinaria , Perezosos/sangre , Animales , Brasil , Índices de Eritrocitos/veterinaria , Femenino , Fibrinógeno/metabolismo , Hemoglobinas/metabolismo , Leucocitos/clasificación , Masculino , Especificidad de la Especie
19.
Cytometry A ; 89(6): 565-74, 2016 06.
Artículo en Inglés | MEDLINE | ID: mdl-27271958

RESUMEN

Ovine and bovine blood is used heavily within the development of blood-handling medical devices, such as heart pumps (left ventricular assist devices, LVADs), for which blood cell damage needs to be monitored during in vitro testing. Hematology analyzers provide cell counts but no information about cell viability. The anthraquinone DNA dyes CyTRAK Orange™ and DRAQ7™ have practical and spectral properties rendering them suitable for multicolor assays. Compared to other DNA dyes such as Vybrant Dyecycle, CyTRAK Orange enables a faster staining protocol and does not require incubation at +37°C. Compared to traditional viability dyes such as propidium iodide and 7AAD, DRAQ7's unique spectral profile of excitation in both blue and red lasers and far-red emission enables identification of dual positive dead cell events and frees up detectors for use with other reagents. CyTRAK Orange and DRAQ7 could be used in combination with absolute counting bead standards to provide cell counts and viability but the combination of these dyes has previously only been used for microscopy on rodent cells. The purpose of this study was to evaluate the use of these dyes in combination in large animal blood samples for flow cytometry. A viability and cell counting protocol for bovine, ovine, and human leukocytes using CyTRAK Orange and DRAQ7 was prepared. Four different counting bead standards were evaluated using the Navios and FACSAria cytometers and compared to counts obtained from hematology analyzers. CyTRAK Orange successfully detected CD45(+) leukocytes in all species. The DRAQ7 single-stained dead cell counts correlated well with the CyTRAK Orange/DRAQ7 double-stained dead cell counts in human and bovine blood, but not in ovine blood, which could be related to the blood source. In conclusion, for human and bovine blood, this method works well for viability counts using different flow cytometers and bead standards. © 2016 International Society for Advancement of Cytometry.


Asunto(s)
Antraciclinas/química , Antraquinonas/química , ADN/química , Colorantes Fluorescentes/química , Inmunofenotipificación/métodos , Leucocitos/citología , Coloración y Etiquetado/métodos , Animales , Bovinos , Supervivencia Celular , Citometría de Flujo , Expresión Génica , Humanos , Antígenos Comunes de Leucocito/genética , Antígenos Comunes de Leucocito/inmunología , Recuento de Leucocitos , Leucocitos/clasificación , Leucocitos/inmunología , Oveja Doméstica
20.
Fish Shellfish Immunol ; 58: 203-209, 2016 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-27633669

RESUMEN

Echinoderms have many types of coelomocytes, which have been known to form aggregates immediately after they are removed from the coelom. To assess the roles that each type of coelomocyte plays in aggregate formation, cellular components of coelomocyte aggregates of the Japanese sea cucumber, Apostichopus japonicus, were investigated. The coelomocytes were tentatively classified into 12 types based on May-Grunwald/Giemsa staining. After the coelom was incubated for 30 min or 6 h, the aggregates were disaggregated completely with 200 mM EDTA. Differential counts of the dissociated cells indicated that the largest component of the aggregates was amoebocytes (67.8%) and the second-largest component of the aggregates incubated 30 min was a type of basophilic granulocyte. In the 6h-incubated aggregates, the fraction of amoebocytes decreased to 59.0%, while that of lymphoid cells significantly increased, which suggests that lymphoid cells participate in late-stage aggregation. After 24-h incubation, only a portion of the aggregated cells could be disaggregated with EDTA. After 48 h, most of the cells could not be detached from the aggregates. Microscopy of frozen sections of the aggregates after 6-h incubation revealed that amoebocytes constructed a mesh-like structure to which other types of cells adhered. After 48 h, the borders of the cells and the intracellular granules were not recognizable. In time-lapse microscopy, the aggregates were observed to move on a glass slide, which suggests that aggregates can "crawl" on the intraluminal surface of the coelom toward, for example, injured regions in the body of the sea cucumber.


Asunto(s)
Leucocitos/fisiología , Stichopus/fisiología , Animales , Recuento de Células , Leucocitos/clasificación
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