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1.
Nat Commun ; 14(1): 7630, 2023 Nov 22.
Artículo en Inglés | MEDLINE | ID: mdl-37993433

RESUMEN

Although the genetic basis and pathogenesis of type 1 diabetes have been studied extensively, how host responses to environmental factors might contribute to autoantibody development remains largely unknown. Here, we use longitudinal blood transcriptome sequencing data to characterize host responses in children within 12 months prior to the appearance of type 1 diabetes-linked islet autoantibodies, as well as matched control children. We report that children who present with insulin-specific autoantibodies first have distinct transcriptional profiles from those who develop GADA autoantibodies first. In particular, gene dosage-driven expression of GSTM1 is associated with GADA autoantibody positivity. Moreover, compared with controls, we observe increased monocyte and decreased B cell proportions 9-12 months prior to autoantibody positivity, especially in children who developed antibodies against insulin first. Lastly, we show that control children present transcriptional signatures consistent with robust immune responses to enterovirus infection, whereas children who later developed islet autoimmunity do not. These findings highlight distinct immune-related transcriptomic differences between case and control children prior to case progression to islet autoimmunity and uncover deficient antiviral response in children who later develop islet autoimmunity.


Asunto(s)
Diabetes Mellitus Tipo 1 , Infecciones por Enterovirus , Islotes Pancreáticos , Humanos , Niño , Autoanticuerpos , Transcriptoma , Autoinmunidad/genética , Insulina/metabolismo , Infecciones por Enterovirus/genética , Islotes Pancreáticos/metabolismo
2.
Nat Med ; 28(1): 154-163, 2022 01.
Artículo en Inglés | MEDLINE | ID: mdl-35027755

RESUMEN

Artificial intelligence (AI) has shown promise for diagnosing prostate cancer in biopsies. However, results have been limited to individual studies, lacking validation in multinational settings. Competitions have been shown to be accelerators for medical imaging innovations, but their impact is hindered by lack of reproducibility and independent validation. With this in mind, we organized the PANDA challenge-the largest histopathology competition to date, joined by 1,290 developers-to catalyze development of reproducible AI algorithms for Gleason grading using 10,616 digitized prostate biopsies. We validated that a diverse set of submitted algorithms reached pathologist-level performance on independent cross-continental cohorts, fully blinded to the algorithm developers. On United States and European external validation sets, the algorithms achieved agreements of 0.862 (quadratically weighted κ, 95% confidence interval (CI), 0.840-0.884) and 0.868 (95% CI, 0.835-0.900) with expert uropathologists. Successful generalization across different patient populations, laboratories and reference standards, achieved by a variety of algorithmic approaches, warrants evaluating AI-based Gleason grading in prospective clinical trials.


Asunto(s)
Clasificación del Tumor , Neoplasias de la Próstata/patología , Algoritmos , Biopsia , Estudios de Cohortes , Humanos , Masculino , Neoplasias de la Próstata/diagnóstico , Reproducibilidad de los Resultados
3.
Virchows Arch ; 478(6): 1109-1116, 2021 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-33534005

RESUMEN

Numerous studies have shown a correlation between perineural invasion (PNI) in prostate biopsies and outcome. The reporting of PNI varies widely in the literature. While the interobserver variability of prostate cancer grading has been studied extensively, less is known regarding the reproducibility of PNI. A total of 212 biopsy cores from a population-based screening trial were included in this study (106 with and 106 without PNI according to the original pathology reports). The glass slides were scanned and circulated among four pathologists with a special interest in urological pathology for assessment of PNI. Discordant cases were stained by immunohistochemistry for S-100 protein. PNI was diagnosed by all four observers in 34.0% of cases, while 41.5% were considered to be negative for PNI. In 24.5% of cases, there was a disagreement between the observers. The kappa for interobserver variability was 0.67-0.75 (mean 0.73). The observations from one participant were compared with data from the original reports, and a kappa for intraobserver variability of 0.87 was achieved. Based on immunohistochemical findings among discordant cases, 88.6% had PNI while 11.4% did not. The most common diagnostic pitfall was the presence of bundles of stroma or smooth muscle. It was noted in a few cases that collagenous micronodules could be mistaken for a nerve. The distance between cancer and nerve was another cause of disagreement. Although the results suggest that the reproducibility of PNI may be greater than that of prostate cancer grading, there is still a need for improvement and standardization.


Asunto(s)
Adenocarcinoma/patología , Invasividad Neoplásica/patología , Próstata/patología , Neoplasias de la Próstata/patología , Anciano , Biopsia , Humanos , Inmunohistoquímica/métodos , Masculino , Persona de Mediana Edad , Variaciones Dependientes del Observador , Reproducibilidad de los Resultados
4.
Neurobiol Aging ; 84: 98-108, 2019 12.
Artículo en Inglés | MEDLINE | ID: mdl-31522136

RESUMEN

Early identification and treatment of Alzheimer's disease (AD) is hampered by the lack of easily accessible biomarkers. Currently available fluid biomarkers of AD provide indications of the disease stage; however, these are measured in the cerebrospinal fluid, requiring invasive procedures, which are not applicable at the population level. Thus, gene expression profiling of blood provides a viable alternative as a way to screen individuals at risk of AD. Previous studies have shown that despite the limited permeability of the blood-brain barriers, expression profiles of blood genes can be used for the diagnosis and prognosis of several brain disorders. Here, we propose a new approach to pathway analysis of blood gene expression profiles to classify healthy (control [CTL]), mildly cognitively impaired (mild cognitive impairment [MCI]; preclinical stage of AD), and AD subjects. In the pathway analysis, gene expression data are mapped to pathway scores according to a predefined gene set instead of considering each gene separately. The robustness of the analysis enables detection of weak differences between groups owing to the inherent dimension reduction. Our proposed method for pathway analysis takes advantage of linear discriminant analysis for identifying a linear combination of features best separating groups of subjects within each gene set. The gene expression data were retrieved from Gene Expression Omnibus (batch 1: GSE63060; batch 2: GSE63061). Predefined gene sets for pathway analysis were obtained from the Broad Institute Collection of Curated Pathways. The method achieved a 10-fold cross-validated area under receiver operating characteristic curve of 0.84 for classification of AD versus CTL and 0.80 for classification of mild cognitive impairment versus CTL. These results reveal the good potential of blood-based biomarkers for assisting early diagnosis and disease monitoring of AD.


Asunto(s)
Enfermedad de Alzheimer/diagnóstico , Enfermedad de Alzheimer/genética , Expresión Génica , Biomarcadores/sangre , Humanos
5.
PLoS One ; 13(4): e0196238, 2018.
Artículo en Inglés | MEDLINE | ID: mdl-29684067

RESUMEN

CRISPR-Cas9 technology is routinely applied for targeted mutagenesis in model organisms and cell lines. Recent studies indicate that the prokaryotic CRISPR-Cas9 system is affected by eukaryotic chromatin structures. Here, we show that the likelihood of successful mutagenesis correlates with transcript levels during early development in zebrafish (Danio rerio) embryos. In an experimental setting, we found that guide RNAs differ in their onset of mutagenesis activity in vivo. Furthermore, some guide RNAs with high in vitro activity possessed poor mutagenesis activity in vivo, suggesting the presence of factors that limit the mutagenesis in vivo. Using open access datasets generated from early developmental stages of the zebrafish, and guide RNAs selected from the CRISPRz database, we provide further evidence for an association between gene expression during early development and the success of CRISPR-Cas9 mutagenesis in zebrafish embryos. In order to further inspect the effect of chromatin on CRISPR-Cas9 mutagenesis, we analysed the relationship of selected chromatin features on CRISPR-Cas9 mutagenesis efficiency using publicly available data from zebrafish embryos. We found a correlation between chromatin openness and the efficiency of CRISPR-Cas9 mutagenesis. These results indicate that CRISPR-Cas9 mutagenesis is influenced by chromatin accessibility in zebrafish embryos.


Asunto(s)
Cromatina/química , ARN Guía de Kinetoplastida/genética , Proteínas de Pez Cebra/genética , Pez Cebra/embriología , Animales , Sistemas CRISPR-Cas , Cromatina/genética , Bases de Datos Genéticas , Desarrollo Embrionario , Expresión Génica , Regulación del Desarrollo de la Expresión Génica , Activación Transcripcional , Pez Cebra/genética
6.
Cardiovasc Res ; 59(4): 971-9, 2003 Oct 01.
Artículo en Inglés | MEDLINE | ID: mdl-14553837

RESUMEN

OBJECTIVE: Vascular endothelial growth factor-D (VEGF-D) is a recently characterized member of the VEGF family, but its expression in atherosclerotic lesions remains unknown. We studied the expression of VEGF-D and its receptors (VEGFR-2 and VEGFR-3) in normal and atherosclerotic human arteries, and compared that to the expression pattern of VEGF-A. METHODS: Human arterial samples (n=39) obtained from amputation operations and fast autopsies were classified according to the stage of atherosclerosis and studied by immunohistochemistry. The results were confirmed by in situ hybridization and RT-PCR. RESULTS: We found that while VEGF-A expression increased during atherogenesis, VEGF-D expression remained relatively stable only decreasing in complicated lesions. In normal arteries and in early lesions VEGF-D was mainly expressed in smooth muscle cells, whereas in complicated atherosclerotic lesions the expression was most prominent in macrophages and also colocalized with plaque neovascularization. By comparing the staining profiles of different antibodies, we found that proteolytic processing of VEGF-D was efficient in the vessel wall. VEGFR-2, but not VEGFR-3, was expressed in the vessel wall at every stage of atherosclerosis. CONCLUSIONS: Our results suggest that in large arteries VEGF-D is mainly expressed in smooth muscle cells and that it may have a role in the maintenance of vascular homeostasis. However, in complicated lesions it was also expressed in macrophages and may contribute to plaque neovascularization. The constitutive expression of VEGFR-2 in arteries suggests that it may be one of the principal mediators of the VEGF-D effects in large arteries.


Asunto(s)
Arteriosclerosis/metabolismo , Músculo Liso Vascular/metabolismo , Factor D de Crecimiento Endotelial Vascular/análisis , Adulto , Anciano , Anciano de 80 o más Años , Arterias , Arteriosclerosis/inmunología , Arteriosclerosis/fisiopatología , Progresión de la Enfermedad , Femenino , Expresión Génica , Humanos , Inmunohistoquímica/métodos , Hibridación in Situ/métodos , Macrófagos/química , Masculino , Persona de Mediana Edad , Músculo Liso Vascular/química , Neovascularización Patológica , Reacción en Cadena de la Polimerasa de Transcriptasa Inversa , Factor A de Crecimiento Endotelial Vascular/análisis , Factor A de Crecimiento Endotelial Vascular/genética , Factor D de Crecimiento Endotelial Vascular/genética , Receptor 2 de Factores de Crecimiento Endotelial Vascular/análisis , Receptor 2 de Factores de Crecimiento Endotelial Vascular/metabolismo , Receptor 3 de Factores de Crecimiento Endotelial Vascular/análisis , Receptor 3 de Factores de Crecimiento Endotelial Vascular/metabolismo
7.
Atherosclerosis ; 166(1): 13-21, 2003 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-12482546

RESUMEN

Oxidative modification of lipoproteins plays an important role in atherogenesis. We investigated a variety of different oxidatively modified epitopes (malondialdehyde (MDA)-2, hydroxynonenal (HNE)-7, peroxynitrite, hypochlorite, EO-6) in parallel and compared normal vessel wall, early and advanced atherosclerotic lesions in WHHL rabbits. Early atherosclerotic lesions showed abundant intracellular staining in macrophages for all ox-epitopes, apo B and apo E; advanced lesions showed a more prominent peri- and extracellular staining for ox-epitopes, which tended to colocalize more with apo B than apo E. Hypochlorite-modified epitopes showed intense staining in all types of lesions, followed by MDA-2. Early and advanced atherosclerotic lesions differed significantly in that early stages revealed abundant cellular positivity for EO-6 and weak staining for HNE-7 modified proteins whereas the opposite was observed in advanced lesions. Nuclear factor-kappa B (NF-kappa B) was nearly exclusively detected in macrophages with no difference between early and advanced lesions. We conclude that hypochlorite-modified epitopes are abundantly present at all stages of atherogenesis. EO-6 might be a marker for early, HNE-7 a marker for advanced lesions. Colocalization of ox-epitopes with apolipoproteins further supports that oxidation of lipoproteins is one of the key mechanisms in atherogenesis. Chronic stable expression and activation of NF-kappa B could be a useful target for therapeutic interventions.


Asunto(s)
Aldehídos/metabolismo , Arteriosclerosis/metabolismo , Ácido Hipocloroso/metabolismo , Malondialdehído/metabolismo , Nitratos/metabolismo , Animales , Arteriosclerosis/inmunología , Arteriosclerosis/patología , Epítopos/metabolismo , Inmunohistoquímica , Oxidación-Reducción , Conejos
8.
Vasc Med ; 7(1): 5-11, 2002 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-12083735

RESUMEN

Arterial smooth muscle cell (SMC) migration and proliferation are central features in atherogenesis. Altered gene expression and cell proliferation in atherosclerotic lesions have some similar characteristics with certain solid tumors and thus might have similar mechanisms that lead to SMC proliferation. Among cancer cells common features are genome-wide hypomethylation which correlates with transformation and tumor progression, and coincident overexpression of methyltransferase (MTase). The purpose of the present study was to analyze whether alterations in DNA methylation and MTase expression are present in atherosclerotic lesions. A significant reduction in genomic 5-methylcytosine content was detected in advanced human atherosclerotic lesions and in lesions of ApoE knock-out mice. SMC were shown to develop hypomethylation in vitro during transformation from a contractile to synthetic phenotype. Balloon denudation of New Zealand White rabbit aorta caused proliferation of intimal SMC with concomitant genomic hypomethylation in the thickened intima. By using in situ hybridization the overall transcriptional activity was found to be increased in clusters of lesion SMC. Marked heterogeneity was seen in MTase mRNA expression in various types of atherosclerotic lesions among intimal and medial SMC. These findings show that (1) genomic hypomethylation occurs during atherogenesis in human, mouse and rabbit lesions and that it correlates with increased transcriptional activity; (2) MTase is expressed in atherosclerotic lesions; and (3) hypomethylation is present in advanced lesions at the same level as in malignant tumors and may affect cellular proliferation and gene expression in atherosclerotic lesions.


Asunto(s)
Arteriosclerosis/genética , Arteriosclerosis/metabolismo , Metilación de ADN , Metilasas de Modificación del ADN/biosíntesis , Metilasas de Modificación del ADN/genética , ADN/genética , ADN/metabolismo , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Animales , Aorta/metabolismo , Aorta/patología , Movimiento Celular/genética , Niño , Modelos Animales de Enfermedad , Femenino , Expresión Génica/genética , Humanos , Masculino , Ratones , Ratones Noqueados , Persona de Mediana Edad , Modelos Cardiovasculares , Miocitos del Músculo Liso/metabolismo , Proteínas Proto-Oncogénicas c-sis/biosíntesis , Proteínas Proto-Oncogénicas c-sis/genética , ARN Mensajero/biosíntesis , ARN Mensajero/genética , Conejos , Túnica Íntima/metabolismo
9.
Eur J Intern Med ; 13(1): 37-43, 2002 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-11836081

RESUMEN

Background: Apolipoprotein E (apo E) is a key regulatory protein in lipoprotein metabolism and it is also a potent inhibitor of cell proliferation. Although genetic alterations of apo E affect enterohepatic cholesterol transport and, presumably, the risk of colon carcinoma, the expression and potential functions of apo E in the human intestine are poorly known. Methods: The localization of apo E in normal and malignant gastrointestinal tract was studied using immunohistochemistry and in situ hybridization. The effect of apo E3 on cell polarity and the distribution of beta-catenin was examined in HT29 human colon adenocarcinoma cell lines. Results: Both apo E protein and mRNA were present throughout human intestine. The macrophages in the superficial lamina propria of normal colon were more strongly positive for apo E than those in the small intestine, where the most positively stained cells were dendritic cells and macrophages in the germinal centers of lymphoid follicles. In carcinomas, intensely positive macrophages surrounded the tumor area. In cultured undifferentiated HT29 cells, treatment with apo E improved cell polarity and translocated beta-catenin from the cytoplasm to cell--cell adhesion sites. Conclusions: Mononuclear phagocytes and endocrine cells are the main source of apo E in the gastrointestinal tract. We hypothesize that macrophage-derived apo E may modulate epithelial integrity and thus contribute to cell growth.

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