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Objective: To develop a convolutional neural network based model for assisting pathological diagnoses on thyroid liquid-based cytology specimens. Methods: Seven-hundred thyroid TCT slides were collected, scanned for whole slide imaging (WSI), and divided into training and test sets after labeling the correct diagnosis (benign versus malignant). The extracted regions of interest after noise filtering were cropped into pieces of 512 × 512 patch on 10 × and 40 × magnifications, respectively. A classification model was constructed using deeply learning algorithms, and applied to the training set, then automatically tuned in the test set. After data enhancement and parameters optimization, accuracy, sensitivity, specificity, positive predictive value and negative predictive value of the model were calculated. Results The training set with 560 WSI contained 4 926 cell clusters (11 164 patches), while the test set with 140 WSI contained 977 cell clusters (1 402 patches). YOLO network was selected to establish a detection model, and ResNet50 was used as a classification model. With 40 epochs training, results from 10× magnifications showed an accuracy of 90.01%, sensitivity of 89.31%, specificity of 92.51%, positive predictive value of 97.70% and negative predictive value of 70.82%. The area under curve was 0.97. The average diagnostic time was less than 1 second. Although the model for data of 40× magnifications was very sensitive (98.72%), but its specificity was poor, suggesting that the model was more reliable at 10× magnification. Conclusions: The performance of a deep-learning based model is equivalent to pathologists' diagnostic performance, but its efficiency is far beyond. The model can greatly improve consistency and efficiency, and reduce the missed diagnosis rate. In the future, larger studies should have more morphology diversity, improve model's accuracy and eventually develop a model for direct clinical use.
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Redes Neurales de la Computación , Glándula Tiroides , Algoritmos , Citodiagnóstico , Humanos , PatólogosRESUMEN
Objective: To investigate the longitudinal epidemiological characteristics of myopia in primary school students from grade one to grade three in Hubei province, and to analyze the main factors affecting the occurrence and development of myopia, so as to provide the direction and theoretical basis for the prevention and control of myopia in children and adolescents. Methods: Longitudinal study. A total of 13, 244 primary school students from grade one to grade three in 17 prefectures and forest districts of Hubei province were included in the study by means of random stratified cluster sampling. Among them, there were 7, 331 boys and 5, 913 girls with an age of (7.7±1.0) years. The same group of students were followed up for two years from October 2017 to October 2019 to complete three data collections. All included subjects underwent visual acuity examination, which required further automatic computer optometry after using cyclopentolate hydrochloride eye drops if the visual acuity was less than 1.0. In the questionnaire, the general situation and eye behavior of the included subjects were collected. The Chi-square test was used to compare the prevalence of myopia among different genders,different reproductive history and grades. The Kruskal-Wallis H test was used to compare the difference in the mean spherical equivalent refraction, and logistic regression was used to analyze the influencing factors of myopia. Results: The prevalence of myopia was 23.10% at baseline in 2017, 28.67% after one year's follow-up and 33.26% after two years' follow-up among primary school students in grade one to grade three in Hubei province. The overall prevalence of myopia increased with time (χ²=307.47, P<0.05). It also increased with the increase of grades. After two years of follow-up, the myopia rate of students in grades one through three was 25.62%, 35.07% and 41.05%, respectively (χ²=200.98, P<0.05). In 2017, the prevalence of myopia was 21.62% in boys and 24.93% in girls, and it increased to 31.20% and 35.69% after 2 years of follow-up, respectively. Both the prevalence of myopia and the spherical equivalent refraction were higher in girls than in boys. Moreover, myopia was associated with parents' myopia (OR=1.17), less time for outdoor activities (OR=1.06), no rest after half an hour's study (OR=1.18), more time for daily exposure to electronic products (OR=1.07), longer time for extracurricular study (OR=1.09), and higher grades (OR=1.78). Children whose parents were more myopic and who ate sweets and fizzy drinks more often had greater levels of myopia. Conclusions: Myopia occurs early in primary school students of grade one to grade three in Hubei province and increases rapidly. More attention should be paid to good habits for eyes, regular screening, outdoor activities and girls. (Chin J Ophthalmol, 2021, 57: 749-756).
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Miopía , Niño , Femenino , Humanos , Estudios Longitudinales , Masculino , Miopía/epidemiología , Refracción Ocular , Instituciones Académicas , EstudiantesRESUMEN
Objective: To investigates the visual condition and myopia status in primary school students of grade 1 to 3 in Hubei province and to further analyze the influencing factors of myopia, so as to provide theoretical basis for prevention and control of myopia. Method: Cross-sectional study. A total of 18 532 primary school students from grade 1-3 in 26 primary schools from 17 prefecture-level cities in Hubei province were included in the study from March 2017 to July 2017, by using a random stratified cluster sampling method. In this study, 16 955 people were actually surveyed, with a response rate of 91.49%. All students' Visual acuity was measured, a further retinoscopy refraction test after application of Cyclopentolate Hydrochloride Eye Drops was conducted for those whose visual acuity was less than 5.0. The general situation and eye behavior of all students were investigated by questionnaires. Chi-square test was used to compare the prevalence of myopia between different grades, different regions and different genders, as well as the distribution of myopia correlation between different regions, and Logistic regression model was used to analyze the correlation between myopia and related factors. Results: The prevalence of myopia among primary school students of grade 1 to 3 in Hubei province is 24.15% with 12.67% in the first grade, 24.91% in the second grade, 34.95% in the third grade, and the difference was statistically significant (χ(2)=862.28, P<0.05). According to the study, mild myopia is the most prevailing condition among myopia students, with the prevalence rate of mild myopia, moderate myopia and severe myopia being 19.21%,4.29%, and 0.64% respectively, and the difference is statistically significant (χ(2)=155.62, P<0.05). In addition, the prevalence of myopia is different in each region, which was highest in provincial capitals, followed by non-provincial cities, and the lowest in rural areas, with statistically significant difference (χ(2)=539.57, P<0.05). Myopia is generally related to multiple factors, such as the grade, parents' myopia, outdoor activities, continuous closing reading, exposure to electronic products, and extracurricular reading time are related to myopia (P<0.05). Conclusions: Children's myopia is a public health problem that should not be ignored. The prevalence of myopia among 1-3 grade pupils is 24.15% with an increasing tendency with grade. The occurrence of myopia is related to heredity and eye behavior. (Chin J Ophthalmol, 2018, 54:756-761).
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Miopía , Estudiantes , Niño , China/epidemiología , Estudios Transversales , Femenino , Humanos , Masculino , Miopía/epidemiología , Prevalencia , Instituciones Académicas , Encuestas y Cuestionarios , Agudeza VisualRESUMEN
While some research has looked into the host genetic response in pigs challenged with specific viruses or bacteria, few studies have explored the expression changes of transcripts in the peripheral blood of sick pigs that may be infected with multiple pathogens on farms. In this study, the architecture of the peripheral blood transcriptome of 64 Duroc sired commercial pigs, including 18 healthy animals at entry to a growing facility (set as a control) and 23 pairs of samples from healthy and sick pen mates, was generated using RNA-Seq technology. In total, 246 differentially expressed genes were identified to be specific to the sick animals. Functional enrichment analysis for those genes revealed that the over-represented gene ontology terms for the biological processes category were exclusively immune activity related. The cytokine-cytokine receptor interaction pathway was significantly enriched. Nine functional genes from this pathway encoding members (as well as their receptors) of the interleukins, chemokines, tumor necrosis factors, colony stimulating factors, activins, and interferons exhibited significant transcriptional alteration in sick animals. Our results suggest a subset of novel marker genes that may be useful candidate genes in the evaluation and prediction of health status in pigs under commercial production conditions.
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Citocinas/metabolismo , Porcinos/genética , Transcriptoma , Animales , Citocinas/genética , Receptores de Citocinas/genética , Receptores de Citocinas/metabolismo , Porcinos/sangre , Porcinos/inmunologíaRESUMEN
This study has assessed the association of single nucleotide polymorphisms (SNP) identified in the adipocyte fatty acid binding protein (A-FABP) and heart-type fatty acid binding protein (H-FABP) genes with the content of intramuscular fat (IMF) in a population of male Beijing-You chickens. A previously described SNP in the chicken A-FABP gene had a significant (P < 0.05) effect on IMF content. Chickens inheriting the homozygous BB genotype at A-FABP had a significantly higher content of IMF in thigh muscles and breast muscles than did those inheriting the AA and AB genotypes. A novel SNP, identified here, in the H-FABP gene was also significantly (P < 0.05) associated with IMF content in thigh and breast muscle. Chickens inheriting the genotypes of DD and CD had much higher content of IMF than those inheriting the homozygous genotype of CC. Markers at the A-FABP and H-FABP genes were associated with IMF content in the studied population. Chickens inheriting the BB genotype at A-FABP, along with the CD genotype at H-FABP, produced muscles with a much higher content of IMF when compared with all other genotypes. A weak interaction between A-FABP and H-FABP was detected (P < 0.09) for IMF content in the tested population. The statistical significance of interaction is tentative because of the limited number of observations for some genotypic combinations. Markers identified within the A-FABP and H-FABP genes are suitable for future use in identifying chickens with the genetic potential to produce more desirable muscle with higher IMF content, at least in the population of Beijing-You male chickens.
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Tejido Adiposo/metabolismo , Pollos/genética , Músculo Esquelético/metabolismo , Animales , Frecuencia de los Genes/genética , Genes/genética , Marcadores Genéticos/genética , Genotipo , Masculino , Carne/normas , Datos de Secuencia Molecular , Reacción en Cadena de la Polimerasa , Polimorfismo de Nucleótido Simple/genéticaRESUMEN
This study explored the feasibility of vertical insulin injection with an insulin pen injector in 40 Chinese diabetic outpatients with a normal body mass index. The patients, who received insulin in the hospital clinic, were assessed for abdominal subcutaneous fat thickness and distribution at four abdominal points using ultrasonography. Abdominal subcutaneous fat thickness and distribution were found to be heterogeneous and to differ significantly at these four points. Abdominal subcutaneous fat thickness was < 5 mm in nine of the 40 patients. In patients with abdominal subcutaneous fat thickness of < 5 mm, vertical insulin injection risks injecting into the muscle layer and is, therefore, not desirable. Vertical injection into pinched skin with a rotary syringe is safe and effective in such patients.
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Diabetes Mellitus/tratamiento farmacológico , Hipoglucemiantes/administración & dosificación , Inyecciones/instrumentación , Insulina/administración & dosificación , Adulto , Índice de Masa Corporal , Estudios de Factibilidad , Femenino , Humanos , Inyecciones Intramusculares , Inyecciones Subcutáneas , Masculino , Grasa Subcutánea Abdominal/diagnóstico por imagen , Resultado del Tratamiento , UltrasonografíaRESUMEN
1. The association of single nucleotide polymorphisms identified within the ADSL (adenylosuccinate lyase deficiency) gene and GARS-AIRS-GART (glycinamide ribonucleotide synthetase-aminoimidazole ribonucleotide synthetase-glycinamide ribonucleotide transformylase) gene with the content of inosine 5'-monophosphate (IMP) was studied in a population of male Beijing-you (BJY) chickens slaughtered at 90 d of age. 2. A single nucleotide polymorphism in exon 2 of the ADSL gene had an effect on IMP content. Chickens inheriting the positive allele at ADSL, both homozygous and heterozygous genotypes, had a higher content of IMP in breast muscle than did individuals without it. 3. Similar results were obtained for the GARS-AIRS-GART gene. The marker at the 5' untranslated region (UTR) of the GARS-AIRS-GART gene was also significant for the IMP value. Chickens inheriting the genotypes with the positive allele at this locus had a much higher content of IMP than did those homozygous for the unfavourable one. 4. Interactions between ADSL and GARS-AIRS-GART were detected for such traits as body weight and muscle yields in the tested population. The two loci acted in an additive fashion. Because IMP is one of the most important flavour components in meat, markers developed at these two genes, as well as the combination genotypes, could be used as potential molecular markers for improving chicken quality.
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Proteínas Aviares/genética , Pollos/genética , Inosina Monofosfato/metabolismo , Polimorfismo de Nucleótido Simple , Adenilosuccinato Liasa/genética , Alelos , Animales , Peso Corporal/genética , Ligasas de Carbono-Nitrógeno/genética , Pollos/metabolismo , Cromatografía Líquida de Alta Presión , Marcadores Genéticos , Genotipo , Inosina Monofosfato/química , Masculino , Fosforribosilglicinamida-Formiltransferasa/genéticaRESUMEN
Primary spontaneous pneumothorax (PSP) is a common manifestation of Birt-Hogg-Dubé syndrome caused by folliculin gene (FLCN) mutation, which is also found in isolated familial PSP cases. A complete genetic analysis of FLCN was performed in 102 unrelated Chinese patients with isolated PSP and 21 of their family members. Three novel mutations (c.924_926del, c.1611_1631del and c.1740C>T) and a previously reported mutation (c.1733insC) were identified in five familial and five sporadic PSP patients. Of the 21 family members of patients with PSP including 3 previous considered as sporadic, 4 (19%) had history of at least one episode of PSP and 9 (43%) were FLCN mutant carriers without PSP. Seven of the nine (78%) mutant carriers had pulmonary cysts detected by high-resolution computed tomography (HRCT). Although c.924_926del and c.1611_1631del were found in eight patients from the same geographic district, haplotype analysis demonstrated that they did not share the same affected haplotype, thus excluding common ancestry. This study first demonstrates that FLCN mutation contributes to not only familial but also 'apparently sporadic' patients with isolated PSP. It suggests that mutation analysis and HRCT scan may be recommended for first-degree family members of PSP patients with FLCN mutations, irrespective of their family history status of PSP.
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Mutación , Neumotórax/genética , Proteínas Proto-Oncogénicas/genética , Proteínas Supresoras de Tumor/genética , Adolescente , Adulto , Anciano , Estudios de Casos y Controles , China/epidemiología , Quistes , Análisis Mutacional de ADN , Salud de la Familia , Femenino , Genotipo , Humanos , Masculino , Persona de Mediana Edad , SíndromeRESUMEN
BACKGROUND: Both bone marrow stromal cells (BMSC) and olfactory ensheathing cells (OEC) have been demonstrated experimentally as promising for therapy of spinal cord injury (SCI). However, clinical use may be constrained by the margin neuronal differentiation capacity of BMSC as well as the limited number of isolatable OEC. This study therefore tested the efficacy of co-grafting human BMSC and OEC in treating thoracic SCI. METHODS: Rat SCI models were created with cushion forces. OEC were labeled with Hoechst 33342 and BMSC with BrdU or GFP. BMSC, OEC and BMSC plus OEC were injected into the injured sites of rat spinal cords. Histologic, electrophysiologic and functional approaches were applied to assess the effects of transplantation of these cell types. RESULTS: Behavioral evaluation showed an improvement in animals with all cell-based treatments. The co-graft led to significantly higher gait scaling. The latency of transcranial magnetic motor-evoked potential (tcMMEP) responses was also better restored in the co-graft group. Larger numbers and sizes of axon bundles through the transitional zone between the normal and injured regions were observed in the co-graft animals in comparison with all other animals. Transplanted bone marrow stromal cells were identified as neurofilament-positive in the co-grafted animals although the number of glial fibrillary acidic protein-positive cells remained the same in all groups. DISCUSSION: Taken together, our results suggest that the combined use of BMSC and OEC may provide an improved approach for the treatment of SCI.
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Células de la Médula Ósea/fisiología , Trasplante de Médula Ósea , Bulbo Olfatorio/trasplante , Traumatismos de la Médula Espinal/cirugía , Animales , Axones/fisiología , Células de la Médula Ósea/citología , Modelos Animales de Enfermedad , Femenino , Humanos , Bulbo Olfatorio/citología , Bulbo Olfatorio/fisiología , Ratas , Ratas Sprague-Dawley , Trasplante de Células Madre , Células del Estroma/citología , Células del Estroma/fisiología , Células del Estroma/trasplanteRESUMEN
OBJECTIVE: MicroRNAs (miRNAs) function as negative regulators for the expression of genes involved in cancer metastasis. The aim of this study was to investigate the potential role of miR-98 in gliomas and validate its regulatory mechanism. PATIENTS AND METHODS: Cell viability assays are used to measure proliferation of cell. mRNA expression is measured by qRT-PCR. Western blot analysis is used to measure protein expression. RESULTS: Functional studies showed that miR-98 overexpression inhibited glioma migration and invasion, but had no effect on the cell viability. An enhanced green fluorescent protein reporter assay, quantitative RT-PCR, and a western blot analysis confirmed that miR-98 suppressed the expression of IκB kinase (IKKε) by directly targeting its 3'-untranslated region, also, the NF-κB p65 nuclear translocation and matrix metalloproteinase (MMP)-9 expression were significantly arrested in glioma cells treated with miR-98 mimics. Accordingly, the overexpression of IKKε or NF-κB p65 can restore cell migration and invasion after being inhibited by miR-98, and can restore NF-κB p65 nuclear translocation as well as increase MMP-9 expression. CONCLUSIONS: These findings demonstrated that miR-98 functions as a tumor suppressor in gliomas. Furthermore, miR-98 may act as a potential therapeutic biomarker for glioma patients.
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Neoplasias Encefálicas/metabolismo , Regulación hacia Abajo/fisiología , Regulación Neoplásica de la Expresión Génica , Glioma/metabolismo , Quinasa I-kappa B/metabolismo , MicroARNs/biosíntesis , Adulto , Neoplasias Encefálicas/genética , Neoplasias Encefálicas/patología , Línea Celular Tumoral , Movimiento Celular/genética , Supervivencia Celular/genética , Femenino , Glioma/genética , Glioma/patología , Humanos , Quinasa I-kappa B/genética , Masculino , MicroARNs/genética , Persona de Mediana Edad , Invasividad Neoplásica/genéticaRESUMEN
A reliable method for obtaining high-resolution R-banded chromosomes from lymphoblastoid cell lines is described. The cell cultures are subjected to S-phase synchronization in the presence of excess thymidine (300 micrograms/ml) for 17 to 19 hr, followed by BrdU treatment (30 micrograms/ml) for 6.5 hr. Prior to harvest, they are exposed to ethidium bromide (7.5 micrograms/ml) for 1.5 hr and Colcemid (0.02 microgram/ml) for 30 min. Using this method, high-resolution R-banded chromosomes at the 550-850 band level were obtained with frequencies as high as 70% of all mitotic cells.
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Bandeo Cromosómico/métodos , Mapeo Cromosómico , Translocación Genética , Ciclo Celular , Línea Celular , Etidio , Humanos , Linfocitos , Metotrexato , Células Tumorales CultivadasRESUMEN
The mechanism of acetate vasorelaxation is unknown. In the rat caudal artery, acetate has a vasorelaxant effect and also increases cyclic AMP. Here we evaluate the role of adenosine, of possible glycolysis inhibition by acetate, of the lyotropic properties of acetate and other anions, and of intracellular calcium and pH. Adenosine per se did not relax the caudal artery in the range of 10(-8) to 10(-2) M. Preincubation with adenosine deaminase (ADA, 5.0 U/ml) or with 8-phenyltheophylline (8-PT, 10(-6) to 10(-4) M) increased, rather than blocked the vasorelaxant effect of acetate. Oxypurinol (10(-3) M) or the nucleoside transport inhibitor NBMPR (10(-4) M) had no effect on acetate relaxation. Whereas acetate increased tissue cyclic AMP content, 10(-3) M adenosine or 10(-6) M PIA had no effect. In strips studied under conditions of inhibited glycolysis (no glucose, with 11 mM 2-deoxyglucose, 1.0 mM pyruvate, and 0.5 mM 5-iodoacetate), acetate-induced relaxation, as well as acetate-induced cyclic AMP generation, tended to be reduced but not significantly so. Other anions relaxed vascular strips in relation to their lyotropic number, but only at higher doses, and they did not stimulate cyclic AMP formation. Acetate (10 mM) caused a transient fall in Ca2+i followed by a slight, sustained rise. A concomitant decrease in pHi was seen. DIDS, which blocks the relaxant and cyclic AMP effects of acetate, had no effect on the pHi decrease, but did decrease the rate of pHi recovery.(ABSTRACT TRUNCATED AT 250 WORDS)