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1.
Nat Methods ; 20(10): 1581-1592, 2023 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-37723246

RESUMO

Here we report SUPPORT (statistically unbiased prediction utilizing spatiotemporal information in imaging data), a self-supervised learning method for removing Poisson-Gaussian noise in voltage imaging data. SUPPORT is based on the insight that a pixel value in voltage imaging data is highly dependent on its spatiotemporal neighboring pixels, even when its temporally adjacent frames alone do not provide useful information for statistical prediction. Such dependency is captured and used by a convolutional neural network with a spatiotemporal blind spot to accurately denoise voltage imaging data in which the existence of the action potential in a time frame cannot be inferred by the information in other frames. Through simulations and experiments, we show that SUPPORT enables precise denoising of voltage imaging data and other types of microscopy image while preserving the underlying dynamics within the scene.


Assuntos
Microscopia , Redes Neurais de Computação , Razão Sinal-Ruído , Distribuição Normal , Processamento de Imagem Assistida por Computador/métodos
2.
Int J Clin Oncol ; 29(5): 620-628, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38530569

RESUMO

BACKGROUND: This subgroup analysis of a prospective phase II trial aimed to identify valuable and accessible prognostic factors for overall survival (OS) and progression-free survival (PFS) of patients with locally advanced cervical cancer (LACC). METHODS: Patients with FIGO II to IVA cervical cancer were assessed in this study. All patients underwent concurrent chemoradiotherapy (CCRT) followed by brachytherapy. Tumor parameters based on MRI scans before and during CCRT were evaluated for Overall survival (OS) and Progression-free survival (PFS). RESULTS: A total of 86 patients were included in this analysis with a median follow-up period of 31.7 months. Three-year OS and PFS rates for all patients were 87.1% and 76.5%, respectively. Univariate Cox regression analysis showed that restaging tumor size (rTS) over 2.55 cm (p < 0.001), initial tumor volume (iTV) over 55.99 cc (p < 0.001), downstaging (p = 0.042), and restaging tumor volume (rTV) over 6.25 cc (p = 0.006) were significantly associated with OS. rTS (p < 0.001), iTV (p < 0.001), downstaging (p = 0.027), and rTV (p < 0.001) were identified as significant prognostic factors for PFS. In the stepwise multivariable analysis, only rTS > 2.55 cm showed statistically significant with OS (HR: 5.47, 95% CI 1.80-9.58, p = 0.035) and PFS (HR: 3.83, 95% CI 1.50-11.45; p = 0.025). CONCLUSIONS: Initial tumor size and restaging tumor volume that are easily accessible during radiotherapy provide valuable prognostic information for cervical cancer. MRI-based measurable volumetric scoring system can be readily applied in real-world practice of cervical cancer. CLINICAL TRIAL INFORMATION: This study is a subgroup analysis of prospective trial registered at ClinicalTrials.gov Identifier: NCT02993653.


Assuntos
Quimiorradioterapia , Imageamento por Ressonância Magnética , Recidiva Local de Neoplasia , Neoplasias do Colo do Útero , Humanos , Feminino , Neoplasias do Colo do Útero/terapia , Neoplasias do Colo do Útero/patologia , Neoplasias do Colo do Útero/mortalidade , Neoplasias do Colo do Útero/diagnóstico por imagem , Pessoa de Meia-Idade , Quimiorradioterapia/métodos , Imageamento por Ressonância Magnética/métodos , Adulto , Estudos Prospectivos , Recidiva Local de Neoplasia/patologia , Idoso , Prognóstico , Carga Tumoral , Braquiterapia , Estadiamento de Neoplasias , Intervalo Livre de Progressão
3.
J Perinat Med ; 52(2): 171-180, 2024 Feb 26.
Artigo em Inglês | MEDLINE | ID: mdl-38081620

RESUMO

OBJECTIVES: To investigate the incidence of pathogenic recurrent CNVs in fetuses with different referral indications and review the intrauterine phenotypic features of each CNV. METHODS: A total of 7,078 amniotic fluid samples were collected for chromosome microarray analysis (CMA) and cases carrying pathogenic recurrent CNVs were further studied. RESULTS: The highest incidence of pathogenic recurrent CNVs was 2.25 % in fetal ultrasound anomalies (FUA) group. Moreover, regardless of other indications, pregnant women with advanced maternal age have a lower incidence compared with whom less than 35 years old (p<0.05). In total 1.17 % (83/7,078) samples carried pathogenic recurrent CNVs: 20 cases with 22q11.2 recurrent region (12 microdeletion and eight microduplication), 11 with 1q21.1 (five microdeletion and six microduplication) and 16p13.11 (four microdeletion and seven microduplication), 10 with 15q11.2 recurrent microdeletion, seven with Xp22.31 recurrent microdeletion and 16p11.2 (three microdeletion and four microduplication), four with 7q11.23 (two microdeletion and two microduplication), three with 17p11.2 (three microdeletion), 17p12 (two microdeletion and one microduplication) and 17q12 (two microdeletion and one microduplication). The rest ones were rare in this study. CONCLUSIONS: Pathogenic recurrent CNVs are more likely to be identified in FUA group. Pregnant women with advanced maternal age have a lower incidence of pathogenic recurrent CNVs. The profile of pathogenic recurrent CNVs between prenatal and postnatal is different, especially in 22q11.2, 1q21.1, 15q13.3 recurrent region and 15q11.2 deletion.


Assuntos
Aberrações Cromossômicas , Variações do Número de Cópias de DNA , Deficiência Intelectual , Gravidez , Humanos , Feminino , Adulto , Análise em Microsséries , Cromossomos Humanos Par 15 , Diagnóstico Pré-Natal
4.
Hum Mol Genet ; 30(5): 331-342, 2021 04 27.
Artigo em Inglês | MEDLINE | ID: mdl-33517449

RESUMO

Leukodystrophy with vanishing white matter (VWM), also called Childhood Ataxia with Central Nervous System Hypomyelination, is caused by mutations in the subunits of the eukaryotic translation initiation factor, EIF2B1, EIF2B2, EIF2B3, EIF2B4 or EIF2B5. However, little is known regarding the underlying pathogenetic mechanisms, and there is no curative treatment for VWM. In this study, we established the first EIF2B3 animal model for VWM disease in vertebrates by CRISPR mutagenesis of the highly conserved zebrafish ortholog eif2b3. Using CRISPR, we generated two mutant alleles in zebrafish eif2b3, 10- and 16-bp deletions, respectively. The eif2b3 mutants showed defects in myelin development and glial cell differentiation, and increased expression of genes in the induced stress response pathway. Interestingly, we also found ectopic angiogenesis and increased VEGF expression. Ectopic angiogenesis in the eif2b3 mutants was reduced by the administration of VEGF receptor inhibitor SU5416. Using the eif2b3 mutant zebrafish model together with in silico protein modeling analysis, we demonstrated the pathogenicity of 18 reported mutations in EIF2B3, as well as of a novel variant identified in a 19-month-old female patient: c.503 T > C (p.Leu168Pro). In summary, our zebrafish mutant model of eif2b3 provides novel insights into VWM pathogenesis and offers rapid functional analysis of human EIF2B3 gene variants.


Assuntos
Fator de Iniciação 2B em Eucariotos/genética , Regulação da Expressão Gênica no Desenvolvimento , Leucoencefalopatias/genética , Bainha de Mielina/genética , Neovascularização Fisiológica , Peixe-Zebra/genética , Peixe-Zebra/metabolismo , Alelos , Animais , Diferenciação Celular , Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas , Modelos Animais de Doenças , Fator de Iniciação 2B em Eucariotos/química , Feminino , Técnicas de Inativação de Genes , Humanos , Lactente , Leucoencefalopatias/metabolismo , Modelos Moleculares , Bainha de Mielina/metabolismo , Neovascularização Fisiológica/genética , Conformação Proteica , Deleção de Sequência , Estresse Fisiológico , Fator A de Crescimento do Endotélio Vascular/metabolismo
5.
Planta ; 257(2): 33, 2023 Jan 07.
Artigo em Inglês | MEDLINE | ID: mdl-36609883

RESUMO

MAIN CONCLUSIONS: Fully mature acorns of Quercus variabilis, Q. aliena, Q. mongolica, and Q. glandulifera are desiccation-sensitive. X-ray computer tomography showed that cotyledons shrink during drying, but embryos are protected. Information available on recalcitrant acorns of tropical and sub-tropical species of Quercus suggests that an impermeable pericarp, which limits the entry and loss of water only through the hilum (scar), is the underlying mechanism that prevents drying of the embryo axis following dispersal until the germination season. However, there is a lack of consensus supporting this proposition across species, and it is not well understood if such mechanisms occur in temperate Quercus species. This study investigated the significance of the acorn pericarp for temperate oak species and presents an ecological framework based on the post-dispersal climatic conditions. Using Quercus variabilis, Q. aliena, Q. mongolica, and Q. glandulifera acorns, the relationship between moisture content (MC) and germination was established, and X-ray computed tomography (X-ray CT) was used to understand the internal structural changes of cotyledons and embryonic axis occurring during desiccation. Water entry and exit routes through the scar, pericarp and apex were determined by imbibition and drying experiments. Climatic data and acorn morphological characteristics and germination were subjected to a principal component analysis (PCA). Freshly dispersed acorns of all species had a moisture content (MC) above 35% fresh weight (FW) basis, but drying to 15-10% MC resulted in complete loss of viability, implying recalcitrance behaviour. X-ray CT images suggested that the pericarp offers some protection to cotyledons and embryonic axis during desiccation, but it is contingent on MC. Extensive drying to a low MC with the scar and apex covered with vaseline resulted in internal tissues shrinkage, corresponding with viability loss. Water could enter or exit through the pericarp, albeit at a much slower rate than through the scar. A combination of factors including acorn anatomy, moisture content at the time of dispersal, microhabitat, the position of acorns in the soil prevent embryo desiccation below the critical MC and thus promotes survival of acorns on/in the soil during winter in temperate regions. Pericarp anatomy, to some extent, prevents excessive drying of the embryonic axis by slowing water movement, but prolonged drying or predatory pressure could result in pericarp cracks, favouring the absorption of water during sporadic rain. In the latter case, the survival of acorns possibly depends extensively on the continuous erratic rainfall, i.e. continuous wet-dry cycle, but in-situ experiments are yet to be performed to test this hypothesis.


Assuntos
Cotilédone , Quercus , Água , Sementes , Dessecação , Cicatriz
6.
J Hum Genet ; 68(9): 625-634, 2023 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-37161033

RESUMO

Chromosomal rearrangements mostly result from non-allelic homologous recombination mediated by low-copy repeats (LCRs) or segmental duplications (SDs). Recent studies on recombinant chromosome 18 (rec (18)) have focused on diagnoses and clinical phenotypes. We diagnosed two cases of prenatal rec (18) and identified precise breakpoint intervals using karyotype and chromosomal microarray analyses. We analyzed the distribution characteristics of breakpoint repetitive elements to infer rearrangement mechanisms and reviewed relevant literature to identify genetic trends. Among the 12 families with 25 pregnancies analyzed, 68% rec (18), 24% spontaneous abortions, and 8% normal births were reported. In the 17 rec (18) cases, 65% presented maternal origin and 35% were paternal. Short-arm breakpoints at p11.31 were reported in 10 cases, whereas the long-arm breakpoints were located at q21.3 (6 cases) and q12 (4 cases). Breakpoints of pericentric inversions on chromosome 18 are concentrated in p11.31, q21.3, and q12 regions. Rearrangements at 18p11.31 are non-recurrent events. ALUs, LINE1s, and MIRs were enriched at the breakpoint regions (1.85 to 3.42-fold enrichment over the entire chromosome 18), while SDs and LCRs were absent. ALU subfamilies had sequence identities of 85.94% and 83.01% between two pair breakpoints. Small repetitive elements may mediate recombination-coupled DNA repair processes, facilitating rearrangements on chromosome 18. Maternal inversion carriers are more prone to abnormal recombination in prenatal families with rec (18). Recombinant chromosomes may present preferential segregation during gamete formation.


Assuntos
Cromossomos Humanos Par 18 , Rearranjo Gênico , Humanos , Gravidez , Feminino , Cariotipagem , Inversão Cromossômica/genética
7.
Eur Radiol ; 33(4): 2279-2288, 2023 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-36424500

RESUMO

OBJECTIVES: Evaluation and follow-up of idiopathic pulmonary fibrosis (IPF) mainly rely on high-resolution computed tomography (HRCT) and pulmonary function tests (PFTs). The elastic registration technique can quantitatively assess lung shrinkage. We aimed to investigate the correlation between lung shrinkage and morphological and functional deterioration in IPF. METHODS: Patients with IPF who underwent at least two HRCT scans and PFTs were retrospectively included. Elastic registration was performed on the baseline and follow-up HRCTs to obtain deformation maps of the whole lung. Jacobian determinants were calculated from the deformation fields and after logarithm transformation, log_jac values were represented on color maps to describe morphological deterioration, and to assess the correlation between log_jac values and PFTs. RESULTS: A total of 69 patients with IPF (male 66) were included. Jacobian maps demonstrated constriction of the lung parenchyma marked at the lung base in patients who were deteriorated on visual and PFT assessment. The log_jac values were significantly reduced in the deteriorated patients compared to the stable patients. Mean log_jac values showed positive correlation with baseline percentage of predicted vital capacity (VC%) (r = 0.394, p < 0.05) and percentage of predicted forced vital capacity (FVC%) (r = 0.395, p < 0.05). Additionally, the mean log_jac values were positively correlated with pulmonary vascular volume (r = 0.438, p < 0.01) and the number of pulmonary vascular branches (r = 0.326, p < 0.01). CONCLUSIONS: Elastic registration between baseline and follow-up HRCT was helpful to quantitatively assess the morphological deterioration of lung shrinkage in IPF, and the quantitative indicator log_jac values were significantly correlated with PFTs. KEY POINTS: • The elastic registration on HRCT was helpful to quantitatively assess the deterioration of IPF. • Jacobian logarithm was significantly reduced in deteriorated patients and mean log_jac values were correlated with PFTs. • The mean log_jac values were related to the changes of pulmonary vascular volume and the number of vascular branches.


Assuntos
Fibrose Pulmonar Idiopática , Pulmão , Humanos , Masculino , Estudos Retrospectivos , Pulmão/diagnóstico por imagem , Fibrose Pulmonar Idiopática/diagnóstico por imagem , Tomografia Computadorizada por Raios X/métodos , Capacidade Vital
8.
Clin Exp Nephrol ; 27(4): 349-357, 2023 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-36719499

RESUMO

BACKGROUND: No studies have been published on the correlation between lactic dehydrogenase-to-albumin ratio (LAR) and poor prognosis of acute kidney injury (AKI) patients, warranting further research. This analysis sought to investigate the prognostic implication of LAR in critically ill patients with AKI. METHODS: The present study enrolled 11,046 and 5180 adults with AKI from the Medical Information Mart for Intensive Care III (MIMIC III) and MIMIC IV, respectively. Data from MIMIC IV were identified as the training cohort, and those from MIMIC III were identified as the validation cohort. We applied multivariate regression analysis to identify the link between LAR and all-cause mortality. Restricted cubic spline (RCS) was conducted to figure out the correlation between LAR and in-hospital mortality. Furthermore, we carried out stratification analyses to examine if the effects of LAR on in-hospital mortality were consistent across various subclasses. RESULTS: The level of LAR was remarkably higher in the in-hospital non-survivor group (p < 0.001). Furthermore, the increased LAR group presented a remarkably higher rate of in-hospital mortality at AKI stages 1, 2, and 3 compared with the decreased LAR group (all p < 0.001). Multivariate regression analyses exhibited the independent prognostic significance of LAR for all-cause mortality (all p < 0.001). MIMIC III observed concordant results. RCS indicated a non-linear correlation between LAR and in-hospital death (P for non-linearity < 0.001). The relationship between LAR and in-hospital mortality was still significant in patients with various subclasses. CONCLUSIONS: Elevated LAR at admission is a prognostic risk factor for critically ill patients with AKI.


Assuntos
Injúria Renal Aguda , Estado Terminal , Adulto , Humanos , Prognóstico , Mortalidade Hospitalar , Albuminas , Injúria Renal Aguda/diagnóstico , Oxirredutases , Estudos Retrospectivos
9.
Proc Natl Acad Sci U S A ; 117(1): 584-594, 2020 01 07.
Artigo em Inglês | MEDLINE | ID: mdl-31843895

RESUMO

In this study, we provide critical evidence that STAT2 stability regulation plays an essential role in melanoma cell proliferation and colony growth. We found that the interaction of FBXW7 and STAT2 induced STAT2 destabilization via a ubiquitination-mediated proteasomal degradation pathway. Notably, GSK3ß-mediated STAT2 phosphorylation facilitated STAT2-FBXW7 interactions via the DNA binding domain of STAT2 and domains 1, 2, 6, and 7 of FBXW7 WD40. Importantly, the inverse correlation between protein levels of STAT2 and FBXW7 were observed not only in human melanoma cells but also in a human skin cancer tissue array. The relationship between protein levels of STAT2 and FBXW7, cell proliferation, and colony growth were similarly observed in the melanoma cell lines SK-MEL-2, -5, and -28. Moreover, STAT2 knockdown in melanoma cells suppressed melanoma cell proliferation and colony formation. These data demonstrated that FBXW7-mediated STAT2 stability regulation plays an essential role in melanoma cell proliferation and cancer growth.


Assuntos
Proteína 7 com Repetições F-Box-WD/metabolismo , Melanoma/patologia , Fator de Transcrição STAT2/metabolismo , Neoplasias Cutâneas/patologia , Adulto , Idoso , Idoso de 80 Anos ou mais , Linhagem Celular Tumoral , Proliferação de Células , Feminino , Regulação Neoplásica da Expressão Gênica , Técnicas de Silenciamento de Genes , Glicogênio Sintase Quinase 3 beta/metabolismo , Humanos , Masculino , Pessoa de Meia-Idade , Fosforilação , Estabilidade Proteica , Proteólise , Fator de Transcrição STAT2/química , Fator de Transcrição STAT2/genética , Serina/metabolismo , Transdução de Sinais , Pele/patologia , Treonina/metabolismo , Análise Serial de Tecidos , Ubiquitinação , Repetições WD40
10.
Am J Perinatol ; 2023 Jun 19.
Artigo em Inglês | MEDLINE | ID: mdl-37336233

RESUMO

OBJECTIVE: The prenatal diagnosis of chromosomal mosaicism is fraught with uncertainty. Karyotyping, chromosomal microarray analysis (CMA), and fluorescence in situ hybridization (FISH) are three commonly used techniques. In this study, we evaluated these techniques for the prenatal diagnosis of chromosomal mosaicism and its clinical outcome. STUDY DESIGN: A retrospective review of mosaicism was conducted in 18,369 pregnant women from January 2016 to November 2021. The subjects underwent amniocentesis to obtain amniotic fluid for G-band karyotyping with or without CMA/FISH. Cases diagnosed with chromosomal mosaicism were selected for further analysis. RESULTS: In total, 101 cases of chromosomal mosaicism were detected in 100 pregnant women (0.54%, 100/18,369). Four were lost during follow-up, 61 opted to terminate their pregnancy, and 35 gave birth to a healthy singleton or twins. Among these 35 cases, postnatal cytogenetic testing was performed on eight and two exhibited mosaicism; however, nothing abnormal was observed in the postnatal phenotype follow-up. Karyotyping identified 96 incidents of chromosomal mosaicism including 13 with level II mosaicism and 83 with level III mosaicism, FISH identified 37 cases of mosaicism, and CMA identified 17. The most common form of chromosomal mosaicism involved monosomy X, of which the mosaic fraction in cultured karyotyping appeared higher or comparable to uncultured FISH/CMA (p < 0.05). Discordant mosaic results were observed in 34 of 101 cases (33.7%), most of which resulted from the detection limit of different techniques and/or the dominant growth of a certain cell line. CONCLUSION: Based on the postnatal follow-up results from the babies born, we obtained a more hopeful result for the prognosis of chromosomal mosaicism. Although karyotyping was the most sensitive method for detecting chromosomal mosaicism, artifacts and bias resulting from culture should be considered, particularly for sex chromosomal abnormalities involving X monosomy, in which the combination with uncultured FISH was necessary. KEY POINTS: · Karyotyping combined with uncultured FISH or CMA is beneficial for prenatal diagnosis of chromosomal mosaicism.. · Fetuses without ultrasound structural anomalies with chromosomal mosaicism often have optimistic prognosis..

11.
Zhonghua Yi Xue Yi Chuan Xue Za Zhi ; 40(3): 368-373, 2023 Mar 10.
Artigo em Zh | MEDLINE | ID: mdl-36854417

RESUMO

OBJECTIVE: To explore the genetic characteristics of idic(X)(p11.22) in Turner syndrome (TS). METHODS: Two fetuses suspected for sex chromosome abnormalities or ultrasound abnormalities were selected from Chengdu Women's and Children's Central Hospital in October 2020 and June 2020, and amniotic fluid samples were collected for G-banded chromosomal karyotyping analysis, chromosomal microarray analysis (CMA), and fluorescence in situ hybridization (FISH). RESULTS: The two fetuses were respectively found to have a karyotype of 45,X[47]/46,X,psu idic(X)(p11.2)[53] and 46,X,psu idic(X)(p11.2). CMA found that both had deletions in the Xp22.33p11.22 region and duplications in the p11.22q28 region. FISH showed that the centromeres in both fetuses had located on an isochromosome. CONCLUSION: The combination of karyotyping analysis, FISH, and CMA is useful for the delineation of complex structural chromosomal aberrations. High-resolution CMA can accurately identify chromosomal breakpoints, which can provide a clue for elucidating the mechanism of chromosomal breakage and rearrangement.


Assuntos
Síndrome de Turner , Feminino , Gravidez , Humanos , Síndrome de Turner/diagnóstico , Síndrome de Turner/genética , Hibridização in Situ Fluorescente , Aberrações dos Cromossomos Sexuais , Centrômero , Diagnóstico Pré-Natal
12.
Zhonghua Yi Xue Yi Chuan Xue Za Zhi ; 40(4): 495-499, 2023 Apr 10.
Artigo em Zh | MEDLINE | ID: mdl-36972949

RESUMO

OBJECTIVE: To explore the genetic basis for a Fra(16)(q22)/FRA16B fragile site in a female with secondary infertility. METHODS: The 28-year-old patient was admitted to Chengdu Women's and Children's Central Hospital on October 5, 2021 due to secondary infertility. Peripheral blood sample was collected for G-banded karyotyping analysis, single nucleotide polymorphism array (SNP-array), quantitative fluorescent polymerase chain reaction (QF-PCR) and fluorescence in situ hybridization (FISH) assays. RESULTS: The patient was found to harbor 5 mosaic karyotypes involving chromosome 16 in a total of 126 cells, which yielded a karyotype of mos 46,XX,Fra(16)(q22)[42]/46,XX,del(16)(q22)[4]/47,XX,del(16),+chtb(16)(q22-qter)[4]/46,XX,tr(16)(q22)[2]/46,XX[71]. No obvious abnormality was found by SNP-array, QF-PCR and FISH analysis. CONCLUSION: A female patient with FRA16B was identified by genetic testing. Above finding has enabled genetic counseling of this patient.


Assuntos
Infertilidade , Feminino , Humanos , Hibridização in Situ Fluorescente , Sítios Frágeis do Cromossomo , Cariotipagem , Cariótipo
13.
BMC Neurosci ; 23(1): 5, 2022 01 17.
Artigo em Inglês | MEDLINE | ID: mdl-35038994

RESUMO

Previous deep learning methods have not captured graph or network representations of brain structural or functional connectome data. To address this, we developed the BrainNet-Global Covariance Pooling-Attention Convolutional Neural Network (BrainNet-GA CNN) by incorporating BrainNetCNN and global covariance pooling into the self-attention mechanism. Resting-state functional magnetic resonance imaging data were obtained from 171 patients with schizophrenia spectrum disorders (SSDs) and 161 healthy controls (HCs). We conducted an ablation analysis of the proposed BrainNet-GA CNN and quantitative performance comparisons with competing methods using the nested tenfold cross validation strategy. The performance of our model was compared with competing methods. Discriminative connections were visualized using the gradient-based explanation method and compared with the results obtained using functional connectivity analysis. The BrainNet-GA CNN showed an accuracy of 83.13%, outperforming other competing methods. Among the top 10 discriminative connections, some were associated with the default mode network and auditory network. Interestingly, these regions were also significant in the functional connectivity analysis. Our findings suggest that the proposed BrainNet-GA CNN can classify patients with SSDs and HCs with higher accuracy than other models. Visualization of salient regions provides important clinical information. These results highlight the potential use of the BrainNet-GA CNN in the diagnosis of schizophrenia.


Assuntos
Conectoma , Esquizofrenia , Encéfalo/diagnóstico por imagem , Conectoma/métodos , Humanos , Imageamento por Ressonância Magnética/métodos , Redes Neurais de Computação , Esquizofrenia/diagnóstico por imagem
14.
J Magn Reson Imaging ; 56(1): 110-120, 2022 07.
Artigo em Inglês | MEDLINE | ID: mdl-34792837

RESUMO

BACKGROUND: The associations between diffusion kurtosis imaging (DKI)-derived parameters and clinical prognostic factors of breast cancer have not been fully evaluated; this knowledge may have implications for outcome prediction and treatment strategies. PURPOSE: To determine associations between quantitative diffusion parameters derived from DKI and diffusion-weighted imaging (DWI) and the prognostic factors and molecular subtypes of breast cancer. STUDY TYPE: Retrospective. POPULATION: A total of 383 women (mean age, 53.8 years; range, 31-82 years) with breast cancer who underwent preoperative breast MRI including DKI and DWI. FIELD STRENGTH/SEQUENCE: A 3.0 T; DKI using a spin-echo echo-planar imaging (EPI) sequence (b values: 200, 500, 1000, 1500, and 2000 sec/mm2 ), DWI using a readout-segmented EPI sequence (b values: 0 and 1000 sec/mm2 ) and dynamic contrast-enhanced breast MRI. ASSESSMENT: Two radiologists (J.Y.K. and H.S.K. with 9 years and 1 year of experience in MRI, respectively) independently measured kurtosis, diffusivity, and apparent diffusion coefficient (ADC) values of breast cancer by manually placing a regions of interest within the lesion. Diffusion measures were compared according to nodal status, grade, and molecular subtypes. STATISTICAL TESTS: Kruskal-Wallis test, Mann-Whitney U test with Bonferroni correction, receiver operating characteristic (ROC) analysis, and multivariate logistic regression analysis. (Statistical significance level of P < 0.05). RESULTS: All diffusion measures showed significant differences according to axillary nodal status and histological grade. Kurtosis showed significant differences among molecular subtypes. The luminal subtype (median 1.163) showed a higher kurtosis value compared to the HER2-positive (median 0.962) or triple-negative subtypes (median 1.072). ROC analysis for differentiating HER2-positive from luminal subtypes revealed that kurtosis yielded the highest area under the curve of 0.781. In multivariate analyses, kurtosis remained a significant factor associated with differentiation between HER2-positive and luminal (odds ratio [OR] = 0.993), triple-negative and luminal (OR = 0.995), and HER2-positive and triple-negative subtypes (OR = 0.994). DATA CONCLUSION: Quantitative diffusion parameters derived from DKI and DWI are associated with prognostic factors for breast cancer. Moreover, DKI-derived kurtosis can help distinguish between the molecular subtypes of breast cancer. EVIDENCE LEVEL: 4 TECHNICAL EFFICACY: 3.


Assuntos
Neoplasias da Mama , Neoplasias da Mama/diagnóstico por imagem , Imagem de Difusão por Ressonância Magnética/métodos , Feminino , Humanos , Pessoa de Meia-Idade , Prognóstico , Estudos Retrospectivos , Sensibilidade e Especificidade
15.
Eur Radiol ; 32(6): 4003-4013, 2022 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-35171348

RESUMO

OBJECTIVES: To explore whether radiomics-based machine learning (ML) models could outperform conventional diagnostic methods at identifying vulnerable lesions on coronary computed tomographic angiography (CCTA). METHODS: In this retrospective study, 36 heart transplant recipients with coronary heart disease (CAD) and end-stage heart failure were included. Pathological cross-section samples of 350 plaques were collected and coregistered to patients' preoperative CCTA images. A total of 1184 radiomic features were extracted from CCTA images. Through feature selection and stratified fivefold cross-validation, we derived eight radiomics-based ML models for lesion vulnerability prediction. An independent set of 196 plaques from another 8 CAD patients who underwent heart transplants was collected to validate radiomics-based ML models' diagnostic accuracy against conventional CCTA feature-based diagnosis (presence of at least 2 high-risk plaque features). The performance of the prediction models was assessed by the area under the receiver operating characteristic curve (AUC) with 95% confidence intervals (CI). RESULTS: The training group used to develop radiomics-based ML models contained 200/350 (57.1%) vulnerable plaques and the external validation group was composed of 67.3% (132/196) vulnerable plaques. The radiomics-based ML model based on eight radiomic features showed excellent cross-validation diagnostic accuracy (AUC: 0.900 ± 0.033). In the validation group, diagnosis based on conventional CCTA features demonstrated moderate performance (AUC: 0.656 [95% CI: 0.593 -0.718]), while the radiomics-based ML model showed higher diagnostic ability (0.782 [95% CI: 0.710 -0.846]). CONCLUSIONS: Radiomics-based ML models showed better diagnostic ability than the conventional CCTA features at assessing coronary plaque vulnerability. KEY POINTS: • CCTA has great potential in the diagnosis of vulnerable coronary artery lesions. • Radiomics model built through CCTA could discriminate coronary vulnerable lesions in good diagnostic ability. • Radiomics model could improve the ability of vulnerability diagnosis against traditional CCTA method, sensitivity especially.


Assuntos
Aterosclerose , Doença da Artéria Coronariana , Placa Aterosclerótica , Angiografia por Tomografia Computadorizada/métodos , Angiografia Coronária/métodos , Doença da Artéria Coronariana/diagnóstico por imagem , Humanos , Placa Aterosclerótica/diagnóstico por imagem , Estudos Retrospectivos
16.
BMC Pregnancy Childbirth ; 22(1): 813, 2022 Nov 04.
Artigo em Inglês | MEDLINE | ID: mdl-36333674

RESUMO

BACKGROUND: Down syndrome (DS) is the most common congenital cause of intellectual disability and also leads to numerous metabolic and structural problems. This study aims to explore the application value of chromosomal microarray analysis (CMA) and karyotyping in prenatal diagnosis for pregnant women with abnormal DS screening results. METHODS: The study recruited 1452 pregnant women with abnormal DS screening results including 493 with an enlarged nuchal translucency thickness (NT ≥ 2.5 mm) and 959 with an abnormal second-trimester maternal serum biomarker screening results. They underwent amniocentesis to obtain amniotic fluid for CMA and karyotyping. RESULTS: CMA identified 74/1452 abnormal results, which was more efficient than karyotyping (51/1452, P < 0.05.) CMA is equivalent to traditional karyotyping for identifying aneuploidies. Compared to karyotyping CMA identified 1.90% more copy number variants (CNVs) ranging from 159Kb to 6496Kb. However, 34.4% of them were recurrent pathogenic CNVs associated with risk of neurodevelopmental disorders. CMA identified 13 variants of uncertain significance (VUS) results and 1 maternal uniparental disomy (UPD) of chromosome 7. Karyotyping identified 3 mosaic sex chromosome aneuploidy and 4 balanced translocation which could not be identified by CMA. In enlarged NT group, karyotyping identified 80.9% abnormal results while in serum screening group karyotyping identified 35.7%. However, the incidence of pathogenic/likely pathogenic (P/LP) CNVs was nearly the same in both groups. That was because aneuploidies and gross duplication/deletion were previously screened out by NT scan. CONCLUSIONS: CMA and karyotyping have both advantages and disadvantages in prenatal diagnosis of pregnant women with abnormal DS screening results. However, there was not enough evidence to support routine CMA in pregnant women with abnormal DS screening results.


Assuntos
Transtornos Cromossômicos , Síndrome de Down , Feminino , Gravidez , Humanos , Síndrome de Down/diagnóstico , Síndrome de Down/genética , Cariotipagem , Análise em Microsséries , Diagnóstico Pré-Natal/métodos , Aneuploidia , Variações do Número de Cópias de DNA , Cromossomos , Transtornos Cromossômicos/diagnóstico
17.
Int J Mol Sci ; 23(22)2022 Nov 21.
Artigo em Inglês | MEDLINE | ID: mdl-36430971

RESUMO

The whole genome sequence of Lactiplantibacillus plantarum DJF10, isolated from Korean raw milk, is reported, along with its genomic analysis of probiotics and safety features. The genome consists of 29 contigs with a total length of 3,385,113 bp and a GC content of 44.3%. The average nucleotide identity and whole genome phylogenetic analysis showed the strain belongs to Lactiplantibacillus plantarum with 99% identity. Genome annotation using Prokka predicted a total of 3235 genes, including 3168 protein-coding sequences (CDS), 59 tRNAs, 7 rRNAs and 1 tmRNA. The functional annotation results by EggNOG and KEGG showed a high number of genes associated with genetic information and processing, transport and metabolism, suggesting the strain's ability to adapt to several environments. Various genes conferring probiotic characteristics, including genes related to stress adaptation to the gastrointestinal tract, biosynthesis of vitamins, cell adhesion and production of bacteriocins, were identified. The CAZyme analysis detected 98 genes distributed under five CAZymes classes. In addition, several genes encoding carbohydrate transport and metabolism were identified. The genome also revealed the presence of insertion sequences, genomic islands, phage regions, CRISPR-cas regions, and the absence of virulence and toxin genes. However, the presence of hemolysin and antibiotic-resistance-related genes detected in the KEGG search needs further experimental validation to confirm the safety of the strain. The presence of two bacteriocin clusters, sactipeptide and plantaricin J, as detected by the BAGEL 4 webserver, confer the higher antimicrobial potential of DJF10. Altogether, the analyses in this study performed highlight this strain's functional characteristics. However, further in vitro and in vivo studies are required on the safety assurance and potential application of L. plantarum DJF10 as a probiotic agent.


Assuntos
Bacteriocinas , Lactobacillus plantarum , Animais , Lactobacillus plantarum/metabolismo , Genoma Bacteriano , Filogenia , Leite , Bacteriocinas/metabolismo , Antibacterianos/metabolismo , República da Coreia
18.
BMC Biotechnol ; 21(1): 52, 2021 09 05.
Artigo em Inglês | MEDLINE | ID: mdl-34482828

RESUMO

BACKGROUND: Equine chorionic gonadotropin (eCG), which comprises highly glycosylated α-subunit and ß-subunit, is a unique member of the glycoprotein hormone family as it elicits both follicle-stimulating hormone (FSH)-like and luteinizing hormone (LH)-like responses in non-equid species. To examine the biological function of glycosylated sites in eCG, the following glycosylation site mutants were constructed: eCGß/αΔ56, substitution of Asn56 of α-subunit with Gln; eCGß-D/α, deletion of the O-linked glycosylation site at the carboxyl-terminal peptide (CTP) region of the ß-subunit; eCGß-D/αΔ56, double mutant. The recombinant eCG (rec-eCG) mutants were expressed in Chinese hamster ovary suspension (CHO-S) cells. The FSH-like and LH-like activities of the mutants were examined using CHO-K1 cells expressing rat lutropin/CG receptor (rLH/CGR) and rat FSH receptor (rFSHR). RESULTS: Both rec-eCGß/α and rec-eCGß/αΔ56 were efficiently secreted into the CHO-S cell culture medium on day 1 post-transfection. However, the secretion of eCGß-D/α and eCGß-D/αΔ56, which lack approximately 12 O-linked glycosylation sites, was slightly delayed. The expression levels of all mutants were similar (200-250 mIU/mL) from days 3 to 7 post-transfection. The molecular weight of rec-eCGß/α, rec-eCGß/αΔ56 and rec-eCG ß-D/α were in the ranges of 40-45, 37-42, and 34-36 kDa, respectively. Treatment with peptide-N-glycanase F markedly decreased the molecular weight to approximately 5-10 kDa. Rec-eCGß/αΔ56 exhibited markedly downregulated LH-like activity. The signal transduction activity of both double mutants was completely impaired. This indicated that the glycosylation site at Asn56 of the α-subunit plays a pivotal role in the LH-like activity of eCG. Similarly, the FSH-like activity of the mutants was markedly downregulated. eCGß-D/α exhibited markedly downregulated LH-like and FSH-like activities. CONCLUSIONS: Rec-eCGß/α exhibits potent biological activity in cells expressing rLH/CGR and rFSHR. The findings of this study suggest that the LH-like and FSH-like activities of eCG are regulated by the N-linked glycosylation site at Asn56 of the eCG α-subunit and/or by the O-linked glycosylation sites of the eCG ß-subunit. These findings improved our understanding of the mechanisms underlying both LH-like and FSH-like activities of eCG.


Assuntos
Gonadotropina Coriônica , Hormônio Luteinizante , Animais , Células CHO , Gonadotropina Coriônica/metabolismo , Cricetinae , Cricetulus , Glicosilação , Cavalos , Hormônio Luteinizante/metabolismo , Ratos , Receptores do FSH/metabolismo , Receptores do LH/genética , Receptores do LH/metabolismo , Transdução de Sinais
19.
Breast Cancer Res Treat ; 187(3): 785-792, 2021 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-33604714

RESUMO

PURPOSE: This study aimed to evaluate tumor characteristics in young age (20-39 years old) breast cancer (YABC) patients in Korea. MATERIALS AND METHODS: We identified 10,897 breast cancer patients from 2010 to 2015. The data were collected through 10% systematic sampling of the Korea National Cancer Incidence Database (KNCI DB). Tumor size, lymph node status, estrogen receptor (ER), progesterone receptor (PR), and human epidermal growth factor receptor 2 (HER2) status were collected according to the Collaborative Stage version 2 (CSv2) Data Collection System. RESULTS: Of the 10,897 patients, 1245 (11.4%) were YABC patients. They were found to have larger tumors (T2: 41.6% in 20-39 age group vs 36.4% in 40-49 age group vs 36.5% in 50-59 age group vs 38.4% in ≥ 60 age group; T3: 10.1% vs 7.3% vs 6.5% vs 6.2%, P < .0001), greater rates of lymph node involvement (41.2% vs 32.7% vs 35.7% vs 32.5%, P < .0001), higher tumor grade (High grade: 26.8% vs 19.4% vs 23.5% vs 22.1%, P < .0001), and a larger proportion of triple-negative subtype (18.2% vs 11.0% vs 12.2% vs 13.5%, P < .0001). Compared to the 40-49 age group, breast cancer-related survival (BCRS) rates were worse (91.74% vs 95.04%, P < .0001), and the characteristics of YABC patients were associated with higher risk of death from breast cancer. CONCLUSION: YABC patients have more aggressive tumor characteristics and worse survival rates. Therefore, we need to identify high-risk groups among YABC patients and support active surveillance in them. These findings from a national cohort provide important information for establishing a national cancer care strategy to manage YABC patients.


Assuntos
Neoplasias da Mama , Adulto , Mama , Neoplasias da Mama/epidemiologia , Feminino , Humanos , Receptor ErbB-2 , Receptores de Estrogênio , Receptores de Progesterona , Sistema de Registros , República da Coreia/epidemiologia , Adulto Jovem
20.
Opt Express ; 29(2): 2364-2377, 2021 Jan 18.
Artigo em Inglês | MEDLINE | ID: mdl-33726432

RESUMO

Intraoperative imaging has been studied using conventional devices such as near infrared (NIR) optical probes and gamma probes. However, these devices have limited depth penetration and spatial resolution. In a previous study, we realized a multi-modal endoscopic system. However, charge-coupled device (CCD)-based gamma imaging required long acquisition times and lacked gamma energy information. A silicon photomultiplier (SiPM)-based gamma detector is implemented in a multi-modal laparoscope herein. A gradient index (GRIN) lens and CCD are used to transfer and readout visible and NIR photons. The feasibility of in-vivo sentinel lymph node (SLN) mapping was successfully performed with the proposed system.


Assuntos
Corantes/química , Câmaras gama , Verde de Indocianina/química , Laparoscópios , Cintilografia/instrumentação , Linfonodo Sentinela/diagnóstico por imagem , Espectroscopia de Luz Próxima ao Infravermelho/instrumentação , Animais , Raios gama , Ratos , Ratos Sprague-Dawley , Agregado de Albumina Marcado com Tecnécio Tc 99m
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