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1.
Biochem Biophys Res Commun ; 721: 150109, 2024 08 20.
Artículo en Inglés | MEDLINE | ID: mdl-38762932

RESUMEN

Wild-type Proteinase K binds to two Ca2+ ions, which play an important role in regulating enzymaticactivity and maintaining protein stability. Therefore, a predetermined concentration of Ca2+ must be added during the use of Proteinase K, which increases its commercial cost. Herein, we addressed this challenge using a computational strategy to engineer a Proteinase K mutant that does not require Ca2+ and exhibits high enzymatic activity and protein stability. In the absence of Ca2+, the best mutant, MT24 (S17W-S176N-D260F), displayed an activity approximately 9.2-fold higher than that of wild-type Proteinase K. It also exhibited excellent protein stability, retaining 56.2 % of its enzymatic activity after storage at 4 °C for 5 days. The residual enzymatic activity was 65-fold higher than that of the wild-type Proteinase K under the same storage conditions. Structural analysis and molecular dynamics simulations suggest that the introduction of new hydrogen bond and π-π stacking at the Ca2+ binding sites due to the mutation may be the reasons for the increased enzymatic activity and stability of MT24.


Asunto(s)
Calcio , Endopeptidasa K , Estabilidad de Enzimas , Simulación de Dinámica Molecular , Estabilidad Proteica , Endopeptidasa K/metabolismo , Endopeptidasa K/química , Calcio/metabolismo , Calcio/química , Diseño Asistido por Computadora , Mutación , Sitios de Unión , Ingeniería de Proteínas/métodos , Conformación Proteica
2.
J Clin Lab Anal ; 33(2): e22660, 2019 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-30221396

RESUMEN

BACKGROUND: Congenital heart disease (CHD) is a common birth defect originating from both environmental and genetic factors. An overabundance of copy number variations (CNVs) affecting cardiac-related genes has previously been detected in individuals with CHD. OBJECTIVE: To evaluate if the presence of CNVs in the 22q11.2 region, and to determine whether GATA4, NKX2-5, TBX5, BMP, and CRELD1 genes contributed toward the pathogenesis of isolated incidences of CHDs in southwest China. METHODS: In total 167 patients from southwest China with sporadic CHD were studied, including 121 patients with ventricular septal defect (VSD), 24 with atrial septal defect (ASD), 12 with tetralogy of fallot (TOF), six VSD cases with TOF, two cases with patent ductus arteriosus (PDA), and two VSD cases with ASD. 22q11.2, GATA4, NKX2-5, TBX5, BMP4, and CRELD1 regions were screened using MLPA and copy number variation sequencing (CNV-Seq). RESULTS: A 2.5-2.8 Mb deletion in the 22q11.2 region was identified in 5 patients with CHD. Two of these patients were diagnosed with VSD, while two had VSD and ASD, and the other had TOF. 5 patients correspond to the same classical DiGeorge syndrome. A 0.86 Mb duplication in the 22q11.2 region was identified in a PDA patient, whom was without extracardiac symptoms. CONCLUSION: These data suggest that copy number variation in the 22q11.2 region is common in CHD patients in southwest China. Regardless of the presence or absence of extracardiac symptoms, results also indicate that it is necessary to perform prenatal screening for CHD.


Asunto(s)
Proteína Morfogenética Ósea 4/genética , Moléculas de Adhesión Celular/genética , Proteínas de la Matriz Extracelular/genética , Factor de Transcripción GATA4/genética , Cardiopatías Congénitas , Proteína Homeótica Nkx-2.5/genética , Proteínas de Dominio T Box/genética , Adolescente , Niño , Preescolar , China/epidemiología , Estudios de Cohortes , Variaciones en el Número de Copia de ADN/genética , Síndrome de DiGeorge/genética , Femenino , Cardiopatías Congénitas/epidemiología , Cardiopatías Congénitas/genética , Humanos , Lactante , Masculino , Técnicas de Amplificación de Ácido Nucleico
3.
Zhonghua Yi Xue Yi Chuan Xue Za Zhi ; 36(8): 805-808, 2019 Aug 10.
Artículo en Zh | MEDLINE | ID: mdl-31400133

RESUMEN

OBJECTIVE: To explore the molecular pathogenesis for a pedigree affected with hypocalcemia secondary to hypomagnesemia. METHODS: Sanger sequencing was used to detect potential variant of the TRPM6 gene in the patient and their parents. RESULTS: The results showed that the patient has carried novel homozygous c.3311C>T (p.Pro1104Leu) variant of the TRMP6 gene, for which both of his parents were heterozygous carriers. Analysis of protein functions using software predicted high risk of pathogenicity. CONCLUSION: The homozygous c.3311C>T (p.Pro1104Leu) variant of the TRPM6 gene probably underlies the disease in this patient.


Asunto(s)
Hipocalcemia/genética , Deficiencia de Magnesio/genética , Canales Catiónicos TRPM/genética , Heterocigoto , Humanos , Magnesio , Masculino , Linaje
4.
Zhonghua Yi Xue Yi Chuan Xue Za Zhi ; 36(7): 690-693, 2019 Jul 10.
Artículo en Zh | MEDLINE | ID: mdl-31302912

RESUMEN

OBJECTIVE: To carry out mutation analysis and prenatal diagnosis for a family affected with primary carnitine deficiency. METHODS: Genomic DNA of the proband was extracted from peripheral blood sample 10 days after birth. The 10 exons and intron/exon boundaries of the SLC22A5 gene were subjected to PCR amplification and Sanger sequencing. The proband's mother was pregnant again two years after his birth. Fetal DNA was extracted from amniocytes and subjected to PCR and Sanger sequencing. RESULTS: Tandem mass spectrometric analysis of the proband revealed low level of plasma-free carnitine whilst organic acids in urine was normal. Compound heterozygous SLC22A5 mutations c.1195C>T (inherited from his father) and c.517delC (inherited from his mother) were detected in the proband. Prenatal diagnosis has detected no mutation in the fetus. The plasma-free carnitine was normal after birth. CONCLUSION: Appropriate genetic testing and prenatal diagnosis can prevent further child with carnitine deficiency. The identification of c.517delC, a novel mutation, enriched the spectrum of SLC22A5 mutations.


Asunto(s)
Cardiomiopatías/genética , Carnitina/deficiencia , Hiperamonemia/genética , Enfermedades Musculares/genética , Miembro 5 de la Familia 22 de Transportadores de Solutos/genética , Carnitina/genética , Preescolar , Análisis Mutacional de ADN , Femenino , Humanos , Mutación , Embarazo , Diagnóstico Prenatal
5.
Zhonghua Yi Xue Yi Chuan Xue Za Zhi ; 36(6): 588-591, 2019 Jun 10.
Artículo en Zh | MEDLINE | ID: mdl-31055812

RESUMEN

OBJECTIVE: To identify potential mutation in a child clinically diagnosed as Noonan syndrome and to provide genetic counseling and prenatal diagnosis for his family. METHODS: Genomic DNA was extracted from peripheral blood samples of the patient and his parents, and amniotic fluid was taken from the mother during the second trimester. Next generation sequencing (NGS) was used to screen potential mutations from genomic DNA. Suspected mutation was verified by Sanger sequencing. RESULTS: A heterozygous c.4A>G (p.Ser2Gly) mutation of the SHOC2 gene was identified in the patient but not among other family members including the fetus. CONCLUSION: The Noonan syndrome is probably caused by the c.4A>G mutation of the SHOC2 gene. NGS is helpful for the diagnosis of complicated genetic diseases. SHOC2 gene mutation screening is recommended for patient suspected for Noonan syndrome.


Asunto(s)
Síndrome de Noonan , Niño , Femenino , Pruebas Genéticas , Secuenciación de Nucleótidos de Alto Rendimiento , Humanos , Péptidos y Proteínas de Señalización Intracelular , Mutación , Embarazo , Diagnóstico Prenatal
6.
Zhonghua Yi Xue Yi Chuan Xue Za Zhi ; 36(12): 1163-1166, 2019 Dec 10.
Artículo en Zh | MEDLINE | ID: mdl-31813138

RESUMEN

OBJECTIVE: To analyze variations of TYR and P genes among 14 patients with clinically diagnosed oculocutaneous albinism. METHODS: Potential variations of the TYR and P genes were detected by Sanger sequencing. Novel variations were predicted with bioinformatics software including SIFT and PolyPhen-2. RESULTS: No variation was found in the TYR gene, while 9 types of variations were found in the P gene among the 14 patients, which included c.803-3C>G (7/26), c.1327G>A (p.Val443Ile) (5/26), c.632C>T (p.Pro211Leu) (4/26), c.1832T>C (p.Leu611Pro) (3/26), c.1349C>A (p.Thr450Lys) (2/26), c.2363C>T (p.Ser788Leu) (2/26), c.2228C>T (p.Pro743Leu) (1/26), c.1525A>G (p.Thr509Ala) (1/26), and c.1349C>T (p.Thr450Met) (1/26). Only 1 heterozygous variation was detected in 2 families. c.2363C>T (p.Ser788Leu), c.1832T>C (p.Leu611Pro) and c.1525A>G (p.Thr509Ala) were not reported previously and predicted as "harmful" to the protein function. CONCLUSION: The main type of ocular albinism is oculocutaneous albinism type II in Liuzhou region, where the most common variations of the P gene were c.803-3C>G and c.1327G>A (p.Val443Ile). Above finding has enriched the variation spectrum of the P gene.


Asunto(s)
Albinismo Oculocutáneo/genética , Proteínas de Transporte de Membrana/genética , China , Heterocigoto , Humanos , Mutación , Linaje
7.
Zhongguo Dang Dai Er Ke Za Zhi ; 19(11): 1150-1154, 2017 Nov.
Artículo en Zh | MEDLINE | ID: mdl-29132460

RESUMEN

OBJECTIVE: To study the gene mutation profile of primary carnitine deficiency (PCD) in neonates, and to provide a theoretical basis for early diagnosis and treatment, genetic counseling, and prenatal diagnosis of PCD. METHODS: Acylcarnitine profile analysis was performed by tandem mass spectrometry using 34 167 dry blood spots on filter paper. The SLC22A5 gene was sequenced and analyzed in neonates with free carnitine (C0) levels lower than 10 µmol/L as well as their parents. RESULTS: In the acylcarnitine profile analysis, a C0 level lower than 10 µmol/L was found in 10 neonates, but C0 level was not reduced in their mothers. The 10 neonates had 10 types of mutations at 20 different sites in the SLC22A5 gene, which included 4 previously unreported mutations: c.976C>T, c.919delG, c.517delC, and c.338G>A. Bioinformatics analysis showed that the four new mutations were associated with a risk of high pathogenicity. CONCLUSIONS: Tandem mass spectrometry combined with SLC22A5 gene sequencing may be useful for the early diagnosis of PCD. Identification of new mutations enriches the SLC22A5 gene mutation profile.


Asunto(s)
Cardiomiopatías/genética , Carnitina/deficiencia , Hiperamonemia/genética , Enfermedades Musculares/genética , Mutación , Miembro 5 de la Familia 22 de Transportadores de Solutos/genética , Cardiomiopatías/diagnóstico , Carnitina/genética , Biología Computacional , Asesoramiento Genético , Humanos , Hiperamonemia/diagnóstico , Recién Nacido , Enfermedades Musculares/diagnóstico , Espectrometría de Masas en Tándem
8.
Mol Genet Genomics ; 291(3): 1443-50, 2016 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-27000657

RESUMEN

Copy number variations (CNVs) can cause many genetic disorders and the structure analysis of unknown CNVs is important for clinical diagnosis. The human α-globin gene cluster lies close to the telomere of the short arm on chromosome 16. Copy number variations of this region produce excessive or insufficient α-globin chains which imbalances the ß-globin chains, resulting in thalassemia. However, these CNVs usually cannot be precisely defined by traditional methods. Here, we designed a technique strategy and applied it to identify two CNVs involving the α-globin gene cluster causing thalassemia in two Chinese families. A novel 282 kb duplication (αααα(282)) was identified in family A and a novel 235 kb deletion (--(235)) in family B. Proband A is a coinheritance of ß(CD41-42) and αααα(282) and showed severe ß-thalassemia intermedia phenotype. Proband B is a compound heterozygote of --(235)/α(CS)α genotype and was diagnosed with hemoglobin H disease. The clinical phenotypic features of the CNVs carriers were described, together with a complete picture of molecular structure of these rearrangements. Two CNVs are novel rearrangements in α-globin clusters and the αααα(282) is the first to identify the exact insert position of a duplication region from the telomere on chromosome 16. In a conclusion, successful identification and characterization of these two novel CNVs not only demonstrates the precision and effectiveness of our strategy in analyzing the structure of unknown CNVs, but also extended the spectrum of thalassemia and provide new examples for studying genomic recombination.


Asunto(s)
Pueblo Asiatico/genética , Variaciones en el Número de Copia de ADN , Talasemia/genética , Globinas alfa/genética , Adulto , Anciano , Niño , Preescolar , China , Cromosomas Humanos Par 16/genética , Femenino , Predisposición Genética a la Enfermedad , Humanos , Masculino , Familia de Multigenes , Linaje
9.
Zhongguo Dang Dai Er Ke Za Zhi ; 18(10): 1019-1025, 2016 Oct.
Artículo en Zh | MEDLINE | ID: mdl-27751224

RESUMEN

Medium- and short-chain acyl-CoA dehydrogenase deficiency is a disorder of fatty acid ß-oxidation. Gene mutation prevents medium- and short-chain fatty acids from entry into mitochondria for oxidation, which leads to multiple organ dysfunction. In this study, serum acylcarnitines and the organic acid profile in urea were analyzed in two children whose clinical symptoms were hypoglycemia and metabolic acidosis. Moreover, gene mutations in the two children and their parents were evaluated. One of the patients was a 3-day-old male who was admitted to the hospital due to neonatal asphyxia, sucking weakness, and sleepiness. The serum acylcarnitine profile showed increases in medium-chain acylcarnitines (C6-C10), particularly in C8, which showed a concentration of 3.52 µmol/L (reference value: 0.02-0.2 µmol/L). The analysis of organic acids in urea gave a normal result. Sanger sequencing revealed a reported c.580A>G (p.Asn194Asp) homozygous mutation at exon 7 of the ACADM gene. The other patient was a 3-month-old female who was admitted to the hospital due to cough and recurrent fever for around 10 days. The serum acylcarnitine profile showed an increase in serum C4 level, which was 1.66 µmol/L (reference value: 0.06-0.6 µmol/L). The analysis of organic acids in urea showed an increase in the level of ethyl malonic acid, which was 55.9 (reference value: 0-6.2). Sanger sequencing revealed a reported c.625G>A (p.Gly209Ser) homozygous mutation in the ACADS gene. This study indicates that screening tests for genetic metabolic diseases are recommended for children who have unexplained metabolic acidosis and hypoglycemia. Genetic analyses of the ACADM and ACADS genes are helpful for the diagnosis of medium- and short-chain acyl-CoA dehydrogenase deficiency.


Asunto(s)
Acil-CoA Deshidrogenasa/deficiencia , Errores Innatos del Metabolismo Lipídico/genética , Mutación , Acil-CoA Deshidrogenasa/genética , Carnitina/análogos & derivados , Carnitina/sangre , Femenino , Humanos , Lactante , Recién Nacido , Masculino , Urea/análisis
10.
Zhongguo Dang Dai Er Ke Za Zhi ; 18(11): 1150-1153, 2016 Nov.
Artículo en Zh | MEDLINE | ID: mdl-27817783

RESUMEN

A 9-day-old male patient was admitted to the hospital because of cough, anhelation, feeding difficulty and lethargy. The diagnostic examinations indicated pulmonary infection, severe metabolic acidosis, hyperglycemia, hyperammonemia and pancytopenia in the patient. Blood and urine screening and isovaleryl-CoA dehydrogenase (IVD) gene detection for inherited metabolic diseases were performed to clarify the etiology. Tandem mass spectrometric screening for blood showed an elevated isovalerylcarnitine (C5) level. The organic acid analysis of urine by gas chromatography-mass spectrometry showed significantly increased levels in isovaleryl glycine and 3-hydroxyisovaleric acid. Homozygous mutations (c.1208A>G, p.Tyr403Cys) in the IVD gene were identified in the patient. His parents were heterozygous carriers. After the treatment with low-leucine diets and L-carnitine for 3 days, the patient showed a significant improvement in symptoms, but he died one week later. It is concluded that the neonates with pneumonia and metabolic decompensation of unknown etiology should be screened for genetic metabolic disease.


Asunto(s)
Errores Innatos del Metabolismo de los Aminoácidos/genética , Isovaleril-CoA Deshidrogenasa/deficiencia , Isovaleril-CoA Deshidrogenasa/genética , Mutación , Pancitopenia/etiología , Errores Innatos del Metabolismo de los Aminoácidos/diagnóstico , Humanos , Recién Nacido , Masculino
11.
Zhongguo Dang Dai Er Ke Za Zhi ; 18(11): 1136-1140, 2016 Nov.
Artículo en Zh | MEDLINE | ID: mdl-27817780

RESUMEN

X-linked ichthyosis (XLI) is a metabolic disease with steroid sulfatase deficiency and often occurs at birth or shortly after birth. The encoding gene of steroid sulfatase, STS, is located on the short arm of the X chromosome, and STS deletion or mutation can lead to the development of this disease. This study collected the data on the clinical phenotype from a family, and the proband, a boy aged 11 years with full-term vaginal delivery, had dry and rough skin and black-brown scaly patches, mainly in the abdomen and extensor aspect of extremities. Peripheral blood samples were collected from each family member and DNA was extracted. Multiplex ligation-dependent probe amplification (MLPA) was used to measure the copy number of STS on the X chromosome. Whole-genome microarray was used to determine the size of the segment with microdeletion in the X chromosome. MLPA was then used for prenatal diagnosis for the mother of the proband. The results revealed that the proband and another two male patients had hemizygotes in STS deletion. Gene microarray identified a rare deletion with a size of 1.6 Mb at Xp22.31 (chrX: 6,516,735-8,131,442). Two female family members were found to be carriers. Prenatal diagnosis showed that the fetus carried by the proband's mother was a carrier of this microdeletion. This study showed STS gene deletion in this family of XLI, which causes the unique skin lesions of XLI. MLPA is a convenient and reliable technique for the molecular and prenatal diagnosis of XLI.


Asunto(s)
Ictiosis Ligada al Cromosoma X/genética , Mutación , Diagnóstico Prenatal , Niño , Humanos , Ictiosis Ligada al Cromosoma X/diagnóstico , Masculino , Polimorfismo de Nucleótido Simple , Esteril-Sulfatasa/genética
12.
Zhongguo Dang Dai Er Ke Za Zhi ; 18(12): 1282-1285, 2016 Dec.
Artículo en Zh | MEDLINE | ID: mdl-27974123

RESUMEN

This study aimed to identify the type of carnitine palmitoyltransferase 2 (CPT2) gene mutation in the child with carnitine palmitoyltransferase II (CPT II) deficiency and her parents and to provide the genetic counseling and prenatal diagnosis for the family members. As the proband, a 3-month-old female baby was admitted to the hospital due to fever which had lasted for 8 hours. Tandem mass spectrometric analysis for blood showed an elevated plasma level of acylcarnitine, which suggested CPT II deficiency. The genomic DNA was extracted from peripheral blood of the patient and her parents. Five exon coding regions and some intron regions at the exon/intron boundaries of the CPT2 gene were analyzed by PCR and Sanger sequencing. Amniotic fluid was taken from the mother during the second trimester, and DNA was extracted to analyze the type of CPT2 gene mutation. Sanger sequencing results showed that two mutations were identified in the CPT2 gene of the proband: c.886C>T (p.R296X) and c.1148T>A (p.F383Y), which were inherited from the parents; the second child of the mother inherited the mutation of c.886C>T (p.R296X) and showed normal acylcarnitine spectrum and normal development after birth. It is concluded that the analysis of CPT2 gene mutations in the family suggested that the proband died of CPT II deficiency and that the identification of the mutations was helpful in prenatal diagnosis in the second pregnancy.


Asunto(s)
Carnitina O-Palmitoiltransferasa/deficiencia , Carnitina O-Palmitoiltransferasa/genética , Errores Innatos del Metabolismo/genética , Mutación , Diagnóstico Prenatal , Femenino , Humanos , Lactante , Errores Innatos del Metabolismo/diagnóstico
13.
IEEE Trans Med Imaging ; PP2024 Mar 14.
Artículo en Inglés | MEDLINE | ID: mdl-38466592

RESUMEN

Deep neural networks (DNNs) have immense potential for precise clinical decision-making in the field of biomedical imaging. However, accessing high-quality data is crucial for ensuring the high-performance of DNNs. Obtaining medical imaging data is often challenging in terms of both quantity and quality. To address these issues, we propose a score-based counterfactual generation (SCG) framework to create counterfactual images from latent space, to compensate for scarcity and imbalance of data. In addition, some uncertainties in external physical factors may introduce unnatural features and further affect the estimation of the true data distribution. Therefore, we integrated a learnable FuzzyBlock into the classifier of the proposed framework to manage these uncertainties. The proposed SCG framework can be applied to both classification and lesion localization tasks. The experimental results revealed a remarkable performance boost in classification tasks, achieving an average performance enhancement of 3-5% compared to previous state-of-the-art (SOTA) methods in interpretable lesion localization.

14.
BMC Evol Biol ; 13: 63, 2013 Mar 11.
Artículo en Inglés | MEDLINE | ID: mdl-23497175

RESUMEN

BACKGROUND: The Southeast Asian deletion (--(SEA)) is the most commonly observed mutation among diverse α-thalassemia alleles in Southeast Asia and South China. It is generally argued that mutation --(SEA), like other variants causing hemoglobin disorders, is associated with protection against malaria that is endemic in these regions. However, little evidence has been provided to support this claim. RESULTS: We first examined the genetic imprint of recent positive selection on the --(SEA) allele and flanking sequences in the human α-globin cluster, covering a genomic region spanning ~410 kb, by genotyping 28 SNPs in a Chinese population consisting of 76 --(SEA) heterozygotes and 138 normal individuals. The pattern of linkage disequilibrium (LD) and the long-range haplotype test revealed a signature of positive selection. The network of inferred haplotypes suggested a single origin of the --(SEA) allele. CONCLUSIONS: Thus, our data support the hypothesis that the --(SEA) allele has been subjected to recent balancing selection, triggered by malaria.


Asunto(s)
Pueblo Asiatico/genética , Cromosomas Humanos Par 16 , Hemoglobinas/genética , Malaria/genética , Selección Genética , Talasemia alfa/genética , Eliminación de Gen , Haplotipos , Secuenciación de Nucleótidos de Alto Rendimiento , Humanos , Polimorfismo de Nucleótido Simple , Recombinación Genética
15.
Bioact Mater ; 20: 286-305, 2023 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-35702609

RESUMEN

Induced pluripotent stem cell-derived cardiomyocytes (iPSC-CMs) have an irreplaceable role in the treatment of myocardial infarction (MI), which can be injected into the transplanted area with new cardiomyocytes (Cardiomyocytes, CMs), and improve myocardial function. However, the immaturity of the structure and function of iPSC-CMs is the main bottleneck at present. Since collagen participates in the formation of extracellular matrix (ECM), we synthesized nano colloidal gelatin (Gel) with collagen as the main component, and confirmed that the biomaterial has good biocompatibility and is suitable for cellular in vitro growth. Subsequently, we combined the PI3K/AKT/mTOR pathway inhibitor BEZ-235 with Gel and found that the two combined increased the sarcomere length and action potential amplitude (APA) of iPSC-CMs, and improved the Ca2+ processing ability, the maturation of mitochondrial morphological structure and metabolic function. Not only that, Gel can also prolong the retention rate of iPSC-CMs in the myocardium and increase the expression of Cx43 and angiogenesis in the transplanted area of mature iPSC-CMs, which also provides a reliable basis for the subsequent treatment of mature iPSC-CMs.

16.
IEEE Trans Image Process ; 31: 2190-2200, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-35230950

RESUMEN

Recently, the siamese convolutional neural network plays an important role in the field of visual tracking, which can obtain high tracking accuracy and good real-time performance. However, the requirement of offline training a specific neural network results in the hardware source and time consumption. In order to improve the tracking efficiency and save computation resources, we adopt pre-trained densely connected neural network to extract robust target features. Since the pre-trained model is mainly used for classification task, it is not appropriate to directly adopt these deep features for visual tracking. We design a regression network to measure the importance of each channel to the target, and then propose a weighting fusion strategy to select the suitable features for visual tracking. Besides, we provide deep analysis about the proposed channel weighting method to demonstrate the superiority of this method through visualization of feature heatmaps. Extensive experiments on four classical benckmarks show that compared with state-of-the-art methods, our algorithm achieves the best results on several standard indicators and comparable results on other indicators.


Asunto(s)
Algoritmos , Redes Neurales de la Computación
17.
IEEE Trans Image Process ; 31: 1364-1379, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-35025743

RESUMEN

Intelligent video surveillance is an important computer vision application in natural environments. Since detected objects under surveillance are usually low-resolution and noisy, their accurate recognition represents a huge challenge. Knowledge distillation is an effective method to deal with it, but existing related work usually focuses on reducing the channel count of a student network, not feature map size. As a result, they cannot transfer "privilege information" hidden in feature maps of a wide and deep teacher network into a thin and shallow student one, leading to the latter's poor performance. To address this issue, we propose a Feature Map Distillation (FMD) framework under which the feature map size of teacher and student networks is different. FMD consists of two main components: Feature Decoder Distillation (FDD) and Feature Map Consistency-enforcement (FMC). FDD reconstructs the shallow texture features of a thin student network to approximate the corresponding samples in a teacher network, which allows the high-resolution ones to directly guide the learning of the shallow features of the student network. FMC makes the size and direction of each deep feature map consistent between student and teacher networks, which constrains each pair of feature maps to produce the same feature distribution. FDD and FMC allow a thin student network to learn rich "privilege information" in feature maps of a wide teacher network. The overall performance of FMD is verified in multiple recognition tasks by comparing it with state-of-the-art knowledge distillation methods on low-resolution and noisy objects.

18.
Ann Transl Med ; 10(7): 417, 2022 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-35530959

RESUMEN

Background: The modification of N6-methyladenosine (m6A) is a dynamic and reversible course that might play a role in cardiovascular disease. However, the mechanisms of m6A modification in myocardial ischemia/reperfusion injury (MIRI) remain unclear. Methods: A mouse model of MIRI and a cell model of oxygen-glucose deprivation/reperfusion (OGD/R) HL-1 cells were employed. In an in vivo study, the total RNA m6A modification levels were determined by dot blot, and the key genes related to m6A modification were screened by real-time quantitative polymerase chain reaction (RT-qPCR) and Western blot. In an in vitro study, the effects of AlkB homolog 5 (ALKBH5), an RNA demethylase, on cell proliferation, cell injury, and apoptosis were detected by the 3-(4,5-dimethylthiazol-2-yl)-5-(3-carboxymethoxyphenyl)-2-(4-sulfophenyl)-2H-tetrazolium (MTS) assay, lactate dehydrogenase (LDH) and cardiac troponin-I (cTnI) levels, and flow cytometry. Besides, the m6A modification-changed and differentially expressed messenger RNA (mRNA) were determined by methylated RNA immunoprecipitation sequencing (MeRIP-seq) and RNA sequencing (RNA-seq) in ALKBH5-overexpressed HL-1 cells. Finally, the mRNA levels of the promising targeted gene were examined by RT-qPCR and its m6A modification levels were examined by MeRIP-qPCR. Results: Our results showed that RNA m6A modification was involved in MIRI, in which ALKBH5 was downregulated. Functionally, by overexpressing or silencing ALKBH5 in experimental cells, we verified its protective properties on cell proliferation, cell injury, and apoptosis in the process of MIRI. Besides, we provided a mass of latent different mRNAs with m6A modification variation in ALKBH5-overexpressed HL-1 cells. Mechanistically, we further screened the most potential targeted mRNAs and suggested that triple functional domain (Trio) mRNA could be upregulated by ALKBH5 by reducing m6A level of Trio. Conclusions: This study demonstrated that the downregulated ALKBH5 might contribute to MIRI process by increasing the m6A modification of Trio mRNA and downregulating Trio.

19.
Bioengineered ; 13(5): 12504-12515, 2022 05.
Artículo en Inglés | MEDLINE | ID: mdl-35579292

RESUMEN

Myocardial infarction (MI) is a prevalent cardiovascular disease defined by myocardial ischemia and hypoxic damage caused by plaque rupture, thrombosis, lumen stenosis, or blockage in the coronary artery. However, the development of emergency percutaneous coronary interventional therapy has enabled the rapid restoration of blood perfusion to ischemic myocardium and the rescue of dying myocardium cells. Some dying myocardium cells have caused irreversible damage and impaired cardiac function recovery in recent years. Icariin has been utilized to treat various ailments as a natural chemical extract. In this study, we employed a variety of approaches to observe MI, including western blotting, quantitative RT-PCR, immunohistochemistry, and flow cytometric analysis using icariin. As demonstrated by the research findings, icariin may prevent MI-induced cell apoptosis. This is accomplished by inhibiting proinflammatory factors via the Nrf2/HO-1 signaling pathways. These data imply that icariin may be an effective treatment for MI.


Asunto(s)
Flavonoides , Infarto del Miocardio , Animales , Apoptosis , Modelos Animales de Enfermedad , Flavonoides/farmacología , Flavonoides/uso terapéutico , Ratones , Miocardio/metabolismo , Miocitos Cardíacos/metabolismo
20.
Dev Cell ; 57(22): 2533-2549.e7, 2022 11 21.
Artículo en Inglés | MEDLINE | ID: mdl-36413948

RESUMEN

Heart development is controlled by a complex transcriptional network composed of transcription factors and epigenetic regulators. Mutations in key developmental transcription factor MESP1 and chromatin factors, such as PRC1 and cohesin components, have been found in human congenital heart diseases (CHDs), although their functional mechanism during heart development remains elusive. Here, we find that MESP1 interacts with RING1A/RING1, the core component of PRC1. RING1A depletion impairs human cardiomyocyte differentiation, and cardiac abnormalities similar to those in patients with MESP1 mutations were observed in Ring1A knockout mice. Mechanistically, MESP1 associates with RING1A to activate cardiogenic genes through promoter-enhancer interactions regulated by cohesin and CTCF and histone acetylation mediated by p300. Importantly, CHD mutations of MESP1 significantly affect such mechanisms and impair target gene activation. Together, our results demonstrate the importance of MESP1-RING1A complex in heart development and provide insights into the pathogenic mechanisms of CHDs caused by mutations in MESP1, PRC1, and cohesin components.


Asunto(s)
Factores de Transcripción con Motivo Hélice-Asa-Hélice Básico , Cardiopatías Congénitas , Ratones , Animales , Humanos , Factores de Transcripción con Motivo Hélice-Asa-Hélice Básico/metabolismo , Organogénesis , Diferenciación Celular , Regulación de la Expresión Génica , Redes Reguladoras de Genes , Cardiopatías Congénitas/genética , Ratones Noqueados
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