Beckwith-wiedemann syndrome

Beckwith - Wiedemann 综合征
  • 文章类型: Journal Article
    背景:长QT综合征(LQTS)和Beckwith-Wiedemann综合征(BWS)是起源不明的复杂疾病,强调需要对其机制进行深入的分子研究。这项研究的主要目的是确定LQTS和BWS之间的共享关键基因,揭示这些综合征潜在的共同分子途径。
    方法:LQTS和BWS数据集可从GEO数据库下载。鉴定了差异表达基因(DEGs)。加权基因共表达网络分析(WGCNA)用于检测重要模块和中心基因。进行基因富集分析。CIBERSORT用于免疫细胞浸润分析。使用STRING构建核心基因的预测性蛋白质相互作用(PPI)网络,使用TargetScan筛选调节中心基因的miRNA。
    结果:确定了与长QT综合征和Beckwith-Wiedemann综合征相关的500个DEG。GSEA分析揭示了T细胞受体信号通路的富集,MAPK信号,和心肌细胞中的肾上腺素能信号。免疫细胞浸润表明较高水平的记忆B细胞和幼稚CD4T细胞。四个核心基因(CD8A,ICOS,CTLA4,LCK)被识别,CD8A和ICOS在证候中低表达,在正常样本中高表达,提示潜在的反向调节作用。
    结论:长QT综合征和Beckwith-Wiedemann综合征中CD8A和ICOS的表达低,表明它们可能是这些综合征发病机制中的关键基因。LQTS和BWS之间共享关键基因的鉴定提供了对这些疾病的共同分子机制的见解。有可能促进有针对性的治疗策略的发展。
    BACKGROUND: Long QT Syndrome (LQTS) and Beckwith-Wiedemann Syndrome (BWS) are complex disorders with unclear origins, underscoring the need for in-depth molecular investigations into their mechanisms. The main aim of this study is to identify the shared key genes between LQTS and BWS, shedding light on potential common molecular pathways underlying these syndromes.
    METHODS: The LQTS and BWS datasets are available for download from the GEO database. Differential expression genes (DEGs) were identified. Weighted gene co-expression network analysis (WGCNA) was used to detect significant modules and central genes. Gene enrichment analysis was performed. CIBERSORT was used for immune cell infiltration analysis. The predictive protein interaction (PPI) network of core genes was constructed using STRING, and miRNAs regulating central genes were screened using TargetScan.
    RESULTS: Five hundred DEGs associated with Long QT Syndrome and Beckwith-Wiedemann Syndrome were identified. GSEA analysis revealed enrichment in pathways such as T cell receptor signaling, MAPK signaling, and adrenergic signaling in cardiac myocytes. Immune cell infiltration indicated higher levels of memory B cells and naive CD4 T cells. Four core genes (CD8A, ICOS, CTLA4, LCK) were identified, with CD8A and ICOS showing low expression in the syndromes and high expression in normal samples, suggesting potential inverse regulatory roles.
    CONCLUSIONS: The expression of CD8A and ICOS is low in long QT syndrome and Beckwith-Wiedemann syndrome, indicating their potential as key genes in the pathogenesis of these syndromes. The identification of shared key genes between LQTS and BWS provides insights into common molecular mechanisms underlying these disorders, potentially facilitating the development of targeted therapeutic strategies.
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  • 文章类型: Journal Article
    背景Beckwith-Wiedemann综合征(BWS)是由11p15的(epi)遗传改变引起的印记障碍。因为大约20%的患者通过外周血白细胞的分子检测呈阴性,Beckwith-Wiedemann谱(BWSp)的概念被确立为涵盖具有多样化和重叠表型的更广泛的队列.隐藏在分子阴性BWSp中的其他过度生长综合征的患病率仍未探索。方法对69例BWSp呈分子阴性的单例患者进行全外显子组测序(WES)。通过Sanger测序或定量基因组PCR确认变体。我们比较了经典BWS(cBWS)组之间的BWSp评分和临床特征,通过WES发现的非典型BWS或孤立的偏侧过度生长(aBWS+ILO)和过度生长综合征。结果10例患者,一个被归类为aBWS,九个被归类为cBWS,显示Simpson-Golabi-Behmel综合征的致病基因变异(5例),Sotos综合征(2),明川-松本综合征(一),糖基磷脂酰肌醇生物合成缺陷11(一)或8q重复/9p缺失(一)。BWSp评分不能区分cBWS和其他过度生长综合征。其他过度生长综合征的出生体重和身高明显大于aBWS+ILO和cBWS,具有不同的临床特征组间频率。结论分子阴性BWSp包涵了其他综合征,同时考虑WES和临床特征可能有助于准确诊断。
    Background Beckwith-Wiedemann syndrome (BWS) is an imprinting disorder caused by (epi)genetic alterations at 11p15. Because approximately 20% of patients test negative via molecular testing of peripheral blood leukocytes, the concept of Beckwith-Wiedemann spectrum (BWSp) was established to encompass a broader cohort with diverse and overlapping phenotypes. The prevalence of other overgrowth syndromes concealed within molecularly negative BWSp remains unexplored. Methods We conducted whole-exome sequencing (WES) on 69 singleton patients exhibiting molecularly negative BWSp. Variants were confirmed by Sanger sequencing or quantitative genomic PCR. We compared BWSp scores and clinical features between groups with classical BWS (cBWS), atypical BWS or isolated lateralised overgrowth (aBWS+ILO) and overgrowth syndromes identified via WES. Results Ten patients, one classified as aBWS and nine as cBWS, showed causative gene variants for Simpson-Golabi-Behmel syndrome (five patients), Sotos syndrome (two), Imagawa-Matsumoto syndrome (one), glycosylphosphatidylinositol biosynthesis defect 11 (one) or 8q duplication/9p deletion (one). BWSp scores did not distinguish between cBWS and other overgrowth syndromes. Birth weight and height in other overgrowth syndromes were significantly larger than in aBWS+ILO and cBWS, with varying intergroup frequencies of clinical features. Conclusion Molecularly negative BWSp encapsulates other syndromes, and considering both WES and clinical features may facilitate accurate diagnosis.
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  • 文章类型: Journal Article
    目的:作为Beckwith-Wiedemann综合征(BWS)的最常见特征,巨舌症可能会影响生活质量,颌面部生长,和儿童的言语发展。本研究旨在探讨舌状切除术联合射频消融术(RFA)对BWS患者的治疗效果。
    方法:对2019年5月至2021年1月接受舌片部分切除术联合RFA的BWS源性巨大舌肌患者进行回顾性研究。总的来说,由17名男性和18名女性组成的35名患者符合纳入标准,并接受了同一位整形外科医生的手术。人口特征,BWS功能,操作详细信息,术前和术后结果,满意度评价,收集并评估亚组分析.
    结果:在涉及的35例患者中,手术时的平均年龄为14.05±8.08个月,平均手术时间为48.17±6.72分钟。只有1例患者出现腹侧舌伤口裂开,其余患者未出现任何其他并发症。舌头突出的严重程度和频率,流口水,打鼾,喂养难度显著改善。患者的父母对整体手术表现出满意,舌头的外观,和舌头的运动功能。舌高从术前32.09±1.16mm下降到术后29.29±1.33mm。
    结论:舌片部分切除术联合RFA具有安全、治疗BWS衍生的巨舌症的有效和可行的技术。
    OBJECTIVE: As the most common feature of Beckwith-Wiedemann syndrome (BWS), macroglossia may influence the quality of life, maxillofacial growth, and speech development of children. The retrospective study aimed to investigate the therapeutic effect of partial glossectomy combined with radiofrequency ablation (RFA) for macroglossia patients in BWS.
    METHODS: A retrospective study was conducted in BWS-derived macroglossia patients who underwent partial glossectomy combined with RFA from May 2019 to January 2021. In total, 35 patients consisting of 17 males and 18 females met the inclusion criteria and underwent surgery by the same plastic surgeon. Demographic characteristics, BWS features, operation details, preoperative and postoperative outcomes, satisfaction evaluations, and subgroup analysis were collected and assessed.
    RESULTS: Of the 35 patients involved, the average age at the time of surgery was 14.05±8.08 months, and the average surgery duration was 48.17±6.72 minutes. Only 1 patient suffered ventral tongue wound dehiscence, and the rest of the patients did not develop any other complications. The severity and frequency of tongue protrusion, drooling, snoring, and feeding difficulty were significantly ameliorated. The patient\'s parents showed satisfaction towards the overall surgery, tongue\'s appearance, and tongue\'s motor function. Tongue\'s height decreased from 32.09±1.16 mm before the operation to 29.29±1.33 mm after the operation.
    CONCLUSIONS: The partial glossectomy combined RFA exerts a safe, effective and viable technique to treat BWS-derived macroglossia.
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  • 文章类型: Case Reports
    Beckwith-Wiedemann综合征(BWS)是一种遗传性疾病,影响全球10,500至13,700名新生儿中的1名。该疾病在绝大多数患者中是由印迹染色体11p15.5的分子缺陷引起的。遗传性球形红细胞增多症(HS)是溶血性贫血的一种形式,与导致先天性红细胞(RBC)膜缺陷的各种突变有关。HS的患病率因世界各地的地理区域而异,从亚洲的100,000人中的1.2到北欧2000年的1人不等。
    这里,我们首次报道了一例罕见的BWS和HS并存的病例.基于经典的演讲,包括巨舌,肝脾肿大,巨大儿,该患者首先被怀疑患有BWS。MS-MLPA基于母体11p15.5(KCNQ1OT1)的低甲基化证实了BWS诊断,但CNV-seq未检测到11号染色体的拷贝数变异。然而,仔细检查患者其他症状的分子原因,包括贫血,高胆红素血症,和黄疸,进行全外显子组测序(WES)。我们在ANK1基因(c.520delC)中发现了一个新的从头突变。ANK1基因的这种移码突变导致截短的蛋白质,没有重要的功能域,并且导致红细胞(RBC)的膜稳定性和结构受损。导致明确的HS诊断。
    本病例证明多种遗传和表观遗传畸变可能在复杂的遗传疾病中共存。对于这种复杂的案件,不同类型的分子测试,如WES和MS-MLPA,应结合使用以揭示独立的因果分子事件。这项研究的鉴定增加了对共同存在的HS和BWS的分子机制的理解的新见解。
    Beckwith-Wiedemann syndrome (BWS) is an inherited disorder affecting 1 in 10,500 to 13,700 newborns worldwide. The disease is caused in a vast majority of patients by a molecular defect in the imprinted chromosome 11p15.5. Hereditary spherocytosis (HS) is a form of hemolytic anemia associated with a variety of mutations leading to congenital red blood cell (RBC) membrane defects. The prevalence of HS varies by geographic regions around the world, ranging from 1.2 in 100,000 in Asia to 1 in 2000 in Northern Europe.
    Herein, we report for the first time a rare case diagnosed with co-existing BWS and HS. Based on the classical presentations, including macroglossia, hepatosplenomegaly, and macrosomia, the patient was first suspected with BWS. MS-MLPA confirmed the BWS diagnosis based on hypomethylation of maternal 11p15.5 (KCNQ1OT1), but no copy number variations in chromosome 11 was detected by CNV-seq. Nevertheless, to scrutinize molecular causes of other symptoms of the patient, including anemia, hyperbilirubinemia, and jaundice, a whole exome sequencing (WES) was performed. We identified a novel and de novo mutation in ANK1 gene (c.520delC). This frameshift mutation of ANK1 gene results in a truncated protein without important functional domains and impaired membrane stability and structure of the resultant red blood cells (RBCs), leading to a definitive diagnosis of HS.
    The present case demonstrated that multiple genetic and epigenetic aberrations might co-exist in the complex genetic diseases. For such kind of complicated cases, the different types of molecular tests, such as WES and MS-MLPA, should be utilized in combination to reveal independent causal molecular events. The identifications from this study added new insights into the understanding of molecular mechanisms underlying the co-existing HS and BWS.
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  • 文章类型: Journal Article
    背景:Beckwith-Wiedemann综合征(BWS;OMIM130650)是一种罕见的过度生长综合征,其肿瘤易感性是由染色体11p15.5印迹基因簇的印迹基因的异常表达或功能引起的。这项研究的目的是使用定量DNA甲基化分析来确定这些患者的表观基因型-表型相关性。
    方法:本研究纳入了104名临床疑似BWS的受试者。所有受试者均已转诊进行诊断测试,该测试是使用H19相关印迹中心(IC)1和KCNQ1OT1相关IC2的甲基化谱分析进行的高分辨率熔解分析和MassARRAY测定的甲基化定量。分析入选受试者的DNA甲基化状态与临床表现之间的相关性。
    结果:在104名受试者中,19有IC2低甲基化,2有IC1超甲基化,10人患有父系单亲二体(pUPD)。与具有pUPD的受试者相比,具有IC2低甲基化的受试者的特征在于显著更多的巨舌但更少的半肥大(p<0.05)。对于IC2低甲基化的19名受试者,IC2甲基化水平在有和没有包括巨舌在内的特征的受试者之间存在显着差异(p<0.05)(IC2甲基化水平:11.1%vs.30.0%)和产前或产后过度生长(8.5%与16.9%)。IC2甲基化水平与出生体重z评分(p<0.01,n=19)和出生身高z评分(p<0.05,n=13)呈负相关。对于36例临床诊断为BWS的受试者,IC2甲基化水平与BWS评分呈负相关(r=-0.592,p<0.01)。IC1甲基化水平与BWS评分呈正相关,无统计学意义(r=0.137,p>0.05)。
    结论:在临床诊断为BWS的受试者中,较低的IC2甲基化和较高的IC1甲基化水平与更高的疾病严重程度相关。使用MassARRAY测定的定量DNA甲基化分析可以改善表观基因型-表型相关性的检测,这可以进一步促进这些患者更好的遗传咨询和医疗护理。
    BACKGROUND: Beckwith-Wiedemann syndrome (BWS; OMIM 130650) is a rare overgrowth syndrome with tumor predisposition resulting from the abnormal expression or function of imprinted genes of the chromosome 11p15.5 imprinting gene cluster. The aim of this study was to identify the epigenotype-phenotype correlations of these patients using quantitative DNA methylation analysis.
    METHODS: One hundred and four subjects with clinically suspected BWS were enrolled in this study. All of the subjects had been referred for diagnostic testing which was conducted using methylation profiling of H19-associated imprinting center (IC) 1 and KCNQ1OT1-associated IC2 in high-resolution melting analysis and methylation quantification with the MassARRAY assay. Correlations between the quantitative DNA methylation status and clinical manifestations of the enrolled subjects were analyzed.
    RESULTS: Among the 104 subjects, 19 had IC2 hypomethylation, 2 had IC1 hypermethylation, and 10 had paternal uniparental disomy (pUPD). The subjects with IC2 hypomethylation were characterized by significantly more macroglossia but less hemihypertrophy compared to the subjects with pUPD (p < 0.05). For 19 subjects with IC2 hypomethylation, the IC2 methylation level was significantly different (p < 0.05) between the subjects with and without features including macroglossia (IC2 methylation level: 11.1% vs. 30.0%) and prenatal or postnatal overgrowth (8.5% vs. 16.9%). The IC2 methylation level was negatively correlated with birth weight z score (p < 0.01, n = 19) and birth height z score (p < 0.05, n = 13). For 36 subjects with clinically diagnosed BWS, the IC2 methylation level was negatively correlated with the BWS score (r = -0.592, p < 0.01). The IC1 methylation level showed the tendency of positive correlation with the BWS score without statistical significance (r = 0.137, p > 0.05).
    CONCLUSIONS: Lower IC2 methylation and higher IC1 methylation levels were associated with greater disease severity in the subjects with clinically diagnosed BWS. Quantitative DNA methylation analysis using the MassARRAY assay could improve the detection of epigenotype-phenotype correlations, which could further promote better genetic counseling and medical care for these patients.
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  • 文章类型: Case Reports
    目的:我们在胎儿过度生长的羊膜腔穿刺术中H19差异甲基化区(DMR)的高甲基化检测,腹部扩张和Beckwith-Wiedemann综合征(BWS)。
    方法:31岁,妊娠2,第1段,女性在妊娠22周时被转诊为遗传咨询,因为胎儿过度生长,胎儿生物测定相当于妊娠24周,腹部扩张,腹围相当于妊娠26周。在这次怀孕期间,她没有接受任何辅助生殖技术。在妊娠23周时进行羊膜穿刺术。常规细胞遗传学分析显示核型为46,XX。对从未培养的羊水细胞提取的DNA进行的阵列比较基因组杂交分析显示没有基因组失衡。从羊水细胞中提取的DNA的甲基化分析显示,在H19DMR[印迹中心1(IC1)]处超甲基化,在KvDMR1(IC2)处正常甲基化。甲基化检测证实了胎儿中BWS的诊断。父母决定继续怀孕。妊娠36周时,一个4000克的女婴被分娩了巨大的舌头,耳标和折痕,肝脏肿大,与BWS的表型一致。
    结论:产前诊断胎儿过度生长应包括BWS的鉴别诊断,H19DMR(IC1)和KvDMR1(IC2)的甲基化剖析在这类情形下是有用的。
    OBJECTIVE: We present detection of hypermethylation at H19 differentially methylated region (DMR) at amniocentesis in a fetus with overgrowth, distended abdomen and Beckwith-Wiedemann syndrome (BWS).
    METHODS: A 31-year-old, gravida 2, para 1, woman was referred for genetic counseling at 22 weeks of gestation because of fetal overgrowth with fetal biometry equivalent to 24 weeks of gestation and a distended abdomen with an abdominal circumference equivalent to 26 weeks of gestation. She did not undergo any assisted reproductive technology during this pregnancy. Amniocentesis was performed at 23 weeks of gestation. Conventional cytogenetic analysis revealed a karyotype of 46,XX. Array comparative genomic hybridization analysis on the DNA extracted from uncultured amniocytes revealed no genomic imbalance. Methylation analysis on the DNA extracted from amniocytes revealed hypermethylation at H19DMR [imprinting center 1 (IC1)] and normal methylation at KvDMR1 (IC2). The methylation test confirmed the diagnosis of BWS in the fetus. The parents decided to continue the pregnancy. At 36 weeks of gestation, a 4000-g female baby was delivered with macroglossia, ear tags and creases, and an enlarged liver, consistent with the phenotype of BWS.
    CONCLUSIONS: Prenatal diagnosis of fetal overgrowth should include a differential diagnosis of BWS, and methylation analysis of H19DMR (IC1) and KvDMR1 (IC2) is useful under such a circumstance.
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  • 文章类型: Journal Article
    目的:探讨一对长骨畸形胎儿反复受孕的遗传基础,还有一对有脐膨出病史的夫妇.
    方法:从两对夫妇的外周血样本中提取基因组DNA。用下一代测序分析所有外显子和侧翼区。通过Sanger测序验证候选变体。
    结果:发现一对是杂合的,ac.9971G>T剪接位点变体和缺失c.871G>A(p。Glu291Lys)ALPL基因的变体。两种变体都被预测为致病性的并且可能导致碱性磷酸酶的功能降低或损失。对于两个夫妇来说,妻子被发现藏有CDKN1C基因的新型c.637_652缺失CCC变体。这种删除-插入变体导致帧移位和功能丧失(p。Ala213Profs*55)的CDKN1C蛋白。已发现母体遗传的CDKN1CLOF变体是Beckwith-Wiedemann综合征(BWS)的基础,可能表现为脐膨出。
    结论:尽管缺乏来自丢失胎儿的直接证据,ALPL和CDKN1C基因的变异可以解释两对夫妇胎儿畸形的复发.
    OBJECTIVE: To explore the genetic basis for a couple with recurrent conceptions of fetus with abnormal longbones, and another couple with a history of omphalocele.
    METHODS: Genomic DNA was extracted from the peripheral blood samples from both couples. All exons and flanking regions were analyzed with next generation sequencing. Candidate variants were verified by Sanger sequencing.
    RESULTS: Couple one was found to be heterozygous for, a c.997+1G>T splice-site variant and a missence c.871G>A(p.Glu291Lys) variant of the ALPL gene. Both variants were predicted to be pathogenic and may result in reduced function or loss of alkaline phosphatase. For couple two, the wife was found to harbor a novel c.637_652 delins CCC variant of the CDKN1C gene. This deletion-insertion variant resulted in frame-shift and loss of function (p.Ala213Profs*55) of the CDKN1C protein. Maternally inherited CDKN1C LOF variant has been found to underlie Beckwith-Wiedemann syndrome (BWS), which may manifest as omphalocele.
    CONCLUSIONS: Dispite the lack the direct proof from the lost fetuses, the variants of ALPL and CDKN1C genes can explain the recurrence of fetal malformations for both couples.
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  • 文章类型: Case Reports
    Beckwith-Wiedemann综合征(BWS)是由(epi)遗传改变引起的印记障碍。BWS中单卵(MZ)双胞胎的发生率高于普通人群。大多数患有BWS的MZ双胞胎是女性,并且表型不一致:一个双胞胎临床诊断为BWS,而另一种表现为轻度或正常表型。MZ双胞胎中最常见的(epi)遗传改变是在11p15.5时印记控制区2(ICR2-LOM)的甲基化丢失。有趣的是,ICR2-LOM通常存在于两个双胞胎的外周血白细胞(PBL)中,即使它们在临床上不一致。这里,我们介绍了一对罕见的MZ二色性羊膜雌性双胞胎,其具有BWS和一致的表型(每个双胞胎的Beckwith-Wiedemann谱得分为5).来自PBL的基因组DNA的分子分析显示ICR2-LOM在一个双胞胎中而不是另一个。我们的分析表明,ICR2-LOM发生在受精后第1天和第3天之间,接着是孪生。我们推测在胚胎发育过程中,ICR2-LOM细胞以不同比例分布在两个胎儿的造血干细胞中,以及通常受影响的组织,比如舌头,在类似的比率中,尽管我们无法分析PBL以外的任何组织。
    Beckwith-Wiedemann syndrome (BWS) is an imprinting disorder caused by (epi)genetic alterations. The incidence of monozygotic (MZ) twins in BWS is higher than in the general population. Most MZ twins with BWS are female and have phenotypical discordance: one twin is clinically diagnosed with BWS, while the other shows a mild or normal phenotype. The most frequent (epi)genetic alteration in MZ twins is loss of methylation of imprinting control region 2 (ICR2-LOM) at 11p15.5. Intriguingly, ICR2-LOM is usually found in the peripheral blood leukocytes (PBL) of both twins, even if they are clinically discordant. Here, we present a rare pair of MZ dichorionic diamniotic female twins with BWS and concordant phenotypes (a Beckwith-Wiedemann spectrum score of 5 in each twin). Molecular analysis of genomic DNA from PBL revealed ICR2-LOM in one twin but not the other. Our analyses suggest that ICR2-LOM occurred between days 1 and 3 after fertilization, followed by twinning. We speculate that during embryogenesis, ICR2-LOM cells were distributed to the hematopoietic stem cells in different ratios in the two fetuses, and also to commonly affected tissues, such as the tongue, in similar ratios, although we were unable to analyze any tissues other than PBL.
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  • 文章类型: Journal Article
    BACKGROUND: Beckwith-Wiedemann syndrome (BWS) is a genetic overgrowth disorder with variable clinical features and cancer predisposition. In this study, we aim to characterize the clinical features and molecular defects of BWS patients in China.
    METHODS: Thirty-one patients with clinical suspicion of BWS were retrospectively recruited to the study from Shanghai Children\'s Hospital between January 2014 and December 2017. Clinical data, including demographics, clinical features, and molecular testing results were extracted and systematically analyzed.
    RESULTS: Twenty-one patients with a BWS score ≥ 4 (6, IQR 4, 7) were clinically diagnosed with BWS, and 10 children with a BWS score ≥ 2 and < 4 (2, IQR 2, 3) were clinically suspected BWS patients. The most common cardinal feature of clinically diagnosed patients was macroglossia (71.4%) followed by lateralized overgrowth (33.3%) and exomphalos (14.3%), and the major suggestive features were umbilical hernia and/or diastasis recti (65.0%) and ear creases or pits (61.9%). Among 10 clinically suspected BWS patients, macroglossia and lateralized overgrowth were observed in 3 (30%) and 2 (20%) patients, and umbilical hernia and/or diastasis recti occurred in 7 (70.0%) patients. Seven (33.3%) clinically diagnosed patients and 3 (30%) suspected patients were identified with loss of methylation at KCNQ1OT1:TSS differentially methylated region (DMR; IC2 LOM), 5 (23.8%) clinically diagnosed BWS patients were identified with gain of methylation at H19/IGF2:IG-DMR (IC1 GOM), and 1 (4.8%) clinically diagnosed BWS patients was identified with paternal uniparental isodisomy 11 (pUPD11). The phenotype-genotype correlation analysis showed no significant difference among patients with IC2 LOM, IC1 GOM, and pUPD11.
    CONCLUSIONS: The current study presents the first cohort study of BWS patients in mainland China. The clinical and molecular features of the patients are similar to those of other reported BWS patients in the Chinese population.
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  • 文章类型: Journal Article
    A kind of noncoding RNA with length more than 200 nucleotides named long noncoding RNA (lncRNA) has gained considerable attention in recent decades. Many studies have confirmed that human genome contains many thousands of lncRNAs. LncRNAs play significant roles in many important biological processes, including complex disease diagnosis, prognosis, prevention and treatment. For some important diseases such as cancer, lncRNAs have been novel candidate biomarkers. However, the role of lncRNAs in human diseases is still in its infancy, and only a small part of lncRNA-disease associations have been experimentally verified. Predicting lncRNA-disease association is an important way to understand the mechanism and function of lncRNA involved in diseases to enrich the annotations of lncRNA. Therefore, it is urgent to prioritize lncRNAs potentially associated with diseases. Biological system is a highly complex heterogenous network involved different molecules. Therefore, the algorithms based on network methods have been extensively applied in information fields which can provide a quantifiable characterization for the networks characterizing multifarious biological systems. A heterogeneous network topology possessing abundant interactions between biomedical entities is rarely utilized in similarity-based methods for predicting lncRNA-disease associations based on the array of varying features of lncRNAs and diseases. DeepWalk, encoding the relations of nodes in a continuous vector space, is an extension of language model and unsupervised learning from sequence-based word to network. In this article, we present a novel lncRNA-disease association prediction method based on DeepWalk, which enhances the existing association discovery methods through a topology-based similarity measure. We integrate the heterogeneous data to construct a Linked Tripartite Network which is a heterogeneous network containing three types od nodes which generated from bioinformatics linked datasets and use DeepWalk method to extract topological structure features of the nodes in the linked tripartite network for calculating similarities. Our proposed method can be separated into the following steps: Firstly, we integrate heterogeneous data to construct a Linked Tripartite Network: containing the topological interactions of known lncRNA-disease, lncRNA-microRNA and microRNA-disease. Secondly, the topological structure features of the nodes are extracted based on DeepWalk. Thirdly, similarity scores of disease-disease pairs and lncRNA-lncRNA pairs are computed based on the topology of this network. Finally, new lncRNA and disease associations are discovered by rule-based inference method with lncRNA-lncRNA similarities. Our proposed method shows superior predictive performance for prediction of lncRNA-disease associations based on topological similarity from heterogenous network. The AUC value is used to show the performance of our method. The similarity measurement using network topology based on DeepWalk provide a novel perspective which is different from the similarity derived from sequence or structure information. Availability: All the data and codes are freely availability at: https://github.com/Pengeace/lncRNA-disease-link.
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