WES

WES
  • 文章类型: Case Reports
    Noonan综合征是一种先天性疾病,其特征是独特的面部外观,先天性心脏缺陷,身材矮小,和骨骼发育不良。尽管患有Noonan综合征的男孩经常表现出隐睾,轻度的46,XY性发育障碍(DSD),他们几乎没有表现出更严重的生殖器异常。这里,我们报告了一个生殖器模棱两可的男孩,身材矮小,和非特异性的变形特征。他没有心脏异常或骨骼发育不良。他在努南综合征诊断标准中的得分(157分中的36分,23%)低于诊断截止值(50%)。全外显子测序鉴定了PTPN11中的从头杂合变体(c.922A>G:p.Asn308Asp)和FLNA中的母系遗传半合子变体(c.1439C>T:p.Pro480Leu)。PTPN11变体是Noonan综合征的已知致病突变。FLNA是神经发育和骨骼异常的致病基因,也与46,XYDSD有关。通过计算机模拟分析评估FLNA的p.Pro480Leu变体是有害的。这些结果提供了证据,表明全外显子组测序是诊断具有非典型疾病表现的患者的有力工具。此外,我们的数据提示双基因突变可能作为Noonan综合征的表型修饰因子发挥作用.
    Noonan syndrome is a congenital disorder characterized by distinctive facial appearance, congenital heart defects, short stature, and skeletal dysplasia. Although boys with Noonan syndrome frequently exhibit cryptorchidism, a mild form of 46,XY disorders of sex development (DSD), they barely manifest more severe genital abnormalities. Here, we report a boy with ambiguous genitalia, short stature, and non-specific dysmorphic features. He had no cardiac abnormalities or skeletal dysplasia. His score in the Noonan syndrome diagnostic criteria (36 of 157 points, 23%) was lower than the cutoff for diagnosis (50%). Whole-exome sequencing identified a de novo heterozygous variant (c.922A>G: p.Asn308Asp) in PTPN11 and a maternally inherited hemizygous variant (c.1439C>T: p.Pro480Leu) in FLNA. The PTPN11 variant was a known causative mutation for Noonan syndrome. FLNA is a causative gene for neurodevelopmental and skeletal abnormalities and has also been implicated in 46,XY DSD. The p.Pro480Leu variant of FLNA was assessed as deleterious by in silico analyses. These results provide evidence that whole-exome sequencing is a powerful tool for diagnosing patients with atypical disease manifestations. Furthermore, our data suggest a possible role of digenic mutations as phenotypic modifiers of Noonan syndrome.
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  • 文章类型: Journal Article
    背景:Dysferlinopathy是一种由DYSF基因突变引起的常染色体隐性遗传疾病。这项研究报道了DYSF基因中的两个纯合相邻错义突变,临床上表现为双侧下肢无力和小腿肿胀。DYSF基因中的两个纯合子相邻错义突变可能与异常蛋白病的发展有关,但是确切的机制需要进一步研究。方法:回顾性分析一个受病患儿家庭的临床资料。从该家族成员收集外周血样品用于全外显子组测序(WES)和拷贝数变异分析。采用Sanger测序来确认潜在的致病变体。人类拼接搜索器,SpliceAI,和varSEAK数据库用于预测突变对剪接功能的影响。通过体内剪接测定和体外小基因测定,确定了由于DYSF基因中两个纯合相邻错义突变而导致的异常剪接在异常酶病中的致病机制。结果:先证者为42岁女性,表现为下肢无力2年,小腿水肿。两个纯合DYSF变体,c.5628C>Ap.D1876E和c.5633A>Tp.Y1878F,在先证者中被确认。生物信息学数据库提示DYSF的突变c.5628C>A对剪接信号没有显著影响。人类拼接Finder版本2.4.1表明DYSF突变的c.5633A>T引起辅助序列的改变和ESE/ESS基序比的显著改变。VarSEAK和SpleeAI提示DYSF突变的c.5633A>T没有剪接作用。体内剪接测定和体外小基因测定均显示两个相邻的突变:DYSF基因中的c.5628C>Ap。D1876E和c.5633A>Tp。Y1878F导致Exon50跳跃,导致蛋白质内32个氨基酸缺失。DYSF基因中的点突变c.5628C>Ap.D1876E影响了体外剪接,而DYSF基因中c.5633A>Tp.Y1878F的点突变不影响剪接功能。结论:本研究首次证实了DYSF的两个纯合突变与异常铁蛋白病的发生有关。DYSF中c.5628C>Ap.D1876E突变影响了剪接功能,可能是致病因素之一。
    Background: Dysferlinopathy is an autosomal recessive disorder caused by mutations in the DYSF gene. This study reported two homozygous adjacent missense mutations in the DYSF gene, presenting clinically with bilateral lower limb weakness and calf swelling. Two homozygous adjacent missense mutations in the DYSF gene may be associated with the development of dysferlinopathy, but the exact mechanism needs further investigation. Methods: A retrospective analysis of clinical data from a dysferlinopathy-affected family was conducted. Peripheral blood samples were collected from members of this family for whole-exome sequencing (WES) and copy number variation analysis. Sanger sequencing was employed to confirm potential pathogenic variants. The Human Splicing Finder, SpliceAI, and varSEAK database were used to predict the effect of mutations on splicing function. The pathogenic mechanism of aberrant splicing in dysferlinopathy due to two homozygous adjacent missense mutations in the DYSF gene was determined by an in vivo splicing assay and an in vitro minigene assay. Results: The proband was a 42-year-old woman who presented with weakness of the lower limbs for 2 years and edema of the lower leg. Two homozygous DYSF variants, c.5628C>A p. D1876E and c.5633A>T p. Y1878F, were identified in the proband. Bioinformatics databases suggested that the mutation c.5628C>A of DYSF had no significant impact on splicing signals. Human Splicing Finder Version 2.4.1 suggested that the c.5633A>T of DYSF mutation caused alteration of auxiliary sequences and significant alteration of the ESE/ESS motif ratio. VarSEAK and SpliceAI suggested that the c.5633A>T of DYSF mutation had no splicing effect. Both an in vivo splicing assay and an in vitro minigene assay showed two adjacent mutations: c.5628C>A p. D1876E and c.5633A>T p. Y1878F in the DYSF gene leading to an Exon50 jump that resulted in a 32-aa amino acid deletion within the protein. Point mutation c.5628C>A p. D1876E in the DYSF gene affected splicing in vitro, while point mutation c.5633A>T p. Y1878F in the DYSF gene did not affect splicing function. Conclusion: This study confirmed for the first time that two homozygous mutations of DYSF were associated with the occurrence of dysferlinopathy. The c.5628C>A p. D1876E mutation in DYSF affected the splicing function and may be one of the contributing factors to the pathogenicity.
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  • 文章类型: Journal Article
    发育性和癫痫性脑病-9(DEE9)的特征是婴儿期癫痫发作,轻度至重度智力障碍,和精神病学特征,是由Xq22染色体上的PCDH19基因突变引起的。罕见的,不寻常的X连锁型疾病会影响杂合雌性和马赛克雄性;传播雄性不受影响。在我们的研究中,使用Illumina技术,通过基于下一代测序(NGS)的小组和外显子组测序对165例癫痫患者进行了测试。PCDH19筛查确定了三个点突变,一个indel,五个无关的女性先证者中有一个29bp长的缺失。两个新的突变,c.1152_1180del(p。Gln385Serfs*6)和c.830_831delinsAA(p。Phe277*),被鉴定并发现是从头致病的。此外,在三个遗传突变中,两个来自无症状的母亲,一个来自受影响的父亲。PCDH19c.1682C>T和c.1711G>T突变存在于无症状母亲的DNA样本中。在有针对性的家长测试之后,对两名无症状PCDH19突变携带者的母体唾液样本进行了X染色体失活测试和Sanger测序,以进行镶嵌性检查。组织镶嵌和X失活试验均为阴性。我们的结果支持DEE9外显率降低的机会,并有助于扩大PCDH19相关癫痫的基因型-表型谱。
    Developmental and epileptic encephalopathy-9 (DEE9) is characterized by seizure onset in infancy, mild to severe intellectual impairment, and psychiatric features and is caused by a mutation in the PCDH19 gene on chromosome Xq22. The rare, unusual X-linked type of disorder affects heterozygous females and mosaic males; transmitting males are unaffected. In our study, 165 patients with epilepsy were tested by Next Generation Sequencing (NGS)-based panel and exome sequencing using Illumina technology. PCDH19 screening identified three point mutations, one indel, and one 29 bp-long deletion in five unrelated female probands. Two novel mutations, c.1152_1180del (p.Gln385Serfs*6) and c.830_831delinsAA (p.Phe277*), were identified and found to be de novo pathogenic. Moreover, among the three inherited mutations, two originated from asymptomatic mothers and one from an affected father. The PCDH19 c.1682C>T and c.1711G>T mutations were present in the DNA samples of asymptomatic mothers. After targeted parental testing, X chromosome inactivation tests and Sanger sequencing were carried out for mosaicism examination on maternal saliva samples in the two asymptomatic PCDH19 mutation carrier subjects. Tissue mosaicism and X-inactivation tests were negative. Our results support the opportunity for reduced penetrance in DEE9 and contribute to expanding the genotype-phenotype spectrum of PCDH19-related epilepsy.
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  • 文章类型: Journal Article
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  • 文章类型: Case Reports
    背景:Gardner综合征是一种罕见的以肠道息肉病为特征的遗传性癌症易感性疾病,多发性骨瘤,和软组织和硬组织肿瘤。大约30%-70%的加德纳综合征患者存在牙齿异常,可以在常规牙科检查中发现。然而,有时,由于高临床变异性和不完整的临床表现,诊断具有挑战性。在这里,我们报告了一个有各种牙齿和骨骼异常的家庭,在基于最先进的下一代测序技术的全面遗传分析的帮助下,确定的诊断。病例介绍:一名17岁的女性索引患者出现牙齿(龋齿,受影响,保留和定位在前面的牙齿)和不典型的骨骼异常,与Gardner综合征不相似。由于全景X射线鉴定出的非典型骨骼异常,她在11岁时首次被转诊到我们的遗传咨询部门。手术切除牙齿3.6,组织病理学报告显示Paget病样骨代谢紊乱,下颌骨的成骨细胞和破骨细胞活动混合。体格检查发现腰椎皮下小肿瘤。肿瘤的超声检查提高了软骨瘤病软组织传播的可能性。她的妹妹,14岁时年轻2岁,患有一些良性肿瘤(多发性外生骨,牙列切除术,表皮样囊肿)和阻生牙齿。他们的母亲也有骨骼症状。她的下牙没有发育,第9-10号肋骨融合,她抱怨间歇性的下颚疼痛.头颅CT扫描显示颅骨上的纤维发育不良。全外显子组测序在索引患者的DNA中的APC基因中鉴定出杂合致病性无义突变(c.4700C>G;p.Ser1567*)。靶向测序揭示了其他受影响的家庭成员(姐妹和母亲)的DNA中的相同变体。结论:早期诊断,基因决定的综合症非常重要,因为肠息肉有潜在的高度恶性转化。牙医应该熟悉这种疾病的典型颌面部特征,能够将患者转介给遗传咨询。牙齿异常通常先于肠息肉病,便于早期诊断。从而增加患者的生存机会。对于具有非典型表型体征的患者,可能需要进行遗传分析。
    Background: Gardner syndrome is a rare genetic cancer predisposition disorder characterized by intestinal polyposis, multiple osteomas, and soft and hard tissue tumors. Dental anomalies are present in approximately 30%-70% of patients with Gardner syndrome and can be discovered during routine dental examinations. However, sometimes the diagnosis is challenging due to the high clinical variability and incomplete clinical picture. Herein, we report a family with various dental and bone anomalies, in which the definitive diagnosis was established with the help of a comprehensive genetic analysis based on state-of-the-art next-generation sequencing technology. Case presentation: A 17-year-old female index patient presented with dental (caries, impacted, retained and anteriorly located teeth) and atypical bone anomalies not resembling Gardner syndrome. She was first referred to our Genetic Counselling Unit at the age of 11 due to an atypical bone abnormality identified by a panoramic X-ray. Tooth 3.6 was surgically removed and the histopathology report revealed a Paget\'s disease-like bone metabolic disorder with mixed osteoblastic and osteoclastic activity of the mandible. A small lumbar subcutaneous tumor was discovered by physical examination. Ultrasound examination of the tumor raised the possibility of a soft tissue propagation of chondromatosis. Her sister, 2 years younger at the age of 14, had some benign tumors (multiple exostoses, odontomas, epidermoid cysts) and impacted teeth. Their mother had also skeletal symptoms. Her lower teeth did not develop, the 9th-10th ribs were fused, and she complained of intermittent jaw pain. A cranial CT scan showed fibrous dysplasia on the cranial bones. Whole exome sequencing identified a heterozygous pathogenic nonsense mutation (c.4700C>G; p.Ser1567*) in the APC gene in the index patient\'s DNA. Targeted sequencing revealed the same variant in the DNA of the other affected family members (the sister and the mother). Conclusion: Early diagnosis of this rare, genetically determined syndrome is very important, because of the potentially high malignant transformation of intestinal polyps. Dentists should be familiar with the typical maxillofacial features of this disorder, to be able to refer patients to genetic counseling. Dental anomalies often precede the intestinal polyposis and facilitate the early diagnosis, thereby increasing the patients\' chances of survival. Genetic analysis may be necessary in patients with atypical phenotypic signs.
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  • 文章类型: Case Reports
    SATB1(MIM#602075)是一种相对较新的基因,仅在最近几年才报道与神经发育障碍相关,其特征是可变的面部畸形,全球发育迟缓,糟糕或缺席的演讲,改变的脑电图(EEG),和脑部成像异常。迄今为止,已经描述了44名患者/儿童中的大约30种变体,具有异质性的临床表现。在本研究中,我们描述了一个患有轻度智力障碍的新病人,言语障碍,以及脑电图和神经影像学上的非特异性异常。家庭研究确定了一个新的从头移码变体c.1818delG(第(Gln606Hisfs*101))在SATB1中。为了更好地定义所报告的不同类型的SATB1变体中的基因型-表型关联,我们回顾了患者和文献的临床数据,并比较了表现(癫痫活动,EEG异常和异常的脑成像)是由于错义变异而引起的,而不是由于功能丧失/过早终止变异而引起的。我们的分析表明,后一种变异与较不严重,与由于错义变异导致的更严重的表型相比,非特异性临床特征。这些发现为SATB1相关疾病提供了新的见解。
    SATB1 (MIM #602075) is a relatively new gene reported only in recent years in association with neurodevelopmental disorders characterized by variable facial dysmorphisms, global developmental delay, poor or absent speech, altered electroencephalogram (EEG), and brain abnormalities on imaging. To date about thirty variants in forty-four patients/children have been described, with a heterogeneous spectrum of clinical manifestations. In the present study, we describe a new patient affected by mild intellectual disability, speech disorder, and non-specific abnormalities on EEG and neuroimaging. Family studies identified a new de novo frameshift variant c.1818delG (p.(Gln606Hisfs*101)) in SATB1. To better define genotype-phenotype associations in the different types of reported SATB1 variants, we reviewed clinical data from our patient and from the literature and compared manifestations (epileptic activity, EEG abnormalities and abnormal brain imaging) due to missense variants versus those attributable to loss-of-function/premature termination variants. Our analyses showed that the latter variants are associated with less severe, non-specific clinical features when compared with the more severe phenotypes due to missense variants. These findings provide new insights into SATB1-related disorders.
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  • 文章类型: Journal Article
    背景:46,XY性别逆转11(SRXY11)[OMIM#273250]的特征是生殖器歧义,其范围可能从轻度的男性生殖器缺陷到严重的性腺性逆转。DHX37是一种RNA解旋酶,最近被报道为SRXY11的病因。到目前为止,在58例46,XY性发育障碍(DSD)患者中,已报告DHX37共有21种变异.
    方法:进行全外显子组测序(WES)以筛选46,XYDSD患者的变异。通过免疫荧光检测突变型DHX37蛋白的亚细胞定位。并通过蛋白质印迹法检测突变型DHX37蛋白的水平。
    结果:在46,XYDSDc.2012G>C的患者中发现了DHX37的一种新型致病变体(p。Arg671Thr)。生物信息学分析表明,该变体的蛋白质功能受损。与野生型DHX37蛋白的结构相比,变异蛋白的氢键数量和相互作用的氨基酸发生了不同程度的变化。体外测定显示该变体对蛋白质的细胞内定位没有显着影响,但显着降低了蛋白质的表达水平。
    结论:我们的发现进一步扩展了DHX37变体的范围,可以帮助46,XYDSD患者的分子诊断。
    BACKGROUND: 46,XY sex reversal 11 (SRXY11) [OMIM#273250] is characterized by genital ambiguity that may range from mild male genital defects to gonadal sex reversal in severe cases. DHX37 is an RNA helicase that has recently been reported as a cause of SRXY11. So far, a total of 21 variants in DHX37 have been reported in 58 cases with 46,XY disorders of sex development (DSD).
    METHODS: Whole exome sequencing (WES) was conducted to screen for variations in patients with 46,XY DSD. The subcellular localization of mutant DHX37 proteins was detected by immunofluorescence. And the levels of mutant DHX37 proteins were detected via Western blotting.
    RESULTS: A novel pathogenic variant of DHX37 was identified in a patient with 46,XY DSD c.2012G > C (p.Arg671Thr). Bioinformatics analysis showed that the protein function of the variant was impaired. Compared with the structure of the wild-type DHX37 protein, the number of hydrogen bonds and interacting amino acids of the variant protein were changed to varying degrees. In vitro assays revealed that the variant had no significant effect on the intracellular localization of the protein but significantly reduced the expression level of the protein.
    CONCLUSIONS: Our finding further expands the spectrum of the DHX37 variant and could assist in the molecular diagnosis of 46,XY DSD patients.
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  • 文章类型: Journal Article
    精子鞭毛(MMAF)的多种形态异常以异常的鞭毛表型为特征,这是一种特殊的弱精子症。先前的研究报道,与没有MMAF的患者相比,MMAF的患者在受精率和临床妊娠率方面具有可比性;然而,其他人有矛盾的意见。MMAF患者的辅助生殖技术(ART)结果仍然存在争议和争议。
    在目前的回顾性队列研究中,对2014年1月至2022年7月期间在学术生殖中心接受MMAF治疗的38例患者进行了评估,并随访至2023年1月。倾向评分匹配用于调整患者的基线临床特征并创建可比的对照组。通过全外显子组测序证实了MMAF的遗传发病机制。主要结果是胚胎发育潜力,累积妊娠率(CLPR),和累计活产率(CLBR)。
    在MMAF患者中发现了DNAH1,DNAH11,CFAP43,FSIP2和SPEF2的已知基因中的致病变异。实验室结果,包括受精率,2PN卵裂率,囊胚形成率,和可用的胚泡率,MMAF组呈下降趋势(p<0.05)。此外,根据胚胎移植时间和完整周期,与少弱精子症池相比,MMAF队列中的CLPR较低(分别为p=0.033和p=0.020),而新生儿结局无统计学差异。
    目前的研究显示MMAF队列中胚胎发育潜能下降,临床结局受损。这些发现可能为临床医生提供证据,以支持特定MMAF患者的遗传咨询和临床指导。
    UNASSIGNED: Multiple morphological abnormalities of the sperm flagella (MMAF) is characterized by abnormal flagellar phenotypes, which is a particular kind of asthenoteratozoospermia. Previous studies have reported a comparable intracytoplasmic sperm injection (ICSI) outcome in terms of fertilization rate and clinical pregnancy rate in patients with MMAF compared with those with no MMAF; however, others have conflicting opinions. Assisted reproductive technology (ART) outcomes in individuals with MMAF are still controversial and open to debate.
    UNASSIGNED: A total of 38 patients with MMAF treated at an academic reproductive center between January 2014 and July 2022 were evaluated in the current retrospective cohort study and followed up until January 2023. Propensity score matching was used to adjust for the baseline clinical characteristics of the patients and to create a comparable control group. The genetic pathogenesis of MMAF was confirmed by whole exome sequencing. The main outcomes were the embryo developmental potential, the cumulative pregnancy rate (CLPR), and the cumulative live birth rate (CLBR).
    UNASSIGNED: Pathogenic variants in known genes of DNAH1, DNAH11, CFAP43, FSIP2, and SPEF2 were identified in patients with MMAF. Laboratory outcomes, including the fertilization rate, 2PN cleavage rate, blastocyst formation rate, and available blastocyst rate, followed a trend of decline in the MMAF group (p < 0.05). Moreover, according to the embryo transfer times and complete cycles, the CLPR in the cohort of MMAF was lower compared with the oligoasthenospermia pool (p = 0.033 and p = 0.020, respectively), while no statistical differences were observed in the neonatal outcomes.
    UNASSIGNED: The current study presented decreased embryo developmental potential and compromised clinical outcomes in the MMAF cohort. These findings may provide clinicians with evidence to support genetic counseling and clinical guidance in specific patients with MMAF.
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  • 文章类型: Journal Article
    肌萎缩性侧索硬化症(ALS)是一种进行性疾病,普遍存在线粒体功能障碍,影响运动皮质中的上下运动神经元。脑干,和脊髓。尽管线粒体有自己的基因组(mtDNA),在人类中,大多数线粒体基因由核基因组(nDNA)编码。我们的研究旨在同时筛选nDNA和mtDNA基因组,以评估与对照组织相比ALS中的特定变体富集。这里,我们分析了来自脊髓组织的全外显子组(WES)和全基因组(WGS)测序数据,分别,6和12个人类捐赠者。从WES和WGS中鉴定出了核编码线粒体基因中的总共31,257和301,241个变体,分别,而mtDNA读数占73和332个变体。尽管技术上存在差异,这两个数据集一致地揭示了线粒体控制区(CR)和ALS组织内与线粒体动力学或Sirtuin途径基因直接相关的几个基因中变异体的特异性富集。总的来说,我们的数据支持特定基因变异负担的假设,强调ALS治疗干预的潜在可行目标。
    Amyotrophic Lateral Sclerosis (ALS) is a progressive disease with prevalent mitochondrial dysfunctions affecting both upper and lower motor neurons in the motor cortex, brainstem, and spinal cord. Despite mitochondria having their own genome (mtDNA), in humans, most mitochondrial genes are encoded by the nuclear genome (nDNA). Our study aimed to simultaneously screen for nDNA and mtDNA genomes to assess for specific variant enrichment in ALS compared to control tissues. Here, we analysed whole exome (WES) and whole genome (WGS) sequencing data from spinal cord tissues, respectively, of 6 and 12 human donors. A total of 31,257 and 301,241 variants in nuclear-encoded mitochondrial genes were identified from WES and WGS, respectively, while mtDNA reads accounted for 73 and 332 variants. Despite technical differences, both datasets consistently revealed a specific enrichment of variants in the mitochondrial Control Region (CR) and in several of these genes directly associated with mitochondrial dynamics or with Sirtuin pathway genes within ALS tissues. Overall, our data support the hypothesis of a variant burden in specific genes, highlighting potential actionable targets for therapeutic interventions in ALS.
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  • 文章类型: Journal Article
    乳腺癌和卵巢癌在全世界都很普遍,遗传因素如BRCA1和BRCA2突变发挥了重要作用。然而,不是所有的病人都携带这些突变,这使得识别风险因素具有挑战性。研究人员已经转向全外显子组测序(WES)作为识别BRCA阴性女性遗传风险因素的工具。WES允许对个体基因组的所有蛋白质编码区进行测序,提供了一个全面的分析,超越了传统的基因测序方法。这项技术提供了效率,成本效益和识别导致疾病易感性的新遗传变异的潜力。由于其复杂的性质,解释引起疾病的变异的WES数据具有挑战性。机器学习技术可以发现与癌症易感性相关的隐藏的遗传变异模式。在这项研究中,我们使用极端梯度增强(XGBoost)和随机森林(RF)算法来鉴定特定于沙特人群的BRCA相关癌症高危基因.实验结果表明,RF方法取得了卓越的性能,精度为88.16%,接收器-运营商特征曲线下的面积为0.95。使用生物信息学分析工具,我们探索了我们建立的高精度机器学习模型的主要特征,该模型旨在增强我们对遗传相互作用的认识,并发现与BRCA相关癌症发展相关的复杂遗传模式.我们能够在BRCA相关患者的这些WES数据集中确定HLA基因变异的重要性。我们发现免疫应答机制在BRCA相关癌症的发展中起主要作用。它特别突出了与抗原加工和呈递相关的基因,比如HLA-B,HLA-A和HLA-DRB1及其对肿瘤进展和免疫逃避的可能影响。总之,通过利用机器学习方法,我们有潜力帮助开发精准医学方法,以早期发现和个性化治疗策略。
    Breast and ovarian cancers are prevalent worldwide, with genetic factors such as BRCA1 and BRCA2 mutations playing a significant role. However, not all patients carry these mutations, making it challenging to identify risk factors. Researchers have turned to whole exome sequencing (WES) as a tool to identify genetic risk factors in BRCA-negative women. WES allows the sequencing of all protein-coding regions of an individual\'s genome, providing a comprehensive analysis that surpasses traditional gene-by-gene sequencing methods. This technology offers efficiency, cost-effectiveness and the potential to identify new genetic variants contributing to the susceptibility to the diseases. Interpreting WES data for disease-causing variants is challenging due to its complex nature. Machine learning techniques can uncover hidden genetic-variant patterns associated with cancer susceptibility. In this study, we used the extreme gradient boosting (XGBoost) and random forest (RF) algorithms to identify BRCA-related cancer high-risk genes specifically in the Saudi population. The experimental results exposed that the RF method scored superior performance with an accuracy of 88.16% and an area under the receiver-operator characteristic curve of 0.95. Using bioinformatics analysis tools, we explored the top features of the high-accuracy machine learning model that we built to enhance our knowledge of genetic interactions and find complex genetic patterns connected to the development of BRCA-related cancers. We were able to identify the significance of HLA gene variations in these WES datasets for BRCA-related patients. We find that immune response mechanisms play a major role in the development of BRCA-related cancer. It specifically highlights genes associated with antigen processing and presentation, such as HLA-B, HLA-A and HLA-DRB1 and their possible effects on tumour progression and immune evasion. In summary, by utilizing machine learning approaches, we have the potential to aid in the development of precision medicine approaches for early detection and personalized treatment strategies.
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