high-throughput nucleotide sequencing

高通量核苷酸测序
  • 文章类型: English Abstract
    先天性血小板减少症/血小板疾病是血小板数量和/或功能的异质性疾病。在这些患者中,与巨核细胞分化和血小板形成有关的基因中的致病变异会导致血小板减少。最近的进展已经阐明了这些疾病的几个致病基因,但是识别潜在的致病基因仍然具有挑战性。患有这些疾病的患者通常会接受不适当的治疗,包括糖皮质激素和脾切除术,用于慢性免疫性血小板减少症(ITP)。在日本,我们已经开发了一种使用高通量DNA测序和多基因面板的诊断系统,并建立了一个注册表。在2018年至2023年之间,共纳入并分析了245例患者。17个基因中的致病变异(42MYH9,19ANKRD26,17ITGA2B/ITGB3,8ACTN1,8WAS,6ETV6,6VWF,5CYCS,在125例患者(51.0%)中发现了其他14例)。另有29名患者(11.8%)在调查中怀疑有致病性变异。我们还发现,未成熟的血小板分数(IPF%)在鉴别诊断中是有用的,因为在MYH9疾病中,48.7%,显著高于所有其他组(慢性ITP,13.4%;对照组,2.6%)。这项研究的结果为先天性血小板减少症/血小板疾病提供了新的见解。
    Congenital thrombocytopenia/platelet disorders are heterogeneous disorders of platelet number and/or function. Pathogenic variants in the genes implicated in megakaryocyte differentiation and platelet formation cause thrombocytopenia in these patients. Recent advances have elucidated several causative genes for these disorders, but identifying the underlying causative genes remains challenging. Patients with these disorders often receive inappropriate treatments, including glucocorticoids and splenectomy, for chronic immune thrombocytopenia (ITP). In Japan, we have developed a diagnostic system using high-throughput DNA sequencing with a multigene panel and established a registry. Between 2018 and 2023, 245 patients were enrolled and analyzed. Pathogenic variants in 17 genes (42 MYH9, 19 ANKRD26, 17 ITGA2B/ITGB3, 8 ACTN1, 8 WAS, 6 ETV6, 6 VWF, 5 CYCS, and 14 others) were identified in 125 patients (51.0%). An additional 29 patients (11.8%) had suspected pathogenic variants under investigation. We also found that immature platelet fraction (IPF%) is useful in the differential diagnosis because the median IPF% in MYH9 disorders, 48.7%, was significantly higher than in all other groups (chronic ITP, 13.4%; controls, 2.6%). The results of this study provide new insight into congenital thrombocytopenia/platelet disorders.
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  • 文章类型: Journal Article
    肿瘤异质性是指在肿瘤细胞之间观察到的多样性:不同肿瘤之间(肿瘤间异质性)和单个肿瘤内(肿瘤内异质性)。这些细胞可以显示不同的形态和表型特征,包括细胞形态的变化,患者的转移潜力和变异性治疗反应。因此,全面了解这种异质性对于破译可能具有诊断和治疗价值的肿瘤特异性机制是必要的.需要创新和多学科的方法来理解这一复杂的特征。在这种情况下,蛋白质基因组学已成为整合基因组学和蛋白质组学等领域的重要资源。通过结合从下一代测序(NGS)技术和质谱(MS)分析获得的数据,蛋白质基因组学旨在提供肿瘤异质性的全面观点。这种方法揭示了与肿瘤亚型相关的分子改变和表型特征,潜在的识别治疗性生物标志物。取得了许多成就;然而,尽管基于蛋白质基因组学的方法学不断进步,仍然存在一些挑战:特别是敏感性和特异性的局限性以及缺乏最佳研究模型.这篇综述强调了蛋白质基因组学对表征肿瘤表型的影响,重点关注其在肿瘤表型表征的不同临床和临床前模型中使用的关键挑战和当前局限性。
    Tumor heterogeneity refers to the diversity observed among tumor cells: both between different tumors (inter-tumor heterogeneity) and within a single tumor (intra-tumor heterogeneity). These cells can display distinct morphological and phenotypic characteristics, including variations in cellular morphology, metastatic potential and variability treatment responses among patients. Therefore, a comprehensive understanding of such heterogeneity is necessary for deciphering tumor-specific mechanisms that may be diagnostically and therapeutically valuable. Innovative and multidisciplinary approaches are needed to understand this complex feature. In this context, proteogenomics has been emerging as a significant resource for integrating omics fields such as genomics and proteomics. By combining data obtained from both Next-Generation Sequencing (NGS) technologies and mass spectrometry (MS) analyses, proteogenomics aims to provide a comprehensive view of tumor heterogeneity. This approach reveals molecular alterations and phenotypic features related to tumor subtypes, potentially identifying therapeutic biomarkers. Many achievements have been made; however, despite continuous advances in proteogenomics-based methodologies, several challenges remain: in particular the limitations in sensitivity and specificity and the lack of optimal study models. This review highlights the impact of proteogenomics on characterizing tumor phenotypes, focusing on the critical challenges and current limitations of its use in different clinical and preclinical models for tumor phenotypic characterization.
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  • 文章类型: Journal Article
    肺部的氧气状况通过设定氧分压来决定下游器官的功能,调节氧化还原稳态,并通过激活可以在血流中传播的肺介质。此类介质的实例是分泌的可溶性或囊泡结合分子(蛋白质和核酸),其可被影响其代谢和信号传导途径的远程靶细胞摄取。MicroRNAs(miRNAs)作为细胞间通信者获得了极大的兴趣,在这种情况下的生物标志物和治疗靶标。由于它们在血液中的高稳定性,它们还被认为是“记忆分子”,能够在重复(应激)暴露时调节基因表达。在这项研究中,我们旨在鉴定和定量肺微血管内皮细胞在不同氧条件下释放的miRNAs.我们将分泌的miRNA的下一代测序(NGS)和细胞mRNA测序与生物信息学分析相结合,以描绘细胞和细胞外水平的分子事件及其推定的相互依存关系。我们表明,已识别的miRNA网络具有共同介导一些分子事件的潜力,在缺氧的情况下观察到的,高氧,间歇性缺氧和间歇性缺氧/高氧。
    Oxygen conditions in the lung determine downstream organ functionality by setting the partial pressure of oxygen, regulating the redox homeostasis and by activating mediators in the lung that can be propagated in the blood stream. Examples for such mediators are secreted soluble or vesicle-bound molecules (proteins and nucleic acids) that can be taken up by remote target cells impacting their metabolism and signaling pathways. MicroRNAs (miRNAs) have gained significant interest as intercellular communicators, biomarkers and therapeutic targets in this context. Due to their high stability in the blood stream, they have also been attributed a role as \"memory molecules\" that are able to modulate gene expression upon repeated (stress) exposures. In this study, we aimed to identify and quantify released miRNAs from lung microvascular endothelial cells in response to different oxygen conditions. We combined next-generation sequencing (NGS) of secreted miRNAs and cellular mRNA sequencing with bioinformatic analyses in order to delineate molecular events on the cellular and extracellular level and their putative interdependence. We show that the identified miRNA networks have the potential to co-mediate some of the molecular events, that have been observed in the context of hypoxia, hyperoxia, intermittent hypoxia and intermittent hypoxia/hyperoxia.
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  • 文章类型: Journal Article
    背景:韩国人口的很大一部分,大约四分之一,拥有宠物,狗是其中最受欢迎的选择。然而,缺乏分析韩国狗的粪便生物群落的研究,并且已经做出了有限的努力来鉴定具有潜在的人畜共患影响的病原体。因此,本研究旨在调查潜在的病原体,使用metabarcoding分析和评估人畜共患疾病的风险在首尔狗的粪便,韩国。
    方法:从首尔马坡区的宠物狗和流浪狗身上采集粪便样本。利用下一代测序(NGS),采用16SrRNA扩增子测序鉴定原核病原体,和真核病原体的18SrRNA扩增子测序。对从QIIME2管道获得的数据进行各种统计分析,以鉴定不同的推定病原体及其组成。
    结果:在流浪狗和宠物狗之间发现微生物群组成存在显著差异,并鉴定了推定的原核和真核病原体。最普遍的假定细菌病原体是梭杆菌,螺杆菌,和弯曲杆菌.最普遍的假定真核病原体是贾第鞭毛虫,Pentatrichomonas,和囊孢子虫。有趣的是,弯曲杆菌,贾第虫,发现五虫在流浪狗中比在宠物狗中更为普遍。狗粪便中潜在病原体流行的变化可能归因于环境因素,包括饮食差异和与野生动物的相互作用,特别是在流浪狗。这些因素可能导致观察到的流浪狗和宠物狗之间病原体发生的差异。
    结论:这项研究提供了与居住在不同环境中的狗种群相关的人畜共患风险的宝贵见解。通过鉴定和表征狗粪便中的推定病原体,这项研究提供了有关栖息地对狗相关病原体的影响的重要信息,强调公共卫生规划和人畜共患风险管理的重要性。
    BACKGROUND: A significant portion of South Korea\'s population, approximately a quarter, owns pets, with dogs being the most popular choice among them. However, studies analyzing the fecal organism communities of dogs in South Korea are lacking, and limited efforts have been exerted to identify pathogens with potential zoonotic implications. Therefore, this study aimed to investigate potential pathogens using metabarcoding analysis and evaluate the risk of zoonotic diseases in dog feces in Seoul, South Korea.
    METHODS: Fecal samples were collected from both pet and stray dogs in the Mapo district of Seoul. Next-generation sequencing (NGS) was utilized, employing 16S rRNA amplicon sequencing to identify prokaryotic pathogens, and 18S rRNA amplicon sequencing for eukaryotic pathogens. The data obtained from the QIIME2 pipeline were subjected to various statistical analyses to identify different putative pathogens and their compositions.
    RESULTS: Significant variations in microbiota composition were found between stray and pet dogs, and putative prokaryotic and eukaryotic pathogens were identified. The most prevalent putative bacterial pathogens were Fusobacterium, Helicobacter, and Campylobacter. The most prevalent putative eukaryotic pathogens were Giardia, Pentatrichomonas, and Cystoisospora. Interestingly, Campylobacter, Giardia, and Pentatrichomonas were found to be significantly more prevalent in stray dogs than in pet dogs. The variation in the prevalence of potential pathogens in dog feces could be attributed to environmental factors, including dietary variances and interactions with wildlife, particularly in stray dogs. These factors likely contributed to the observed differences in pathogen occurrence between stray and pet dogs.
    CONCLUSIONS: This study offers valuable insights into the zoonotic risks associated with dog populations residing in diverse environments. By identifying and characterizing putative pathogens in dog feces, this research provides essential information on the impact of habitat on dog-associated pathogens, highlighting the importance of public health planning and zoonotic risk management.
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  • 文章类型: English Abstract
    UNASSIGNED: To explore the clinical value of metagenomic next-generation sequencing (mNGS) in diagnosis and treatment of periprosthetic joint infection (PJI) after total knee arthroplasty (TKA).
    UNASSIGNED: Between April 2020 and March 2023, 10 patients with PJI after TKA were admitted. There were 3 males and 7 females with an average age of 69.9 years (range, 44-83 years). Infection occurred after 8-35 months of TKA (mean, 19.5 months). The duration of infection ranged from 16 to 128 days (mean, 37 days). The preoperative erythrocyte sedimentation rate (ESR) was 15-85 mm/1 h (mean, 50.2 mm/1 h). The C reactive protein (CRP) was 4.4-410.0 mg/L (mean, 192.8 mg/L). The white blood cell counting was (3.4-23.8)×10 9/L (mean, 12.3×10 9/L). The absolute value of neutrophils was (1.1-22.5)×10 9/L (mean, 9.2×10 9/L). After admission, the joint fluid was extracted for bacterial culture method and mNGS test, and sensitive antibiotics were chosen according to the results of the test, and the infection was controlled in combination with surgery.
    UNASSIGNED: Seven cases (70%) were detected as positive by bacterial culture method, and 7 types of pathogenic bacteria were detected; the most common pathogenic bacterium was Streptococcus lactis arrestans. Ten cases (100%) were detected as positive by mNGS test, and 11 types of pathogenic bacteria were detected; the most common pathogenic bacterium was Propionibacterium acnes. The difference in the positive rate between the two methods was significant ( P=0.211). Three of the 7 patients who were positive for both the bacterial culture method and the mNGS test had the same results for the type of pathogenic bacteria, with a compliance rate of 42.86% (3/7). The testing time (from sample delivery to results) was (4.95±2.14) days for bacterial culture method and (1.60±0.52) days for mNGS test, and the difference was significant ( t=4.810, P<0.001). The corresponding sensitive antibiotic treatment was chosen according to the results of bacterial culture method and mNGS test. At 3 days after the one-stage operation, the CRP was 6.8-48.2 mg/L (mean, 23.6 mg/L); the ESR was 17-53 mm/1 h (mean, 35.5 mm/1 h); the white blood cell counting was (4.5-8.1)×10 9/L (mean, 6.1×10 9/L); the absolute value of neutrophils was (2.3-5.7)×10 9/L (mean, 4.1×10 9/L). All patients were followed up 12-39 months (mean, 23.5 months). One case had recurrence of infection at 6 months after operation, and the remaining 9 cases showed no signs of infection, with an infection control rate of 90%.
    UNASSIGNED: Compared with bacterial culture method, mNGS test can more rapidly and accurately detect pathogenic bacteria for PJI after TKA, which is important for guiding antibiotics combined with surgical treatment of PJI.
    UNASSIGNED: 探讨宏基因组二代测序(metagenomic next-generation sequencing,mNGS)在人工全膝关节置换术(total knee arthroplasty,TKA)后假体周围感染(periprosthetic joint infection,PJI)诊治中的临床价值。.
    UNASSIGNED: 2020年4月—2023年3月,收治10例TKA术后PJI患者。男3例,女7例;年龄44~83岁,平均69.9岁。置换术后8~35个月发生感染,平均19.5个月;感染病程16~128 d,平均37 d。术前红细胞沉降率(erythrocyte sedimentation rate,ESR)15~85 mm/1 h,平均50.2 mm/1 h;C 反应蛋白(C reactive protein,CRP)4.4~410.0 mg/L,平均192.8 mg/L;白细胞计数(3.4~23.8)×10 9/L,平均12.3×10 9/L;中性粒细胞绝对值(1.1~22.5)×10 9/L,平均9.2×10 9/L。入院后抽取关节液行细菌培养及mNGS检测,根据检测结果调整敏感抗生素,并结合手术控制感染。.
    UNASSIGNED: 细菌培养检测阳性7例(70%),共检出7种病原菌,最常见病原菌为停乳链球菌。mNGS检测阳性10例(100%),共检出11种病原菌,最常见病原菌为痤疮丙酸杆菌。两种方法检测阳性率差异有统计学意义( P=0.211)。7例细菌培养法和mNGS检测均为阳性患者中,3例病原菌类型结果完全一致,符合率42.86%(3/7)。细菌培养检测时间(送样本至出结果)为(4.95±2.14) d,mNGS检测为(1.60±0.52)d,差异有统计学意义( t=4.810, P<0.001)。根据细菌培养及mNGS检测培养结果采取敏感抗生素治疗。一期术后3 d CRP为6.8~48.2 mg/L,平均23.6 mg/L;ESR 17~53 mm/1 h,平均35.5 mm/1 h;白细胞计数(4.5~8.1)×10 9/L,平均6.1×10 9/L;中性粒细胞绝对值(2.3~5.7)×10 9/L,平均4.1×10 9/L。患者均获随访,随访时间12~39个月,平均23.5个月。1例术后6个月感染复发,其余9例均未出现感染征象,感染控制率为90%。.
    UNASSIGNED: 与细菌培养相比,mNGS能更快速准确地检测TKA术后PJI病原菌,对指导抗生素联合手术治疗PJI具有重要意义。.
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  • 文章类型: Journal Article
    分子HLA分型技术目前正在经历快速发展。虽然实时PCR被确立为组织分型实验室关于实体器官分配的标准方法,用于高分辨率HLA分型的下一代测序(NGS)正变得不可或缺,但还不适合于已故供体.相比之下,高分辨率分型对于干细胞移植至关重要,对于各种疾病相关问题的要求也越来越高.在这项多中心临床研究中,应用NanoTYPE™试剂盒和NanoTYPER™软件(OmixonBiocomputingLtd.,布达佩斯,匈牙利)关于结果与NGS的一致性及其在诊断实验室中的实用性。381个样本的结果显示11个HLA基因座的一致性为99.58%,HLA-A,-B,-C,-DRB1、-DRB3、-DRB4、-DRB5、-DQA1、-DQB1、-DPA1和-DPB1。质量控制(QC)数据显示每个实验室进行的测序质量非常高,34,926(97.15%)个QC值作为“已通过”返回,862(2.4%)为“检查”,162(0.45%)为“失败”。我们表明\'inspect\'或\'失败\'QC警告不会自动导致不正确的HLA分型。纳米孔测序的优点是速度,灵活性,流动池的可重用性和易于在实验室中实现。有挑战,例如外显子覆盖和处理大量数据。最后,纳米孔测序显示了在表观遗传学和基因组学领域的基础研究中的应用潜力,并且对临床关注具有重要意义。
    Molecular HLA typing techniques are currently undergoing a rapid evolution. While real-time PCR is established as the standard method in tissue typing laboratories regarding allocation of solid organs, next generation sequencing (NGS) for high-resolution HLA typing is becoming indispensable but is not yet suitable for deceased donors. By contrast, high-resolution typing is essential for stem cell transplantation and is increasingly required for questions relating to various disease associations. In this multicentre clinical study, the TGS technique using nanopore sequencing is investigated applying NanoTYPE™ kit and NanoTYPER™ software (Omixon Biocomputing Ltd., Budapest, Hungary) regarding the concordance of the results with NGS and its practicability in diagnostic laboratories. The results of 381 samples show a concordance of 99.58% for 11 HLA loci, HLA-A, -B, -C, -DRB1, -DRB3, -DRB4, -DRB5, -DQA1, -DQB1, -DPA1 and -DPB1. The quality control (QC) data shows a very high quality of the sequencing performed in each laboratory, 34,926 (97.15%) QC values were returned as \'passed\', 862 (2.4%) as \'inspect\' and 162 (0.45%) as \'failed\'. We show that an \'inspect\' or \'failed\' QC warning does not automatically lead to incorrect HLA typing. The advantages of nanopore sequencing are speed, flexibility, reusability of the flow cells and easy implementation in the laboratory. There are challenges, such as exon coverage and the handling of large amounts of data. Finally, nanopore sequencing presents potential for applications in basic research within the field of epigenetics and genomics and holds significance for clinical concerns.
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  • 文章类型: Journal Article
    肠道微生物群显著有助于人类健康和福祉。这项研究的目的是评估由最初在人类肠道中发现的三种下一代益生菌(NGP)候选物组成的财团的稳定性和弹性。Akkermansiamuciniphila的生长模式,拟杆菌,和prausnitzii粪杆菌分别进行了研究和研究。Akkermansiamuciniphia的生长动力学(A.粘液虫),拟杆菌(B.thetaiotaomicron),和普氏粪杆菌(F.prausnitzii)使用等温微量热法和16S核糖体RNA下一代测序分别和财团进行了表征。该财团经过三段传代后达到了稳定性,并表现出了对其初始组成变化的抵抗力。与普劳斯尼齐的单一培养物相比,该财团中产生的丁酸盐浓度几乎是后者的两倍。本文使用的实验条件和方法为进一步发展复杂联盟奠定了坚实的基础。
    The gut microbiota significantly contributes to human health and well-being. The aim of this study was to evaluate the stability and resilience of a consortium composed of three next-generation probiotics (NGPs) candidates originally found in the human gut. The growth patterns of Akkermansia muciniphila, Bacteroides thetaiotaomicron, and Faecalibacterium prausnitzii were studied both individually and consortium. The growth kinetics of Akkermansia muciniphila (A. muciniphila), Bacteroides thetaiotaomicron (B. thetaiotaomicron), and Faecalibacterium prausnitzii (F. prausnitzii) were characterized both individually and in consortium using isothermal microcalorimetry and 16S ribosomal RNA next-generation sequencing. The consortium reached stability after three passages and demonstrated resilience to changes in its initial composition. The concentration of butyrate produced was nearly twice as high in the consortium compared to the monoculture of F. prausnitzii. The experimental conditions and methodologies used in this article are a solid foundation for developing further complex consortia.
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  • 文章类型: Journal Article
    已知各种抗生素抗性细菌(ARB)诱导反复肺部感染并增加发病率和死亡率。全面了解抗生素耐药性对于临床实践治疗耐药性肺部感染至关重要。在这项研究中,我们根据宏基因组下一代测序(mNGS)数据,使用基于读段的方法和基于装配的方法,揭示了肺部感染患者样本中ARB和相应抗生素耐药基因(ARG)的光谱.收集144例肺部感染患者的151份临床样本进行回顾性分析。通过基于读取的方法和基于组装的方法与培养方法和抗生素敏感性测试(AST)比较了ARB和ARGs的检测性能,分别。此外,用两种方法分析ARGs和常见ARB的归因关系。比较结果表明,基于组装的方法可以帮助将基于读取的方法检测的病原体确定为真正的ARB,并提高预测能力(46%>13%)。ARG-ARB网络分析显示,基于组装的方法可以促进确定清晰的ARGbacteria归属,两种方法均检测到101个ARGs。两种方法都获得了25个ARB,其中肺部感染样本中最主要的ARB及其ARGs是鲍曼不动杆菌(ade),铜绿假单胞菌(mex),肺炎克雷伯菌(emr),和嗜麦芽窄食单胞菌(sme)。总的来说,我们的研究结果表明,基于装配的方法可能是基于读取的方法的补充,并揭示了肺部感染相关的ARB和ARGs作为潜在的抗生素治疗靶点.
    Various antibiotic-resistant bacteria (ARB) are known to induce repeated pulmonary infections and increase morbidity and mortality. A thorough knowledge of antibiotic resistance is imperative for clinical practice to treat resistant pulmonary infections. In this study, we used a reads-based method and an assembly-based method according to the metagenomic next-generation sequencing (mNGS) data to reveal the spectra of ARB and corresponding antibiotic resistance genes (ARGs) in samples from patients with pulmonary infections. A total of 151 clinical samples from 144 patients with pulmonary infections were collected for retrospective analysis. The ARB and ARGs detection performance was compared by the reads-based method and assembly-based method with the culture method and antibiotic susceptibility testing (AST), respectively. In addition, ARGs and the attribution relationship of common ARB were analyzed by the two methods. The comparison results showed that the assembly-based method could assist in determining pathogens detected by the reads-based method as true ARB and improve the predictive capabilities (46% > 13%). ARG-ARB network analysis revealed that assembly-based method could promote determining clear ARG-bacteria attribution and 101 ARGs were detected both in two methods. 25 ARB were obtained by both methods, of which the most predominant ARB and its ARGs in the samples of pulmonary infections were Acinetobacter baumannii (ade), Pseudomonas aeruginosa (mex), Klebsiella pneumoniae (emr), and Stenotrophomonas maltophilia (sme). Collectively, our findings demonstrated that the assembly-based method could be a supplement to the reads-based method and uncovered pulmonary infection-associated ARB and ARGs as potential antibiotic treatment targets.
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  • 文章类型: Journal Article
    福尔马林固定石蜡包埋(FFPE)组织代表了转化癌症研究的宝贵来源。然而,各种下游方法的广泛应用仍然具有挑战性。这里,我们旨在评估使用FFPE乳腺癌(BC)组织的基因组和基因表达分析工作流程的可行性.我们进行了系统的文献综述,以评估FFPE和来自BC患者的新鲜冷冻匹配组织样本之间的一致性,用于DNA和RNA下游应用。比较了三种不同的核酸提取试剂盒对FFPEBC临床样品的分析性能。我们还在同时提取的DNA和RNA上应用了新开发的靶向DNA下一代测序(NGS)370基因面板和nCounterBC360®平台,分别,使用来自II期临床试验的FFPE组织。在3701个初始搜索结果中,系统评价40篇。在各种下游应用平台中观察到高度的一致性。此外,通过靶向DNANGS和基因表达谱分析证明了同时提取DNA/RNA试剂盒的性能.排除低于5%变体等位基因频率的变体对于克服FFPE诱导的伪影是必要的。从FFPE材料中同时提取DNA/RNA的靶向基因组分析是可行的,为其在临床试验/队列中的实施提供见解。
    Formalin-fixed paraffin-embedded (FFPE) tissue represents a valuable source for translational cancer research. However, the widespread application of various downstream methods remains challenging. Here, we aimed to assess the feasibility of a genomic and gene expression analysis workflow using FFPE breast cancer (BC) tissue. We conducted a systematic literature review for the assessment of concordance between FFPE and fresh-frozen matched tissue samples derived from patients with BC for DNA and RNA downstream applications. The analytical performance of three different nucleic acid extraction kits on FFPE BC clinical samples was compared. We also applied a newly developed targeted DNA Next-Generation Sequencing (NGS) 370-gene panel and the nCounter BC360® platform on simultaneously extracted DNA and RNA, respectively, using FFPE tissue from a phase II clinical trial. Of the 3701 initial search results, 40 articles were included in the systematic review. High degree of concordance was observed in various downstream application platforms. Moreover, the performance of simultaneous DNA/RNA extraction kit was demonstrated with targeted DNA NGS and gene expression profiling. Exclusion of variants below 5% variant allele frequency was essential to overcome FFPE-induced artefacts. Targeted genomic analyses were feasible in simultaneously extracted DNA/RNA from FFPE material, providing insights for their implementation in clinical trials/cohorts.
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  • 文章类型: English Abstract
    Objective: To explore the feasibility of constructing an objective tinnitus subtype model based on peripheral blood differentially expressed genes (DEGs) using a combination of Weighted Gene Co-expression Network Analysis (WGCNA) and Random Forest algorithm (RF). Methods: From October 2019 to June 2020, peripheral blood DEGs were obtained from 37 patients (from the Third Affiliated Hospital of Sun Yat-sen University)with chronic subjective high-frequency tinnitus (21 unbothersome type, 16 bothersome type) and 20 healthy volunteers through high-throughput sequencing. WGCNA was used to construct gene modules with different expression patterns and analyze their relationships with tinnitus characteristics. Subsequently, RF was employed to build subtype models, which were evaluated by the area under the receiver operating characteristic curve (AUC), accuracy, and F1-score. Results: A total of 12 351 intergroup DEGs were divided into 9 gene modules. Among them, MEblue, MEgreen, and MEbrown showed significant negative correlations with the healthy volunteer group, while MEpink showed a significant positive correlation with the tinnitus distress group. The \"Tinnitus vs. Normal\" and \"Compensatory vs. Decompensatory\" subtype models, based on MEblue and MEpink respectively, both had AUCs greater than 0.80, accuracies above 90%, and F1-scores above 0.90, indicating good performance. Conclusions: Peripheral blood DEGs are potential biological indicators for objective classification of subjective tinnitus. The combined application of WGCNA and the Random Forest algorithm should be a viable approach to constructing an objective tinnitus subtype model. However, further exploration and refinement are needed to validate the model\'s generalizability, cross-dataset performance, and algorithm optimization.
    目的: 探讨联合加权基因共表达网络分析(Weighted Gene Co-expression Network Analysis,WGCNA)及随机森林算法构建基于外周血差异表达基因(differentially expressed genes,DEGs)的主观性耳鸣客观分型模型的可行性。 方法: 2019年10月至2020年6月期间,对中山大学附属第三医院37例慢性主观性高频耳鸣患者(代偿型21例,失代偿型16例)及20名健康志愿者通过高通量测序获得外周血DEGs。采用WGCNA构建不同表达模式的基因模块,并分析各自与耳鸣特征之间的关系。随后采用随机森林算法构建分型模型,并通过受试者工作特征曲线下面积(area under the curve,AUC)、准确度和F1-score对分型性能进行评价。 结果: 12 351个组间DEGs被分成9个基因模块,其中MEblue、MEgreen和MEbrown与健康志愿者组呈负相关,MEpink与耳鸣困扰组呈正相关。基于MEblue及MEpink分别构建“耳鸣-正常”及“代偿-失代偿”分型模型,AUC均>0.80,准确度均>90%,F1-score均>0.90,分型性能良好。 结论: 外周血DEGs是慢性主观性耳鸣客观分型的潜在生物学指标,而WGCNA和随机森林算法的联合应用是构建慢性主观性耳鸣客观分型模型的可行方案。但模型的外延、跨数据集性能的验证,以及模型算法的优化仍需进一步探索并完善。.
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