whole-genome methylation

  • 文章类型: Journal Article
    表观遗传标记不遵循孟德尔遗传定律。当暴露于不同的外部应激源时,环境可以改变个体的表观基因型。在泌乳奶牛中,妊娠的第一阶段与泌乳高峰重叠,创造一个负的能量平衡,这是难以克服的饮食。这种负能量平衡可能会影响必须与乳腺组织竞争营养的早期胚胎发育。我们假设非泌乳母牛所生的小牛的甲基化谱与泌乳母牛所生的小牛的甲基化谱不同。我们在这两组动物之间发现了50,277个差异甲基化的胞嘧啶和2,281个差异甲基化的区域。构建了一个甲基化网络来研究母亲的表型与小牛的表观基因组之间的相关性,揭示了与表型相关的265个区域。我们的研究揭示了母牛和泌乳母牛妊娠的小牛中存在DMC和DMRs,这与大坝的哺乳期和小牛的ICAP和牛奶EBV有关。基因特异性分析强调了与脉管系统和器官形态发生以及细胞通讯和信号传导的关联。这些发现支持以下假设:非哺乳期母亲妊娠的小牛与哺乳期母牛妊娠的小牛具有不同的甲基化谱。
    Epigenetic marks do not follow the Mendelian laws of inheritance. The environment can alter the epigenotype of an individual when exposed to different external stressors. In lactating cows, the first stages of gestation overlap with the lactation peak, creating a negative energy balance that is difficult to overcome with diet. This negative energy balance could affect early embryo development that must compete with the mammary tissue for nutrients. We hypothesize that the methylation profiles of calves born to nonlactating heifers are different from those of calves born to lactating cows. We found 50,277 differentially methylated cytosines and 2,281 differentially methylated regions between these two groups of animals. A comethylation network was constructed to study the correlation between the phenotypes of the mothers and the epigenome of the calves, revealing 265 regions associated with the phenotypes. Our study revealed the presence of DMCs and DMRs in calves gestated by heifers and lactating cows, which were linked to the dam\'s lactation and the calves\' ICAP and milk EBV. Gene-specific analysis highlighted associations with vasculature and organ morphogenesis and cell communication and signalling. These finding support the hypothesis that calves gestated by nonlactating mothers have a different methylation profile than those gestated by lactating cows.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    目的:早期发现结直肠癌(CRC)可提供更好的生存率。这项研究旨在开发一种名为SPOT-MAS(通过DNA甲基化和大小筛选肿瘤的存在)的基于血液的筛查方法,用于高精度的早期CRC检测。方法:同时分析159例非转移性CRC患者和158例健康对照的血浆无细胞DNA样本的片段长度和甲基化谱。然后,我们采用具有片段长度和甲基化特征的深度神经网络来构建分类模型。结果:该模型检测CRC的曲线下面积为0.989,灵敏度为96.8%,特异性为97%。我们模型的外部验证显示出可比的性能,曲线下面积为0.96。结论:基于癌症特异性甲基化和碎片组特征整合的SPOT-MAS可以为早期CRC检测提供高准确性。
    用于早期发现结直肠癌的新型血液检测。结直肠癌是结肠或直肠癌,位于消化道的下端。早期发现结直肠癌可以帮助患有这种疾病的人有更高的生存机会和更好的生活质量。目前的筛查方法可能是侵入性的,引起不适,或准确度低;因此需要更新的筛选方法。在这项研究中,我们开发了一种新的筛选方法,叫做SPOT-MAS,它通过测量血液中癌症DNA的信号来工作。通过结合癌症DNA的不同特征,SPOT-MAS可以高精度地区分结直肠癌患者和健康个体的血液样本。
    Aims: Early detection of colorectal cancer (CRC) provides substantially better survival rates. This study aimed to develop a blood-based screening assay named SPOT-MAS (\'screen for the presence of tumor by DNA methylation and size\') for early CRC detection with high accuracy. Methods: Plasma cell-free DNA samples from 159 patients with nonmetastatic CRC and 158 healthy controls were simultaneously analyzed for fragment length and methylation profiles. We then employed a deep neural network with fragment length and methylation signatures to build a classification model. Results: The model achieved an area under the curve of 0.989 and a sensitivity of 96.8% at 97% specificity in detecting CRC. External validation of our model showed comparable performance, with an area under the curve of 0.96. Conclusion: SPOT-MAS based on integration of cancer-specific methylation and fragmentomic signatures could provide high accuracy for early-stage CRC detection.
    A novel blood test for early detection of colorectal cancer. Colorectal cancer is a cancer of the colon or rectum, located at the lower end of the digestive tract. The early detection of colorectal cancer can help people with the disease have a higher chance of survival and a better quality of life. Current screening methods can be invasive, cause discomfort or have low accuracy; therefore newer screening methods are needed. In this study we developed a new screening method, called SPOT-MAS, which works by measuring the signals of cancer DNA in the blood. By combining different characteristics of cancer DNA, SPOT-MAS could distinguish blood samples of people with colorectal cancer from those of healthy individuals with high accuracy.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    在循环无细胞基因组图谱(NCT02889978)子研究1中,我们通过定义基于循环肿瘤等位基因分数(cTAF)的临床检测限(LOD)来评估基于循环无细胞DNA(cfDNA)的多癌早期检测(MCED)测试的几种方法。启用性能比较。在对相同样本进行训练并独立验证的10个机器学习分类器中,当在98%的特异性进行评估时,那些使用全基因组(WG)甲基化的人,具有配对白细胞背景去除的单核苷酸变体,在这项研究中评估的分类器的组合得分显示出最高的癌症信号检测灵敏度。与临床分期和肿瘤类型相比,cTAF是分类器性能的更显著的预测因子,并且可以更密切地反映肿瘤生物学。临床LOD反映了所有方法的相对敏感性。WG甲基化特征最好地预测癌症信号起源。WG甲基化是MCED最有前途的技术,并告知靶向甲基化MCED测试的发展。
    In the Circulating Cell-free Genome Atlas (NCT02889978) substudy 1, we evaluate several approaches for a circulating cell-free DNA (cfDNA)-based multi-cancer early detection (MCED) test by defining clinical limit of detection (LOD) based on circulating tumor allele fraction (cTAF), enabling performance comparisons. Among 10 machine-learning classifiers trained on the same samples and independently validated, when evaluated at 98% specificity, those using whole-genome (WG) methylation, single nucleotide variants with paired white blood cell background removal, and combined scores from classifiers evaluated in this study show the highest cancer signal detection sensitivities. Compared with clinical stage and tumor type, cTAF is a more significant predictor of classifier performance and may more closely reflect tumor biology. Clinical LODs mirror relative sensitivities for all approaches. The WG methylation feature best predicts cancer signal origin. WG methylation is the most promising technology for MCED and informs development of a targeted methylation MCED test.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    Pyrosequencing, a real-time sequencing technology, is considered a \"gold standard\" for quantitative allele quantification at single base resolution. Quantitative bisulfite Pyrosequencing determines DNA methylation level by analyzing artificial \"C/T\" SNPs at CpG sites within a specific Pyrosequencing assay. The bisulfite Pyrosequencing methylation assay design is DNA strand specific and the primer design should not contain any CpG sites and should be free of high-frequency mutations. Additionally Pyrosequencing assays must be tested for preferential amplification during bisulfite PCR to ensure the sequencing quantification accuracy and reproducibility. Pyrosequencing analysis gives a reproducible measurement of average methylation at several CpG sites within the Pyrosequencing assay directly from a PCR product, rapidly and accurately for many samples at a time. It is therefore well suited for clinical research, validation of whole-genome methylation screening results, and global methylation analysis using repetitive elements including LINE-1, Alu, and Sat2. Pyrosequencing reproducibility and accuracy result in low measurement variance, thereby increasing the likelihood of early detection of small changes in methylation levels that may become apparent in response to treatment. For example, the high reproducibility of the LINE-1 assay is important for detecting the relatively small daily changes in methylation levels associated with hypomethylation. This enables detection of differences in patterns between normal and disease tissue such as in tumor suppresser genes, and to determine global methylation changes in response drug treatments. Relatively low cost and easy automation allows the researcher to increase the experiment\'s sample population to detect trends that would otherwise not have a sufficient sampling basis for statistical significance.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

公众号