cfDNA

cfDNA
  • 文章类型: Journal Article
    目的:评价循环无细胞DNA(cfDNA)中5-羟甲基胞嘧啶(5hmC)对鼻咽癌(NPC)的诊断价值,建立鼻咽癌的诊断模型。
    方法:使用5hmC-Seal技术分析了174例NPC患者和146例非癌症患者cfDNA的全基因组5hmC谱。使用最小绝对收缩和选择算子(LASSO)逻辑回归开发了基于cfDNA5hmC的诊断模型来识别NPC患者,并通过接收器工作特性(ROC)曲线和混淆矩阵评估性能。
    结果:来自NPC患者的5hmC-Seal数据显示与非肿瘤样本不同的全基因组分布。我们的初步分析显示,基于12个基因的5hmC标记组是有效区分NPC样本和非癌样本的准确诊断模型(训练集:曲线下面积(AUC)=0.97[95%CI:0.94-0.99];测试集:AUC=0.93[95%CI:0.88-0.98])优于EBVDNA测试。诊断评分在区分非癌症受试者与早期NPC方面表现良好(训练集:AUC=0.99[95%CI:0.98-1];测试集:AUC=0.98[95%CI:0.95-1]),和晚期NPC(训练集:AUC=0.96[95%CI:0.93-0.99];测试集:AUC=0.93[95%CI:0.88-0.98])。值得注意的是,在EBV阴性患者中,在训练集(AUC=0.94[95%CI:0.88-1])和测试集(AUC=0.91[95%CI:0.81-1])中,诊断评分均显示出很好的区分EBV阴性NPC患者和非癌症受试者的能力.
    结论:cfDNA中的5hmC修饰是有希望的NPC的非侵入性生物标志物,提供高灵敏度和特异性,特别是早期和EBV阴性的NPC。
    OBJECTIVE: To evaluate the diagnostic value of 5-hydroxymethylcytosines (5hmC) in circulating cell-free DNA (cfDNA) for nasopharyngeal carcinoma (NPC) and to develop a diagnostic model.
    METHODS: Genome-wide 5hmC profiles in cfDNA from 174 NPC patients and 146 non-cancer individuals were analyzed using the 5hmC-Seal technique. A cfDNA 5hmC-based diagnostic model to identify NPC patients was developed using least absolute shrinkage and selection operator (LASSO) logistic regression, and performance was evaluated with receiver operating characteristic (ROC) curves and confusion matrices.
    RESULTS: The 5hmC-Seal data from patients with NPC showed a different genome-wide distribution than non-tumor samples. Our initial analysis revealed a 12-gene-based 5hmC marker panel to be an accurate diagnostic model effectively distinguishing between NPC samples and non-cancerous samples (training set: area under curve (AUC)= 0.97 [95 % CI: 0.94-0.99]; and test set: AUC= 0.93 [95 % CI: 0.88-0.98]) superior to EBV DNA testing. The diagnostic score performed well in differentiating the non-cancer subjects from early-stage NPC (training set: AUC=0.99 [95 % CI: 0.98-1]; test set: AUC=0.98 [95 % CI: 0.95-1]), and advanced-stage NPC (training set: AUC=0.96 [95 % CI: 0.93-0.99]; test set: AUC=0.93 [95 % CI: 0.88-0.98]). Notably, in EBV-negative patients, the diagnostic scores showed excellent capacity for distinguishing EBV-negative patients with NPC from non-cancer subjects in both the training set (AUC= 0.94 [95 % CI: 0.88-1]) and test set (AUC=0.91 [95 % CI: 0.81-1]).
    CONCLUSIONS: 5hmC modifications in cfDNA are promising noninvasive biomarkers for NPC, offering high sensitivity and specificity, particularly for early-stage and EBV-negative NPC.
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  • 文章类型: Journal Article
    这项研究的主要目的是评估cfDNA甲基化在结直肠癌(CRC)检测中的表现。五个肿瘤组织,20外周血白细胞,收集169个cfDNA样品用于全基因组亚硫酸氢盐测序(WGBS)分析。进行生物信息学分析以鉴定差异甲基化区域(DMRs)及其功能特征。定量甲基化特异性PCR(qMSP)用于验证组织和白细胞中DMRs的甲基化水平。来自CRC患者和健康对照的cfDNA样品用于评估DMR分析的性能。WGBS分析显示,与邻近正常组织相比,CRC肿瘤组织中CpG背景下的DNA甲基化水平降低。cfDNA中总共132个DMRs被鉴定为诊断CRC的潜在标志物。在95例CRC患者和74例健康对照的队列中,三个DMRs的组合(DAB1、PPP2R5C、和FAM19A5)的AUC为0.763,在区分CRC患者与健康对照方面达到64.21%的敏感性和78.38%的特异性。这项研究提供了对CRC中DNA甲基化模式的见解,并鉴定了cfDNA中一组对CRC具有潜在诊断价值的DMRs。这些DMRs有望作为CRC检测的生物标志物,为非侵入性CRC诊断提供了希望。需要进一步的研究以在更大的队列中验证这些发现。
    This study was conducted with the primary objective of assessing the performance of cfDNA methylation in the detection of colorectal cancer (CRC). Five tumor tissue, 20 peripheral blood leucocyte, and 169 cfDNA samples were collected for whole-genome bisulfite sequencing (WGBS) analysis. Bioinformatic analysis was conducted to identify differentially methylated regions (DMRs) and their functional characteristics. Quantitative methylation-specific PCR (qMSP) was used to validate the methylation levels of DMRs in the tissues and leucocytes. cfDNA samples from CRC patients and healthy controls were used to evaluate the performance of the DMR analysis. WGBS analysis revealed a decrease in DNA methylation levels in the CpG context in CRC tumor tissues compared with adjacent normal tissues. A total of 132 DMRs in cfDNA were identified as potential markers for diagnosing CRC. In a cohort of 95 CRC patients and 74 healthy controls, a combination of the three DMRs (DAB1, PPP2R5C, and FAM19A5) yielded an AUC of 0.763, achieving 64.21% sensitivity and 78.38% specificity in discriminating CRC patients from healthy controls. This study provides insights into DNA methylation patterns in CRC and identifies a set of DMRs in cfDNA with potential diagnostic value for CRC. These DMRs hold promise as biomarkers for CRC detection, offering promise for non-invasive CRC diagnosis. Further research is warranted to validate these findings in larger cohorts.
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  • 文章类型: Journal Article
    目的:子宫肌瘤是单克隆肿瘤,它们通常是遗传异常的,并且与假阳性全基因组无细胞DNA(cfDNA)筛查结果有关,尤其是大的时候。子宫肌瘤也可能通过影响胎儿分数或由于其遗传异常混淆cfDNA算法而增加cfDNA衰竭的风险。我们的目的是调查肌瘤和cfDNA非信息结果之间的可能关联。
    方法:这是一项回顾性队列研究,对2013年至2020年期间接受cfDNA筛查胎儿染色体异常的妇女进行了研究,比较了妊娠24周前任何产科超声记录的子宫肌瘤与无子宫肌瘤的妊娠情况。单变量和多变量logistic回归模型用于研究肌瘤和cfDNA失败之间的关联。调整胎龄,产妇年龄,采血时的体重和身高,观念模式,多个妊娠和测试平台(染色体选择性或全基因组)。根据肌瘤数量和总肌瘤体积进行分层分析。使用线性回归评估子宫肌瘤对胎儿分数的影响,调整相同的协变量。
    结果:在19818例接受cfDNA筛查的孕妇中,在2038年(10.28%)报告了肌瘤,在228例(1.15%)怀孕中首次尝试筛查时出现了cfDNA失败。无信息的结果发生在子宫肌瘤妊娠的1.96%和无子宫肌瘤妊娠的1.06%(调整后的比值比(aOR),2.40(95%CI,1.65-3.48))。第一次筛查尝试失败的风险随着肌瘤数量的增加而逐渐增加(aOR,患有四个或更多肌瘤的女性的5.05(95%CI,2.29-11.13)和总肌瘤体积,在子宫肌瘤体积为100.1-400毫升的女性中,风险增加超过5倍和14倍(aOR,5.52(95%CI,2.30-13.25))和>400mL(aOR,14.80(95%CI,4.50-48.69)),分别。尽管染色体选择性筛查比全基因组筛查更常见测试失败,肌瘤同样增加了两种筛查平台失败的风险。与没有子宫肌瘤的怀孕相比,子宫肌瘤患者的胎儿分数平均低0.61%(调整后的平均差,-0.61%(95%CI,-0.77%至-0.45%))。
    结论:子宫肌瘤与胎儿分数降低和cfDNA筛查失败的风险增加相关。这种关联的强度随着肌瘤数量和体积的增加而增加。©2024作者(S)。由JohnWiley&SonsLtd代表国际妇产科超声学会出版的妇产科超声。
    OBJECTIVE: Uterine fibroids are monoclonal tumors, which are often genetically abnormal and associated with false-positive genome-wide cell-free DNA (cfDNA) screening results, particularly when large. It is plausible that fibroids may also increase the risk of cfDNA failure by affecting fetal fraction or due to their genetic anomalies confounding cfDNA algorithms. We aimed to investigate a possible association between fibroids and cfDNA non-informative results.
    METHODS: This was a retrospective cohort study of women undergoing cfDNA screening for fetal chromosomal abnormalities between 2013 and 2020, comparing pregnancies with vs without uterine fibroids recorded on any obstetric ultrasound before 24 weeks\' gestation. Univariable and multivariable logistic regression models were used to investigate the association between fibroids and cfDNA failure, adjusting for gestational age, maternal age, weight and height at blood sampling, mode of conception, multiple gestation and test platform (chromosome-selective or genome-wide). Analyses were stratified according to the number of fibroids and total fibroid volume. The impact of fibroids on fetal fraction was assessed using linear regression, adjusting for the same covariates.
    RESULTS: Among 19 818 pregnancies undergoing cfDNA screening, fibroids were reported in 2038 (10.28%) and cfDNA failure at the first screening attempt occurred in 228 (1.15%) pregnancies. Non-informative results occurred in 1.96% of pregnancies with fibroids and 1.06% of pregnancies without fibroids (adjusted odds ratio (aOR), 2.40 (95% CI, 1.65-3.48)). The risk of failure in the first screening attempt increased progressively with the number of fibroids (aOR, 5.05 (95% CI, 2.29-11.13) in women with four or more fibroids) and total fibroid volume, with greater than a 5-fold and 14-fold increase in risk among women with fibroid volumes of 100.1-400 mL (aOR, 5.52 (95% CI, 2.30-13.25)) and > 400 mL (aOR, 14.80 (95% CI, 4.50-48.69)), respectively. Although test failure was more common with chromosome-selective than genome-wide screening, fibroids similarly increased the risk of failure of both screening platforms. Compared to pregnancies without fibroids, those with fibroids had a fetal fraction on average 0.61% lower (adjusted mean difference, -0.61% (95% CI, -0.77% to -0.45%)).
    CONCLUSIONS: Uterine fibroids are associated with lower fetal fraction and an increased risk of cfDNA screening failure. The strength of this association increases with increasing fibroid number and volume. © 2024 The Author(s). Ultrasound in Obstetrics & Gynecology published by John Wiley & Sons Ltd on behalf of International Society of Ultrasound in Obstetrics and Gynecology.
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  • 文章类型: Journal Article
    这项研究的目的是研究血浆cfDNA甲基化模式在反映肿瘤甲基化变化中的潜力,专注于三个候选地点,cg02469161、cg11528914和cg20131654。这些网站被选中进行验证,特别强调它们与乳腺癌的关系。
    我们对850k全甲基化测序数据进行了全面分析,以鉴定用于乳腺癌检测的潜在标志物。随后,我们调查了Ran结合蛋白3(RANBP3)基因的甲基化状态,淋巴细胞胞浆蛋白2(LCP2),和GRB2相关衔接蛋白2(GRAP2),位于指定地点,使用17例乳腺癌患者的癌症和癌旁组织。我们还检查了乳腺癌不同分子亚型和病理分级的甲基化模式。此外,我们将血浆cfDNA中这些基因的甲基化水平与其在组织中的表现进行了比较。
    我们的分析表明,RANBP3,LCP2和GRAP2基因在癌症和癌旁组织之间表现出明显的甲基化差异。在乳腺癌中,这些基因显示出91.0%的诊断效率,90.6%,92.2%,分别。值得注意的是,RANBP3在HR+乳腺癌中显示出较低的甲基化趋势,LCP2甲基化与肿瘤恶性程度相关。重要的是,血浆cfDNA中这三个基因的甲基化水平紧密地反映了它们的组织对应物,诊断效率为83.3%,83.9%,RANBP3、LCP2和GRAP2分别为77.6%。
    我们的发现表明,基因RANBP3,LCP2和GRAP2,位于确定的甲基化位点,作为补充诊断乳腺癌的血液分子标志物具有重要的潜力。这项研究为更深入地研究循环游离DNA(cfDNA)中基因甲基化模式的变化奠定了基础,不仅可以早期检测乳腺癌,还可以检测各种其他类型的癌症。
    SvrhaovestudijejejebiladaseistraziotracijalobrazacametilacijecfDNKplazmeuodrazupromenametilacijetuora,fukusirajućisenatrikandidata,cg02469161,cg11528914icg20131654。Ovelokacijesuodabranezaverifikaciju,萨posebnimnaglaskomnanjihovupovezanostsarakomdojke.
    Sprovelismosmosveobuhvatnuanalizu850.000podatakasekvencirciranjacelemetitlacijedabismoidentifikovalibotjalnemarkerezaotkrivanjerakadojke.Nakontoga,StatusmetilacijegenaRan-vezujući蛋白3(RANBP3),limfocitnicioplazmatski蛋白2(LCP2)iGRB2povezan衔接蛋白2(GRAP2),kojisenalazenanavedenimmestima,Koristećikancerisusednatkivarakaod17pacijenataobolelihodrakadojke.Takoäesmoispitaliobrascemeditlacijekodrazličitihmolekularnihpodtipovaipatološkihstepenarakadojke.贴了toga,uporedilismonivoemetilacijeovihgenaucfDNKplazmesanjihovimperformansamautkivma.
    NašaanalizajeotkriladageniRANBP3,LCP2iGRAP2pokazujuznačajnerazlikeumetilacijiizmedurakaitkivaubliziniraka.KodRakaDojke,ovigenisupokazalidijagnostičkuefikasnostod91,0%,90,6%i92,2%,respektivno.ZnačajnojedajeRANBP3pokazaotendencijukanizojmetilacijikodHR+rakadojke,一个metilacijaLCP2bilajeukorelacijisamaluitetomtumora.VanojedasunivoimetilacijeovatrigenaucfDNKuplazmibliskoodraznjihovihkolegautkivu,sadijagnostičkomefikasnošuod83,3%,83,9%i77,6%zaRANBP3,LCP2iGRAP2,respektivno。
    NašinalazisugerišudageniRANBP3,LCP2iGRAP2,lociraninaidentikovanimmestimametilacije,imajuznačajanotrcijalkaomolekularnimarkeriukrvizadodatnudijagnozurakadojke.DNK(cfDNK)
    UNASSIGNED: The purpose of this study was to investigate the potential of plasma cfDNA methylation patterns in reflecting tumour methylation changes, focusing on three candidate sites, cg02469161, cg11528914, and cg20131654. These sites were selected for verification, with a particular emphasis on their association with breast cancer.
    UNASSIGNED: We conducted a comprehensive analysis of 850k whole-methylation sequencing data to identify potential markers for breast cancer detection. Subsequently, we investigated the methylation status of the genes Ran-binding protein 3 (RANBP3), Lymphocyte cytoplasmic protein 2 (LCP2), and GRB2 related adaptor protein 2 (GRAP2), situated at the specified sites, using cancer and canceradjacent tissues from 17 breast cancer patients. We also examined the methylation patterns in different molecular subtypes and pathological grades of breast cancer. Additionally, we compared the methylation levels of these genes in plasma cfDNA to their performance in tissues.
    UNASSIGNED: Our analysis revealed that RANBP3, LCP2, and GRAP2 genes exhibited significant methylation differences between cancer and cancer-adjacent tissues. In breast cancer, these genes displayed diagnostic efficiencies of 91.0%, 90.6%, and 92.2%, respectively. Notably, RANBP3 showed a tendency towards lower methylation in HR+ breast cancer, and LCP2 methylation was correlated with tumour malignancy. Importantly, the methylation levels of these three genes in plasma cfDNA closely mirrored their tissue counterparts, with diagnostic efficiencies of 83.3%, 83.9%, and 77.6% for RANBP3, LCP2, and GRAP2, respectively.
    UNASSIGNED: Our findings propose that the genes RANBP3, LCP2, and GRAP2, located at the identified methylation sites, hold significant potential as molecular markers in blood for the supplementary diagnosis of breast cancer. This study lays the groundwork for a more in-depth investigation into the changes in gene methylation patterns in circulating free DNA (cfDNA) for the early detection not only of breast cancer but also for various other types of cancer.
    UNASSIGNED: Svrha ove studije je bila da se istraži potencijal obrazaca metilacije cfDNK plazme u odrazu promena metilacije tumora, fokusirajući se na tri kandidata, cg02469161, cg11528914 i cg20131654. Ove lokacije su odabrane za verifikaciju, sa posebnim naglaskom na njihovu povezanost sa rakom dojke.
    UNASSIGNED: Sproveli smo sveobuhvatnu analizu 850.000 podataka sekvenciranja cele metilacije da bismo identifikovali potencijalne markere za otkrivanje raka dojke. Nakon toga, istražili smo status metilacije gena Ran-vezujući protein 3 (RANBP3), limfocitni citoplazmatski protein 2 (LCP2) i GRB2 povezan adapter protein 2 (GRAP2), koji se nalaze na navedenim mestima, koristeći kancer i susedna tkiva raka od 17 pacijenata obolelih od raka dojke. Takođe smo ispitali obrasce metilacije kod različitih molekularnih podtipova i patoloških stepena raka dojke. Pored toga, uporedili smo nivoe metilacije ovih gena u cfDNK plazme sa njihovim performansama u tkivima.
    UNASSIGNED: Naša analiza je otkrila da geni RANBP3, LCP2 i GRAP2 pokazuju značajne razlike u metilaciji između raka i tkiva u blizini raka. Kod raka dojke, ovi geni su pokazali dijagnostičku efikasnost od 91,0%, 90,6% i 92,2%, respektivno. Značajno je da je RANBP3 pokazao tendenciju ka nižoj metilaciji kod HR+ raka dojke, a metilacija LCP2 bila je u korelaciji sa malignitetom tumora. Važno je da su nivoi metilacije ova tri gena u cfDNK u plazmi blisko odraz njihovih kolega u tkivu, sa dijagnostičkom efikasnošću od 83,3%, 83,9% i 77,6% za RANBP3, LCP2 i GRAP2, respektivno.
    UNASSIGNED: Naši nalazi sugerišu da geni RANBP3, LCP2 i GRAP2, locirani na identifikovanim mestima metilacije, imaju značajan potencijal kao molekularni markeri u krvi za dodatnu dijagnozu raka dojke. Ova studija postavlja temelje za dublje istraživanje promena u obrascima metilacije gena u cirkulišućoj slobodnoj DNK (cfDNK) za rano otkrivanje ne samo raka dojke već i raznih drugih vrsta raka.
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  • 文章类型: Journal Article
    炎症性肠病(IBD)与循环损伤相关的分子模式增加有关,特别是,高度促炎的线粒体DNA(mtDNA)。这里,我们研究了血液中性粒细胞在通过中性粒细胞胞外捕获(NET)形成和线粒体NETosis释放mtDNA中的重要性,嗜中性粒细胞特异性排出mtDNA作为潜在的可靶向生物途径。
    我们研究了A23187(一种已知的网络兴奋剂)的作用,粒细胞巨噬细胞刺激因子,脂多糖(LPS),和人IBD血浆诱导NET形成的能力,线粒体NETosis,mtDNA,和人类血液中性粒细胞释放的总DNA;以及IBD中NET形成增加的证据。
    我们证明了NET的形成导致显著的DNA(P<.0001)和mtDNA释放(P<.0001),具有长DNA片段(>1000个碱基对),其中NET含有高水平的mtDNA。使用先前描述的线粒体NETosis的体外条件,粒细胞巨噬细胞刺激因子+LPS较低水平触发中性粒细胞mtDNA释放,但不触发NETosis。单独的LPS可以触发嗜中性DNA释放而不形成NET。与活动性IBD患者血浆的异源共培养(与缓解期相比[n=6/组])与NETs和mtDNA释放水平显着升高无关。在与活跃的IBD血浆共培养期间(vs缓解),瓜氨酸化组蛋白3(CitH3)(NETs生物标志物)水平显着降低(P<.001)。同样,与缓解期相比,活动性IBD患者的粪便上清液中的CitH3水平较低(n=19/12,P=0.0001)。粪便CitH3与粪便钙卫蛋白呈负相关,肠道炎症的生物标志物(r=-0.47,P=0.03)。
    因此,尽管血液中性粒细胞仍然是循环mtDNA的重要来源,具有通过NET形成和中性粒细胞激活期间释放的明确机制,我们的数据不支持过度的系统性NET形成作为IBD的主要基础病理生物学过程。
    UNASSIGNED: Inflammatory bowel disease (IBD) is associated with increased circulating damage-associated molecular patterns, in particular, the highly pro-inflammatory mitochondrial DNA (mtDNA). Here, we study the importance of blood neutrophils in mtDNA release via neutrophil extracellular trap (NET) formation and mitochondrial NETosis, where neutrophils specifically expulse mtDNA as potential targetable biological pathways.
    UNASSIGNED: We investigated the roles of A23187 (a known NET stimulant), granulocyte macrophage stimulating factor, lipopolysaccharide (LPS), and human IBD plasma in their ability to induce NET formation, mitochondrial NETosis, mtDNA, and total DNA release from human blood neutrophils; and the evidence for increased NET formation in IBD.
    UNASSIGNED: We demonstrated that NET formation resulted in significant DNA (P < .0001) and mtDNA release (P < .0001) with long DNA fragments (>1000 base pairs) with NETs containing high levels of mtDNA. Using previously described in vitro conditions for mitochondrial NETosis, granulocyte macrophage stimulating factor + LPS triggered neutrophil mtDNA release at lower levels but not NETosis. LPS alone can trigger neutrophilic DNA release without NET formation. Heterologous coculture with plasma from patients with active IBD (vs remission [n = 6/group]) were not associated with significantly higher levels of NETs and mtDNA release. During coculture with active IBD plasma (vs remission), citrullinated histone 3 (CitH3) (a NETs biomarker) levels were significantly lower (P < .001). Similarly, CitH3 levels were lower in stool supernatants of patients with active IBD vs remission (n = 19/12, P = .0001). Stool CitH3 negatively correlates with stool calprotectin, a biomarker for gut inflammation (r = -0.47, P = .03).
    UNASSIGNED: Hence, although blood neutrophils remain an important source of circulating mtDNA with defined mechanisms for release via NET formation and during neutrophil activation, our data do not support excessive systemic NET formation as a dominant underpinning pathobiological process in IBD.
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  • 文章类型: Case Reports
    一名35岁的男性出现复发性呼吸道乳头状瘤病。通过PCR从肿瘤组织DNA的所有位点检测到11型人乳头瘤病毒。手术前的无细胞DNA(cfDNA)病毒载量(3.33×103拷贝/ngDNA)低于手术后的检测极限,以实现缓解,表明cfDNA作为生物标志物的潜力。
    A 35-year-old male presented with recurrent respiratory papillomatosis. Human papillomavirus type 11 was detected from all sites of tumor tissue DNA by PCR. The pre-surgery cell-free DNA (cfDNA) viral load (3.33 × 103 copies/ng DNA) fell below the post-surgical detection limits on achieving remission, suggesting cfDNA\'s potential as a biomarker.
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  • 文章类型: Journal Article
    结直肠癌是世界范围内导致高死亡率死亡的主要原因。表皮生长因子受体和RAS/MAPK通路的突变,以及改变的甲基化基因谱,已被描述为促进和维持肿瘤发展和进展的分子机制。异常甲基化是涉及基因调控的众所周知的表观遗传机制;特别是一些基因在CRC中被报道为高甲基化。最近,研究表明,基因如神经肽Y的表观遗传学改变,前脑啡肽和Wnt抑制因子1可作为有前景的疾病生物标志物。几乎所有为DNA甲基化分析开发的方法都结合了下一代测序,常规qRT-PCR或ddPCR与先前的DNA用亚硫酸氢钠修饰。
    我们实施了一种ddPCR方法,使用甲基化敏感性限制酶方法评估Wnt抑制因子1和神经肽y的甲基化状态,该方法不影响DNA质量,并保证独立于亚硫酸氢盐转化的DNA甲基化区分。
    我们表明,当应用于来自液体活检的循环游离DNA样本时,这种方法是稳健和灵敏的,也允许监测CRC疾病进展。被证明是一种快速且易于实施的测定,可用于监测临床相关靶基因的甲基化模式。
    UNASSIGNED: Colorectal cancer is a worldwide leading cause of death accounting for high-rate mortality. Mutations in the epidermal growth factor receptor and RAS/MAPK pathways, as well as altered methylation genes profiles, have been described as molecular mechanisms promoting and sustaining tumour development and progression. Aberrant methylation is a well-known epigenetic mechanism involved in gene regulation; particularly several genes were reported as hypermethylated in CRC. Recently, it was shown that epigenetic alterations in genes such as neuropeptide y, proenkephalin and Wnt inhibitory factor 1 can be used as promising disease biomarkers. Almost all methods developed for the DNA methylation analysis combined next generation sequencing, conventional qRT-PCR or ddPCR with the prior DNA modification with sodium bisulfite.
    UNASSIGNED: We implemented a ddPCR method to assess the methylation status of Wnt inhibitory factor 1 and neuropeptide y using the methylation sensitive restriction enzyme approach that does not impact on DNA quality and guarantees the discrimination of DNA methylation independent of bisulfite conversion.
    UNASSIGNED: We showed that this method is robust and sensitive also allowing the monitoring of CRC disease progression when applied to circulating free DNA samples from liquid biopsies, proving to be a fast and easy to implement assay to be used for the monitoring of the methylation pattern of clinically relevant target genes.
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  • 文章类型: Journal Article
    上皮性卵巢癌(EOC)是女性最致命的癌症,预后较差。早期检测是提高生存率的关键(与III/IV期的25%相比,I/II期的5年生存率超过70%),并且可以通过来自循环无细胞DNA的甲基化标记来实现(cfDNA)使用液体活检。在这项研究中,我们首先从330万个全甲基化CpG位点中鉴定出将EOC与健康女性对照区分开来的前500个EOC标记,并在1,800个独立的cfDNA样本中进行了验证.然后,我们利用称为MethylBERT的预训练AI变压器系统来开发EOC诊断模型,该模型在早期EOC诊断中实现80%的灵敏度和95%的特异性。接下来,我们开发了一种简单的数字液滴PCR(ddPCR)测定法,该测定法具有良好的性能,促进早期EOC检测。
    Epithelial ovarian cancer (EOC) is the deadliest women\'s cancer and has a poor prognosis. Early detection is the key for improving survival (a 5-year survival rate in stage I/II is over 70% compared to that of 25% in stage III/IV) and can be achieved through methylation markers from circulating cell-free DNA (cfDNA) using a liquid biopsy. In this study, we first identify top 500 EOC markers differentiating EOC from healthy female controls from 3.3 million methylome-wide CpG sites and validated them in 1,800 independent cfDNA samples. We then utilize a pretrained AI transformer system called MethylBERT to develop an EOC diagnostic model which achieves 80% sensitivity and 95% specificity in early-stage EOC diagnosis. We next develop a simple digital droplet PCR (ddPCR) assay which archives good performance, facilitating early EOC detection.
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  • 文章类型: Journal Article
    背景子宫内膜癌(UCEC)是一种常见的妇科恶性肿瘤,如果早期发现,预后良好。然而,UCEC缺乏准确可靠的早期检测测试。本研究旨在使用循环无细胞DNA(cfDNA)片段组学为UCEC开发一种精确且非侵入性的诊断方法。
    方法:收集所有参与者的外周血样本,并提取cfDNA进行分析。进行低覆盖全基因组测序以获得cfDNA片段组学数据。使用这些功能开发了一个健壮的机器学习模型,以区分UCEC和健康状况。
    结果:基于cfDNA片段组学的模型在训练(n=133;AUC0.991)和验证队列(n=89;AUC0.994)中显示出UCEC检测的高预测能力。该模型在训练队列中表现出95.5%的特异性和98.5%的敏感性,在验证队列中,特异性为95.5%,敏感性为97.8%。生理变量和分析前程序对分类器的结果没有显著影响。在临床获益方面,我们的模型将识别99%的中国UCEC患者在I期,与标准护理下的21%相比,可能将5年生存率从84%提高到95%。
    结论:这项研究提出了一种使用cfDNA片段组学和机器学习早期检测UCEC的新方法,显示出有希望的敏感性和特异性。在临床实践中使用该模型可以显着提高UCEC的管理和控制,能够实现早期干预和更好的患者预后。这种方法的进一步优化和验证是必要的,以建立其临床实用性。
    BACKGROUND: Uterine corpus endometrial carcinoma (UCEC) is a prevalent gynecologic malignancy with a favorable prognosis if detected early. However, there is a lack of accurate and reliable early detection tests for UCEC. This study aims to develop a precise and non-invasive diagnostic method for UCEC using circulating cell-free DNA (cfDNA) fragmentomics.
    METHODS: Peripheral blood samples were collected from all participants, and cfDNA was extracted for analysis. Low-coverage whole-genome sequencing was performed to obtain cfDNA fragmentomics data. A robust machine learning model was developed using these features to differentiate between UCEC and healthy conditions.
    RESULTS: The cfDNA fragmentomics-based model showed high predictive power for UCEC detection in training (n = 133; AUC 0.991) and validation cohorts (n = 89; AUC 0.994). The model manifested a specificity of 95.5% and a sensitivity of 98.5% in the training cohort, and a specificity of 95.5% and a sensitivity of 97.8% in the validation cohort. Physiological variables and preanalytical procedures had no significant impact on the classifier\'s outcomes. In terms of clinical benefit, our model would identify 99% of Chinese UCEC patients at stage I, compared to 21% under standard care, potentially raising the 5-year survival rate from 84 to 95%.
    CONCLUSIONS: This study presents a novel approach for the early detection of UCEC using cfDNA fragmentomics and machine learning showing promising sensitivity and specificity. Using this model in clinical practice could significantly improve UCEC management and control, enabling early intervention and better patient outcomes. Further optimization and validation of this approach are warranted to establish its clinical utility.
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  • 文章类型: Case Reports
    我们介绍了一例因骨髓增生异常综合征而导致免疫受损的男子,该男子患有克鲁斯假丝酵母真菌血症,每天使用血浆血液样本进行测试时,其无细胞DNA(cfDNA)巨磁阻(GMR)信号升高。随着GMR信号的上升,该患者皮肤病变的发展,我们得出的结论是,cfDNA可用于指示不受控制的感染,从而有助于监测对治疗的反应。该指标患者提供了侵袭性真菌感染需要直接抗真菌治疗和完整的免疫系统来控制感染的证据。这个生物传感平台已经被简化,有可能作为一个即时测试,通过克服cfDNA测试的三个常见障碍:复杂性,成本,和时间。
    We present a case of a man immunocompromised due to myelodysplastic syndrome with Candida krusei fungemia who had a rising cell-free DNA (cfDNA) giant magnetoresistance (GMR) signal when tested daily using plasma blood samples. With the rise in GMR signal paralleling the development of skin lesions in this patient, we conclude that cfDNA can be used to indicate uncontrolled infection and thus help monitor response to therapy. This index patient provides evidence that an invasive fungal infection requires both direct antifungal therapy and an intact immune system to control the infection. This biosensing platform has been simplified to potentially serve as a point-of-care test, setting it apart by overcoming the three common barriers of cfDNA testing: complexity, cost, and time.
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