Bloodstain

血迹
  • 文章类型: Journal Article
    代谢物,作为细胞代谢的产物,可以提供丰富的生物信息,并且由于其低分子量而比其他生物标志物不易降解。由于这些属性,代谢物可作为有价值的生物标志物用于法医调查。知道血迹沉积的时间可以帮助重建犯罪现场,得出关于犯罪时间的结论,缩小嫌疑人的范围.先前的研究表明,血液中某些代谢物的浓度会受到昼夜节律的影响。然而,血迹的昼夜节律代谢产物仍不清楚。在三个时间类别(上午/中午(09:00h~17:00h)的真实条件下,共制备了64个血迹样本,下午/晚上(18:00h~23:00h)和晚上/清晨(24:00h~08:00h))。在三个时间类别中鉴定出50种具有显着差异的血迹代谢物。这些代谢物中的28种表现出显著的昼夜节律变化。最后,选择3种独立贡献的昼夜节律代谢物建立Logistic回归模型,曲线下面积为0.91、0.84和0.87,用于预测早晨/中午的血迹沉积时间,下午/晚上和晚上/清晨,分别。研究表明,昼夜节律代谢物可用于评估血迹沉积的时间。这将为分析法医调查中生物痕迹的沉积时间提供有价值的观点。
    Metabolites, as products of cellular metabolism, can provide a wealth of biological information and are less susceptible to degradation than other biomarkers due to their low molecular weight. Due to these properties, metabolites can be used as valuable biomarkers for forensic investigations. Knowing the timing of deposition of bloodstain could help to reconstruct crime scenes, draw conclusions about the time of the crime, and narrow down the circle of possible suspects. Previous studies have indicated that the concentration of some metabolites in blood is subject to circadian changes. However, the circadian metabolites of bloodstains have been still unclear. A total of sixty-four bloodstain samples were prepared under real conditions in three time categories (morning/noon (09:00 h ∼ 17:00 h), afternoon/evening (18:00 h ∼ 23:00 h) and night/early morning (24:00 h ∼ 08:00 h)). Fifty metabolites of bloodstains with significant differences were identified in the three time categories. Twenty-eight of these metabolites exhibited significant circadian changes. Finally, three independently contributing circadian metabolites were selected to build the logistic regression model, with an area under the curve of 0.91, 0.84 and 0.87 for the prediction of bloodstain deposition time in the morning/noon, afternoon/evening and night/early morning, respectively. The study indicated that circadian metabolites can be used for evaluating the timing of bloodstain deposition. This would provide a valuable perspective for analyzing the deposition time of biological traces in forensic investigations.
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  • 文章类型: Journal Article
    需要更好地理解生物材料中的DNA降解。洗过的衣服上的血迹会受到洗涤程序的干扰,有时转移到其他织物上,通常有潜在的血迹,通常有显著降解的DNA。样品(有血迹的棉织物)分为六个主要组,根据水温(95、60和30°C)的洗涤方法和洗涤剂的使用。完成洗涤过程后,样本储存一段时间(1天至6个月),随后进行分析.使用标准方案和商业试剂盒进行分析以测量经处理的样品中的剩余DNA量(浓度)和DNA降解指数。我们的结果表明,高洗涤温度(60和95°C)和洗涤剂的应用对DNA降解具有协同作用,而在30°C时,这种效果是不存在的。此外,在洗涤后约一个月观察到洗涤剂对加速DNA降解的影响。洗涤剂的这种延迟效应在目前的文献数据中没有解释。为了从血迹中获得最佳结果,我们建议从犯罪事件和肇事者试图清洁到实验室分析的时间应少于1个月。
    DNA degradation in biological material needs to be better understood. Bloodstains on washed clothing are disturbed by washing procedures, sometimes transferred to other fabrics, often with latent bloodstains and usually with significantly degraded DNA. The samples (cotton fabric with bloodstains) are divided into six main groups, depending on the washing method regarding water temperature (95, 60, and 30 °C) and the detergent use. After completing the washing process, samples were stored for a certain period (1 day to 6 months) and subsequently analyzed. Analyses were performed using standard protocols and commercial kits to measure the remaining DNA quantity (concentration) and DNA degradation index in the processed samples. Our results revealed that the high washing temperature (60 and 95 °C) and the application of detergent have a synergic action on DNA degradation, while at 30 °C this effect is absent. Furthermore, the effect of detergent on accelerated DNA degradation is observed about a month after the washing. This delayed effect of detergent has no explanation in current literature data. To obtain optimal results from the bloodstains, we recommended that the period from the crime event and attempted cleaning by a perpetrator to the laboratory analysis should be less than 1 month.
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  • 文章类型: Journal Article
    单卵双胞胎(MZT)具有相同的基因组DNA序列,通常无法通过常规法医DNA分型方法进行区分,这可能与刑事和亲子鉴定案件有关。最近,涉及DNA甲基化和microRNA分析的新表观遗传学方法已被引入来区分MZT。在这项研究中,我们探索使用表观遗传标记的潜力,特别是环状RNA(circRNAs),一种非编码RNA(ncRNA),为了识别MZT,并研究成对的MZT中circRNAs的独特表达模式,实现有效的差异化。表观遗传学在转录后水平调节基因表达,在细胞生长和衰老中起着至关重要的作用。CircRNAs,最近表征的ncRNA亚类,具有独特的共价环结构,没有典型的5'帽或3'尾。据报道,它们可以调节各种细胞过程,并在胚胎发生和真核发育中发挥作用。为了实现这一点,我们使用从5对MZT的血液样本中提取的总RNA进行了全面的circRNA测序分析(circRNA-seq).我们使用circRNA-seq在所有MZT中鉴定了总共15,257个circRNAs。其中,3、21、338和2967个差异表达的circRNAs(DEcircRNAs)在五个中共享,四,三,和两对MZT,分别。随后,我们使用实时定量聚合酶链反应(RT-qPCR)测定法验证了十二个选定的DEcircRNAs,其中包括hsa_circ_0004724,hsa_circ_0054196,hsa_circ_004964,hsa_circ_0000591,hsa_circ_0005077,hsa_circ_0054853,hsa_circ_0054716,hsa_circ_0002302,hsa_cir0004400其中,hsa_circ_0005077和hsa_circ_0004482表现出最好的性能,显示10对MZT中的7对的差异。当在来自10对MZT的唾液样品上测试时,这12种差异表达的circRNAs也表现出强的辨别能力。值得注意的是,hsa_circ_0004724在唾液中10对MZT中的8对中显示出差异表达。此外,我们评估了检测灵敏度,纵向时间稳定性,以及这十二个DEcircRNAs在法医场景中对老化血迹的适用性。我们的发现强调了circRNAs作为分子标记区分MZTs的潜力,强调它们对法医应用的适用性。
    Monozygotic twins (MZTs) possess identical genomic DNA sequences and are usually indistinguishable through routine forensic DNA typing methods, which can be relevant in criminal and paternity cases. Recently, novel epigenetic methods involving DNA methylation and microRNA analysis have been introduced to differentiate MZTs. In this study, we explore the potential of using epigenetic markers, specifically circular RNAs (circRNAs), a type of non-coding RNA (ncRNA), to identify MZTs, and investigate the unique expression patterns of circRNAs within pairs of MZTs, enabling effective differentiation. Epigenetics regulates gene expression at the post-transcriptional level and plays a crucial role in cell growth and aging. CircRNAs, a recently characterized subclass of ncRNA, have a distinct covalent loop structure without the typical 5\' cap or 3\' tail. They have been reported to modulate various cellular processes and play roles in embryogenesis and eukaryotic development. To achieve this, we conducted a comprehensive circRNA sequencing analysis (circRNA-seq) using total RNA extracted from the blood samples of five pairs of MZTs. We identified a total of 15,257 circRNAs in all MZTs using circRNA-seq. Among them, 3, 21, 338, and 2967 differentially expressed circRNAs (DEcircRNAs) were shared among five, four, three, and two pairs of MZTs, respectively. Subsequently, we validated twelve selected DEcircRNAs using real-time quantitative polymerase chain reaction (RT-qPCR) assays, which included hsa_circ_0004724, hsa_circ_0054196, hsa_circ_004964, hsa_circ_0000591, hsa_circ_0005077, hsa_circ_0054853, hsa_circ_0054716, hsa_circ_0002302, hsa_circ_0004482, hsa_circ_0001103, novel_circ_0030288 and novel_circ_0056831. Among them, hsa_circ_0005077 and hsa_circ_0004482 exhibited the best performance, showing differences in 7 out of 10 pairs of MZTs. These twelve differentially expressed circRNAs also demonstrated strong discriminative power when tested on saliva samples from 10 pairs of MZTs. Notably, hsa_circ_0004724 displayed differential expression in 8 out of 10 pairs of MZTs in their saliva. Additionally, we evaluated the detection sensitivity, longitudinal temporal stability, and suitability for aged bloodstains of these twelve DEcircRNAs in forensic scenarios. Our findings highlight the potential of circRNAs as molecular markers for distinguishing MZTs, emphasizing their suitability for forensic application.
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  • 文章类型: Journal Article
    估计犯罪现场留下血迹的时间可以为执法调查提供宝贵的证据,包括确定犯罪时间,把肇事者和犯罪现场联系起来,缩小可能的嫌疑人范围,核实证人的证词.有一些尝试来估计血迹沉积以来的时间,即,自从血迹在犯罪现场留下以来已经过去了多少时间。然而,大多数研究都集中在几天的时间间隔上。据我们所知,先前的研究已经进行了估计24小时昼夜周期内血液的沉积时间。迄今为止,缺乏关于血液节律性mRNA是否适用于血迹样本的研究。在这项研究中,我们通过实时定量聚合酶链反应根据信使RNA(mRNAs)的表达估计了24小时昼夜周期内的血迹沉积时间。在真实和不受控制的条件下在八个时间点从八个个体制备血染样品。4种mRNAs有节奏地表达,并用于使用k-最近邻(KNN)算法构建回归模型,导致3.92h的平均绝对误差。总体而言,使用有节奏的mRNA,建立了一个机器学习模型,该模型使我们能够预测东亚人群24小时昼夜周期内血迹的沉积时间。这项研究表明,mRNA生物标志物可用于估计24小时内的血迹沉积时间。此外,有节奏的mRNA生物标记物提供了一种潜在的方法和观点,用于估计法医调查中法医痕迹的沉积时间。法医分析中的案例样本通常是有限的或降级的,因此,节律性生物标志物的稳定性和敏感性需要进一步研究。
    Estimating the time that bloodstains are left at a crime scene can provide invaluable evidence for law enforcement investigations, including determining the time of the crime, linking the perpetrator to the crime scene, narrowing the pool of possible suspects, and verifying witness statements. There have been some attempts to estimate the time since deposition of bloodstains, i.e., how much time has passed since the bloodstain was left at a crime scene. However, most studies focus on the time interval of days. As far as we know, previous study have been conducted to estimate the deposition time of blood within a 24-h day-night cycle. To date, there is a lack of studies on whether rhythmic mRNA of blood is suitable for bloodstain samples. In this study, we estimated the bloodstain deposition time within a 24-h day-night cycle based on the expression of messenger RNAs (mRNAs) by real-time quantitative polymerase chain reaction. Bloodstain samples were prepared from eight individuals at eight time points under real and uncontrolled conditions. Four mRNAs expressed rhythmically and were used to construct a regression model using the k-nearest neighbor (KNN) algorithm, resulting in a mean absolute error of 3.92 h. Overall, using the rhythmic mRNAs, a machine learning model was developed which has allowed us to predict the deposition time of bloodstains within the 24-h day-night cycle in East Asian populations. This study demonstrates that mRNA biomarkers can be used to estimate the bloodstain deposition time within a 24-h period. Furthermore, rhythmic mRNA biomarkers provide a potential method and perspective for estimating the deposition time of forensic traces in forensic investigation. Case samples in forensic analysis are usually limited or degraded, so the stability and sensitivity of rhythmic biomarkers need to be further investigated.
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  • 文章类型: Journal Article
    背景:血液和精液污渍是犯罪现场最常见的生物污渍。清洗生物污渍是犯罪者用来破坏犯罪现场的常见应用。通过结构化实验方法,本研究旨在研究用各种化学物质洗涤对ATR-FTIR检测棉花血液和精液污渍的影响。
    方法:在棉片上,总共应用了78种血液和78种精液污渍,每组六种污渍浸入水中或机械清洗,40%甲醇,5%次氯酸钠溶液,5%次氯酸溶液,5g/L肥皂溶解纯水,和5g/L洗碗洗涤剂溶解水。从所有染色剂收集ATR-FTIR光谱并用化学计量学工具分析。
    结论:根据开发模型的性能参数,PLS-DA是用于区分洗涤过的血液和精液污渍的洗涤化学品的强大工具。这项研究的结果表明,FTIR有望用于检测由于清洗发现而肉眼看不到的血液和精液污渍。
    结论:我们的方法允许使用FTIR结合化学计量学在棉片上检测血液和精液,即使肉眼看不见。洗涤化学品也可以通过污渍的FTIR光谱来区分。
    BACKGROUND: Blood and semen stains are the most common biological stains encountered at crime scenes. The washing of biological stains is a common application that perpetrators use to spoil the crime scene. With a structured experiment approach, this study aims to investigate the effects of washing with various chemicals on the ATR-FTIR detection of blood and semen stains on cotton.
    METHODS: On cotton pieces, a total of 78 blood and 78 semen stains were applied, and each group of six stains was immersed or mechanically cleaned in water, 40% methanol, 5% sodium hypochlorite solution, 5% hypochlorous acid solution, 5 g/L soap dissolved pure water, and 5 g/L dishwashing detergent dissolved water. ATR-FTIR spectra gathered from all stains and analyzed with chemometric tools.
    CONCLUSIONS: According to performance parameters of developed models, PLS-DA is a powerful tool for discrimination of washing chemical for both washed blood and semen stains. Results from this study show that FTIR is promising for use in detecting blood and semen stains that have become invisible to the naked eye due to washing of the findings.
    CONCLUSIONS: Our approach allows blood and semen to be detected on cotton pieces using FTIR combined with chemometrics, even though it is not visible to the naked eye. Washing chemicals also can be distinguished via FTIR spectra of stains.
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  • 文章类型: Journal Article
    使用DNA甲基化来预测实际年龄已显示出在法医调查中获得其他信息的有希望的潜力。迄今为止,一些研究报道了基于DNA含量高的体液中DNA甲基化的年龄预测模型。然而,由于在作为痕量物质的一部分的体液染色剂中存在少量的DNA,因此在实践中应用这些现有方法通常是困难的。在这项研究中,我们提出了一种基于焦磷酸测序和随机森林回归的血迹年龄预测的灵敏而快速的检验方法。该测定只需要0.1ng的基因组DNA,整个过程可以在10小时内完成,使其适用于需要较短周转时间的法医调查。我们使用来自10至79岁的128名男性和113名女性的血迹样本,检查了来自6个基因的46个CpG位点的甲基化水平。然后使用随机森林回归模型分别构建男性和女性的年龄预测模型。基于随机森林回归的性能,开发了具有七个CpG位点(男性三个,女性四个)的最终年龄预测模型。每个模型的平均绝对偏差小于三年。我们的结果表明,使用焦磷酸测序和随机森林回归的基于DNA甲基化的年龄预测在法医学中具有潜在的应用,可以准确预测血迹供体的生物年龄。本文受版权保护。保留所有权利。
    The use of DNA methylation to predict chronological age has shown promising potential for obtaining additional information in forensic investigations. To date, several studies have reported age prediction models based on DNA methylation in body fluids with high DNA content. However, it is often difficult to apply these existing methods in practice due to the low amount of DNA present in stains of body fluids that are part of a trace material. In this study, we present a sensitive and rapid test for age prediction with bloodstains based on pyrosequencing and random forest regression. This assay requires only 0.1 ng of genomic DNA and the entire procedure can be completed within 10 h, making it practical for forensic investigations that require a short turnaround time. We examined the methylation levels of 46 CpG sites from six genes using bloodstain samples from 128 males and 113 females aged 10-79 years. A random forest regression model was then used to construct an age prediction model for males and females separately. The final age prediction models were developed with seven CpG sites (three for males and four for females) based on the performance of the random forest regression. The mean absolute deviation was less than 3 years for each model. Our results demonstrate that DNA methylation-based age prediction using pyrosequencing and random forest regression has potential applications in forensics to accurately predict the biological age of a bloodstain donor.
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  • 文章类型: Journal Article
    麦角硫酮,这是一种天然存在的代谢物,通常在受到氧化应激的组织和细胞中积累,由于其在生理pH下的结构稳定性;因此,它已经在各个生物医学领域引起了人们的关注。麦角硫因也被认为是一种潜在的法医标记,但其适用性尚未得到定量验证。在这项研究中,进行了血迹中麦角硫因的定量分析,以估计血迹的年龄和血迹供体的年龄。年轻人和老年人的血液被用来产生血迹。在普遍年龄条件下从血迹中提取代谢物后,麦角硫因水平通过质谱通过多反应监测进行定量。第0天血迹(新鲜血液)中麦角硫因的浓度,老年组明显高于青年组,但它并没有因性别而异。在第0、5和7天以及第2和3天与第0天相比,在两个年龄组的样品之间观察到统计学上的显着差异。研究结果表明,麦角硫因可用于估计血迹和供体的年龄;它可能是重建犯罪现场的潜在标记。
    Ergothioneine, which is a naturally occurring metabolite, generally accumulates in tissues and cells subjected to oxidative stress, owing to its structural stability at physiological pH; therefore, it has been attracting attention in various biomedical fields. Ergothioneine has also been suggested as a potential forensic marker, but its applicability has not yet been quantitatively validated. In this study, quantitative analysis of ergothioneine in bloodstains was conducted to estimate the age of bloodstains and that of bloodstain donors. Blood from youth and elderly participants was used to generate bloodstains. After extracting metabolites from the bloodstains under prevalent age conditions, ergothioneine levels were quantified by mass spectrometry via multiple reaction monitoring. The concentration of ergothioneine in day 0 bloodstains (fresh blood), was significantly higher in the elderly group than in the youth group, but it did not differ by sex. Statistically significant differences were observed between the samples from the two age groups on days 0, 5 and 7, and on days 2 and 3 compared with day 0. The findings suggest that ergothioneine can be used to estimate the age of bloodstains and of the donor; it could be useful as a potential marker in reconstructing crime scenes.
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  • 文章类型: Journal Article
    在外部环境的自然影响下,由于水的蒸发,从血管泄漏的血液量可能会发生变化。血迹和干血斑(DBS),描述了血液在外部环境中干燥,它们的产量和代谢物定量曲线相似。在法医学领域的血迹代谢物分析和临床领域的DBS代谢物分析中,重要的是确定血液来源的体积,因为这会影响代谢物的定量结果。因此,这项研究的目的是发现内标代谢产物,这些代谢产物与血量呈定量比例关系,即使随着血迹年龄的增加也能保持恒定的浓度。因此,L-异亮氨酸和L-苯丙氨酸的浓度与血迹来源的血容量成比例增加。除了在65μL和85μL之间的比较之外,在所有体积比较中,L-异亮氨酸的浓度差异是显著的。除了在65μL和45μL之间以及在65μL和85μL之间,在所有体积比较中L-苯丙氨酸的浓度差异是显著的。此外,已证实,随着体积变小,两种代谢物倾向于保持恒定的浓度,而不受血迹年龄的影响。这些内标代谢物可用于在血迹和DBS的代谢物分析期间估计血迹的起源血体积,并且可以在比较样品之间的代谢物定量时提供标准化的体积标准。
    The volume of blood leaked from blood vessels may change due to evaporation of water under the natural influence of the external environment. Bloodstains and dried blood spots (DBS), which describes blood dried in the external environment, are similar in their production and their metabolite quantification profiles. In both bloodstain metabolite analysis in the forensic science field and DBS metabolite analysis in the clinical field, it is important to determine the volume of the origin blood as this affects metabolite quantification results. Therefore, the purpose of this study is to discover the internal standard metabolites that have quantitatively proportional relationships with origin blood volume and maintain constant concentrations even as the age of the bloodstain increases. As a result, the concentrations of L-isoleucine and L-phenylalanine increased in proportion to the origin blood volume of the bloodstain. The differences in concentration of L-isoleucine were significant in all volume comparisons except in the comparison between 65 μL and 85 μL. The differences in concentration of L-phenylalanine were significant in all volume comparisons except between 65 μL and 45 μL and between 65 μL and 85 μL. In addition, it was confirmed that both metabolites tended to maintain constant concentrations without being affected by bloodstain age as the volume became smaller. These internal standard metabolites can be used for estimating the origin blood volume of bloodstains during metabolite analysis of bloodstains and DBS and could provide a volume criterion for standardization when comparing metabolite quantification between samples.
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  • 文章类型: Journal Article
    在环境变量和化学变化之间建立相关性可以显着提高多个领域的研究质量。在各种环境变量中,温度和湿度与化学反应的速率密切相关。这项研究旨在确认以前在其他温度和湿度环境条件下发现的代谢物标记的变化,并确认它们可以作为标记的可能性。在从受试者收集血液和血迹制备后,在八种环境条件(4°C/30%,4°C/60%,25°C/30%,25°C/60%,25°C/90%,40°C/30%,40°C/60%,和40°C/90%)。建立了血迹年龄估计模型,以确认血迹代谢物在各种环境中作为血迹年龄标记的适用性。代谢物标记物的平均浓度随着血迹的年龄呈现下降趋势,从第7天开始转变为增长趋势。在温度和湿度方面,25°C和90%,分别,与其他条件相比,显示出最不同的代谢物变化模式。此处开发的血迹年龄估计模型在每种条件下的R平方值均高达0.92,在组合所有环境条件时的R平方值为0.71。本文的发现突出了血液代谢物在现场应用的巨大潜力,确认从其化学反应速率预测代谢物变化的可能性,并验证在各种环境条件下代谢物作为血迹年龄标记物的重要性。
    Establishing a correlation between environmental variables and chemical change can significantly improve the quality of research in multiple fields. Among various environmental variables, temperature and humidity are closely related to the rate of chemical reactions. This study aimed to confirm changes in metabolite markers that were previously discovered in other temperature and humidity environment conditions and to confirm the possibility that they could act as markers. After blood collection from the subjects and bloodstain preparation, the quantitative values of the bloodstain metabolites were confirmed (when the age of the bloodstain was within a month) under eight environmental conditions (4 °C/30%, 4 °C/60%, 25 °C/30%, 25 °C/60%, 25 °C/90%, 40 °C/30%, 40 °C/60%, and 40 °C/90%). Age-of-bloodstain estimation models were constructed to confirm the applicability of bloodstain metabolites as markers for bloodstain age in various environments. The average concentration of metabolite markers exhibited a decreasing trend with the age of the bloodstain, which transformed into an increasing trend from day 7 onwards. In terms of temperature and humidity, 25 °C and 90%, respectively, showed the most dissimilar metabolite change pattern compared to other conditions. The age-of-bloodstain estimation models developed here have an R-square value of up to 0.92 for each condition and an R-square value of 0.71 when all environmental conditions were combined. The findings herein highlight the immense potential of blood metabolites for field application, confirming the possibility of predicting metabolite changes from the rates of their chemical reactions and validating the importance of metabolites as age-of-bloodstain markers under various environmental conditions.
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  • 文章类型: Journal Article
    年龄预测可以提供有关犯罪现场生物证据贡献者的重要信息。DNA甲基化被认为是最有前途的年龄预测生物标志物。在全基因组范围内测量甲基化水平是筛选用于法医年龄预测的特定标记的重要步骤。在目前的研究中,我们从公开的EPICBeadChip数据中筛选出5个与年龄相关的CpG位点,并通过多重甲基化SNaPshot测定法在训练集(115血液)中进行评估.通过完整子集回归,五个标记缩小到三个,即cg10501210(C1orf132),cg16867657(ELOVL2),和cg13108341(DNAH9),其中最后一个是新发现的与年龄相关的CpG位点。基于这三个指标建立了年龄预测模型,解释86.8%的年龄变化,平均绝对偏差(MAD)为4.038岁。然后,根据年龄预测模型调整多重甲基化SNaPshot测定。考虑到血迹是实际案例中最常见的生物样本之一,由30个血液组成的三个验证集,使用30种新鲜血迹和30种老化血迹来评估年龄预测模型。每套的MAD估计为4.734、4.490和5.431年,分别,表明我们的年龄预测模型适用于11-71岁中国汉族人群的血液和血迹的年龄预测。总的来说,这项研究描述了从公共芯片数据中筛选CpG标记的工作流程,并提出了用于法医年龄预测的3-CpG标记模型.
    Age prediction can provide important information about the contributors of biological evidence left at crime scenes. DNA methylation has been regarded as the most promising age-predictive biomarker. Measuring themethylation level at the genome-wide scaleis an important step to screen specific markers for forensic age prediction. In present study, we screened out five age-related CpG sites from the public EPIC BeadChip data and evaluated them in a training set (115 blood) by multiplex methylation SNaPshot assay. Through full subset regression, the five markers were narrowed down to three, namely cg10501210 (C1orf132), cg16867657 (ELOVL2), and cg13108341 (DNAH9), of which the last one was a newly discovered age-related CpG site. An age prediction model was built based on these three markers, explaining 86.8% of the variation of age with a mean absolute deviation (MAD) of 4.038 years. Then, the multiplex methylation SNaPshot assay was adjusted according to the age prediction model. Considering that bloodstains are one of the most common biological samples in practical cases, three validation sets composed of 30 blood, 30 fresh bloodstains and 30 aged bloodstains were used for evaluation of the age prediction model. The MAD of each set was estimated as 4.734, 4.490, and 5.431 years, respectively, suggesting that our age prediction model was applicable for age prediction for blood and bloodstains in Chinese Han population of 11-71 age. In general, this study describes a workflow of screening CpG markers from public chip data and presents a 3-CpG markers model for forensic age prediction.
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