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A mathematical framework for genetic relatedness analysis involving X chromosome aneuploidies 涉及 X 染色体非整倍体的遗传亲缘关系分析数学框架。
IF 3.2 2区 医学 Q2 GENETICS & HEREDITY Pub Date : 2024-08-31 DOI: 10.1016/j.fsigen.2024.103128
Marisa Faustino , Leonor Gusmão , António Amorim , Daniel Kling , Nádia Pinto

The unique features of the X chromosome can be crucial to complement autosomal profiling or to disentangle complex kinship problems, providing in some cases a similar or even greater power than autosomes in paternity/maternity investigations. While theoretical and informatics approaches for pairwise X-linked kinship analyses are well established for euploid individuals, these are still lacking for individuals with an X chromosome aneuploidy. To trigger the fulfilment of this gap, this research presents a mathematical framework that enables the quantification of DNA evidence in pairwise kinship analyses, involving two non-inbred individuals, one of whom with a non-mosaic X chromosome aneuploidy: Trisomy X (47, XXX), Klinefelter (47, XXY) or Turner (45, X0) syndrome. As previously developed for a regular number of chromosomes, this approach relies on the probability of related individuals sharing identical-by-descent (IBD) alleles at one specific locus and it can be applied to any set of independently transmitted markers, with no gametic association in the population. The kinship hypotheses mostly considered in forensic casework are specifically addressed in this work, but the reasoning and procedure can be applied to virtually any pairwise kinship problem under the referred assumptions. Algebraic formulae for joint genotypic probabilities cover all the possible genotypic configurations and pedigrees. Compared with the analyses assuming individuals with a regular number of chromosomes, complicating factors rely on the different possibilities for both the parental origin of the error (either maternal or paternal), and the type of error occurred (either meiotic or post-zygotic mitotic). These imply that a non-inbred female with Triple X or a male with Klinefelter syndrome may carry two IBD alleles at the same locus. Thus, and contrarily to what occurs for the standard case, IBD partitions depend not only on the kinship hypothesis under analysis but also on the genotypic configuration of the analyzed individuals. For some cases, parameters of interest can be inferred, while for others recommended values based on the available literature are provided. This work is the starting point to analyze X-chromosomal data under the scope of kinship problems, involving individuals with aneuploidies, as it will enhance the quantification of the DNA evidence not only in forensics but also in the medical genetics field. We hope it will trigger the development of approaches including other complicating factors, as a greater number of individuals, possibility of the occurrence of mutations and/or silent alleles, as well as the analysis of linked markers.

X 染色体的独特特征对于补充常染色体分析或厘清复杂的亲缘关系问题至关重要,在某些情况下,X 染色体在亲子关系/母子关系调查中具有与常染色体相似甚至更强的能力。虽然针对单倍体个体的成对 X 连锁亲缘关系分析的理论和信息学方法已经成熟,但对于 X 染色体非整倍体个体来说,这些方法仍然缺乏。为了填补这一空白,本研究提出了一个数学框架,可以在配对亲缘关系分析中量化 DNA 证据,涉及两个非近亲繁殖个体,其中一个具有非马赛克 X 染色体非整倍体:X三体综合征(47,XXX)、克莱恩费尔特综合征(47,XXY)或特纳综合征(45,X0)。正如之前针对常规染色体数目所开发的那样,这种方法依赖于相关个体在一个特定位点上共享同源等位基因(IBD)的概率,它可以应用于任何一组独立传播的标记,在人群中没有配子关联。本研究专门讨论了法医案件工作中最常考虑的亲属关系假设,但其推理和程序几乎可以应用于任何在上述假设条件下的成对亲属关系问题。联合基因型概率的代数公式涵盖了所有可能的基因型配置和血统。与假定染色体数目规则的个体进行的分析相比,复杂因素在于错误的亲本来源(母本或父本)和发生错误的类型(减数分裂或有丝分裂后减数分裂)的不同可能性。这意味着,患有三重 X 的非近亲繁殖女性或患有 Klinefelter 综合征的男性可能在同一基因座上携带两个 IBD 等位基因。因此,与标准情况不同的是,IBD 的分区不仅取决于所分析的亲缘关系假设,还取决于所分析个体的基因型结构。对于某些情况,可以推断出感兴趣的参数,而对于其他情况,则根据现有文献提供推荐值。这项工作是在亲缘关系问题的范围内分析 X 染色体数据的起点,涉及到非整倍体个体,因为它将不仅在法医领域,而且在医学遗传学领域加强 DNA 证据的量化。我们希望它能促进包括其他复杂因素在内的方法的发展,如更多的个体、发生突变和/或沉默等位基因的可能性,以及关联标记的分析。
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引用次数: 0
Comparison of next generation sequencing (NGS) - (SNPs) and capillary electrophoresis (CE) - (STRs) in the genetic analysis of human remains 下一代测序(NGS)--(SNPs)与毛细管电泳(CE)--(STRs)在人类遗骸基因分析中的比较。
IF 3.2 2区 医学 Q2 GENETICS & HEREDITY Pub Date : 2024-08-30 DOI: 10.1016/j.fsigen.2024.103131
Stavros Kokotas , Bruce Budowle , Athanasios Papatheodorou , Eugenia Bolanaki , Aikaterini Kondili , Aristea Metheniti , Maria Vouropoulou , Georgios Koukouvinos , Emmanouil Palaigeorgiou , Polyzois Makras

A pilot study was performed using two different DNA technology platforms conducted by two laboratories to analyze DNA extracted from 83-year-old, human male skeletal remains from 16 individuals, of which there are no other viable means to identify these war victims. The workflow of the more recent developed ForenSeq Kintelligence Kit and next generation sequencing was compared to that of the standard capillary electrophoresis – short tandem repeat (STR) method (Power Plex ESX17 and Y23 Systems). The findings indicate that greater amount of useful genetic data can be gained with the Kintelligence system across the range of samples under study and particularly for samples in which partial or no STR profiles are obtained. SNP data are more likely to be obtained from degraded samples, like the ones analyzed in this study. Moreover, high volume SNP data are suitable for long distance kinship associations and genetic genealogy databases to develop more investigative leads for future kinship and missing persons cases, a process not feasible by STR typing.

两个实验室使用两种不同的 DNA 技术平台进行了一项试点研究,分析从 16 具 83 岁男性遗骸中提取的 DNA。最新开发的 ForenSeq Kintelligence Kit 和新一代测序的工作流程与标准毛细管电泳--短串联重复(STR)方法(Power Plex ESX17 和 Y23 系统)的工作流程进行了比较。研究结果表明,使用 Kintelligence 系统可以获得更多有用的基因数据,适用于各种研究样本,特别是获得部分或没有 STR 图谱的样本。SNP 数据更有可能从退化样本中获得,比如本研究分析的样本。此外,大量的 SNP 数据适用于远距离亲属关系关联和遗传家谱数据库,为今后的亲属关系和失踪人员案件开发更多的调查线索,而这一过程是 STR 分型所无法实现的。
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引用次数: 0
Transfer and persistence of intruder DNA within an office after reuse by owner 入侵者的 DNA 被主人重复使用后在办公室内的转移和持久性
IF 3.2 2区 医学 Q2 GENETICS & HEREDITY Pub Date : 2024-08-28 DOI: 10.1016/j.fsigen.2024.103130
Monique Zacher , Roland A.H. van Oorschot , Oliva Handt , Mariya Goray

The heightened sensitivity of DNA typing techniques, paired with the extensive use of trace DNA in forensic investigations, has resulted in an increased need to understand how and when DNA is deposited on surfaces of interest. This study focussed on the transfer, persistence, and prevalence of trace DNA in a single occupation of an office space by an intruder, when all contacts made during occupation and for the two hours prior and post occupation were known. The extent to which DNA could be recovered from contacted/not contacted surfaces was investigated. This study investigates the impacts of these movements and use of an office space when the duration of occupancy, surface contact histories and shedder status of participants are known. Contacts were documented and surfaces in the office space were targeted for sampling. Categories were set for target sampling that included different types of contact. Direct and indirect DNA transfer was detected in 55 % and 6 % of samples, respectively. Contactless DNA transfer was detected in 0.5 % of samples. The owner was observed as the sole/major/majority contributor in 77 % of the samples and as minor contributor in 10 % of samples. The intruder was observed as the sole/major/majority contributor in 14 % of samples and as the minor contributor in 16 %. An increased number of contacts increased the relative DNA contribution of the individual making the contact, however, not all observed direct contacts resulted in detectable DNA transfer. The outcome of this study will aid in better sample targeting strategies and contribute to the pool of data assisting in the development of activity level assessments.

随着 DNA 分型技术敏感性的提高,以及法医调查中对痕量 DNA 的广泛使用,人们越来越需要了解 DNA 是如何以及何时沉积在相关表面上的。本研究的重点是,在已知入侵者占据办公空间期间以及占据前后两小时内的所有接触情况的情况下,痕量 DNA 在入侵者占据办公空间时的转移、持久性和普遍性。研究还调查了从接触/未接触表面回收 DNA 的程度。本研究调查了在已知参与者的占用时间、表面接触历史和脱落状态的情况下,这些移动和使用办公空间所产生的影响。对接触情况进行了记录,并对办公场所的表面进行了目标采样。目标采样类别包括不同类型的接触。在 55% 和 6% 的样本中分别检测到了直接和间接 DNA 转移。在 0.5% 的样本中检测到了非接触式 DNA 转移。据观察,在 77% 的样本中,主人是唯一/主要/多数贡献者,在 10% 的样本中,主人是次要贡献者。在 14% 的样本中,入侵者是唯一/主要/主要贡献者,在 16% 的样本中,入侵者是次要贡献者。接触次数越多,接触者的 DNA 相对贡献率就越高,但并非所有观察到的直接接触都会导致可检测到的 DNA 转移。这项研究的结果将有助于制定更好的样本定位策略,并为协助制定活动水平评估的数据库做出贡献。
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引用次数: 0
Forensic efficiency evaluation of a mtDNA whole genome sequencing system constructed with long fragment amplification strategy on DNA nanoball sequencing platform 在 DNA 纳米球测序平台上采用长片段扩增策略构建的 mtDNA 全基因组测序系统的法医效率评估
IF 3.2 2区 医学 Q2 GENETICS & HEREDITY Pub Date : 2024-08-22 DOI: 10.1016/j.fsigen.2024.103126
Man Chen , Chong Chen , Ning Li , Yuerong Su , Wei Cui , Yan Huang , Meiming Cai , Bofeng Zhu

Mitochondrial DNA (mtDNA) is an important genetic marker for degraded biological sample identification, maternal pedigree tracing, and population genetic structure study owing to its characteristics of high copy number, anti-degradable ring structure, and maternal inheritance. Whole mtDNA genome sequencing is an optimal method for the analysis of mtDNA polymorphism and heterogeneity because it allows for the comprehensive use of maternal genetic information. However, because of lacking quantitative evaluations for sequencing data, the scientific interpretation standards for mtDNA sequencing results of the previously used sequencing systems are often different, and false positive or false negative results are prone to occur when faced with the interference of nuclear genomic DNA, or the heterogeneities of mtDNA sequence and structure. In this study, we evaluated a novel mtDNA whole genome sequencing system using long fragment amplification strategy on the DNA nanoball (DNB) sequencing platform. This system demonstrated high sequencing quality and specific mtDNA sequencing efficiencies on positive control DNA and FTA bloodstain samples, as the average Q20 and Q30 values of the corresponding samples were 97.17 % and 91.93 %; 97.37 % and 92.48 %, respectively. The mean mapping percentages for the reference sequences of whole genome DNA (wgDNA), mtDNA, and nuclear genomic DNA (ngDNA) in the corresponding samples were 99.98 %, 99.97 %, 0.03 %, and 99.91 %, 99.40 %, 0.60 %; respectively. The average error calling rates for the bases A, C, G, and T of the whole mtDNA genome were 0.2519 %, 0.2550 %, 0.2906 %; and 0.2392 %, respectively. The efficacy of heteroplasmy identification was assessed using a set of theoretical sites with predetermined rates. These sites were created by combining the samples with known mtDNA haplotypes in certain proportions. The absolute errors between observed and theoretical heteroplasmy values were 89.59 %, 74.68 %, 50.20 %, 12.65 %, 8.31 %, and 4.85 %, while the theoretical heteroplasmy values were 5 %, 10 %, 20 %, 80 %, 90 %, and 95 %, respectively. The absolute error exhibited relative stability when the mtDNA sequencing depth exceeded 500×. Furthermore, the system sequencing efficiency was also confirmed among different kinds of samples, and these samples included natural samples (e.g., peripheral blood samples preserved on FTA cards for 2 and 11 years, and on filter paper for 6 and 9 years), degraded samples, sensitivity samples, samples derived from various bodily fluids, and maternal pedigree samples. In summary, the whole mtDNA genome sequencing system used for forensic identification demonstrated high performance in analyzing mtDNA sequence information, and showed significant prospects for forensic application and maternal genetic research.

线粒体 DNA(mtDNA)具有高拷贝数、抗降解环状结构和母系遗传等特点,是降解生物样本鉴定、母系血统追踪和种群遗传结构研究的重要遗传标记。mtDNA 全基因组测序可综合利用母体遗传信息,是分析 mtDNA 多态性和异质性的最佳方法。然而,由于缺乏对测序数据的定量评估,以往使用的测序系统对mtDNA测序结果的科学解释标准往往不同,在面对核基因组DNA的干扰或mtDNA序列和结构的异质性时,容易出现假阳性或假阴性结果。在这项研究中,我们评估了在DNA纳米球(DNB)测序平台上使用长片段扩增策略的新型mtDNA全基因组测序系统。该系统对阳性对照 DNA 和 FTA 血迹样本的测序质量高,特异性 mtDNA 测序效率高,相应样本的平均 Q20 和 Q30 值分别为 97.17 % 和 91.93 %;97.37 % 和 92.48 %。相应样本中全基因组 DNA(wgDNA)、mtDNA 和核基因组 DNA(ngDNA)参考序列的平均映射率分别为 99.98 %、99.97 %、0.03 % 和 99.91 %、99.40 %、0.60 %。整个 mtDNA 基因组中 A、C、G 和 T 碱基的平均错误调用率分别为 0.2519 %、0.2550 %、0.2906 % 和 0.2392 %。使用一组具有预定比率的理论位点评估了异源蛋白鉴定的效果。这些位点是将已知 mtDNA 单倍型的样本按一定比例组合而成的。观察值与理论异质性值之间的绝对误差分别为 89.59 %、74.68 %、50.20 %、12.65 %、8.31 % 和 4.85 %,而理论异质性值分别为 5 %、10 %、20 %、80 %、90 % 和 95 %。当 mtDNA 测序深度超过 500 倍时,绝对误差表现出相对稳定性。此外,该系统的测序效率还在不同类型的样本中得到了证实,这些样本包括天然样本(如在 FTA 卡上保存 2 年和 11 年的外周血样本,以及在滤纸上保存 6 年和 9 年的外周血样本)、降解样本、敏感样本、来自各种体液的样本以及母系血统样本。总之,用于法医鉴定的 mtDNA 全基因组测序系统在分析 mtDNA 序列信息方面表现出很高的性能,在法医应用和母系遗传研究方面具有广阔的前景。
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引用次数: 0
Comprehensive body fluid identification and contributor assignment by combining targeted sequencing of mRNA and coding region SNPs 通过结合 mRNA 和编码区 SNP 的靶向测序,进行全面的体液鉴定和贡献者分配
IF 3.2 2区 医学 Q2 GENETICS & HEREDITY Pub Date : 2024-08-16 DOI: 10.1016/j.fsigen.2024.103125
Maximilian Neis , Theresa Groß , Harald Schneider , Peter M. Schneider , Cornelius Courts

Forensic genetic analyses aim to retrieve as much information as possible from biological trace material recovered from crime scenes. While standard short tandem repeat (STR) profiling is essential to individualize biological traces, its significance is diminished in crime scenarios where the presence of a suspect's DNA is acknowledged by all parties. In such cases, forensic (m)RNA analysis can provide crucial contextualizing information on the source level about a trace’s composition, i.e., body fluids/tissues, and has therefore emerged as a powerful tool for modern forensic investigations. However, the question which of several suspects contributed a specific component (body fluid) to a mixed trace cannot be answered by RNA analysis using conventional methods. This individualizing information is stored within the sequence of the mRNA transcripts. Massively parallel sequencing (MPS) represents a promising alternative, offering not only higher multiplex capacity, but also the typing of individual coding region SNPs (cSNPs) to enable the assignment of contributors to mixture components, thereby reducing the risk of association fallacies. Herein, we describe the development of an extensive mRNA/cSNP panel for targeted sequencing on the IonTorrent S5 platform. Our panel comprises 30 markers for the detection of six body fluids/tissues (blood, saliva, semen, skin, vaginal and menstrual secretion), along with 70 linkage-controlled cSNPs for contributor assignment. It exhibited high reliable detection sensitivity with RNA inputs down to 0.75 ng and a conservatively calculated probability of identity of 0.03 – 6 % for individual body fluid-specific cSNP profiles. Limitations and areas for future work include RNA-related allele imbalances, inclusion of markers to correctly identify rectal mucosa and the optimization of specific markers. In summary, our new panel is intended to be a major step forward to interpret biological evidence at sub-source and source level based on cSNP attribution of a body fluid component to a suspect and victim, respectively.

法医基因分析旨在从犯罪现场提取的生物痕迹材料中获取尽可能多的信息。虽然标准的短串联重复(STR)分析对生物痕迹的个体化至关重要,但在各方都承认存在嫌疑人 DNA 的犯罪场景中,其意义就大打折扣了。在这种情况下,法医(m)RNA 分析可以从源头上提供有关痕迹成分(即体液/组织)的重要背景信息,因此已成为现代法医调查的有力工具。然而,使用传统方法进行 RNA 分析无法回答混合痕迹的特定成分(体液)是由几名嫌疑人中的哪一位提供的这一问题。这种个性化信息存储在 mRNA 转录本的序列中。大规模平行测序(MPS)是一种很有前途的替代方法,它不仅能提供更高的多重测序能力,还能对单个编码区 SNPs(cSNPs)进行分型,从而确定混合物成分的贡献者,从而降低关联谬误的风险。在此,我们介绍了在 IonTorrent S5 平台上开发用于靶向测序的广泛 mRNA/cSNP 面板的情况。我们的面板包括 30 个用于检测六种体液/组织(血液、唾液、精液、皮肤、阴道和月经分泌物)的标记物,以及 70 个用于贡献者分配的连锁控制 cSNPs。该系统对低至 0.75 纳克的 RNA 输入具有高度可靠的检测灵敏度,对单个体液特异性 cSNP 特征的保守计算识别概率为 0.03 - 6%。局限性和未来工作领域包括与 RNA 相关的等位基因不平衡、纳入标记物以正确识别直肠粘膜以及优化特定标记物。总之,我们的新小组旨在根据 cSNP 将体液成分分别归因于嫌疑人和受害者的方法,在亚来源和来源层面解释生物证据方面向前迈出了一大步。
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引用次数: 0
Analysis of rapidly mutating Y-STRs enables almost complete discrimination of unrelated and related males from the African continent 对快速变异的 Y-STR 进行分析,几乎可以完全区分非洲大陆无血缘关系的男性和有血缘关系的男性
IF 3.2 2区 医学 Q2 GENETICS & HEREDITY Pub Date : 2024-08-14 DOI: 10.1016/j.fsigen.2024.103127
Filippo Barni, Arwin Ralf, Chiara Della Rocca, Federica Cannistrà, Marco Gigliucci, Beniamino Trombetta, Andrea Berti, Manfred Kayser, Fulvio Cruciani
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引用次数: 0
Accounting for site-to-site DNA transfer on a packaged exhibit in an evaluation given activity level propositions 在给定活动水平命题的评估中考虑包装展品上场地到场地的 DNA 转移
IF 3.2 2区 医学 Q2 GENETICS & HEREDITY Pub Date : 2024-08-10 DOI: 10.1016/j.fsigen.2024.103122
Duncan Taylor , Luke Volgin , Bas Kokshoorn

Considering activity level propositions in the evaluation of forensic biology findings is becoming more common place. There are increasing numbers of publications demonstrating different transfer mechanisms that can occur under a variety of circumstances. Some of these publications have shown the possibility of DNA transfer from site to site on an exhibit, for instance as a result of packaging and transport. If such a possibility exists, and the case circumstances are such that the area on an exhibit where DNA is present or absent is an observation that is an important diagnostic characteristic given the propositions, then site to site transfer should be taken into account during the evaluation of observations. In this work we demonstrate the ways in which site to site transfer can be built into Bayesian networks when carrying out activity level evaluations of forensic biology findings. We explore the effects of considering qualitative vs quantitative categorisation of DNA results. We also show the importance of taking into account multiple individual’s DNA being transferred (such as unknown or wearer DNA), even if the main focus of the evaluation is the activity of one individual.

在评估法医生物学发现时考虑活动水平命题正变得越来越普遍。越来越多的出版物展示了在各种情况下可能发生的不同转移机制。其中一些出版物表明,DNA 有可能在证物上从一个部位转移到另一个部位,例如由于包装和运输造成的转移。如果存在这种可能性,并且在这种情况下,展品上存在或不存在 DNA 的区域是一种观察结果,而这种观察结果是一种重要的诊断特征,那么在对观察结果进行评估时,就应该考虑到部位与部位之间的转移。在这项工作中,我们展示了在对法医生物学研究结果进行活动水平评估时,如何将现场与现场之间的转移纳入贝叶斯网络。我们探讨了考虑 DNA 结果定性与定量分类的效果。我们还展示了考虑多个个体 DNA 转移(如未知或佩戴者 DNA)的重要性,即使评估的主要重点是一个个体的活动。
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引用次数: 0
A multiplex microbial profiling system for the identification of the source of body fluid and skin samples 用于鉴定体液和皮肤样本来源的多重微生物分析系统
IF 3.2 2区 医学 Q2 GENETICS & HEREDITY Pub Date : 2024-08-10 DOI: 10.1016/j.fsigen.2024.103124
Hewen Yao , Yanyun Wang , Shuangshuang Wang , Chaoran Sun , Yuxiang Zhou , Lanrui Jiang , Zefei Wang , Xindi Wang , Zhirui Zhang , Tingting Yang , Feng Song , Haibo Luo

Determining the source of body fluids is crucial in forensic investigations, as it provides valuable information about suspects and the nature of the crime. Microbial markers that trace the source of tissues and body fluids based on site specificity and temporal stability are often used effectively for this purpose. In this study, a multiplex system comprising seven microbial markers (Finegoldia magna, Corynebacterium tuberculostearicum, Cutibacterium acnes, Haemophilus parainfluenzae, Streptococcus oralis, Prevotella melaninogenica and Faecalibacterium prausnitzii) was developed to distinguish between skin, saliva, and feces samples. Based on these markers, the system produces electropherograms that are specific for each sample type. We collected 492 samples from six different skin sites (palm, antecubital crease, inguinal crease, cheek, upper back, and toe web space), the buccal mucosa, and stool were collected to further test the system. Beta diversity analysis revealed distinct clustering among the three sample groups. Additionally, skin microenvironment cluster analysis was used to identify skin sites accurately. This analysis classified skin samples into four distinct microenvironments: dry, moist, oily, and foot. Finally, we established a machine learning prediction model based on random forest regression to identify the skin microenvironment, achieving an overall prediction accuracy of 79 %. The multiplex system developed in this study accurately identifies the sources of body fluids, and the skin microenvironment. These findings offer new insights into the application of microbial markers in forensic science.

确定体液来源在法医调查中至关重要,因为它能提供有关嫌疑人和犯罪性质的宝贵信息。基于部位特异性和时间稳定性来追踪组织和体液来源的微生物标记物经常被有效地用于这一目的。在这项研究中,我们开发了一个由七种微生物标记物(细金丝菌、结核硬皮冠状杆菌、痤疮杆菌、副流感嗜血杆菌、口腔链球菌、黑色素前驱菌和普氏粪杆菌)组成的多重系统,用于区分皮肤、唾液和粪便样本。根据这些标记,该系统可生成针对每种样本类型的特异性电泳图。我们从六个不同的皮肤部位(手掌、肘前皱襞、腹股沟皱襞、脸颊、上背部和脚趾蹼间隙)收集了 492 份样本,并收集了口腔粘膜和粪便样本,以进一步测试该系统。Beta 多样性分析显示,三个样本组之间存在明显的聚类。此外,皮肤微环境聚类分析也用于准确识别皮肤部位。该分析将皮肤样本分为四种不同的微环境:干燥、潮湿、油腻和足部。最后,我们建立了一个基于随机森林回归的机器学习预测模型来识别皮肤微环境,总体预测准确率达到 79%。本研究开发的多重系统能准确识别体液来源和皮肤微环境。这些发现为微生物标记在法医学中的应用提供了新的见解。
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引用次数: 0
An initial exploration of machine learning for establishing associations between genetic markers and THC levels in Cannabis sativa samples 利用机器学习建立大麻样本中遗传标记与四氢大麻酚水平之间联系的初步探索
IF 3.2 2区 医学 Q2 GENETICS & HEREDITY Pub Date : 2024-08-09 DOI: 10.1016/j.fsigen.2024.103123
Selena Cisana , Michele Di Nunzio , Valentina Brenzini , Monica Omedei , Fabrizio Seganti , Christina Ververi , Enrico Gerace , Alberto Salomone , Andrea Berti , Filippo Barni , Sergio Schiavone , Andrea Coppi , Ciro Di Nunzio , Paolo Garofano , Eugenio Alladio

Cannabis sativa, a globally commercialized plant used for medicinal, food, fiber production, and recreation, necessitates effective identification to distinguish legal and illegal varieties in forensic contexts. This research utilizes multivariate statistical models and Machine Learning approaches to establish correlations between specific genotypes and tetrahydrocannabinol (Δ9-THC) content (%) in C. sativa samples. 132 cannabis leaves samples were obtained from legal growers in Piedmont, Italy, and illegal drug seizures in Turin. Samples were genetically profiled using a 13-loci STR multiplex and their Δ9-THC content was detected through quantitative GC-MS analysis. This study aims to assess the use of supervised classification modelling on genetic data to distinguish cannabis samples into legal and illegal categories, revealing distinct clusters characterized by unique allele profiles and THC content. t-distributed Stochastic Neighbor Embedding (t-SNE), Random Forest (RF) and Partial Least Squares Regression (PLS-R) were executed for the machine learning modelling. All the tested models resulted effective discriminating between legal samples and illegal. Although further validation is necessary, this study presents a novel forensic investigative approach, potentially aiding law enforcement in significant marijuana seizures or tracking illicit drug trafficking routes.

大麻(Cannabis sativa)是一种用于药用、食用、纤维生产和娱乐的全球商业化植物,在法医鉴定中需要进行有效识别,以区分合法和非法品种。本研究利用多元统计模型和机器学习方法建立特定基因型与大麻样本中四氢大麻酚(Δ9-THC)含量(%)之间的相关性。132 份大麻叶样本来自意大利皮埃蒙特的合法种植者和都灵的非法毒品收缴地。使用 13 个基因组 STR 多重分析法对样本进行了基因分析,并通过 GC-MS 定量分析检测了样本中的Δ9-THC 含量。本研究旨在评估在基因数据上使用监督分类建模将大麻样本区分为合法和非法类别的情况,揭示以独特等位基因特征和四氢大麻酚含量为特征的不同聚类。所有测试模型都能有效区分合法样本和非法样本。虽然还需要进一步验证,但这项研究提出了一种新颖的法医调查方法,可能有助于执法部门缉获大量大麻或追踪非法贩毒路线。
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引用次数: 0
Transfer and recovery of DNA and metal particles: A proof-of-concept application of a parallel strategy by DNA and environmental scanning electron microscopy analysis DNA 和金属颗粒的转移和回收:DNA 与环境扫描电子显微镜分析并行策略的概念验证应用。
IF 3.2 2区 医学 Q2 GENETICS & HEREDITY Pub Date : 2024-08-03 DOI: 10.1016/j.fsigen.2024.103113
Arianna Giorgetti , Carla Bini , Sara Amurri , Giulia Fazio , Laura Valentini , Pietro Gobbi , Susi Pelotti

According to the principle of Locard “Every contact leaves a trace", when touching a surface, a bi-directional transfer of self and non-self-DNA residing on the hands and touched objects can occur. Metals are commonly encountered in forensic evidence and, during hand contact with these surfaces, a transfer of metal particles could occur together with the transfer of human DNA. This study proposes a proof-concept approach for the original detection of metal particles and touch DNA to track the activity performed by a donor and particularly to assess the metallic substrate touched before the contact with a subsequent surface. To this scope, a scenario of contact events was simulated by three volunteers, who participated in fingerprint deposition firstly on copper and then on plastic and glass surfaces. Twenty-four stubs were collected on the hands of volunteers and the secondary surfaces and then analyzed by environmental scanning electron microscopy (ESEM). DNA was quantified only from copper and plastic surfaces. Ten additional volunteers followed the same protocol of deposition on copper and then on plastic surfaces to evaluate DNA transfer only. On 20 touch DNA samples, the copper surface yielded significantly lower DNA amounts, ranging from 0.001 to 0.129 ng/μl, compared to the secondary touched plastic surface, ranging from 0.007 to 0.362 ng/μl. ESEM-EDS analysis showed that copper particles could be abundantly detected on the hands of the volunteers after contact with the copper surface. Particles containing silicates with copper were shown on plastic, while they were only found in 1/3 of samples on glass. Our proof-of-concept study has shown that ESEM-EDS analysis has the potential to detect copper particles transferred to the hands of volunteers during contact with a copper metallic surface and deposited on secondarily touched items. The results suggest that this original ESEM-DNA parallel approach could potentially allow the tracking of DNA transfer and metal particles at a crime scene, although this represents only a first step and further research on a wider casuistry could help to address the interpretation of results given activity level propositions.

根据洛卡德原理 "每次接触都会留下痕迹",在接触表面时,手上和接触物体上的自身和非自身 DNA 可能会发生双向转移。在法医证据中经常会遇到金属,当手接触这些表面时,金属颗粒可能会与人类 DNA 一起转移。本研究提出了一种原始检测金属颗粒和触摸 DNA 的概念验证方法,以跟踪捐赠者的活动,特别是评估与后续表面接触前所接触的金属基质。为此,三名志愿者模拟了接触事件的场景,首先在铜表面,然后在塑料和玻璃表面留下指纹。研究人员在志愿者的双手和二次表面上收集了 24 个指纹存根,然后用环境扫描电子显微镜(ESEM)进行了分析。仅对铜和塑料表面的 DNA 进行了量化。另外 10 名志愿者按照同样的方案,先在铜表面沉积,然后再在塑料表面沉积,只对 DNA 转移进行评估。在 20 份接触过的 DNA 样品中,铜表面产生的 DNA 量(从 0.001 到 0.129 纳克/微升不等)明显低于二次接触过的塑料表面(从 0.007 到 0.362 纳克/微升不等)。ESEM-EDS 分析表明,志愿者的双手在接触铜表面后可以检测到大量的铜颗粒。含有铜硅酸盐的微粒出现在塑料上,而在玻璃上仅有 1/3 的样品中发现了铜硅酸盐。我们的概念验证研究表明,ESEM-EDS 分析有可能检测到志愿者在接触铜金属表面时转移到手上并沉积在二次接触物品上的铜微粒。研究结果表明,这种独创的 ESEM-DNA 并行方法有可能在犯罪现场追踪 DNA 转移和金属颗粒,尽管这仅仅是第一步,对更广泛的案例进行进一步研究将有助于解决活动水平命题下的结果解释问题。
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引用次数: 0
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Forensic Science International-Genetics
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