Taylor Duncan, Biedermann Alex, Samie Lydie, Pun Ka-Man, Hicks Tacha, Champod Christophe
Forensic Science South Australia, 21 Divett Place, Adelaide, SA 5000, Australia; School of Biological Sciences, Flinders University, GPO Box 2100, Adelaide, SA 5001, Australia.
Faculty of Law, Criminal Justice and Public Administration, School of Criminal Justice, University of Lausanne, 1015 Lausanne-Dorigny, Switzerland.
Forensic Sci Int Genet. 2017 May;28:155-177. doi: 10.1016/j.fsigen.2017.02.008. Epub 2017 Feb 20.
DNA is routinely recovered in criminal investigations. The sensitivity of laboratory equipment and DNA profiling kits means that it is possible to generate DNA profiles from very small amounts of cellular material. As a consequence, it has been shown that DNA we detect may not have arisen from a direct contact with an item, but rather through one or more intermediaries. Naturally the questions arising in court, particularly when considering trace DNA, are of how DNA may have come to be on an item. While scientists cannot directly answer this question, forensic biological results can help in discriminating between alleged activities. Much experimental research has been published showing the transfer and persistence of DNA under varying conditions, but as of yet the results of these studies have not been combined to deal with broad questions about transfer mechanisms. In this work we use published data and Bayesian networks to develop a statistical logical framework by which questions of transfer mechanism can be approached probabilistically. We also identify a number of areas where further work could be carried out in order to improve our knowledge base when helping to address questions about transfer mechanisms. Finally, we apply the constructed Bayesian network to ground truth known data to determine if, with current knowledge, there is any power in DNA quantities to distinguish primary and secondary transfer events.
在刑事调查中,DNA常常被提取出来。实验室设备和DNA分析试剂盒的高灵敏度意味着,从极少量的细胞材料中也能生成DNA图谱。因此,已证实我们检测到的DNA可能并非直接来自与某物品的接触,而是通过一个或多个中介物。自然而然地,法庭上出现的问题,尤其是在考虑微量DNA时,是DNA如何会出现在某物品上。虽然科学家无法直接回答这个问题,但法医生物学结果有助于区分所声称的活动。已经发表了许多实验研究,展示了DNA在不同条件下的转移和持久性,但截至目前,这些研究结果尚未整合起来以处理有关转移机制的广泛问题。在这项工作中,我们利用已发表的数据和贝叶斯网络来构建一个统计逻辑框架,通过这个框架可以用概率方法来探讨转移机制问题。我们还确定了一些可以开展进一步工作的领域,以便在帮助解决有关转移机制问题时完善我们的知识库。最后,我们将构建好的贝叶斯网络应用于已知的真实数据,以确定就目前的知识而言,DNA数量是否有能力区分初次转移和二次转移事件。