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Shah SSH, Elmorsy E, Othman RQA, Syed A, Armaghan SU, Khalid Bokhari SU, Elmorsy ME, Bawadekji A. The Evaluation of Artificial Intelligence Technology for the Differentiation of Fresh Human Blood Cells From Other Species' Blood in the Investigation of Crime Scenes. Cureus 2024; 16:e58496. [PMID: 38765447 PMCID: PMC11101600 DOI: 10.7759/cureus.58496] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/17/2024] [Indexed: 05/22/2024] Open
Abstract
OBJECTIVES The current study used the deep machine learning approach to differentiate human blood specimens from cow, goat, and chicken blood stains based on cell morphology. METHODS A total of 1,955 known Giemsa-stained digitized images were acquired from the blood of humans, cows, goats, and chickens. To train the deep learning models, the well-known VGG16, Resnet18, and Resnet34 algorithms were used. Based on the image analysis, confusion matrices were generated. RESULTS Findings showed that the F1 score for the chicken, cow, goat, and human classes were all equal to 1.0 for each of the three algorithms. The Matthews correlation coefficient (MCC) was 1 for chickens, cows, and humans in all three algorithms, while the MCC score was 0.989 for goats by ResNet18, and it was 0.994 for both ResNet34 and VGG16 algorithms. The three algorithms showed 100% sensitivity, specificity, and positive and negative predictive values for the human, cow, and chicken cells. For the goat cells, the data showed 100% sensitivity and negative predictive values with specificity and positive predictive values ranging from 98.5% to 99.6%. CONCLUSION These data showed the importance of deep learning as a potential tool for the differentiation of the species of origin of fresh crime scene blood stains.
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Affiliation(s)
| | - Ekramy Elmorsy
- Department of Pathology, Northern Border University, Arar, SAU
| | | | - Asmara Syed
- Department of Pathology, Northern Border University, Arar, SAU
| | - Syed Umar Armaghan
- Department of Research & Development - Robotic Section, Idrak AI Pvt. Ltd., Islamabad, PAK
| | | | - Mahmoud E Elmorsy
- Department of Computer Engineering, King Fahd University of Petroleum and Minerals, Dhahran, SAU
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Stojanović I, Stefanović A, Ilić G. DNA degradation of bloodstains on cotton fabric caused by different washing procedures. Forensic Sci Med Pathol 2024:10.1007/s12024-023-00768-2. [PMID: 38175311 DOI: 10.1007/s12024-023-00768-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/18/2023] [Indexed: 01/05/2024]
Abstract
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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Affiliation(s)
- Ivan Stojanović
- Department of Biological Evidence and DNA Analysis, Faculty of Medicine, The Institute of Forensic Medicine Nis, University of Nis, Dr Zoran Djindjic Blv. 81, 18000, Nis, Serbia.
| | - Aleksandra Stefanović
- DNA Laboratory, Faculty of Medicine, The Institute of Forensic Medicine Nis, University of Nis, Dr Zoran Djindjic Blv. 81, 18000, Nis, Serbia
| | - Goran Ilić
- Faculty of Medicine, The Institute of Forensic Medicine Nis, University of Nis, Dr Zoran Djindjic Blv. 81, 18000, Nis, Serbia
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Kitpipit T, Chuaythan W, Thanakiatkrai P. Direct STR profiling from laundered bloodstains: an investigation of different factors of laundering. Int J Legal Med 2022; 136:1237-1245. [PMID: 35715652 DOI: 10.1007/s00414-022-02858-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2022] [Accepted: 06/08/2022] [Indexed: 10/18/2022]
Abstract
Bloodstains on fabrics may be washed or cleaned to eliminate incriminating evidence. These actions reduce the chances of obtaining an interpretable DNA profile. Previous studies have shown that conventional short-tandem repeat (STR) typing is affected by various factors associated with washing or laundering of stains. Here, we aim to increase the chances of obtaining interpretable STR profiles from laundered bloodstains using direct PCR. Preliminary investigations showed direct STR typing resulted in more alleles compared to conventional STR typing. We then further investigated the following factors with direct STR typing: fabric type (cotton, polyester, and denim), washing method (hand-washing and machine-washing), type of detergents (powder and liquid), washing temperature (cold to 90 °C), pretreatment agents (sodium hypochlorite and hydrogen peroxide), and the number of washes (one, three, and five). Direct PCR could be successfully used for STR typing from laundered bloodstains with very high success rates. Among the three fabric types, only denim negatively affected direct STR typing, while laundering of bloodstains on cotton and polyester had a negligible effect as mostly full profiles were obtained. Multiple washes resulted in a decrease in both the numbers of alleles and peak heights. Surprisingly, washing method, type of detergent, washing temperature, and pretreatment agents only had minimal to no effect on STR profile quality. Due to the robustness and sensitivity of direct STR typing from laundered bloodstains, the method could be beneficial for violent crime investigations in forensic DNA laboratories worldwide.
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Affiliation(s)
- Thitika Kitpipit
- Forensic Science Program, Division of Health and Applied Sciences, Faculty of Science, Prince of Songkla University, 15 Kanjanavanich Road, Songkhla, 90110, Hat Yai, Thailand
- Forensic Science Innovation and Service Center, Prince of Songkla University, 15 Kanjanavanich Road, Songkhla, 90110, Hat Yai, Thailand
| | - Wichyaporn Chuaythan
- Chemistry-Biology Program, Division of Health and Applied Sciences, Faculty of Science, Prince of Songkla University, 15 Kanjanavanich Road, Songkhla, 90110, Hat Yai, Thailand
| | - Phuvadol Thanakiatkrai
- Forensic Science Program, Division of Health and Applied Sciences, Faculty of Science, Prince of Songkla University, 15 Kanjanavanich Road, Songkhla, 90110, Hat Yai, Thailand.
- Forensic Science Innovation and Service Center, Prince of Songkla University, 15 Kanjanavanich Road, Songkhla, 90110, Hat Yai, Thailand.
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Monson KL, Kyllonen KM, Leggitt JL, Edmiston KE, Justus CR, Kavlick MF, Phillip M, Roberts MA, Shegogue CW, Watts GD. Blast Suppression Foam, Aqueous Gel Blocks, and their Effect on Subsequent Analysis of Forensic Evidence. J Forensic Sci 2020; 65:1894-1907. [PMID: 32762120 DOI: 10.1111/1556-4029.14536] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2020] [Revised: 05/22/2020] [Accepted: 07/09/2020] [Indexed: 11/29/2022]
Abstract
In addition to having blast mitigation properties, aqueous foam concentrate AFC-380 blast suppression foam is designed to capture aerosolized chemical, biological, and radioactive particles during render-safe procedures of explosive devices. Exposure to aqueous environments and surfactants may negatively affect forensic evidence found at the scene, but the effects of AFC-380 foam and aqueous gel on the preservation and subsequent analysis of forensic evidence have not previously been investigated. Sebaceous finger and palm prints and DNA samples on paper, cardboard, tape, and various metal and plastic items, along with hairs, carpet and yarn fibers, and inks and documents, were exposed to AFC-380 foam. Similar mock evidence was also exposed to a superabsorbent gel of the type found in aqueous gel blocks used for shrapnel containment. Exposure to foam or aqueous gel was associated with a dilution effect for recovered DNA samples, but quality of the samples was not substantially affected. In contrast, exposure to AFC-380 foam or gel was detrimental to development of latent finger and palm prints on any substrate. Neither the hair nor the fiber samples were affected by exposure to either the foam or gel. Indented writing on the document samples was detrimentally affected by foam or gel exposure, but not inks and toners. The results from this study indicate that most types of forensic evidence recovered after being exposed to aqueous gel or blast suppression foam can be reliably analyzed, but latent finger and palm prints may be adversely affected.
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Affiliation(s)
- Keith L Monson
- FBI Laboratory, Counterterrorism and Forensic Science Research Unit, 2501 Investigation Parkway, Quantico, VA, 22135
| | - Kelsey M Kyllonen
- FBI Laboratory, Counterterrorism and Forensic Science Research Unit, Visiting Scientist Program, 2501 Investigation Parkway, Quantico, VA, 22135
| | - Jeffrey L Leggitt
- FBI Laboratory, Evidence Response Team Unit, 2501 Investigation Parkway, Quantico, VA, 22135
| | - Kelli E Edmiston
- FBI Laboratory, Latent Fingerprint Operations Unit, 2501 Investigation Parkway, Quantico, VA, 22135
| | - Calvin R Justus
- FBI Laboratory, Counterterrorism and Forensic Science Research Unit, Visiting Scientist Program, 2501 Investigation Parkway, Quantico, VA, 22135
| | - Mark F Kavlick
- FBI Laboratory, Counterterrorism and Forensic Science Research Unit, 2501 Investigation Parkway, Quantico, VA, 22135
| | - Maria Phillip
- FBI Laboratory, Latent Fingerprint Operations Unit, 2501 Investigation Parkway, Quantico, VA, 22135
| | - Maria A Roberts
- FBI Laboratory, Latent Fingerprint Support Unit, 2501 Investigation Parkway, Quantico, VA, 22135
| | - Candie W Shegogue
- FBI Laboratory, Trace Evidence Unit, 2501 Investigation Parkway, Quantico, VA, 22135
| | - Gabriel D Watts
- FBI Laboratory, Questioned Documents Unit, 2501 Investigation Parkway, Quantico, VA, 22135
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Helmus J, Poetsch J, Pfeifer M, Bajanowski T, Poetsch M. Cleaning a crime scene 2.0-what to do with the bloody knife after the crime? Int J Legal Med 2019; 134:171-175. [PMID: 31624925 DOI: 10.1007/s00414-019-02162-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2019] [Accepted: 09/09/2019] [Indexed: 01/27/2023]
Abstract
The persistence of DNA on washed items as well as the DNA transfer has become a major subject of research in recent years, especially after the detectability of minor DNA traces was heavily increased by sensitive analysis methods. Nowadays, the attribution of a DNA trace to an individual is only rarely questioned, whereas the way of application of this DNA to an item is subject to much discussion and speculation. Additionally, the removal of DNA by cleaning or its possible persistence on an item despite a cleaning process are often important problems in court. The aim of this study was to investigate whether DNA traces (blood, saliva, epithelial cells) on different objects (knives, plates, glasses, and plastic lids) can persist on the surface despite cleaning by different methods like hand-washing or the use of a dishwasher. In total, 120 samples were collected from artificially constructed blood, saliva, and epithelial cell stains on objects with smooth surfaces after washing and analyzed by STR amplification. Samples taken after rinsing or hand-washing resulted mainly in complete DNA profiles (62.5% of samples), while cleaning in the dishwasher rendered almost everything completely DNA-free. Since in the hand-washing experiments a secondary transfer of DNA through the water could not be ruled out, additional transfer experiments were conducted with blood and saliva samples on plates. Here, a carryover of DNA traces could be demonstrated up to the fifth washed item.
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Affiliation(s)
- Janine Helmus
- Institute of Legal Medicine, University Hospital Essen, Hufelandstr. 55, D-45122, Essen, Germany
| | - Jeremy Poetsch
- Institute of Legal Medicine, University Hospital Essen, Hufelandstr. 55, D-45122, Essen, Germany
| | - Manuel Pfeifer
- Institute of Legal Medicine, University Hospital Essen, Hufelandstr. 55, D-45122, Essen, Germany
| | - Thomas Bajanowski
- Institute of Legal Medicine, University Hospital Essen, Hufelandstr. 55, D-45122, Essen, Germany
| | - Micaela Poetsch
- Institute of Legal Medicine, University Hospital Essen, Hufelandstr. 55, D-45122, Essen, Germany.
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Helmus J, Pfeifer M, Feiner LK, Krause LJ, Bajanowski T, Poetsch M. Unintentional effects of cleaning a crime scene-when the sponge becomes an accomplice in DNA transfer. Int J Legal Med 2018; 133:759-765. [PMID: 30560491 DOI: 10.1007/s00414-018-1983-5] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2018] [Accepted: 12/06/2018] [Indexed: 10/27/2022]
Abstract
DNA transfer in aqueous solutions as well as the persistence of DNA on washed items has become a major subject of research in recent years and is often a significant problem in court. Despite these approaches, the question about the "mobility" of DNA especially in capital offenses cannot be answered in every case, since a variety of scenarios for DNA transfer are possible. The aim of this study was to investigate whether DNA traces could be distributed by cleaning an object. For this purpose, a large table surface and fabric piece were artificially provided with skin contact traces and body fluids (saliva and blood) in two series of experiments and then wiped off with water or with soap water (218 samples in total). These experiments resulted in a clear "carry over" of DNA traces especially for body fluid samples (100% of blood samples and 75% of saliva samples led to a complete profile). The results could be confirmed in a second experimental set-up with 384 samples using different cleaning agents and more intense cleaning actions. Even small amounts of 5-10 μl body fluid led to complete profiles in around 45% of the samples, while 20 μl led to nearly 65% complete profiles. A strong impact of the amount of traces and the chosen surface could be demonstrated, while the active component of the cleaning agent seemed to be of less influence with the explicit exception of chloric agents which rendered almost everything completely DNA-free. In summary, a distribution of DNA traces by wiping or scrubbing an object could be clearly proven.
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Affiliation(s)
- Janine Helmus
- Institute of Legal Medicine, University Hospital Essen, Hufelandstr. 55, D-45122, Essen, Germany
| | - Manuel Pfeifer
- Institute of Legal Medicine, University Hospital Essen, Hufelandstr. 55, D-45122, Essen, Germany
| | - Laura-Kim Feiner
- Institute of Legal Medicine, University Hospital Essen, Hufelandstr. 55, D-45122, Essen, Germany
| | - Laura Jasmin Krause
- Institute of Legal Medicine, University Hospital Essen, Hufelandstr. 55, D-45122, Essen, Germany
| | - Thomas Bajanowski
- Institute of Legal Medicine, University Hospital Essen, Hufelandstr. 55, D-45122, Essen, Germany
| | - Micaela Poetsch
- Institute of Legal Medicine, University Hospital Essen, Hufelandstr. 55, D-45122, Essen, Germany.
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