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McIntyre DB, Long BM, Dawson BM, Barton PS. Effect of insect exclusion and microbial perturbation on piglet mass loss and total body score. Forensic Sci Int 2024; 367:112336. [PMID: 39644725 DOI: 10.1016/j.forsciint.2024.112336] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2024] [Revised: 10/29/2024] [Accepted: 12/03/2024] [Indexed: 12/09/2024]
Abstract
Recent conceptual and empirical developments in decomposition research have highlighted the intricate dynamics within necrobiome communities and the roles of various decay drivers. Yet the interactions between these factors and their regulatory mechanisms remain relatively unexplored. A comprehensive understanding of this facet of decomposition science is important, given its broad applicability across ecological and forensic disciplines, and current lack of research which investigates the inter-dependencies between two critical components of the necrobiome (the microbiome and insect activity), and the consequences of this interdependency on mass loss and total body score. Here we investigated the relationships among these key aspects of the decay process. We experimentally manipulated these variables by physically excluding insects and chemically perturbing the external microbiome of piglet (Sus scrofa) carcasses and quantified the effects on mass loss and total body score, as well as insect pre-appearance interval and colonisation. We found that piglets in the insect excluded and microbially perturbed treatment groups exhibited a significant delay in reaching 50 + % of mass loss compared with control piglets with insect access and intact microbiome. However, only remains with insects excluded displayed a significantly slower rate of total mass loss throughout the majority of the experiment and remained a significantly higher mass at the endpoint of 11,000 accumulative degree hours. Additionally, all insect excluded and microbially perturbed treatment groups displayed significantly lower total body scores compared to control piglets at corresponding time points. We also observed a significant delay in insect pre-appearance interval and colonisation for piglets with perturbed microbiomes compared to control piglets. Our findings demonstrate the significance of interacting components of the necrobiome, and the power of manipulative experiments in revealing causal relationships between biota and decomposition rates. These considerations are paramount for developing accurate post-mortem interval estimations and a comprehensive understanding of ecological processes during decomposition.
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Affiliation(s)
- Donna B McIntyre
- Future Regions Research Centre, Federation University, Mount Helen, VIC 3350, Australia; Graduate Research School, Federation University, Mount Helen, VIC 3350, Australia.
| | - Benjamin M Long
- Future Regions Research Centre, Federation University, Mount Helen, VIC 3350, Australia
| | - Blake M Dawson
- School of Environmental and Rural Science, University of New England, Armidale, NSW 2350, Australia
| | - Philip S Barton
- School of Life and Environmental Sciences, Deakin University, Geelong, VIC 3216, Australia
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2
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Procopio N, Bonicelli A. From flesh to bones: Multi-omics approaches in forensic science. Proteomics 2024; 24:e2200335. [PMID: 38683823 DOI: 10.1002/pmic.202200335] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2023] [Revised: 03/12/2024] [Accepted: 03/26/2024] [Indexed: 05/02/2024]
Abstract
Recent advancements in omics techniques have revolutionised the study of biological systems, enabling the generation of high-throughput biomolecular data. These innovations have found diverse applications, ranging from personalised medicine to forensic sciences. While the investigation of multiple aspects of cells, tissues or entire organisms through the integration of various omics approaches (such as genomics, epigenomics, metagenomics, transcriptomics, proteomics and metabolomics) has already been established in fields like biomedicine and cancer biology, its full potential in forensic sciences remains only partially explored. In this review, we have presented a comprehensive overview of state-of-the-art analytical platforms employed in omics research, with specific emphasis on their application in the forensic field for the identification of the cadaver and the cause of death. Moreover, we have conducted a critical analysis of the computational integration of omics approaches, and highlighted the latest advancements in employing multi-omics techniques for forensic investigations.
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Affiliation(s)
- Noemi Procopio
- Research Centre for Field Archaeology and Experimental Taphonomy, School of Law and Policing, University of Central Lancashire, Preston, UK
| | - Andrea Bonicelli
- Research Centre for Field Archaeology and Experimental Taphonomy, School of Law and Policing, University of Central Lancashire, Preston, UK
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3
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Gan D, Lin Z, Zeng L, Deng H, Walsh TR, Zhou S, Yang QE. Housefly gut microbiomes as a reservoir and facilitator for the spread of antibiotic resistance. THE ISME JOURNAL 2024; 18:wrae128. [PMID: 39030691 PMCID: PMC11456846 DOI: 10.1093/ismejo/wrae128] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/24/2024] [Revised: 06/23/2024] [Accepted: 07/18/2024] [Indexed: 07/21/2024]
Abstract
Arthropods, such as houseflies, play a significant role in the dissemination of antimicrobial resistance (AMR); however, their impact has often been overlooked in comparison to other AMR vectors. Understanding the contribution of arthropods to the spread of AMR is critical for implementing robust policies to mitigate the spread of AMR across One Health sectors, affecting animals and environmental habitats as well as humans. In this study, we investigated the in situ transfer of a gfp-labelled AMR plasmid (IncA/C carrying an mcr-8 gene, pA/C_MCR-8) in the gut microbiota of houseflies (Musca domestica) by applying single-cell sorting, 16S rRNA gene amplicon sequencing and whole-genome sequencing. Our findings demonstrate that the pA/C_MCR-8-positive Escherichia coli donor strain is capable of colonizing the gut microbiome of houseflies and persists in the housefly intestine for 5 days; however, no transfer was detectable above the detection threshold of 10-5 per cell. The conjugative plasmid pA/C_MCR-8 demonstrated a high transfer frequency ranging from 4.1 × 10-3 to 5.0 × 10-3 per cell in vitro and exhibited transfer across various bacterial phyla, primarily encompassing Pseudomonadota and Bacillota. Phylogenic analysis has revealed that Providencia stuartii, a human opportunistic pathogen, is a notable recipient of pA/C_MCR-8. The conjugation assays further revealed that newly formed P. stuartii transconjugants readily transfer pA/C_MCR-8 to other clinically relevant pathogens (e.g. Klebsiella pneumoniae). Our findings indicate the potential transfer of AMR plasmids from houseflies to human opportunistic pathogens and further support the adoption of a One Health approach in developing infection control policies that address AMR across clinical settings.
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Affiliation(s)
- Dehao Gan
- Fujian Provincial Key Laboratory of Soil Environmental Health and Regulation, College of Resources and Environment, Fujian Agriculture and Forestry University, Fuzhou 350002, China
- Fujian Key Laboratory of Traditional Chinese Veterinary Medicine and Animal Health, College of Animal Sciences, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Zhenyan Lin
- Fujian Provincial Key Laboratory of Soil Environmental Health and Regulation, College of Resources and Environment, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Lingshuang Zeng
- Fujian Provincial Key Laboratory of Soil Environmental Health and Regulation, College of Resources and Environment, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Hui Deng
- Fujian Key Laboratory of Traditional Chinese Veterinary Medicine and Animal Health, College of Animal Sciences, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Timothy R Walsh
- Ineos Oxford Institute for Antimicrobial Research, Department of Biology, University of Oxford, Oxford OX1 3RE, United Kingdom
| | - Shungui Zhou
- Fujian Provincial Key Laboratory of Soil Environmental Health and Regulation, College of Resources and Environment, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Qiu E Yang
- Fujian Provincial Key Laboratory of Soil Environmental Health and Regulation, College of Resources and Environment, Fujian Agriculture and Forestry University, Fuzhou 350002, China
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4
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Tang H, Zhang X, Yang F, Zhang C, Ngando FJ, Ren L, Guo Y. Effect of Ciprofloxacin on the Composition of Intestinal Microbiota in Sarcophaga peregrina (Diptera: Sarcophagidae). Microorganisms 2023; 11:2867. [PMID: 38138011 PMCID: PMC10745613 DOI: 10.3390/microorganisms11122867] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2023] [Revised: 11/13/2023] [Accepted: 11/23/2023] [Indexed: 12/24/2023] Open
Abstract
The intestinal bacteria of insects are crucial to the growth and development of the host. It has been found that various physiological processes of insects, such as immune response, metabolism, reproductive ability, and growth and development, involve the gastrointestinal flora. However, many external factors affect the composition of insects' intestinal microorganisms, such as the type of dietary substrate. Sarcophaga peregrina (Robineau-Desvoidy, 1830) (Diptera: Sarcophagidae) is of great significance in medicine and forensic science. In this study, we investigated the effects of ciprofloxacin on the growth and gut microbiota of S. peregrina. The results demonstrated that the maximum body length of larvae was not affected by ciprofloxacin, while the growth rate of body length quickened as the concentration of the drug increased. The weight of the pupa and adult was reduced significantly due to the effect of ciprofloxacin. After analyzing the gut microbiota composition of S. peregrina in different drug groups, it was indicated that Ignatzschineria, Providencia, Wohlfahrtiimonas, Proteus, Myroides, and Bacteroides play important roles in the growth of S. peregrina. However, they still need to be further studied. In general, ciprofloxacin can affect the gut microbial community structure, which in turn affects the fitness of the host.
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Affiliation(s)
| | | | | | | | | | - Lipin Ren
- Department of Forensic Science, School of Basic Medical Sciences, Central South University, Changsha 410013, China; (H.T.); (X.Z.); (F.Y.); (C.Z.); (F.J.N.)
| | - Yadong Guo
- Department of Forensic Science, School of Basic Medical Sciences, Central South University, Changsha 410013, China; (H.T.); (X.Z.); (F.Y.); (C.Z.); (F.J.N.)
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5
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Shao S, Yang L, Hu G, Li L, Wang Y, Tao L. Application of omics techniques in forensic entomology research. Acta Trop 2023; 246:106985. [PMID: 37473953 DOI: 10.1016/j.actatropica.2023.106985] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Revised: 07/10/2023] [Accepted: 07/12/2023] [Indexed: 07/22/2023]
Abstract
With the advent of the post-genome era, omics technologies have developed rapidly and are widely used, including in genomics, transcriptomics, proteomics, metabolomics, and microbiome research. These omics techniques are often based on comprehensive and systematic analysis of biological samples using high-throughput analysis methods and bioinformatics, to provide new insights into biological phenomena. Currently, omics techniques are gradually being applied to forensic entomology research and are useful in species identification, phylogenetics, screening for developmentally relevant differentially expressed genes, and the interpretation of behavioral characteristics of forensic-related species at the genetic level. These all provide valuable information for estimating the postmortem interval (PMI). This review mainly discusses the available omics techniques, summarizes the application of omics techniques in forensic entomology, and their future in the field.
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Affiliation(s)
- Shipeng Shao
- Department of Forensic Medicine, Soochow University, Ganjiang East Road, Suzhou, China
| | - Lijun Yang
- Criminal Police Branch, Suzhou Public Security Bureau, Renmin Road, Suzhou, China
| | - Gengwang Hu
- Department of Forensic Medicine, Soochow University, Ganjiang East Road, Suzhou, China
| | - Liangliang Li
- Department of Forensic Medicine, Soochow University, Ganjiang East Road, Suzhou, China
| | - Yu Wang
- Department of Forensic Medicine, Soochow University, Ganjiang East Road, Suzhou, China.
| | - Luyang Tao
- Department of Forensic Medicine, Soochow University, Ganjiang East Road, Suzhou, China
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6
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Deel HL, Montoya S, King K, Emmons AL, Huhn C, Lynne AM, Metcalf JL, Bucheli SR. The microbiome of fly organs and fly-human microbial transfer during decomposition. Forensic Sci Int 2022; 340:111425. [DOI: 10.1016/j.forsciint.2022.111425] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2022] [Revised: 08/03/2022] [Accepted: 08/13/2022] [Indexed: 11/30/2022]
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7
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Bavani MM, Seyyedzadeh SJ, Radi E, Malekian A, Hoseinpour M, Gholizadeh S. Sterilization of Lucilia sericata (Diptera: Calliphoridae) Eggs for Maggot Debridement Therapy. JOURNAL OF MEDICAL ENTOMOLOGY 2022; 59:1076-1080. [PMID: 35187572 DOI: 10.1093/jme/tjac020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/27/2021] [Indexed: 06/14/2023]
Abstract
Maggot debridement therapy (MDT) is a therapy with the medical use of sterile fly larvae of certain species, particularly those within the Calliphoridae family including green bottle fly, Lucilia sericata (Meigan, Diptera: Calliphoridae), for treating chronically infected wounds and ulcers. Lucilia sericata flies were maintained under insectary conditions, and the eggs were sterilized using three treatments: hydrogen peroxide solutions, used as a hand disinfectant (Treatment 1-T1), hydrogen peroxide, surface disinfectant (Treatment 2-T2), and SaniHigene (Treatment 3-T3) and the control (without treatment). All three treatment caused the complete sterilization of eggs, and no bacterial colonies were found on the blood agar culture. The egg hatching rate after 72 h was much higher than after 24 h. Egg mortality in hydrogen peroxide solutions, T1 and T2, was 3-4% and less than in solution T3 (13%). Owing to less mortality and more sterility of the eggs, the aforementioned solutions are suggested to be appropriate for sterility in maggot therapy.
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Affiliation(s)
- Mulood Mohammadi Bavani
- Social Determinants of Health Research Center, Clinical Research Institute, Urmia University of Medical Sciences, Urmia, Iran
- Department of Medical Entomology and Vector Control, School of Public Health, Urmia University of Medical Sciences , Urmia, Iran
| | - Seyyed Jaavad Seyyedzadeh
- Social Determinants of Health Research Center, Clinical Research Institute, Urmia University of Medical Sciences, Urmia, Iran
- Department of Medical Entomology and Vector Control, School of Public Health, Urmia University of Medical Sciences , Urmia, Iran
| | - Ehsan Radi
- Department of Medical Entomology and Vector Control, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran
| | - Azam Malekian
- Department of Medical Entomology and Vector Control, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran
| | - Mahdiyeh Hoseinpour
- Laboratory Sciences Department, School of Allied Medical Sciences, Urmia University of Medical Sciences, Urmia, Iran
| | - Saber Gholizadeh
- Social Determinants of Health Research Center, Clinical Research Institute, Urmia University of Medical Sciences, Urmia, Iran
- Department of Medical Entomology and Vector Control, School of Public Health, Urmia University of Medical Sciences , Urmia, Iran
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8
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Malacrinò A. Host species identity shapes the diversity and structure of insect microbiota. Mol Ecol 2021; 31:723-735. [PMID: 34837439 DOI: 10.1111/mec.16285] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Revised: 11/04/2021] [Accepted: 11/22/2021] [Indexed: 12/12/2022]
Abstract
As for most of the life that inhabits our planet, microorganisms play an essential role in insect nutrition, reproduction, defence, and support their host in many other functions. More recently, we assisted to an exponential growth of studies describing the taxonomical composition of bacterial communities across insects' phylogeny. However, there is still an outstanding question that needs to be answered: Which factors contribute most to shape insects' microbiomes? This study tries to find an answer to this question by taking advantage of publicly available sequencing data and reanalysing over 4000 samples of insect-associated bacterial communities under a common framework. Results suggest that insect taxonomy has a wider impact on the structure and diversity of their associated microbial communities than the other factors considered (diet, sex, life stage, sample origin and treatment). However, when specifically testing for signatures of codiversification of insect species and their microbiota, analyses found weak support for this, suggesting that while insect species strongly drive the structure and diversity of insect microbiota, the diversification of those microbial communities did not follow their host's phylogeny. Furthermore, a parallel survey of the literature highlights several methodological limitations that need to be considered in the future research endeavours.
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Affiliation(s)
- Antonino Malacrinò
- Institute for Evolution and Biodiversity, Westfälische Wilhelms-Universität Münster, Münster, Germany
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9
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Iancu L, Angelescu IR, Paun VI, Henríquez-Castillo C, Lavin P, Purcarea C. Microbiome pattern of Lucilia sericata (Meigen) (Diptera: Calliphoridae) and feeding substrate in the presence of the foodborne pathogen Salmonella enterica. Sci Rep 2021; 11:15296. [PMID: 34315964 PMCID: PMC8316364 DOI: 10.1038/s41598-021-94761-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Accepted: 07/16/2021] [Indexed: 12/04/2022] Open
Abstract
The microbial diversity and quantitative dynamics during the insect’s development stages constitute recently developed putative tools in forensic and medical studies. Meanwhile, little is known on the role of insects in spreading foodborne pathogenic bacteria and on the impact of these pathogens on the overall insects and feeding substrate microbiome composition. Here, we provide the first characterization of the bacterial communities harbored in adult and immature stages of Lucilia sericata, one of the first colonizers of decomposed human remains, in the presence of the foodborne pathogen Salmonella enterica using 16S rRNA Illumina sequencing and qPCR. The pathogen transmission from the wild adults to the second generation was observed, with a 101.25× quantitative increase. The microbial patterns from both insect and liver samples were not influenced by the artificial introduction of this pathogenic foodborne bacteria, being dominated by Firmicutes and Proteobacteria. Overall, our results provided a first detailed overview of the insect and decomposed substrate microbiome in the presence of a human pathogen, advancing the knowledge on the role of microbes as postmortem interval estimators and the transmission of pathogenic bacteria.
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Affiliation(s)
- Lavinia Iancu
- Department of Microbiology, Institute of Biology Bucharest of Romanian Academy, Splaiul Independentei, 296, 060031, Bucharest, Romania. .,Department of Criminal Justice, University of North Dakota, Grand Forks, ND, 58202, USA.
| | - Iulia Roxana Angelescu
- Department of Microbiology, Institute of Biology Bucharest of Romanian Academy, Splaiul Independentei, 296, 060031, Bucharest, Romania
| | - Victoria Ioana Paun
- Department of Microbiology, Institute of Biology Bucharest of Romanian Academy, Splaiul Independentei, 296, 060031, Bucharest, Romania
| | - Carlos Henríquez-Castillo
- Laboratorio de Fisiología y Genética Marina, Centro de Estudios Avanzados en Zonas Áridas, 1781421, Coquimbo, Chile.,Facultad de Ciencias del Mar, Universidad Católica del Norte, 1781421, Coquimbo, Chile
| | - Paris Lavin
- Departamento de Biotecnología, Facultad de Ciencias del Mar y Recursos Biológicos, Universidad de Antofagasta, Antofagasta, Chile.,Laboratorio de Complejidad Microbiana y Ecología Funcional, Instituto Antofagasta, Antofagasta, Chile
| | - Cristina Purcarea
- Department of Microbiology, Institute of Biology Bucharest of Romanian Academy, Splaiul Independentei, 296, 060031, Bucharest, Romania
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Preußer D, Bröring U, Fischer T, Juretzek T. Effects of antibiotics ceftriaxone and levofloxacin on the growth of Calliphora vomitoria L. (Diptera: Calliphoridae) and effects on the determination of the post-mortem interval. J Forensic Leg Med 2021; 81:102207. [PMID: 34214895 DOI: 10.1016/j.jflm.2021.102207] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2020] [Revised: 06/16/2021] [Accepted: 06/21/2021] [Indexed: 10/21/2022]
Abstract
The determination of the post-mortem interval (PMI) is one of the main tasks of forensic entomology, where growth and stages of development of arthropods are used for PMI determination. It is well acknowledged that maggot development is significantly influenced by temperature. Attention has also been paid to the microbial populations of the cadaver, because toxic substances contained in the substrate can influence the microorganisms and affect arthropods growth and development. However, little is known about the influence of antibiotics taken during lifetime of a person on insect development after that persons death. The aim of this study was to test the hypothesis that the antibiotics ceftriaxone and levofloxacin cause inhibition of growth and delay of pupation of the blow fly Calliphora vomitoria, which would then lead to an incorrect determination of the post-mortem interval in forensic cases. It was found that maggot development was delayed by levofloxacin mixed in minced pork, where a mixture of both antibiotics increased this effect. The maggot growth in the samples with ceftriaxone was not delayed. Pupation was delayed in treatments with a mixture of both antibiotics. The mortality was reduced by separate or combined application of ceftriaxone and levofloxacin, which we attribute to a bactericidal effect of the antibiotics on maggot pathogens. Depending on the concentration of the antibiotics, an underestimation of the post-mortem interval between 24 and 48 h could be suspected. We conclude that antibiotics need to be considered if instar stages are to be used to determine the PMI and that some antibiotics may improve the breeding conditions of maggots.
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Affiliation(s)
- Daniel Preußer
- Brandenburg University of Technology Cottbus-Senftenberg, Chair of Ecology, Konrad-Wachsmann-Allee 6, 03046, Cottbus, Germany.
| | - Udo Bröring
- Brandenburg University of Technology Cottbus-Senftenberg, Chair of Ecology, Konrad-Wachsmann-Allee 6, 03046, Cottbus, Germany
| | - Thomas Fischer
- Brandenburg University of Technology Cottbus-Senftenberg, Central Analytical Laboratory, Konrad-Wachsmann-Allee 6, 03046, Cottbus, Germany; Study Program Forensic Sciences and Engineering, Erich-Weinert-Str. 1, 03046, Cottbus, Germany
| | - Thomas Juretzek
- Study Program Forensic Sciences and Engineering, Erich-Weinert-Str. 1, 03046, Cottbus, Germany; Carl-Thiem-Klinikum Cottbus, Thiemstr. 111, 03048, Cottbus, Germany
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11
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Cartozzo C, Singh B, Swall J, Simmons T. Postmortem submersion interval (PMSI) estimation from the microbiome of sus scrofa bone in a freshwater lake. J Forensic Sci 2021; 66:1334-1347. [PMID: 33818789 DOI: 10.1111/1556-4029.14692] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Revised: 01/13/2021] [Accepted: 02/01/2021] [Indexed: 01/22/2023]
Abstract
While many studies have developed microbial succession-based models for the prediction of postmortem interval (PMI) in terrestrial systems, similar well-replicated long-term decomposition studies are lacking for aquatic systems. Therefore, this study sought to identify temporal changes in bacterial community structure associated with porcine skeletal remains (n = 198) for an extended period in a fresh water lake. Every ca. 250 ADD, one cage, containing 5 ribs and 5 scapulae, was removed from the lake for a total of nineteen collections. Water was also sampled at each interval. Variable region 4 (V4) of 16S rDNA was amplified and sequenced for all collected samples using Illumina MiSeq FGx Sequencing platform; resulting data were analyzed with the mothur (v1.39.5) and R (v3.6.0). Bacterial communities associated with ribs differed significantly from those associated with scapulae. This difference was mainly attributed to Clostridia, Holophagae, and Spirochaete relative abundances. For each bone type, α-diversity increased with ADD; similarly, β-diversity bacterial community structure changed significantly with ADD and were explained using environmental parameters and inferred functional pathways. Models developed using 24 rib and 34 scapula family-level taxa allowed the prediction of PMSI with root mean square error of 522.97 ADD (~57 days) and 333.8 ADD (~37 days), respectively.
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Affiliation(s)
- Claire Cartozzo
- Integrative Life Sciences, Virginia Commonwealth University, Richmond, VA, USA.,Department of Forensic Science, Virginia Commonwealth University, Richmond, VA, USA
| | - Baneshwar Singh
- Department of Forensic Science, Virginia Commonwealth University, Richmond, VA, USA
| | - Jenise Swall
- Department of Statistical Sciences and Operations Research, Virginia Commonwealth University, Richmond, VA, USA
| | - Tal Simmons
- Department of Forensic Science, Virginia Commonwealth University, Richmond, VA, USA
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