1. Introduction
Estimating the time of death has always been one of the most critical and challenging issues in judicial practice. In forensic medicine, determining the postmortem interval (PMI) is crucial for estimating time since death, which can aid in narrowing investigative timelines and further focus investigative efforts [
1]. Traditional methods for estimating the time of death are primarily based on early postmortem changes, which are generally only effective for estimating the PMI within 24 h after death [
2,
3]. For longer PMIs, there is no widely accepted and reliable method. Currently, the forensic community believes that forensic entomology holds promise as an effective approach for estimating longer PMIs [
4].
Forensic entomology refers to the application of entomological theories and methods to study and solve forensic problems related to insects. Its primary research focus is on necrophagous insects, which are insects that feed on decaying organic matter [
5]. Most of these studies have focused on readily available necrophilic flies. After the death of an animal or human, adult necrophagous flies are among the first to arrive at the corpse to lay eggs or larvae. The larvae feed on the decomposing tissue, mature, and eventually pupate, with the pupae later developing into adult flies. The life cycle and developmental stages of these flies are highly regular [
6]. Over time, different species of necrophagous flies arrive at the corpse in a predictable succession pattern. By analyzing this succession pattern, it is possible to estimate the PMI in forensic investigations. While traditional methods based on postmortem changes are only effective within 24 h after death, forensic entomology can extend this estimation to 2 days to 2 weeks, or even several years after death [
7]. This is particularly important in the hot and humid tropical regions where this study was conducted, as corpses decompose rapidly, making it difficult to estimate the time of death using conventional methods [
8]. As a result, forensic entomology is highly regarded as a promising solution in such environments.
The application of forensic entomology in forensic practice relies on the accurate identification of necrophagous fly species. Morphological and molecular genetic methods are the two main approaches for species identification. However, morphological identification requires extensive expertise and experience, which limits its application in forensic practice. Over the last two decades, with the rapid development of molecular biology, particularly the advancement of species classification technologies based on the analysis of genetic material such as DNA, molecular species identification techniques have begun to play an increasingly important role in forensic entomology [
9,
10,
11]. Currently, databases established based on mitochondrial DNA (mtDNA) studies of flies have enabled the identification of species across 31 orders of insects [
12]. Among these, the mitochondrial cytochrome oxidase (COX) gene has been proven to be the most suitable DNA barcoding gene for molecular species identification in forensic entomology, demonstrating significant potential for application. Exploring more sensitive, user-friendly, and rapid DNA analysis techniques remains a critical research direction in forensic entomology [
13,
14,
15].
High-resolution melting (HRM) technology is an emerging analytical technique that is based on single-nucleotide polymorphisms (SNPs) or minor variations in DNA sequences. During the PCR amplification process, differences in melting temperatures generate distinct melting curve profiles, enabling the analysis of genetic variations across different samples [
16,
17]. HRM technology is characterized by high temperature uniformity, high resolution, and high sensitivity [
18], and has been widely applied in various fields for the analysis of DNA sequence differences [
19].
Theoretically, HRM can detect sequence variations as small as a single base pair, making it highly suitable for species identification studies, such as SNP scanning, genotyping, and species identification, which are essential in forensic practice. The HRM process can be performed in a single tube, minimizing the risk of contamination; additionally, it is simple, fast, and accurate, making it highly suitable for forensic applications [
20,
21,
22,
23]. HRM technology has been successfully applied in forensic identification. In forensic evidence, HRM enables rapid detection of mixed DNA samples [
24,
25] (Smith et al., 2024; Torres et al., 2023), saliva stain typing [
26] (Yang et al., 2022), and male DNA identification [
27] (Ginart et al., 2024). It also facilitates body fluid differentiation through methylation analysis [
28,
29] (Antunes et al., 2021; Fujimoto et al., 2021) and distinguishes monozygotic twins [
30] (Romanos et al., 2021). In toxicology, HRM aids in identifying hallucinogenic mushrooms [
31] (Zhang et al., 2021) and optimizing drug detection in hair samples [
32,
33] (Spear et al., 2022). For species identification, HRM effectively differentiates ivory sources [
34] (Carrothers et al., 2021), mammalian species [
35] (Kriangwanich et al., 2021), and toxic plants [
36] (Anthoons et al., 2022). Additionally, HRM combined with machine learning [
37] (Ozkok et al., 2021) and statistical methods [
38] (Cloudy et al., 2024) enhances data analysis capabilities, demonstrating its efficiency and versatility in forensic applications.
However, there are relatively few reports on the application of HRM in forensic entomology. In 2023, our research team attempted to apply HRM technology for species identification of necrophagous flies, but the coverage of species and amplification efficiency still require improvement [
39]. Therefore, selecting appropriate DNA barcoding regions for HRM and establishing corresponding molecular species identification protocols for forensic insects are critical steps that must be addressed to enable the widespread application of this technology in forensic practice.
Based on this, we selected dominant necrophagous fly species collected from Hainan Island in 2021 as the research subject. DNA was extracted from these flies, and candidate DNA barcoding primers were screened from published studies. Additionally, new mitochondrial DNA barcoding primers were designed using software. We then developed a technical HRM protocol to explore and establish a reliable and effective HRM-based species identification system for forensic entomology. The stability and feasibility of this system were validated, and it was further applied to explore the species identification of fly larvae.
4. Discussion
The melting curve is generated as the double-stranded DNA (dsDNA) dissociates into single strands, causing the saturation dye to separate, resulting in a change in absorbance. This forms a curve where absorbance varies with temperature. Since different DNA sequences have distinct melting temperature (Tm) values, characteristic peaks are formed at these temperatures, enabling genetic analysis. The melting temperature of DNA is primarily influenced by the following three factors: DNA length, G-C content, and base sequence [
48,
49].
For example, if a DNA sequence lacks one G-C pair (equivalent to losing three hydrogen bonds), the change in melting temperature (ΔTm) is approximately 6 °C.
If a G-C pair is mutated to an A-T pair (resulting in the loss of one hydrogen bond), the ΔTm is approximately 0.6 °C.
If the number of hydrogen bonds remains unchanged (e.g., A-T to T-A or G-C to C-G mutations), the ΔTm of the PCR amplification products is approximately 0.15 °C.
The melting curve instrument used in this experiment achieves a temperature resolution of ±0.02 °C, allowing for the detection of single-base differences and enabling the identification of single-nucleotide polymorphisms (SNPs). This high level of precision is why the technique is referred to as high-resolution melting (HRM) technology.
In HRM analysis, if the melting temperature difference between two peaks exceeds 0.15 °C, the sequences are considered distinct.
If the Tm difference is less than 0.15 °C, the sequences are considered identical.
4.1. Advantages of HRM Technology in Forensic Entomology for Species Identification
From the perspective of this study, adult necrophilous flies are relatively large and easy to detect during sample collection. Individual specimens are less likely to be contaminated during DNA extraction, making molecular-level analysis relatively straightforward [
9,
50]. Additionally, the mitochondrial genes of flies are highly variable, and the mitochondrial cytochrome oxidase (COX) gene has been widely recognized as a suitable DNA barcoding region for flies [
13,
51]. By designing experiments based on the nucleotide polymorphisms in these regions, HRM can achieve the species identification of necrophilous flies.
However, in practical forensic applications, higher demands are often placed on the species identification of necrophilous flies. In many crime scenes, adult or larval necrophilous flies found on corpses are often already dead and decomposed. Decomposition inevitably leads to DNA degradation, making it difficult to sequence long DNA fragments [
52,
53]. In this study, the designed primers targeted a gene region of only 97 bp, and even samples stored for two years yielded reliable detection results. This suggests that our method can successfully identify species in necrophilous insect samples stored for several years.
Since flies undergo complete metamorphosis, the larvae found on corpses are small and morphologically similar, making morphological classification challenging. However, their DNA remains constant throughout their development. Even in the larval stage, species identification can be achieved through molecular DNA analysis [
54]. In this experiment, a characteristic peak was successfully obtained for a flesh fly larva, with a Tm value differing by only 0.1 °C from that of
P. dux, strongly suggesting they belong to the same species. Therefore, DNA-based species identification offers significant advantages over morphological methods in forensic entomology.
In this study, the entire process from DNA extraction to PCR-HRM detection took only 2–3 h, making rapid detection one of its most notable advantages. Compared to sequencing technologies, which are not yet widely accessible and involve lengthy sample submission and sequencing times, HRM analysis is performed directly in the same microcentrifuge tube after PCR amplification. This approach is cost-effective, high-throughput, and fast, while also enabling closed-tube operations to avoid contamination. HRM only detects changes in the fluorescence intensity in PCR products without damaging the DNA, allowing for a further analysis of the PCR products after HRM [
18]. This is particularly important for sample preservation in forensic practice.
4.2. Current Challenges in Applying HRM
The application of HRM technology in forensic entomology still faces significant challenges. A systematic methodology for HRM-based species identification in forensic entomology needs to be established, including DNA extraction methods, primer selection, PCR-HRM amplification systems, and result interpretation.
4.2.1. Impact of DNA Extraction Methods
This study used a commercial kit for DNA extraction from necrophilous fly samples. However, the degree of DNA digestion and lysis significantly affected the concentration and purity of the extracted DNA. The kit relies on proteinase K for DNA lysis, so the fly specimens must be thoroughly minced. Dried samples are easier to grind and mince, while fresh samples require longer digestion and lysis times. For fresh samples, liquid nitrogen grinding can be used to rapidly dry the tissue, or the samples can be air-dried for 24 h before digestion. The completeness of digestion directly affects the final DNA yield. Additionally, after drying, the mass of fly tissues varies significantly, so fresh and dried samples should not be compared based on the same tissue mass. For fresh samples, it is recommended that they are air-dried for 24 h before extraction, each specimen is weighed, and the thorax and abdomen should be prioritized for larger specimens. Alternatively, leg tissue can be used for DNA extraction, as it is easier to digest and quantify [
42,
55].
4.2.2. Primer Selection
The primers selected in this study were based on the following three criteria:
HRM principles: Shorter amplification fragments result in a higher accuracy and lower mismatch rates [
56]; as such, the product size should ideally be less than 300 bp.
Species identification requirements: DNA barcoding regions specific to necrophilous flies are ideal.
DNA barcoding refers to a short, standardized, and highly variable DNA fragment that can represent a species and is easy to amplify. Therefore, primers should ensure both fly specificity and the presence of variable regions to differentiate between species based on melting temperature differences. The mitochondrial COX gene is widely recognized as a suitable DNA barcoding region for insects, and primers targeting this gene can enable the identification of multiple fly species [
51]. For forensic applications, shorter target genes are suitable for long-term sample identification, while longer target genes can be used for fresh samples to improve accuracy and species coverage [
57]. Future studies could also explore primers targeting nuclear DNA, as nuclear DNA degrades more slowly than mitochondrial DNA and is more abundant [
58]. The ideal primers for the HRM-based classification of necrophilous flies should be species-specific DNA barcoding regions that can amplify multiple fly species and contain interspecies variable sites, enabling systematic classification.
4.2.3. PCR-HRM Amplification System
The PCR amplification system includes factors such as reagent concentrations and amplification conditions. For a 20 µL reaction, the total DNA concentration should be at least 10 ng, as recommended by the PCR mix instructions. Primer concentrations should not be too high, with a final concentration between 0.2 and 0.4 µM. Excessive primer concentrations can lead to primer–dimer formation, which produces characteristic melting curve peaks, typically at lower temperatures [
59]. Additionally, a saturation dye must be added to the amplification system for HRM analysis. As dsDNA denatures during heating, the saturation dye binds to the DNA; changes in fluorescence intensity are detected in real time to generate melting curves. This study used Eva Green as the saturation dye, but other dyes such as LC Green, LC Green Plus, SYTO, and ResoLight are also commonly used. The sensitivity of different dyes may vary, and they should be used in conjunction with the appropriate instrument model.
4.2.4. Consistency in HRM Results
After addressing potential issues in the previous steps, HRM can yield reliable results. It is essential to include blank controls in PCR and HRM experiments, especially when multiple peaks are observed in the melting curve, in order to rule out contamination. If contamination is excluded, multiple peaks may indicate the presence of multiple polymorphic regions. However, the exact cause of multiple peaks in melting curves remains unclear, and resolving this issue would represent a significant breakthrough in species identification and melting curve analysis [
60].
For species identification, this study found that the Tm values of melting curves for the same species were consistent within the same group of PCR experiments. However, slight variations in peak values were observed when experiments were conducted in separate groups. In future studies, it may be beneficial to include a species or group of species as a ladder in the system to serve as a reference standard.
Additionally, the methodological limitations of molecular biology approaches: heavy reliance on existing databases, particularly for understudied species, poses significant challenges for both primer design and sequence alignment. Taking “S. princeps” as an example, we were unable to obtain complete mitochondrial sequences from available databases. Our search revealed only seven partial mitochondrial COXⅠ fragments for this species in NCBI, leaving us without reliable references for primer design. Furthermore, the COXII sequences used in our HRM experiments could not be properly aligned due to insufficient database references.
4.3. Analysis of Two PCR-HRM-Based Species Identification Systems in Forensic Entomology
The two primer pairs selected in this study were tested repeatedly to ensure stable amplification and consistent melting curve positions. However, the C1-J-2495/C1-N-2800 primers identified fewer fly species, possibly due to the longer amplification fragment. The ten known standard species used in this study were stored for an extended period, leading to DNA degradation. To extend the storage time of fly samples, they can be preserved in 75% ethanol or stored at −20 °C [
61].
After sequencing the PCR-HRM products amplified by the COX2-519/COX2-615 primers, it was evident that different species exhibited DNA polymorphisms in this region, both in terms of sequence and length. However, there were also common conserved regions. When comparing the sequences with the NCBI database, the DNA barcode showed good consistency within the same species, although a 1 bp difference was observed, possibly due to sample degradation or PCR mismatches. Additionally, a phylogenetic tree was constructed for the ten sequenced species (
Figure 11), which showed that the species in this region did not exhibit strong taxonomic relationships and were relatively independent. Therefore, this region is not suitable for higher-level (family or genus) classification.
During the repetitive experiments, the five flesh fly species showed slight numerical differences compared to another dataset, but the differences did not exceed 0.15 °C, and the trends were consistent with other data. For unknown samples, the ten known necrophilous fly species must be used as standards, and PCR amplification should be performed simultaneously. If the melting temperature of an unknown sample matches or differs by less than 0.15 °C from a standard species, it is likely to be the same species. We theoretically assumed a Tm difference threshold of 0.15 °C. However, in the HRM analysis of COX2-519/COX2-615, we observed that H. ligurriens and B. peregrina showed a mere 0.03 °C difference in Tm values. Since DNA melting temperature is determined by multiple contributing factors, including nucleotide sequence composition and GC content, etc., developing more accurate methods for Tm prediction would significantly advance HRM technology.
4.4. Limitations and Future Development of PCR-HRM Technology for Necrophilous Fly Species Identification
In the current study, primers were designed specifically for 10 dominant local species, and whether this primer system is applicable to other regions remains unknown. In future experiments, we plan to expand the range of target species and validate the method’s efficacy and potential variations across different geographical areas.
While the technique has demonstrated promising results in identifying degraded samples, its practical application requires the establishment of a standardized identification system. This system should encompass standardized protocols from sample preservation to DNA extraction and species identification. We propose incorporating reference standards to ensure reliability in real-world applications. Specifically, establishing standardized melting temperature (Tm) differentials between target species and reference samples could provide a viable pathway from experimental validation to practical implementation.