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Novel Pattern Analysis of Deepfake Images Using Image Edge Detection and Mutation Weight Score
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作者 Vishal S.Pawade Surbhi Mathur 《Journal of Forensic Science and Medicine》 2026年第1期54-60,共7页
Background:Postmortem diagnosis of anaphylactic shock remains one of the challenges in forensic pathology due to the absence of specific pathological and morphological changes.MicroRNAs,characterized by tissue-specifi... Background:Postmortem diagnosis of anaphylactic shock remains one of the challenges in forensic pathology due to the absence of specific pathological and morphological changes.MicroRNAs,characterized by tissue-specific expression and resistance to degradation,have been applied in forensic medicine for postmortem interval estimation and auxiliary diagnosis of certain causes of death.However,their utility in assisting the diagnosis of anaphylactic shock as a cause of death has not been previously reported in the literature.Aims and Objectives:This study aimed to identify relevant microRNAs by constructing a search strategy for retrieval in the PubMed database and to validate and screen the selected indicators using collected blood samples.Materials and Methods:A literature search strategy was developed with a focus on"anaphylactic shock"and"microRNA"in PubMed.Relevant literatures were screened,and microRNAs were extracted and compiled.Blood samples were collected from 8 cases of death due to anaphylactic shock and 22 cases of death from nonanaphylactic causes.RNA was extracted,and RT-PCR was performed to detect microRNAs.Relative expression levels were calculated for statistical analysis.Results:A total of 15 relevant literatures were retrieved from PubMed.After extracting microRNAs and referencing with the miRBase and miRDB databases,22 microRNAs were finally identified.Validation using postmortem blood samples revealed that the expression levels of 11 microRNAs were significantly higher in the anaphylactic shock group than in the control group(P<0.05).ROC analysis showed that 9 of 11 microRNAs had diagnostic efficacy,including miR-149-5p,miR-34a-5p,miR-181a-5p,miR-487b-3p,miR-182-5p,miR-154-5p,miR-451a,miR-155-3p,and miR-155-5p(P<0.05).Among them,miR-182-5p exhibited the optimal diagnostic efficacy(AUC=0.97).Conclusion:Postmortem detection of 9 microRNAs(miR-149-5p,miR-34a-5p,miR-181a-5p,miR-487b-3p,miR-182-5p,miR-154-5p,miR-451a,miR-155-3p,and miR-155-5p)in blood samples holds potential for assisting in the postmortem diagnosis of anaphylactic shock. 展开更多
关键词 Altered images artificial intelligence cross over deep fake algorithms deep fake images and videos genetic algorithm morphed images mutation pattern analysis pixel weight computation RGB
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