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21 pages, 3120 KB  
Article
Biologically Informed Machine Learning Prioritizes Dietary Supplements That Protect Neural Crest Cells from Ethanol-Induced Epigenetic Dysregulation and Developmental Impairment
by Xiaoqing Wang, Miao Bai, Shuoyang Wang, Hongjia Qian, Jie Liu, Wenke Feng, Huang-ge Zhang, Xiaoyang Wu and Shao-yu Chen
Int. J. Mol. Sci. 2026, 27(1), 295; https://doi.org/10.3390/ijms27010295 (registering DOI) - 27 Dec 2025
Abstract
The impairment of neural crest cells (NCCs) plays a pivotal role in the pathogenesis of fetal alcohol spectrum disorders (FASD). Epigenetic regulators mediate ethanol-induced disruptions in NCC development and represent promising targets for nutritional interventions. Here, we developed a biologically informed machine learning [...] Read more.
The impairment of neural crest cells (NCCs) plays a pivotal role in the pathogenesis of fetal alcohol spectrum disorders (FASD). Epigenetic regulators mediate ethanol-induced disruptions in NCC development and represent promising targets for nutritional interventions. Here, we developed a biologically informed machine learning framework to predict nutritional supplements that modulate five key epigenetic regulators (miR-34a, DNMT3a, HDAC, miR-125b, and miR-135a) and mitigate ethanol’s adverse effects on NCCs. The optimized models demonstrated robust predictive performance and identified a number of nutritional supplements that could attenuate ethanol-induced NCC impairment, including resveratrol, vitamin B12, emodin, quercetin, and broccoli sprout-derived compounds. Our optimized models also revealed structural features that are critical for mitigating ethanol-induced NCC impairment through specific epigenetic mechanisms. These findings support predictive modeling as a tool to prioritize nutritional supplements for further investigation and the development of dietary strategies to prevent or reduce the risk of FASD. Full article
20 pages, 1354 KB  
Article
Ethanol Exposure Increases Oxygen Consumption by Developing Cerebral Arteries in a Trimester-, Concentration- and Sex-Dependent Manner
by Shiwani Thapa, Rika M. Morales, Heather S. Smallwood and Anna N. Bukiya
Biomolecules 2025, 15(11), 1566; https://doi.org/10.3390/biom15111566 - 7 Nov 2025
Viewed by 656
Abstract
Alcohol (ethanol; EtOH) intake affects one in ten pregnancies in the United States and is a leading cause of developmental defects collectively known as fetal alcohol spectrum disorders (FASDs). Cerebral circulation is a critical target of prenatal ethanol exposure (PEE), yet the target(s) [...] Read more.
Alcohol (ethanol; EtOH) intake affects one in ten pregnancies in the United States and is a leading cause of developmental defects collectively known as fetal alcohol spectrum disorders (FASDs). Cerebral circulation is a critical target of prenatal ethanol exposure (PEE), yet the target(s) involved remain poorly understood. In adult cerebral circulation, mitochondrial function is essential in regulating smooth muscle contractility, suggesting mitochondria as a potential target of alcohol in the developing cerebral arteries. In this study, pregnant C57BL/6J mice were administered ethanol (3, 4.5, 6, or 7 g/kg) during either the second trimester equivalent of human pregnancy (gestational days 9–19), or the third trimester equivalent during postnatal days 1–10. Maternal and progeny blood ethanol concentrations, progeny brain weight, cerebral artery oxygen consumption, and corticosterone levels were measured. At lower ethanol concentrations (3 g and 4.5 g/kg), no significant alterations in fetal cerebral artery mitochondrial function were detected. In contrast, heavy maternal ethanol exposure (6 g/kg) significantly increased mitochondrial respiratory parameters in developing cerebral arteries during the third trimester equivalent of human pregnancy. Sex-specific dimorphism was also observed at this developmental stage. Corticosterone was not elevated in fetuses and pups. In summary, our findings demonstrate developmental stage- and sex-dependent vulnerabilities of cerebrovascular oxygen consumption to ethanol exposure. Full article
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12 pages, 246 KB  
Article
Applying the WHO ICF Framework to Fetal Alcohol Spectrum Disorder (FASD): A Forensic and Clinical Perspective on Disability Assessment and Patient Support
by Davide Ferorelli, Francesco Calò, Gianmarco Sirago, Dania Comparcini, Filippo Gibelli, Francesco Sessa, Marco Carotenuto, Biagio Solarino and Monica Salerno
Healthcare 2025, 13(19), 2546; https://doi.org/10.3390/healthcare13192546 - 9 Oct 2025
Viewed by 686
Abstract
Background/Objectives: This article aims to investigate the multifaceted effects of alcohol on neurophysiopathological development from gestational stages through adult life and the consequent dynamic-relational challenges in individuals with Fetal Alcohol Spectrum Disorder (FASD). FASD, resulting from prenatal alcohol exposure (PAE), is characterized [...] Read more.
Background/Objectives: This article aims to investigate the multifaceted effects of alcohol on neurophysiopathological development from gestational stages through adult life and the consequent dynamic-relational challenges in individuals with Fetal Alcohol Spectrum Disorder (FASD). FASD, resulting from prenatal alcohol exposure (PAE), is characterized by a range of neurological, cognitive, behavioral, and sometimes physical impairments. This article explores how alcohol and its toxic metabolites cross the placenta, inducing direct cellular toxicity and epigenetic alterations that disrupt critical neurodevelopmental processes such as neurogenesis and brain circuit formation. Clinically, individuals with FASD exhibit diverse deficits in executive functioning, learning, memory, social skills, and sensory-motor abilities, leading to significant lifelong disabilities. A central focus is the application of the World Health Organization’s International Classification of Functioning, Disability and Health (ICF) criteria to comprehensively frame these disabilities. The ICF’s biopsychosocial model allows for a multidimensional assessment of impairments in body functions and structures, limitations in activities, and restrictions in participation, while also considering the crucial role of environmental factors. Methods: PubMed and Semantic Scholar databases were searched for relevant papers published in English. Results: This article highlights the utility of the ICF in creating individualized functioning profiles to guide interventions and support services, addressing the limitations of traditional assessment methods. Conclusions: While the ICF framework offers a robust approach for understanding and managing FASD, further research is essential to develop and validate FASD-specific ICF-based assessment tools to enhance support and social participation for affected individuals. Full article
25 pages, 484 KB  
Systematic Review
Knowledge Gaps Regarding Alcohol Consumption During Pregnancy and Its Effect on the Fetus: A Systematic Review Focused on Women
by María Botella-López and María-Teresa Cortés-Tomás
J. Clin. Med. 2025, 14(19), 7047; https://doi.org/10.3390/jcm14197047 - 5 Oct 2025
Viewed by 3848
Abstract
Background/objectives: Alcohol use during pregnancy can result in adverse outcomes for the offspring, including Fetal Alcohol Spectrum Disorders (FASD). Psychosocial and contextual factors may influence gestational alcohol intake and women’s risk perception. This systematic review aimed to assess pregnant women’s and women of [...] Read more.
Background/objectives: Alcohol use during pregnancy can result in adverse outcomes for the offspring, including Fetal Alcohol Spectrum Disorders (FASD). Psychosocial and contextual factors may influence gestational alcohol intake and women’s risk perception. This systematic review aimed to assess pregnant women’s and women of childbearing age’s perceived risk of alcohol use during pregnancy and to evaluate their knowledge of its potential effects on children. Methods: Following the PRISMA guidelines, a systematic search was conducted in Web of Science, PubMed and PsycArticles databases for studies published up to May 2025. Eligible studies examined gestational alcohol use, risk perception, or knowledge of fetal consequences among pregnant women or women of reproductive age. Methodological quality was assessed with the Critical Appraisal of Qualitative Studies tool from the Centre for Evidence-Based Medicine (CEBM). Results: Twenty-nine studies were included. Reported prevalence of alcohol consumption during pregnancy varied considerably across settings. A substantial proportion of women perceived alcohol use during pregnancy as acceptable, often depending on quantity, frequency, type of beverage, or stage of gestation. Knowledge of FASDs was generally limited and frequently restricted to physical malformations. Misconceptions were more common among women with prior alcohol use. The findings highlight persistent gaps in risk perception and knowledge about FASDs. Conclusions: Prevention strategies should not be limited to pregnant women but should also target women of childbearing age, especially those with active drinking patterns, as well as their immediate sociocultural environment. Strengthening professional training, community-based interventions, and consistent public health messaging are essential to reduce gestational alcohol exposure. Full article
(This article belongs to the Section Obstetrics & Gynecology)
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19 pages, 1507 KB  
Article
Docosahexaenoic Acid Increases the Pro-Resolving Brain Lipid Mediators of Inflammation in Rat Pups Prenatally Exposed to Alcohol
by Enrique M. Ostrea, Deepak Yadav, Charlie T. Cheng, Esther D. Kisseih, Krishna R. Maddipati and Ronald L. Thomas
Life 2025, 15(10), 1530; https://doi.org/10.3390/life15101530 - 29 Sep 2025
Viewed by 706
Abstract
Fetal alcohol spectrum disorder (FASD/FAS) is a chronic inflammatory process of the fetal brain induced by alcohol and mediated by pro-inflammatory (PILM) and pro-resolving (PRLM) lipid mediators of inflammation. DHA (docosahexaenoic acid) is an essential precursor of PRLM. A study examining the response [...] Read more.
Fetal alcohol spectrum disorder (FASD/FAS) is a chronic inflammatory process of the fetal brain induced by alcohol and mediated by pro-inflammatory (PILM) and pro-resolving (PRLM) lipid mediators of inflammation. DHA (docosahexaenoic acid) is an essential precursor of PRLM. A study examining the response of lipid mediators of inflammation to alcohol insult and DHA supplementation can provide vital information on the pathogenesis of FASD/FAS and the potential ameliorative role of DHA. Four groups of timed pregnant rats were studied: control, low-dose (1.6 g/kg/day) and high-dose (2.4 g/kg/day) alcohol, and high-dose alcohol (2.4 g/kg/day) + DHA (1250 mg/kg/day). The pups were delivered on day 20, and their whole brain was examined for lipid mediators by liquid chromatography mass spectroscopy. The following biomarkers of brain lipid mediators were studied, namely, PILM (LTB4, PGE2, PGF2α, TXB2) and PRLM (LXA5, 4-HDoHE, 17-HDoHE, and MaR1n-3, DPA). The brain PILM and PRLM concentrations decreased significantly (p < 0.001) with high-dose alcohol. However, high-dose alcohol + DHA resulted in a significant (p < 0.001) increase in PRLM levels, viz., LXA5, MaR1n-3 DPA, 17-HDoHE, and a threefold increase in 4-HDoHE. We conclude that DHA supplementation in alcohol-exposed pregnant rats significantly increased levels of brain pro-resolving lipid mediators in the offspring, suggesting a potential role in modulating the inflammatory response. Full article
(This article belongs to the Special Issue The Biological Impacts of Fetal Alcohol Exposure)
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19 pages, 569 KB  
Review
The Relationship Between Prenatal Alcohol Exposure and Infant/Child–Caregiver Attachment: A Scoping Review
by David J. Gilbert, Alan D. Price, Penny A. Cook and Raja A. S. Mukherjee
Children 2025, 12(9), 1133; https://doi.org/10.3390/children12091133 - 27 Aug 2025
Viewed by 1560
Abstract
Introduction: Secure infant/child–caregiver attachment is crucial for the development of social and emotional functioning and can affect long-term outcomes, such as adult relationships, but it may also be influenced by prenatal and early childhood risk factors. Children with a history of prenatal alcohol [...] Read more.
Introduction: Secure infant/child–caregiver attachment is crucial for the development of social and emotional functioning and can affect long-term outcomes, such as adult relationships, but it may also be influenced by prenatal and early childhood risk factors. Children with a history of prenatal alcohol exposure (PAE) have a complex spectrum of strengths and difficulties and often have the additional risk of early life adversity. There is some evidence that children with PAE are at increased risk of insecure attachment, but it is unclear whether this is consistent or why it is the case. No published review has focused on the relationship between PAE and attachment. Methods: A systematic search of seven academic databases using the PRISMA Extension for Scoping Reviews (PRISMA-ScR) guidelines was undertaken by two reviewers to identify primary studies that have focused on the relationship between PAE and attachment. Quality assessments were undertaken using the Quality of Observational Cohort and Cross-Sectional Studies tool, and the report was written following the PRISMA-ScR checklist. Results: A total of 4199 records were returned from the database searches. A total of 11 studies (eight peer-reviewed papers and three dissertations), published between 1987 and 2021, met the criteria. Five studies showed that PAE was related to insecure or disorganised attachment, two of which showed that infant irritability and caregiver–infant interaction mediated this relationship. The other six studies found no significant relationship between PAE and attachment. Conclusions: This scoping review demonstrates that there is a dearth of published research on this topic, and none that takes advantage of more recent understanding of the relationship between adverse childhood experiences and neurodevelopmental disorders. There is some evidence that PAE may impact the attachment relationship via caregiver–infant interaction and infant irritability, but further studies, including those that assess the additional impact of early life adversity, are needed. Full article
(This article belongs to the Section Pediatric Neonatology)
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21 pages, 6003 KB  
Article
Behavioral and Brain Gene and Protein Changes in Female Mice Consuming Ethanol During Pregnancy and Lactation
by Daniela Navarro, Francisco Navarrete, Nerina Villalba, Abraham B. Torregrosa, Laura Caltana, Ani Gasparyan, Alicia Brusco and Jorge Manzanares
Biomolecules 2025, 15(9), 1239; https://doi.org/10.3390/biom15091239 - 27 Aug 2025
Cited by 1 | Viewed by 1096
Abstract
Alcohol consumption during pregnancy and lactation remains a significant global issue. Preventive policies have proven insufficient, and consumption rates remain high, mainly due to a lack of awareness, the misconception that only high alcohol intake harms the fetus, inconsistent medical advice, and pre-existing [...] Read more.
Alcohol consumption during pregnancy and lactation remains a significant global issue. Preventive policies have proven insufficient, and consumption rates remain high, mainly due to a lack of awareness, the misconception that only high alcohol intake harms the fetus, inconsistent medical advice, and pre-existing alcohol use disorders. Alcohol consumption is linked to child harm during critical stages of development. Using a recently published model of fetal alcohol spectrum disorder (FASD) developed by our group, we analyzed brain changes in mothers who consumed alcohol during pregnancy and lactation and the behavioral consequences at the emotional-cognitive level and in caring for their offspring. We also considered the previous drinking history, using the paradigm of voluntary pre-gestational alcohol consumption. In addition, from gestational day 7 (GD7) until the day of sacrifice, mothers received a 3 g/kg dose of alcohol every 12 h via gavage. Our findings revealed deficiencies in maternal care, anxiety and depressive-like behavior, and aversive stimulus learning disturbances. These were associated with changes in gene targets linked to stress-axis regulation, reward circuits, and neuroplasticity. Additionally, we observed increased microgliosis and astrogliosis, indicating neuroinflammation in brain regions involved in cognition and emotional states’ regulation. Full article
(This article belongs to the Section Molecular Biology)
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20 pages, 5198 KB  
Article
Expandable Gastroretentive Films Based on Anthocyanin-Rich Rice Starch for Improved Ferulic Acid Delivery
by Nattawipa Matchimabura, Jiramate Poolsiri, Nataporn Phadungvitvatthana, Rachanida Praparatana, Ousanee Issarachot and Ruedeekorn Wiwattanapatapee
Polymers 2025, 17(17), 2301; https://doi.org/10.3390/polym17172301 - 25 Aug 2025
Viewed by 1745
Abstract
Ferulic acid (FA) is a bioactive compound known for its potent antioxidant and anti-inflammatory properties; however, its poor water solubility significantly limits its bioavailability and therapeutic potential. In this study, a solid dispersion of FA (FA-SD) was developed using Eudragit® EPO via [...] Read more.
Ferulic acid (FA) is a bioactive compound known for its potent antioxidant and anti-inflammatory properties; however, its poor water solubility significantly limits its bioavailability and therapeutic potential. In this study, a solid dispersion of FA (FA-SD) was developed using Eudragit® EPO via the solvent evaporation method, achieving a 24-fold increase in solubility (42.7 mg/mL) at a 1:3 drug-to-polymer ratio. Expandable gastroretentive films were subsequently formulated using starches from Hom-Nil rice, glutinous rice, and white rice, combined with chitosan as the primary film-forming agents, via the solvent casting technique. Hydroxypropyl methylcellulose (HPMC) K100 LV was incorporated as an adjuvant to achieve controlled release. At optimal concentrations (3% w/w starch, 2% w/w chitosan, and 2% w/w HPMC), the films exhibited favorable mechanical properties, swelling capacity, and unfolding behavior. Sustained release of FA over 8 h was achieved in formulations containing HPMC with either Hom-Nil or glutinous rice starch. Among the tested formulations (R6, G6, and H6), those incorporating Hom-Nil rice starch demonstrated the most significant antioxidant (10.38 ± 0.23 μg/mL) and anti-inflammatory (9.26 ± 0.14 μg/mL) effects in murine macrophage cell line (RAW 264.7), surpassing the activities of both free FA and FA-SD. These results highlight the potential of anthocyanin-rich pigmented rice starch-based expandable films as effective gastroretentive systems for enhanced FA delivery. Full article
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16 pages, 327 KB  
Review
Health Promotion and Support Grounded in Interconnected Influences on Alcohol Use in Pregnancy
by Nancy Poole, Lindsay Wolfson and Ella Huber
Int. J. Environ. Res. Public Health 2025, 22(8), 1309; https://doi.org/10.3390/ijerph22081309 - 21 Aug 2025
Viewed by 2941
Abstract
There are a range of factors that influence alcohol use in pregnancy and create risk of fetal harm. However, limited research has articulated the multilevel nature of these influences and their entanglement. The purpose of this narrative review is to analyze the types [...] Read more.
There are a range of factors that influence alcohol use in pregnancy and create risk of fetal harm. However, limited research has articulated the multilevel nature of these influences and their entanglement. The purpose of this narrative review is to analyze the types of factors that influence alcohol use and consider what factors need to be addressed in future health promotion and intervention efforts. Six databases were searched using EBSCOhost articles published between January and December 2023 on alcohol use in pregnancy and Fetal Alcohol Spectrum Disorder (FASD) prevention. English-language articles were screened for relevance and a subset of articles exploring the prevalence, influences, and risk-factors associated with pregnancy were included for analysis. Thirty-two (n = 32) articles were included in the review and categorized into five key areas of influence on maternal alcohol use: (1) informational factors; (2) stress-related factors; (3) social determinant of health-related (SDoH) influences; (4) preconception- and prenatal-health-related factors; and (5) structural factors. Future efforts to reduce alcohol use in pregnancy should address these five categories of factors through non-judgmental, health-promoting, trauma-informed, harm-reduction-oriented, and culturally safe education, programming, and policy. Full article
7 pages, 444 KB  
Opinion
Prenatal Alcohol Exposure and Congenital Heart Defects: Retinoic Acid Deficiency as a Potential Mechanism in Dextro-Type Transposition of the Great Arteries
by Roberto Paparella, Carolina Putotto, Marco Fiore, Fiorenza Colloridi, Paolo Versacci, Mauro Ceccanti, Bruno Marino and Luigi Tarani
Pathophysiology 2025, 32(3), 35; https://doi.org/10.3390/pathophysiology32030035 - 10 Jul 2025
Viewed by 1465
Abstract
Fetal alcohol spectrum disorder (FASD) is a preventable cause of developmental disabilities linked to prenatal alcohol exposure (PAE). Congenital heart defects (CHDs) are frequently observed in FASD, with a notable association between PAE and dextro-type transposition of the great arteries (d-TGA). A potential [...] Read more.
Fetal alcohol spectrum disorder (FASD) is a preventable cause of developmental disabilities linked to prenatal alcohol exposure (PAE). Congenital heart defects (CHDs) are frequently observed in FASD, with a notable association between PAE and dextro-type transposition of the great arteries (d-TGA). A potential pathogenetic mechanism of d-TGA in FASD, involving retinoic acid (RA) deficiency due to the interference of ethanol with RA biosynthesis, is proposed. Further investigation is required to understand the timing and impact of alcohol exposure on congenital anomalies, particularly in the context of CHDs. Full article
(This article belongs to the Section Cardiovascular Pathophysiology)
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16 pages, 239 KB  
Article
The Correspondence Between Executive Functioning and Academic Achievement Among Children with Prenatal Alcohol Exposure
by Kristene Cheung, Susan Doyle, Kylee Clayton, Ana Hanlon-Dearman, Jo Ann Unger, Caelan Budhoo and Alyssa Romaniuk
Children 2025, 12(7), 842; https://doi.org/10.3390/children12070842 - 26 Jun 2025
Viewed by 703
Abstract
Background/Objectives: Canadian guidelines for diagnosing fetal alcohol spectrum disorder (FASD) strongly recommend using direct measures to assess brain domains whenever possible. Executive functioning, one of the brain domains assessed, can be measured using direct and indirect measures; however, research has found discrepancies [...] Read more.
Background/Objectives: Canadian guidelines for diagnosing fetal alcohol spectrum disorder (FASD) strongly recommend using direct measures to assess brain domains whenever possible. Executive functioning, one of the brain domains assessed, can be measured using direct and indirect measures; however, research has found discrepancies between these two forms of assessment and has not examined this relationship using ratings from the newest version of one of the most commonly used indirect measure of executive functioning, the second version of the Behavior Rating Inventory of Executive Functioning (BRIEF2). Academic achievement may also help explain discrepancies between these forms of assessment, especially in indirect executive functioning skills at school, because many of the items on the BRIEF2 Teacher Form are related to school skills. This study aimed to examine the relationship between direct measures of executive functioning, indirect measures of executive functioning, and academic achievement. Methods: Charts of 74 children who completed an FASD diagnostic assessment in Canada were included in this study (61% males; 58% with FASD; Mage = 11.77). Direct and indirect measures of executive functioning across settings and academic achievement were assessed. Results: Few correlations between corresponding BRIEF2 and direct measures of executive functioning were significantly associated. There were several significant correlations between academic achievement and (a) educator ratings on the BRIEF2 and (b) direct measures of executive functioning. None of the caregiver ratings on the BRIEF2 were significantly associated with academic achievement. Conclusions: The results suggest that academic performance is related to BRIEF2 ratings of executive functioning skills at school and direct measures of executive functioning. Aside from a few exceptions, direct and indirect measures of the same executive functioning skill were not correlated. Full article
(This article belongs to the Section Pediatric Neurology & Neurodevelopmental Disorders)
19 pages, 463 KB  
Review
Gut Microbiome, Neuroinflammation, and Fetal Alcohol Spectrum Disorders: Insights from Rodent Models
by Abdulrahman M. Busayli, Wenhua Xu, Ghaidaa A. Raffah and Gang Chen
Biology 2025, 14(6), 593; https://doi.org/10.3390/biology14060593 - 23 May 2025
Viewed by 1602
Abstract
Fetal alcohol spectrum disorder (FASD) is a significant public health issue that affects children. It results from ethanol exposure during pregnancy, leading to considerable physical, neurodevelopmental, behavioral, and cognitive deficits. The exact mechanism is not well understood. Recently, considerable attention has been focused [...] Read more.
Fetal alcohol spectrum disorder (FASD) is a significant public health issue that affects children. It results from ethanol exposure during pregnancy, leading to considerable physical, neurodevelopmental, behavioral, and cognitive deficits. The exact mechanism is not well understood. Recently, considerable attention has been focused on the influence of gut microbiome on brain development through the gut–brain axis. Changes in the gut microbiome resulting from ethanol exposure may contribute to the pathology of FASD, potentially involving neuroinflammation. This literature review summarizes the existing research and primary animal studies on the impact of early ethanol exposure on the gut microbiome, neuroinflammation, brain development, and behavioral consequences. The evidence suggests that early ethanol exposure alters the gut microbiome, which may induce neuroinflammation, brain damage, and cognitive impairment. However, a clear causal relationship among these factors remains to be fully elucidated. Full article
(This article belongs to the Special Issue Animal Models for Disease Mechanisms)
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29 pages, 6364 KB  
Article
Face Anti-Spoofing Based on Adaptive Channel Enhancement and Intra-Class Constraint
by Ye Li, Wenzhe Sun, Zuhe Li and Xiang Guo
J. Imaging 2025, 11(4), 116; https://doi.org/10.3390/jimaging11040116 - 10 Apr 2025
Viewed by 2895
Abstract
Face anti-spoofing detection is crucial for identity verification and security monitoring. However, existing single-modal models struggle with feature extraction under complex lighting conditions and background variations. Moreover, the feature distributions of live and spoofed samples often overlap, resulting in suboptimal classification performance. To [...] Read more.
Face anti-spoofing detection is crucial for identity verification and security monitoring. However, existing single-modal models struggle with feature extraction under complex lighting conditions and background variations. Moreover, the feature distributions of live and spoofed samples often overlap, resulting in suboptimal classification performance. To address these issues, we propose a jointly optimized framework integrating the Enhanced Channel Attention (ECA) mechanism and the Intra-Class Differentiator (ICD). The ECA module extracts features through deep convolution, while the Bottleneck Reconstruction Module (BRM) employs a channel compression–expansion mechanism to refine spatial feature selection. Furthermore, the channel attention mechanism enhances key channel representation. Meanwhile, the ICD mechanism enforces intra-class compactness and inter-class separability, optimizing feature distribution both within and across classes, thereby improving feature learning and generalization performance. Experimental results show that our framework achieves average classification error rates (ACERs) of 2.45%, 1.16%, 1.74%, and 2.17% on the CASIA-SURF, CASIA-SURF CeFA, CASIA-FASD, and OULU-NPU datasets, outperforming existing methods. Full article
(This article belongs to the Section Biometrics, Forensics, and Security)
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13 pages, 1987 KB  
Article
Novel Deep Learning-Based Facial Forgery Detection for Effective Biometric Recognition
by Hansoo Kim
Appl. Sci. 2025, 15(7), 3613; https://doi.org/10.3390/app15073613 - 26 Mar 2025
Cited by 2 | Viewed by 1425
Abstract
Advancements in science, technology, and computer engineering have significantly influenced biometric identification systems, particularly facial recognition. However, these systems are increasingly vulnerable to sophisticated forgery techniques. This study presents a novel deep learning framework optimized for texture analysis to detect facial forgeries effectively. [...] Read more.
Advancements in science, technology, and computer engineering have significantly influenced biometric identification systems, particularly facial recognition. However, these systems are increasingly vulnerable to sophisticated forgery techniques. This study presents a novel deep learning framework optimized for texture analysis to detect facial forgeries effectively. The proposed method leverages high-frequency texture features, such as roughness, color variation, and randomness, which are more challenging to replicate than specific facial features. The network employs a shallow architecture with wide feature maps to enhance efficiency and precision. Furthermore, a binary classification approach combined with supervised contrastive learning addresses data imbalance and strengthens generalization capabilities. Experimental results, conducted on three benchmark datasets (CASIA-FASD, CelebA-Spoof, and NIA-ILD), demonstrate the model’s robustness, achieving an Average Classification Error Rate (ACER) of approximately 0.06, significantly outperforming existing methods. This approach ensures practical applicability for real-time biometric systems, providing a reliable and efficient solution for forgery detection. Full article
(This article belongs to the Special Issue Application of Artificial Intelligence in Face Recognition Research)
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13 pages, 1317 KB  
Article
In Utero Alcohol and Unsuitable Home Environmental Exposure Combined with FMR1 Full Mutation Allele Cause Severe Fragile X Syndrome Phenotypes
by Tri Indah Winarni, Ramkumar Aishworiya, Hannah Culpepper, Marwa Zafarullah, Guadalupe Mendoza, Tanaporn Jasmine Wilaisakditipakorn, Narueporn Likhitweerawong, Julie Law, Randi Hagerman and Flora Tassone
Int. J. Mol. Sci. 2025, 26(7), 2840; https://doi.org/10.3390/ijms26072840 - 21 Mar 2025
Viewed by 1168
Abstract
We investigated the molecular and clinical profile of five boys carrying the fragile X messenger ribonucleoprotein 1 (FMR1) mutation and who suffered from the effects of prenatal alcohol exposure. Fragile X syndrome (FXS) testing was performed using PCR and Southern Blot [...] Read more.
We investigated the molecular and clinical profile of five boys carrying the fragile X messenger ribonucleoprotein 1 (FMR1) mutation and who suffered from the effects of prenatal alcohol exposure. Fragile X syndrome (FXS) testing was performed using PCR and Southern Blot analysis, and fragile X messenger ribonucleoprotein protein (FMRP) expression levels were measured by Western blot analysis. Clinical evaluation included cognitive functions, adaptive skills, autism phenotype, and severity of behavior measures. Fetal Alcohol Spectrum Disorder (FASD) was also assessed. Five adopted male siblings were investigated, four of which (cases 1, 2, 3, and 4) were diagnosed with FXS, FASD, and ASD, and one, the fraternal triplet (case 5), was diagnosed with FASD and ASD and no FXS. The molecular profile of case 1 and 2 showed the presence of a hypermethylated full mutation (FM) and the resulting absence of FMRP. Cases 3 and 4 (identical twins) were FM-size mosaics (for the presence of an FM and a deleted allele), resulting in 16% and 50% FMRP expression levels, respectively. FMRP expression level was normal in case 5 (fraternal twin). Severe behavioral problems were observed in all cases, including aggression, tantrum, self-harming, anxiety, and defiant behavior, due to different mutations of the FMR1 gene, in addition to biological exposure, home environmental factors, and potentially to additional background gene effects. Full article
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