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Nevin Manimala Statistics

DCDC PUF an enhanced implementation of ring oscillator based PUF

Sci Rep. 2025 Aug 23;15(1):31017. doi: 10.1038/s41598-025-16221-z.

ABSTRACT

The Physical Unclonable Function (PUF) is a security mechanism that generates secret keys by capitalizing on inherent physical variations in a device to produce a distinctive response. Given the prevalent incorporation of power management units (PMUs) in current System-on-Chip devices to meet the rising demands for energy efficiency and optimal power utilization, this study proposes the utilization of existing components, specifically the voltage regulator within the PMU, to enhance the PUF. The system has been designed in 22-nm FDSOI technology. The statistical analyses are founded on silicon measurements comprising 8K challenge-response pairs obtained from three distinct chips. It reveals that the proposed system attains a 50% diffuseness, indicating an improvement of approximately 31%, while achieving a relatively consistent 48% uniformity when compared to stand alone PUF. Moreover, the system exhibits higher resiliency against machine learning-based modeling attacks, as evidenced by a prediction accuracy of 50.5% in comparison to the 67.1% reported in the stand alone employed PUF implementation.

PMID:40849572 | DOI:10.1038/s41598-025-16221-z

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Nevin Manimala Statistics

Spatial distribution and determinants of full package maternal health service utilization in Ethiopia using 2019 Mini Ethiopian Demographic Health Survey

Sci Rep. 2025 Aug 23;15(1):31053. doi: 10.1038/s41598-025-15720-3.

ABSTRACT

Antenatal Care, use of skilled delivery attendants, Institutional delivery and postnatal care services are key maternal health services that can significantly reduce maternal mortality. The objective of this study was to identify spatial distribution and factors that affect full package utilization of maternal health services in Ethiopia. Sampling weights were applied, and analyses were conducted using STATA version 17. Spatial statistics, including Moran’s I and Getis-Ord Gi*, were performed in ArcGIS to assess spatial autocorrelation and identify FPMHSU clusters. SaTScan software detected purely spatial clusters. Multilevel binary logistic regression identified individual- and community-level factors. Model selection was based on a significant log-likelihood ratio test and Variables with p < 0.05 were deemed significant, with adjusted odds ratios and 95% confidence intervals quantifying associations. The prevalence of in Ethiopia was 56.96% (95% CI: 55.41%, 58.51%) and exhibited significant spatial clustering (Moran’s Index = 0.686, P < 0.001). Women aged 20-24 years [AOR = 0.65, 95% CI: 0.44-0.97], high parity [AOR = 0.52, 95% CI: 0.40-0.69] and urban residents [AOR = 0.53, 95% CI: 0.31-0.89] reduce the outcome, while being married [AOR = 1.54, 95% CI: 1.04-2.30], Muslim religion [AOR = 2.25, 95% CI: 1.45-3.48], primary education [AOR = 2.04, 95% CI: 1.65-2.52], secondary education [AOR = 2.30, 95% CI: 1.53-3.45], higher education [AOR = 6.10, 95% CI: 2.43-15.07], awareness of pregnancy complications [AOR = 3.62, 95% CI: 3.00-4.36], poorer households [AOR = 1.77, 95% CI: 1.32-2.37], middle wealth category [AOR = 1.56, 95% CI: 1.13-2.14], richer households [AOR = 2.61, 95% CI: 1.84-2.71], and the richest households [AOR = 6.70, 95% CI: 3.96-11.56] increase the outcome. This study revealed significant disparities in in Ethiopia, with spatial clustering (Moran’s I = 0.686) and hotspots in Addis Ababa, Dire Dawa, Harari, and East Gojam. Women with higher education (primary, secondary, and higher), Muslim religion, awareness of pregnancy complications, better economic status (poorer, middle, richer, and richest wealth categories), and urban residence were more likely to utilize maternal health services. Addressing these disparities is crucial for improving maternal health outcomes and ensuring equitable access.

PMID:40849569 | DOI:10.1038/s41598-025-15720-3

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Nevin Manimala Statistics

Hybrid deep learning-enabled framework for enhancing security, data integrity, and operational performance in Healthcare Internet of Things (H-IoT) environments

Sci Rep. 2025 Aug 23;15(1):31039. doi: 10.1038/s41598-025-15292-2.

ABSTRACT

The increasing reliance on Human-centric Internet of Things (H-IoT) systems in healthcare and smart environments has raised critical concerns regarding data integrity, real-time anomaly detection, and adaptive access control. Traditional security mechanisms lack dynamic adaptability to streaming multimodal physiological data, making them ineffective in safeguarding H-IoT devices against evolving threats and tampering. This paper proposes a novel trust-aware hybrid framework integrating Convolutional Neural Networks (CNN), Long Short-Term Memory (LSTM) models, and Variational Autoencoders (VAE) to analyze spatial, temporal, and latent characteristics of physiological signals. A dynamic Trust-Aware Controller (TAC) is introduced to compute real-time trust scores using anomaly likelihood, context entropy, and historical behavior. Access decisions are enforced via threshold-based logic with a quarantine mechanism. The system is evaluated on benchmark datasets and proprietary H-IoT signals under diverse attack and noise scenarios. Experiments are conducted on edge devices including Raspberry Pi and Jetson Nano to assess scalability. The proposed framework achieved an average F1-score of 94.3% for anomaly detection and a 96.1% accuracy in access decision classification. Comparative results against rule-based and statistical baselines showed a 12-18% improvement in detection sensitivity. Real-time inference latency was maintained under 160 ms on edge hardware, validating feasibility for critical H-IoT deployments. Trust scores exhibited high stability under adversarial data fluctuations. This research delivers a scientifically grounded, practically scalable solution for adaptive security in H-IoT networks. Its novel fusion of deep learning and trust modeling enhances both responsiveness and resilience, paving the way for next-generation secure health and wearable ecosystems.

PMID:40849566 | DOI:10.1038/s41598-025-15292-2

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Nevin Manimala Statistics

Lead and Cadmium in Orange Juices Marketed in Morocco: A Comprehensive Survey and Human Health Risk Assessment

Biol Trace Elem Res. 2025 Aug 23. doi: 10.1007/s12011-025-04795-8. Online ahead of print.

ABSTRACT

This study aimed to determine the levels of lead (Pb) and cadmium (Cd) in orange juice samples collected from various markets in Rabat (Morocco), using graphite furnace atomic absorption spectrometry (GF-AAS), and to evaluate the risk posed to consumer health. Pb was detected in 58% of samples, with concentrations ranging from 0.009 to 0.047 mg/kg and an average of 0.024 mg/kg. The incidence rates were 81.8% in pure juices, 70% in nectars, and 90% in juice concentrates. Five samples (16%) exceeded the maximum authorized limit for Pb (0.03 mg/kg) according to the standards of the European Commission, the Codex Alimentarius, and the Moroccan authorities. In the case of Cd, it was detected in 74.2% of samples, with levels ranging from 0.014 to 0.041 mg/kg (average: 0.025 mg/kg). Although no specific regulatory limit has been set for Cd in juices, the concentrations observed greatly exceeded the United States Environmental Protection Agency (US EPA) reference (0.005 mg/L) for drinking water. The non-carcinogenic risk assessment, based on hazard quotient (HQ) and hazard index (HI) values, revealed values of less than 1, indicating no significant long-term health risk. On the other hand, the carcinogenic risk (CR) and total carcinogenic risk (TCR) values for Cd exceeded the acceptable threshold of 1 × 10-5 according to Health Canada recommendations, suggesting a potential cancer risk in the event of chronic exposure. Statistical analyses were performed using R software, including box and whisker plots to visualize the distribution and variability of heavy metals in orange juices. These results underscore the importance of ongoing monitoring and the establishment of suitable regulatory thresholds for trace elements in orange juice.

PMID:40849555 | DOI:10.1007/s12011-025-04795-8

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Nevin Manimala Statistics

Isolation of endothelial progenitor cells from human adipose tissue

Int J Obes (Lond). 2025 Aug 23. doi: 10.1038/s41366-025-01884-5. Online ahead of print.

ABSTRACT

BACKGROUND: Endothelial progenitor cells (EPCs) play an important role in angiogenic responses in multiple tissues and mediate a coordinate augmentation of the capillary network as adipose tissue (AT) expands in response to positive energy balance. However, the isolation and culture of EPCs from human AT has proven difficult so far. Here, we report the isolation and characterization of EPCs from human AT (AT-EPCs).

METHODS: Omental and subcutaneous AT specimens (approximately 1-2 g) were obtained during abdominal surgery. Following AT digestion with collagenase, both the filtered (SVF-I) and unfiltered (SVF-II) stromal vascular fractions (SVF) of AT were used. Expression of endothelial markers, such as CD31 and VE-Cadherin, was analyzed by using flow cytometry. Both SVF-I and SVF-II fractions were used for magnetic-based enrichment of endothelial cells using anti-human CD31 beads. Immunofluorescence staining, immunoblotting, and quantitative real-time PCR were performed to analyze expression of endothelial markers. Functional assays, including matrigel-based capillary-like tube formation assay and acetylated LDL uptake assays, were also performed.

RESULTS: CD31 and VE-Cadherin were more expressed in SVF-II than SVF-I. CD31+ cells from SVF-II exhibited an endothelial-like cobblestone morphology. The CD31+ fraction also expressed Von Willebrand Factor (vWF) and VE-Cadherin. High mRNA levels of E-selectin, e-NOS, VEGFR, and CD34 were found in CD31+ cells, and E-selectin and e-NOS proteins were readily detectable. In addition, CD31+ cells were able to form tubes and incorporate acetylated LDL in vitro.

CONCLUSIONS: Large amounts of AT-EPCs with distinct functional properties can be isolated from omental and subcutaneous adipose tissue.

PMID:40849547 | DOI:10.1038/s41366-025-01884-5

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Nevin Manimala Statistics

Flecainide mediated sodium channel blockade enhances blood brain barrier integrity and promotes neuroprotection in neuroinflammation

Sci Rep. 2025 Aug 23;15(1):31032. doi: 10.1038/s41598-025-15430-w.

ABSTRACT

Multiple Sclerosis (MS), an autoimmune disorder, is characterized by severe neuroinflammation, leading to demyelination and neuronal damage in the CNS, resulting in significant clinical impairment. MS progression involves complex pathological processes like immune cell invasion and cytokine-mediated recruitment to the CNS. Experimental autoimmune encephalomyelitis (EAE), widely used as a model for MS, despite its translational limitations, has been crucial for identifying effective treatments. Recent studies have shown that sodium channel (NaV) blockers and monoamine oxidase- (MAO) B inhibitors can alleviate symptoms of EAE and optic neuritis (ON), but their mode of action remains partially unclear. To evaluate the effects and understand the action mechanism of NaV blockers and MAO-B inhibitors (rasagiline, safinamide, flecainide and phenytoin) in neurological conditions, various techniques were used, including optical coherence tomography (OCT), optomotor response measurement (OMR), flow cytometry, histological evaluations, Evans blue assay, blood-brain barrier (BBB) permeability assay, western blot, proliferations assay, and gene expression analyses. The study found that the primary therapeutic effect comes from inhibiting the NaV 1.5 sodium channel, not MAO-B inhibition. Flecainide, a NaV 1.5 channel blocker, significantly reduced EAE disability scores, mitigated neurodegeneration, preserved visual function, and restricted immune cell migration into the CNS. Importantly, blocking the NaV 1.5 channel had an effect on the BBB, limiting lymphocyte entry into the CNS. This research highlights sodium channel blockers’ potential in treating EAE. The findings demonstrate induced neuroprotection and reduced disease progression, suggesting a novel therapeutic approach. Crucially, it reveals for the first time that NaV 1.5 channel blockade leads to neuroprotection primarily by affecting the BBB, a key factor in controlling immune cell migration, thus addressing a critical aspect of neuroinflammation.

PMID:40849530 | DOI:10.1038/s41598-025-15430-w

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Nevin Manimala Statistics

Scientists discover forgotten particle that could unlock quantum computers

Scientists may have uncovered the missing piece of quantum computing by reviving a particle once dismissed as useless. This particle, called the neglecton, could give fragile quantum systems the full power they need by working alongside Ising anyons. What was once considered mathematical waste may now hold the key to building universal quantum computers, turning discarded theory into a pathway toward the future of technology.
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Nevin Manimala Statistics

Tiny quantum dots unlock the future of unbreakable encryption

By using quantum dots and smart encryption protocols, researchers overcame a 40-year barrier in quantum communication, showing that secure networks don’t need perfect hardware to outperform today’s best systems.
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Nevin Manimala Statistics

Residual myocardial hyperemia in regadenoson stress/rest quantitative perfusion cardiac magnetic resonance

Radiol Med. 2025 Aug 23. doi: 10.1007/s11547-025-02062-3. Online ahead of print.

ABSTRACT

PURPOSE: This study sought to investigate the presence of residual myocardial hyperemia on the recovery phase in patients undergoing stress CMR.

MATERIAL AND METHODS: Fifty patients with clinical indication for stress CMR underwent quantitative perfusion imaging in resting conditions, after regadenoson-induced hyperemia (400 mcg, 5 mL), and 10 min after recovery with euphylline. Studies showing hypoperfusion due to ischemia and/or prior myocardial infarction were excluded. Global myocardial blood flow during rest (MBFrest), stress (MBFstress) and recovery (MBFrecovery) and MPR indices (MPRstress/rest and MPRstress/recovery) were calculated using automated pixel-wise quantitative myocardial perfusion mapping.

RESULTS: A total of 30 patients (22 males, mean age of 62.7 ± 1 years) were included in the analysis. Global MBFrest and MBFstress were 0.83 ± 0.2 mL/g/min and 2.1 ± 0.6 mL/g/min, respectively. After recovery with euphylline, myocardial perfusion did not return to the resting values (MBFrecovery of 0.92 ± 0.3 mL/g/min) and statistically differed from MBFrest (p < 0.01), suggesting residual myocardial hyperemia. This resulted in an abnormally low MPRstress/recovery (2.43 ± 0.7) with respect to MPRstress/rest (2.56 ± 0.7) (p = 0.03). A linear mixed-effects model accounting for repeated measures revealed statistically significant group differences over time in global MBF (mean difference 0.1, 95% CI 0.02-0.17, p = 0.01) and global MPR (mean difference -0.13, 95% CI -0.25 to -0.02, p = 0.02).

CONCLUSION: Despite the use of euphylline to counteract the vasodilator effect, MBF does not completely revert to resting values and MBFrecovery cannot be used as a substitute for MBFrest when regadenoson is used. Consequently, a rest/stress protocol is advised for quantitative CMR perfusion to obtain accurate MBF and MPR parameters.

PMID:40848227 | DOI:10.1007/s11547-025-02062-3

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Nevin Manimala Statistics

Comparative assessment of sleep quality in glaucoma and cataract patients: the need for developing appropriate treatment methods for chronodisruption

Int Ophthalmol. 2025 Aug 23;45(1):348. doi: 10.1007/s10792-025-03730-z.

ABSTRACT

PURPOSE: Glaucoma and cataract are the most frequent causes of blindness worldwide with very distinct etiology and pathogenesis. Sleep disturbances have been reported in both conditions with their etiology attributed not only to the particular underlying eye condition but to other comorbid conditions such as chronic diseases and old age. This study compares sleep quality in fifty primary open-angle glaucoma patients and fifty cataract patients of similar vision loss in order to determine the comparative impact of those eye disorders in sleep quality.

METHODS: The glaucoma patients group was comprised of 50 patients with bilateral primary open-angle glaucoma, of moderate stage (38 men and 12 women, mean age = 62.94 years, SD = 4.99 years). The cataract patient group was comprised of 50 gender-matched cataract patients with either cortical sclerotic or posterior sclerotic types of cataracts (mean age = 62.38 years, SD = 4.62 years). All cataract patients were receiving a pre-surgery evaluation at the time of the study and had cataract involvement of both eyes that necessitated cataract surgery. All patients were administered the Pittsburgh Sleep Quality Index (PSQI), a self-administered questionnaire designed to subjectively evaluate sleep quality over the preceding month, and their findings were statistically compared.

RESULTS: Both groups had overall poor sleep quality but the glaucoma patients had worse PSQI total scores (p = .042), higher sleep latency (p = .005) and sleep disturbance (p = .002).

CONCLUSION: Those findings suggest that among patients with comparable vision loss, glaucoma patients may be even more severely affected with disordered sleep than cataract patients. There is a need for the creation and testing of treatment modalities for chronodisruption in both patient groups.

PMID:40848200 | DOI:10.1007/s10792-025-03730-z