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31 pages, 4915 KiB  
Article
Disaccharides and Fructooligosaccharides (FOS) Production by Wild Yeasts Isolated from Agave
by Yadira Belmonte-Izquierdo, Luis Francisco Salomé-Abarca, Mercedes G. López and Juan Carlos González-Hernández
Foods 2025, 14(15), 2714; https://doi.org/10.3390/foods14152714 (registering DOI) - 1 Aug 2025
Abstract
Fructooligosaccharides (FOS) are short fructans with different degrees of polymerization (DP) and bonds in their structure, generated by the distinct activities of fructosyltransferase enzymes, which produce distinct types of links. FOS are in high demand on the market, mainly because of their prebiotic [...] Read more.
Fructooligosaccharides (FOS) are short fructans with different degrees of polymerization (DP) and bonds in their structure, generated by the distinct activities of fructosyltransferase enzymes, which produce distinct types of links. FOS are in high demand on the market, mainly because of their prebiotic effects. In recent years, depending on the link type in the FOS structure, prebiotic activity has been shown to be increased. Studies on β-fructanofuranosidases (Ffasa), enzymes with fructosyltransferase activity in yeasts, have reported the production of 1F-FOS, 6F-FOS, and 6G-FOS. The aims of this investigation were to evaluate the capability of fifteen different yeasts to grow in Agave sp. juices and to determine the potential of these juices as substrates for FOS production. Additionally, the research aimed to corroborate and analyze the fructosyltransferase activity of enzymatic extracts obtained from agave yeasts by distinct induction media and to identify the role and optimal parameters (time and sucrose and glucose concentrations) for FOS and disaccharides production through Box–Behnken designs. To carry out such a task, different techniques were employed: FT-IR, TLC, and HPAEC-PAD. We found two yeasts with fructosyltransferase activity, P. kudriavzevii ITMLB97 and C. lusitaniae ITMLB85. In addition, within the most relevant results, the production of the FOS 1-kestose, 6-kestose, and neokestose, as well as disaccharides inulobiose, levanobiose, and blastose, molecules with potential applications, was determined. Overall, FOS production requires suitable yeast species, which grow in a medium under optimal conditions, from which microbial enzymes with industrial potential can be obtained. Full article
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15 pages, 3436 KiB  
Article
Mohangic Acid H and Mohangiol: New p-Aminoacetophenone Derivatives from a Mudflat-Derived Streptomyces sp.
by Juwan Son, Ju Heon Lee, Yong-Joon Cho, Kyuho Moon and Munhyung Bae
Mar. Drugs 2025, 23(8), 307; https://doi.org/10.3390/md23080307 - 30 Jul 2025
Viewed by 140
Abstract
Streptomyces sp. AWH31-250, isolated from a tidal mudflat in the Nakdong River estuary in Busan, Republic of Korea, was found to produce two novel p-aminoacetophenone derivatives, mohangic acid H (1) and mohangiol (2). Their planar structures were established [...] Read more.
Streptomyces sp. AWH31-250, isolated from a tidal mudflat in the Nakdong River estuary in Busan, Republic of Korea, was found to produce two novel p-aminoacetophenone derivatives, mohangic acid H (1) and mohangiol (2). Their planar structures were established by comprehensive 1D and 2D NMR spectroscopy, mass spectrometry, and UV analysis, possessing a shorter carbon-chain with a diene moiety, whereas known mohangic acids A–F bear a longer carbon-chain with a triene moiety. The absolute configurations of the key stereogenic centers were determined via computational DP4+ calculations and bioinformatic analysis of the ketoreductase domain sequence from the biosynthetic gene cluster. Based on the careful gene analysis along with whole-genome sequencing, the first plausible biosynthetic pathway of mohangic acids A–G and mohangiol was proposed. Mohangic acid H (1) and mohangiol (2) displayed moderate inhibitory activity against Candida albicans isocitrate lyase with IC50 values of 21.37 and 21.12 µg/mL, respectively. Full article
(This article belongs to the Section Structural Studies on Marine Natural Products)
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25 pages, 1319 KiB  
Article
Beyond Performance: Explaining and Ensuring Fairness in Student Academic Performance Prediction with Machine Learning
by Kadir Kesgin, Salih Kiraz, Selahattin Kosunalp and Bozhana Stoycheva
Appl. Sci. 2025, 15(15), 8409; https://doi.org/10.3390/app15158409 - 29 Jul 2025
Viewed by 118
Abstract
This study addresses fairness in machine learning for student academic performance prediction using the UCI Student Performance dataset. We comparatively evaluate logistic regression, Random Forest, and XGBoost, integrating the Synthetic Minority Oversampling Technique (SMOTE) to address class imbalance and 5-fold cross-validation for robust [...] Read more.
This study addresses fairness in machine learning for student academic performance prediction using the UCI Student Performance dataset. We comparatively evaluate logistic regression, Random Forest, and XGBoost, integrating the Synthetic Minority Oversampling Technique (SMOTE) to address class imbalance and 5-fold cross-validation for robust model training. A comprehensive fairness analysis is conducted, considering sensitive attributes such as gender, school type, and socioeconomic factors, including parental education (Medu and Fedu), cohabitation status (Pstatus), and family size (famsize). Using the AIF360 library, we compute the demographic parity difference (DP) and Equalized Odds Difference (EO) to assess model biases across diverse subgroups. Our results demonstrate that XGBoost achieves high predictive performance (accuracy: 0.789; F1 score: 0.803) while maintaining low bias for socioeconomic attributes, offering a balanced approach to fairness and performance. A sensitivity analysis of bias mitigation strategies further enhances the study, advancing equitable artificial intelligence in education by incorporating socially relevant factors. Full article
(This article belongs to the Special Issue Challenges and Trends in Technology-Enhanced Learning)
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15 pages, 1812 KiB  
Article
Influence of Digital Manufacturing and Abutment Design on Full-Arch Implant Prostheses—An In Vitro Study
by Shahad Altwaijri, Hanan Alotaibi, Talal M. Alnassar and Alhanoof Aldegheishem
Materials 2025, 18(15), 3543; https://doi.org/10.3390/ma18153543 - 29 Jul 2025
Viewed by 120
Abstract
Achieving accurate fit in implant-supported prostheses is critical for avoiding mechanical complications; however, the influence of digital manufacturing techniques and abutment designs on misfit and preload remains unclear. This study evaluated the impact of different manufacturing techniques (CAD-cast and 3D printing) and abutment [...] Read more.
Achieving accurate fit in implant-supported prostheses is critical for avoiding mechanical complications; however, the influence of digital manufacturing techniques and abutment designs on misfit and preload remains unclear. This study evaluated the impact of different manufacturing techniques (CAD-cast and 3D printing) and abutment connection types (engaging [E], non-engaging [NE]) on the misfit and preload of implant-supported cantilevered fixed dental prostheses (ICFDPs). Misfit was measured at six points using scanning electron microscopy, and preload was assessed via eight strain gauges placed buccally and lingually on four implants. Frameworks were torqued to 35 Ncm, retorqued after 10 min, and subjected to 200,000 cycles of loading. Mean preload values ranged from 173.4 ± 79.5 Ncm (PF) to 330 ± 253.2 Ncm (3DP). Preload trends varied depending on the abutment type and manufacturing technique, with the 3DP group showing higher preload in engaging (E) abutments, whereas the CAD-cast group showed the opposite pattern. Although preload values varied numerically, these differences were not statistically significant (p = 0.5). In terms of misfit, significant differences were observed between groups (p < 0.05), except between CAD-cast E (86.4 ± 17.8 μm) and 3DP E (84.1 ± 19.2 μm). Additionally, E and NE abutments showed significant differences in misfit within both CAD-cast and 3DP groups. Overall, 3DP frameworks showed superior fit over CAD-cast. These findings suggest that 3DP may offer improved clinical outcomes in terms of implant–abutment fit. Full article
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18 pages, 900 KiB  
Article
Don’t Pause Me When I Switch: Parsing Effects of Code-Switching
by Marina Sokolova and Jessica Ward
Languages 2025, 10(8), 183; https://doi.org/10.3390/languages10080183 - 29 Jul 2025
Viewed by 139
Abstract
This study investigates the effect of code-switching (CS) on the processing and attachment resolution of ambiguous relative clauses (RCs) like ‘Bill saw the friend of the neighbor that was talking about football’ by heritage speakers of Spanish. It checks whether code-switching imposes a [...] Read more.
This study investigates the effect of code-switching (CS) on the processing and attachment resolution of ambiguous relative clauses (RCs) like ‘Bill saw the friend of the neighbor that was talking about football’ by heritage speakers of Spanish. It checks whether code-switching imposes a prosodic break at the place of language change, and whether this prosodic break affects RC parsing, as predicted by the Implicit Prosody Hypothesis: a high attachment (HA) preference results from a prosodic break at the RC. A prosodic break at the preposition ‘of’ in the complex DP ‘the friend of the neighbor’ entails a low attachment (LA) preference. The design compares RC resolution in unilingual sentences (Spanish, with a default preference for HA in RC, and English, with the default LA) with the RC parsing in sentences with CS. The CS occurs at the places of prosodic breaks considered by the IPH. The results show sensitivity to the place of CS in RC attachment. CS prompting LA causes longer response times. The preference for HA in Spanish unilingual sentences is higher than in English ones. Heritage speakers are sensitive to the prosodic effects of CS. However, there is high variability across speakers. Full article
(This article belongs to the Special Issue Language Processing in Spanish Heritage Speakers)
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20 pages, 28899 KiB  
Article
MSDP-Net: A Multi-Scale Domain Perception Network for HRRP Target Recognition
by Hongxu Li, Xiaodi Li, Zihan Xu, Xinfei Jin and Fulin Su
Remote Sens. 2025, 17(15), 2601; https://doi.org/10.3390/rs17152601 - 26 Jul 2025
Viewed by 297
Abstract
High-resolution range profile (HRRP) recognition serves as a foundational task in radar automatic target recognition (RATR), enabling robust classification under all-day and all-weather conditions. However, existing approaches often struggle to simultaneously capture the multi-scale spatial dependencies and global spectral relationships inherent in HRRP [...] Read more.
High-resolution range profile (HRRP) recognition serves as a foundational task in radar automatic target recognition (RATR), enabling robust classification under all-day and all-weather conditions. However, existing approaches often struggle to simultaneously capture the multi-scale spatial dependencies and global spectral relationships inherent in HRRP signals, limiting their effectiveness in complex scenarios. To address these limitations, we propose a novel multi-scale domain perception network tailored for HRRP-based target recognition, called MSDP-Net. MSDP-Net introduces a hybrid spatial–spectral representation learning strategy through a multiple-domain perception HRRP (DP-HRRP) encoder, which integrates multi-head convolutions to extract spatial features across diverse receptive fields, and frequency-aware filtering to enhance critical spectral components. To further enhance feature fusion, we design a hierarchical scale fusion (HSF) branch that employs stacked semantically enhanced scale fusion (SESF) blocks to progressively aggregate information from fine to coarse scales in a bottom-up manner. This architecture enables MSDP-Net to effectively model complex scattering patterns and aspect-dependent variations. Extensive experiments on both simulated and measured datasets demonstrate the superiority of MSDP-Net, achieving 80.75% accuracy on the simulated dataset and 94.42% on the measured dataset, highlighting its robustness and practical applicability. Full article
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24 pages, 8575 KiB  
Article
Space Charge Structures on Spherical Hollow Electrodes
by Florin Enescu, Codrina Ionita, Dan Gheorghe Dimitriu and Roman Schrittwieser
Plasma 2025, 8(3), 30; https://doi.org/10.3390/plasma8030030 - 25 Jul 2025
Viewed by 158
Abstract
In this article, we present an overview of our investigations on the formation and behavior of space charge structures in an argon discharge plasma on gridded and smooth spherical hollow electrodes with and without orifices. Four experiments are described, in which we have [...] Read more.
In this article, we present an overview of our investigations on the formation and behavior of space charge structures in an argon discharge plasma on gridded and smooth spherical hollow electrodes with and without orifices. Four experiments are described, in which we have used the following: (1) one spherical gridded sphere with one orifice, (2) one hollow smooth stainless steel sphere with two opposing orifices, (3) two smooth polished stainless steel spherical electrodes without orifices, (4) two smooth polished stainless steel spherical electrodes with opposing orifices. The experiments were conducted at the University of Innsbruck in a stainless steel cylindrical chamber (the former Innsbruck DP machine—IDP), and at the Alexandru Ioan Cuza University of Iaşi (Romania) in a Pyrex Vacuum Chamber (PCH). As diagnostics, we have used mainly optical emission spectroscopy to determine electron temperature and density. Full article
(This article belongs to the Special Issue Feature Papers in Plasma Sciences 2025)
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18 pages, 2876 KiB  
Article
The Secretome of Human Deciduous Tooth-Derived Mesenchymal Stem Cells Enhances In Vitro Wound Healing and Modulates Inflammation
by Thais Simião Payão, Vanessa Pellegrini, Joseane Morari, Gisele Mara Silva Gonçalves, Maria Carolina Ximenes de Godoy, Alessandra Gambero, Leonardo O. Reis, Lício Augusto Velloso, Eliana Pereira Araújo and Lívia Bitencourt Pascoal
Pharmaceutics 2025, 17(8), 961; https://doi.org/10.3390/pharmaceutics17080961 - 25 Jul 2025
Viewed by 253
Abstract
Background/Objectives: Chronic wounds represent a significant clinical and public health challenge due to impaired tissue repair and high associated morbidity. This study investigates the therapeutic potential of the secretome derived from human mesenchymal stem cells obtained from the pulp of deciduous teeth (hDP-MSCs) [...] Read more.
Background/Objectives: Chronic wounds represent a significant clinical and public health challenge due to impaired tissue repair and high associated morbidity. This study investigates the therapeutic potential of the secretome derived from human mesenchymal stem cells obtained from the pulp of deciduous teeth (hDP-MSCs) in promoting skin wound healing. Methods: After confirming the mesenchymal identity and multipotent differentiation potential of hDP-MSCs by using flow cytometry and histological staining, the effects of the secretome on human keratinocyte (HaCaT) cultures were evaluated. Results: Scratch assays, performed under high- and low-glucose conditions, demonstrated that the secretome significantly promoted keratinocyte migration and wound closure without compromising cell viability. Additionally, the secretome modulated the expression of key genes involved in inflammation and tissue regeneration, including IL-1β, TNF-α, TGF-β1, and VEGF-α, in a time-dependent manner. Under inflammatory conditions induced by lipopolysaccharide, co-treatment with the secretome significantly reduced TNF-α expression and increased TGF-β1 expression, suggesting an anti-inflammatory effect. Conclusions: These findings indicate the potential of the hDP-MSC-derived secretome as a promising cell-free therapeutic strategy capable of accelerating skin regeneration and modulating the inflammatory response during the wound healing process. Full article
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19 pages, 1849 KiB  
Article
A Simultaneous Determination of the B1 and B6 Vitamers Reveals Their Loss During a Single Peritoneal Dialysis Session: Chromatographic and Chemometric Approach
by Paweł Rudnicki-Velasquez, Karol Krzymiński, Magdalena Jankowska, Anna Baraniak and Paulina Czaplewska
Int. J. Mol. Sci. 2025, 26(15), 7177; https://doi.org/10.3390/ijms26157177 - 25 Jul 2025
Viewed by 160
Abstract
This study aimed to assess the extent of vitamin B1 and B6 vitamer loss during a single peritoneal dialysis (PD) session using a combination of chromatographic techniques and chemometric analysis. Dialysis effluent samples were collected from 41 PD patients (22 on [...] Read more.
This study aimed to assess the extent of vitamin B1 and B6 vitamer loss during a single peritoneal dialysis (PD) session using a combination of chromatographic techniques and chemometric analysis. Dialysis effluent samples were collected from 41 PD patients (22 on continuous ambulatory peritoneal dialysis (CAPD) and 19 on automated peritoneal dialysis (APD)) during a standardised peritoneal equilibration test. Concentrations of thiamine monophosphate, thiamine diphosphate (ThDP), pyridoxine, pyridoxal (PL), and pyridoxamine were determined using high-performance liquid chromatography with a fluorescence detector. The analytical method was validated in terms of sensitivity, linearity, accuracy, and recovery. Multiple regression analysis was employed to identify potential clinical and demographic predictors of vitamin washout. All vitamers except pyridoxal 5-phosphate (PLP) were detectable in dialysis effluents. ThDP exhibited the greatest loss among the B1 forms (ca. 0.05–0.57 mg/24 h), while PL exhibited the most significant loss among the B6 forms (ca. 0.01–0.19 mg/24 h). Vitamin losses varied depending on the dialysis modality (continuous ambulatory peritoneal dialysis, or CAPD, versus automated peritoneal dialysis, or APD) and the peritoneal transport category. Regression analysis identified body weight, haemoglobin, and haematocrit as independent predictors of ThDP washout (R2 = 0.58). No statistically robust models were established for the other vitamers. Even short medical procedures (such as single PD) can result in measurable losses of water-soluble vitamins, particularly ThDP and PL. The results emphasise the importance of personalised vitamin supplementation for PD patients and suggest that body composition and haematological parameters significantly influence the loss of thiamine. Full article
(This article belongs to the Section Bioactives and Nutraceuticals)
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17 pages, 6752 KiB  
Article
Controlled Synthesis and Crystallization-Driven Self-Assembly of Poly(ε-caprolactone)-b-polysarcosine Block Copolymers
by Zi-Xian Li, Chen Yang, Lei Guo, Jun Ling and Jun-Ting Xu
Molecules 2025, 30(15), 3108; https://doi.org/10.3390/molecules30153108 - 24 Jul 2025
Viewed by 287
Abstract
Poly(ε-caprolactone)-b-polysarcosine (PCL-b-PSar) block copolymers (BCPs) emerge as a promising alternative to conventional poly(ε-caprolactone)-b-poly(ethylene oxide) BCPs for biomedical applications, leveraging superior biocompatibility and biodegradability. In this study, we synthesized two series of PCL-b-PSar BCPs [...] Read more.
Poly(ε-caprolactone)-b-polysarcosine (PCL-b-PSar) block copolymers (BCPs) emerge as a promising alternative to conventional poly(ε-caprolactone)-b-poly(ethylene oxide) BCPs for biomedical applications, leveraging superior biocompatibility and biodegradability. In this study, we synthesized two series of PCL-b-PSar BCPs with controlled polymerization degrees (DP of PCL: 45/67; DP of PSar: 28–99) and low polydispersity indexes (Đ ≤ 1.1) and systematically investigated their crystallization-driven self-assembly (CDSA) in alcohol solvents (ethanol, n-butanol, and n-hexanol). It was found that the limited solubility of PSar in alcohols resulted in competition between micellization and crystallization during self-assembly of PCL-b-PSar, and thus coexistence of lamellae and spherical micelles. To overcome this morphological heterogeneity, we developed a modified self-seeding method by employing a two-step crystallization strategy (i.e., Tc1 = 33 °C and Tc2 = 8 °C), achieving conversion of micelles into crystals and yielding uniform self-assembled structures. PCL-b-PSar BCPs with short PSar blocks tended to form well-defined two-dimensional lamellar crystals, while those with long PSar blocks induced formation of hierarchical structures in the PCL45 series and polymer aggregation on crystal surfaces in the PCL67 series. Solvent quality notably influenced the self-assembly pathways of PCL45-b-PSar28. Lamellar crystals were formed in ethanol and n-butanol, but micrometer-scale dendritic aggregates were generated in n-hexanol, primarily due to a significant Hansen solubility parameter mismatch. This study elucidated the CDSA mechanism of PCL-b-PSar in alcohols, enabling precise structural control for biomedical applications. Full article
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16 pages, 1810 KiB  
Article
Tinnitus in Normal-Hearing Individuals: Is Outer Hair Cell Dysfunction the Mechanism?
by Theognosia Chimona, Maria Vrentzou, Emmanouel Erotokritakis, Eleni Tsakiraki, Panagiota Asimakopoulou and Chariton Papadakis
J. Clin. Med. 2025, 14(15), 5232; https://doi.org/10.3390/jcm14155232 - 24 Jul 2025
Viewed by 298
Abstract
Background/Objectives: Cochlear “injury” is thought to be a significant cause of tinnitus in patients with hearing loss. Interestingly, individuals with normal hearing may also experience tinnitus. This study evaluates otoacoustic distortion product emissions (DPOAEs) in individuals with normal hearing who experience tinnitus perception. [...] Read more.
Background/Objectives: Cochlear “injury” is thought to be a significant cause of tinnitus in patients with hearing loss. Interestingly, individuals with normal hearing may also experience tinnitus. This study evaluates otoacoustic distortion product emissions (DPOAEs) in individuals with normal hearing who experience tinnitus perception. Methods: In this prospective study, the tinnitus group (TG) consisted of 34 subjects with tinnitus (four unilaterally) and normal hearing (threshold ≤ 25 dBHL at 0.25–8 kHz). The control group (CG) comprised 10 healthy volunteers (20 ears) without tinnitus and normal hearing. Medical history was recorded, and all participants underwent a complete otolaryngological examination, pure tone audiometry, and DPOAE recording (DP-gram, L1 = 55 dB, L2 = 65 dB, for F2: 619–10,000 Hz). Moreover, participants in the TG completed a detailed tinnitus history (with self-rated loudness scoring) and the Tinnitus Handicap Inventory (Greek-version THI-G) and underwent tinnitus analysis. Results: The recorded mean DPOAE values during the DP-gram of the CG were significantly larger in amplitude at low (t-test, Bonferroni-corrected p < 0.09) and high frequencies (t-test, Bonferroni-corrected p < 0.02) compared with the TG. Tinnitus assessment showed tinnitus pitch matching at the frequency area in the DP-gram, where the acceptance recording criteria were not met. There were no statistically significant differences in tinnitus onset, self-rated loudness scores of >70, and severe disability (THI-G > 58) for TG subjects in whom DPOAEs were not recorded at frequencies of ≤1000 Hz. Participants with abnormal DPOAEs at around 4000 Hz had tinnitus of sudden onset and severe disability (THI-G > 58). Finally, those with pathological recordings of DPOAEs at ≥6000 Hz had gradual onset tinnitus (Pearson Chi-square test, p < 0.05). Conclusions: DPOAEs in normal hearing individuals with tinnitus show lower amplitudes in low and high frequencies compared with normal hearing individuals without tinnitus. The tinnitus matched-frequency coincided with the frequency area where DPOAEs were abnormal. Full article
(This article belongs to the Section Otolaryngology)
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15 pages, 7497 KiB  
Article
Hydrogel-Shielded Ellagic Acid Nanoparticles Prolong Colonic Retention and Mitigate DSS-Induced Colitis via Reactive Oxygen Species Scavenging
by Ximei Ye, Tao Chen, Lihang Chen, Di Wu, Yinan Du and Jiangning Hu
Foods 2025, 14(15), 2559; https://doi.org/10.3390/foods14152559 - 22 Jul 2025
Viewed by 234
Abstract
Inflammatory bowel disease (IBD) is characterized by oxidative stress imbalance and intestinal barrier disruption. Reducing excessive ROS has become a promising therapeutic strategy. Compared with conventional polyphenols, nanomaterials offer greater stability and bioavailability for ROS scavenging. Here, ellagic acid (EA) was converted into [...] Read more.
Inflammatory bowel disease (IBD) is characterized by oxidative stress imbalance and intestinal barrier disruption. Reducing excessive ROS has become a promising therapeutic strategy. Compared with conventional polyphenols, nanomaterials offer greater stability and bioavailability for ROS scavenging. Here, ellagic acid (EA) was converted into uniform nanoparticles (EAs) with reactive oxygen scavenging capacity through horseradish peroxidase (HRP)-mediated oxidative polymerization and subsequently encapsulated in the anti-gastric acid hydrogel F-DP to obtain the hybrid system F-DP@EAs. EAs reduced ROS, MDA, NO, IL-1β, and TNF-α levels in vitro, while increasing IL-4 and IL-10 expression, thus alleviating inflammation. Herein, F-DP@EAs prolonged intestinal retention time and exerted superior protective effects in the DSS-induced colitis model. Oral F-DP@EAs lowered DAI, preserved colon length, increased glutathione (GSH) and superoxide dismutase (SOD), decreased NO and MDA, restored zonula occludens-1 (ZO-1), and reduced mucosal lesions. These findings demonstrate that combining nanoparticle and hydrogel technologies markedly enhances the preventive and protective efficacy of EA, highlighting F-DP@EAs as a promising candidate for future IBD therapy. Full article
(This article belongs to the Section Food Nutrition)
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14 pages, 2370 KiB  
Article
DP-AMF: Depth-Prior–Guided Adaptive Multi-Modal and Global–Local Fusion for Single-View 3D Reconstruction
by Luoxi Zhang, Chun Xie and Itaru Kitahara
J. Imaging 2025, 11(7), 246; https://doi.org/10.3390/jimaging11070246 - 21 Jul 2025
Viewed by 283
Abstract
Single-view 3D reconstruction remains fundamentally ill-posed, as a single RGB image lacks scale and depth cues, often yielding ambiguous results under occlusion or in texture-poor regions. We propose DP-AMF, a novel Depth-Prior–Guided Adaptive Multi-Modal and Global–Local Fusion framework that integrates high-fidelity depth priors—generated [...] Read more.
Single-view 3D reconstruction remains fundamentally ill-posed, as a single RGB image lacks scale and depth cues, often yielding ambiguous results under occlusion or in texture-poor regions. We propose DP-AMF, a novel Depth-Prior–Guided Adaptive Multi-Modal and Global–Local Fusion framework that integrates high-fidelity depth priors—generated offline by the MARIGOLD diffusion-based estimator and cached to avoid extra training cost—with hierarchical local features from ResNet-32/ResNet-18 and semantic global features from DINO-ViT. A learnable fusion module dynamically adjusts per-channel weights to balance these modalities according to local texture and occlusion, and an implicit signed-distance field decoder reconstructs the final mesh. Extensive experiments on 3D-FRONT and Pix3D demonstrate that DP-AMF reduces Chamfer Distance by 7.64%, increases F-Score by 2.81%, and boosts Normal Consistency by 5.88% compared to strong baselines, while qualitative results show sharper edges and more complete geometry in challenging scenes. DP-AMF achieves these gains without substantially increasing model size or inference time, offering a robust and effective solution for complex single-view reconstruction tasks. Full article
(This article belongs to the Section AI in Imaging)
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16 pages, 4479 KiB  
Article
Photophysical Properties of 1,3-Diphenylisobenzofuran as a Sensitizer and Its Reaction with O2
by Ștefan Stan, João P. Prates Ramalho, Alexandru Holca and Vasile Chiș
Molecules 2025, 30(14), 3021; https://doi.org/10.3390/molecules30143021 - 18 Jul 2025
Viewed by 316
Abstract
1,3-Diphenylisobenzofuran (DPBF) is a widely used fluorescent probe for singlet oxygen (1O2) detection in photodynamic applications. In this work, we present an integrated experimental and computational analysis to describe its spectroscopic, photophysical, and reactive properties in ethanol, DMSO, and [...] Read more.
1,3-Diphenylisobenzofuran (DPBF) is a widely used fluorescent probe for singlet oxygen (1O2) detection in photodynamic applications. In this work, we present an integrated experimental and computational analysis to describe its spectroscopic, photophysical, and reactive properties in ethanol, DMSO, and DMF. UV-Vis and fluorescence measurements across a wide concentration range show well-resolved S0 → S1 electronic transition of a π → π* nature with small red shifts in polar aprotic solvents. Fluorescence lifetimes increase slightly with solvent polarity, showing stabilization of the excited state. The 2D PES and Boltzmann populations analysis indicate two co-existing conformers (Cs and C2), with Cs being slightly more stable at room temperature. TD-DFT calculations have been performed using several density functionals and the 6-311+G(2d,p) basis set to calculate absorption/emission wavelengths, oscillator strengths, transition dipole moments, and radiative lifetimes. Overall, cam-B3LYP and ωB97X-D provided the best agreement with experiments for the photophysical data across all solvents. The photophysical behavior of DPBF upon interaction with 1O2 can be explained by a small-barrier, two-step reaction pathway that goes through a zwitterionic intermediate, resulting in the formation of 2,5-endoperoxide. This work explains the photophysical properties and reactivity of DPBF, therefore providing a solid basis for future studies involving singlet oxygen. Full article
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23 pages, 7089 KiB  
Article
Clinical Outcomes of 3D-Printed Titanium Patient-Specific Implants in Lumbar Interbody Fusion: A Prospective Clinical Trial with a Systematic Review of Conventional Techniques
by Kevin A. Seex, Ralph J. Mobbs, Marc Coughlan, Matthew Pelletier, William R. Walsh, Jackson C. Hill and William C. H. Parr
J. Pers. Med. 2025, 15(7), 320; https://doi.org/10.3390/jpm15070320 - 16 Jul 2025
Viewed by 462
Abstract
Background: Lumbar Interbody Fusion (LIF) is a surgical procedure aimed at addressing a range of pathological conditions affecting the structure and function of the spine. Patient-Specific Interbody Cages (PSICs) are an emerging technology that are used in LIF; however, there is a [...] Read more.
Background: Lumbar Interbody Fusion (LIF) is a surgical procedure aimed at addressing a range of pathological conditions affecting the structure and function of the spine. Patient-Specific Interbody Cages (PSICs) are an emerging technology that are used in LIF; however, there is a lack of clinical outcome data, making it difficult to assess the potential risks, benefits, and value of PSICs. The purpose of this present study is to contribute data to the field on this new emerging technology. The aims were to investigate Quality of Life (QoL), pain, and the complications of PSICs in LIF. To provide a comparative cohort, we performed a systematic review of patient-reported outcomes of conventional fusion techniques. Methods: This study reports on a multi-surgeon, multi-centre clinical trial of patients with lumbar degenerative disc disease, necessitating discectomy and fusion. All patients underwent LIF procedures with 3D-printed PSICs. Pain Visual Analogue Scale (VAS) and QoL (EQ-5D) scores were collected pre-operatively and at 6m, 12m, and 24m post-operatively. For comparative purposes, we performed a systematic review of the VAS scores from traditional LIF cages and analysed the Australian Spine Registry QoL data. Results: The literature search yielded 4272 publications. The studies were subdivided into four groups based on the interbody device type. All the groups demonstrated improvements in the VAS (for back pain) scores post-operatively. In total, 78 patients (109 instrumented levels) underwent LIF procedures with 3DP PSICs. There were three reoperations (3.8%) and no revisions of any PSIC. The mean VAS scores improved significantly (p < 0.01) from 7.85 (1.50 SD) pre-operatively to 2.03 (2.13 SD) at 24 months post-operatively. The mean QoL index scores improved significantly (p < 0.01) from a pre-operative 0.257 (0.332 SD) to 0.815 (0.208 SD) at 24 months. Conclusions: The systematic review indicated that device fixation to the interbody space was associated with lower VAS scores. The results from the investigational cohort suggest that PSICs may represent a new progression in implant design for spinal fusion, with an associated clinical benefit for LIF. Full article
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