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16 pages, 806 KB  
Systematic Review
Evaluating the Outcomes of Vertebral Biopsies Performed in Osteoporotic Vertebral Fractures: A Systematic Review and Meta-Analysis
by Halil Bulut, Chuck Lam, Veer Sheth, Iihan Ali, Christos Tsagkaris, Morgan Jones, Rajesh Botchu, Constantino Errani, Azmi Hamzaoglu and Korhan Ozkan
Osteology 2025, 5(4), 30; https://doi.org/10.3390/osteology5040030 (registering DOI) - 11 Oct 2025
Abstract
Background/Objectives: Osteoporotic vertebral fractures (OVFs) are common in older adults. While surgery is generally reserved for unstable or painful fractures, some OVFs conceal underlying malignancies, including metastatic and hematologic cancers. This study aimed to determine the pooled prevalence of unsuspected malignancy in patients [...] Read more.
Background/Objectives: Osteoporotic vertebral fractures (OVFs) are common in older adults. While surgery is generally reserved for unstable or painful fractures, some OVFs conceal underlying malignancies, including metastatic and hematologic cancers. This study aimed to determine the pooled prevalence of unsuspected malignancy in patients initially diagnosed with OVFs. Methods: A systematic search of PubMed and Scopus was conducted from inception to September 2025 in accordance with PRISMA guidelines. Eligible studies included adults with presumed OVFs who underwent vertebral biopsy and histopathological evaluation. Prevalence estimates were pooled using a random-effects model, and study quality was assessed with the Newcastle–Ottawa Scale. Results: Thirteen studies involving 3513 patients were included. The pooled prevalence of malignancy was 8.0% (95% CI: 5.4–10.6), comprising metastatic solid tumors (4.9%; 95% CI: 2.3–7.4) and multiple myeloma (2.6%; 95% CI: 1.3–3.9). Malignancy was detected in 2.7% (95% CI: 1.8–4.1) of routine biopsy cohorts versus 36.8% (95% CI: 22.1–54.4) of clinically suspected cases. Diagnostic yield exceeded 45% in patients selected by combined history, imaging, or known malignancy. No biopsy-related complications or procedure-related mortality were reported. Moderate heterogeneity was observed, mainly in suspected cohorts. Conclusions: Vertebral biopsy is a safe and diagnostically valuable procedure in vertebral compression fractures. Its yield ranges from about one in 30 patients in routine settings to nearly one in two in high-risk groups, underscoring the importance of structured patient selection to facilitate timely cancer detection and referral. Full article
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16 pages, 1228 KB  
Article
Monoclonal Antibodies Can Aid in the Culture-Based Detection and Differentiation of Mucorales Fungi—The Flesh-Eating Pathogens Apophysomyces and Saksenaea as an Exemplar
by Christopher R. Thornton and Genna E. Davies
Antibodies 2025, 14(4), 85; https://doi.org/10.3390/antib14040085 - 7 Oct 2025
Viewed by 209
Abstract
Background: The frequency of necrotising cutaneous and soft tissue infections caused by the Mucorales fungi Apophysomyces and Sakasenaea is increasing. The absence of sophisticated diagnostic technologies in low- and middle-income countries (LMICs) means that detection of cutaneous mucormycosis continues to rely on culture [...] Read more.
Background: The frequency of necrotising cutaneous and soft tissue infections caused by the Mucorales fungi Apophysomyces and Sakasenaea is increasing. The absence of sophisticated diagnostic technologies in low- and middle-income countries (LMICs) means that detection of cutaneous mucormycosis continues to rely on culture of the infecting pathogens from biopsy and their differentiation based on morphological characteristics. However, Apophysomyces and Sakasenaea are notorious for their failure to sporulate on standard mycological media used for the identification of human pathogenic fungi. Differentiation of these pathogens and their discrimination from Aspergillus fumigatus, the most common mould pathogen of humans, is essential due to their differing sensitivities to the antifungal drugs used to treat mucormycosis. Methods: A murine IgG1 monoclonal antibody, JD4, has been developed that is specific to Apophysomyces species. In Western blotting and enzyme-linked immunosorbent assay (ELISA), mAb JD4 is shown to bind to an extracellular 15 kDa protein, readily detectable in crude antigen extracts from non-sporulating cultures of Apophysomyces. Results: When combined with a Mucorales-specific lateral-flow immunoassay (LFIA), mAb JD4 allows the differentiation of Apophysomyces from Saksenaea species and discrimination from Aspergillus fumigatus. Monoclonal antibody JD4 enables the detection and differentiation of Apophysomyces species from other fungal pathogens that cause rapidly progressive cutaneous and soft tissue mycoses in humans. When this is combined with a rapid LFIA, improvements are offered in the sensitivity and specificity of Mucorales detection based on mycological culture, which remains a gold-standard procedure for mucormycosis detection in LMICs lacking access to more sophisticated diagnostic procedures. Full article
(This article belongs to the Section Antibody-Based Diagnostics)
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16 pages, 2810 KB  
Article
The Establishment of a Sheep Embryo Genomic Selection System
by Yubing Wang, Hao Qin, Ke Li, Jia Hao, Xingyuan Liu, Dayong Chen, Lei Cheng, Huijie He, Riga Wu, Yingjie Wu, Yinjuan Wang, Min Guo, Qin Li, Lei An, Jianhui Tian, Hongbing Han and Guangyin Xi
Int. J. Mol. Sci. 2025, 26(19), 9738; https://doi.org/10.3390/ijms26199738 - 7 Oct 2025
Viewed by 262
Abstract
Embryo genomic selection (EGS) is a contemporary breeding strategy that combines genomic selection (GS) methodology with embryo biotechnology. By conducting genotyping and genomic prediction at the pre-implantation stage, embryos with superior breeding value can be identified for transfer, markedly increasing breeding efficiency while [...] Read more.
Embryo genomic selection (EGS) is a contemporary breeding strategy that combines genomic selection (GS) methodology with embryo biotechnology. By conducting genotyping and genomic prediction at the pre-implantation stage, embryos with superior breeding value can be identified for transfer, markedly increasing breeding efficiency while reducing the uncertainty and temporal expenditure associated with conventional GS. This study establishes a reliable embryo biopsy-based GS pipeline for sheep, incorporating optimized whole-genome amplification and microcell genotyping techniques. We developed a high-efficiency in vitro sheep embryo production platform compatible with embryo biopsy. Systematic comparison of Multiple Displacement Amplification (MDA) and Multiple Annealing and Looping Based Amplification Cycles (MALBAC) whole-genome amplification systems yielded high-quality genotypes from biopsy samples of embryos containing as few as 10 cells. Imputation using 10× whole-genome sequencing data significantly increased both genotype call rates and accuracy. High concordance was observed between embryo and lamb genotypes, and genomic estimated breeding values (GEBVs) for key growth traits exhibited strong correlations (R2: 0.91–0.98). This system enables accurate preimplantation genomic evaluation and provides an efficient strategy to accelerate genetic improvement in sheep breeding programs. Full article
(This article belongs to the Section Molecular Genetics and Genomics)
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28 pages, 2183 KB  
Review
CRISPR-Powered Liquid Biopsies in Cancer Diagnostics
by Joshua R. Slattery, Noel Ye Naung, Bernd H. Kalinna and Martin Pal
Cells 2025, 14(19), 1539; https://doi.org/10.3390/cells14191539 - 1 Oct 2025
Viewed by 698
Abstract
Liquid biopsies promise major advantages for cancer screening and diagnosis. By detecting biomarkers in peripheral blood samples, liquid biopsies reduce the need for invasive techniques and provide important genetic information integral to the emerging molecular classification of cancers. Unfortunately, the concentrations of most [...] Read more.
Liquid biopsies promise major advantages for cancer screening and diagnosis. By detecting biomarkers in peripheral blood samples, liquid biopsies reduce the need for invasive techniques and provide important genetic information integral to the emerging molecular classification of cancers. Unfortunately, the concentrations of most biomarkers, particularly circulating tumour nucleic acids, are vanishingly small—beyond the sensitivity and specificity of most assays. Clustered Regularly Interspaced Short Palindromic Repeats diagnostics (herein labelled ‘CRISPR-Dx’) use gene editing tools to detect, rather than modify, nucleic acids with extremely high specificity. These tools are commonly combined with isothermal nucleic acid amplification to also achieve sensitivities comparable to high-performance laboratory-based techniques, such as digital PCR. CRISPR assays, however, are inherently well suited to adaptation for point-of-care (POC) use, and unlike antigen-based POC assays, are significantly easier and faster to develop. In this review, we summarise current CRISPR-Dx platforms and their analytical potential for cancer biomarker discovery, with an emphasis on enhancing early diagnosis, disease monitoring, point-of-care testing, and supporting cancer therapy. Full article
(This article belongs to the Special Issue CRISPR-Based Genome Editing Approaches in Cancer Therapy)
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14 pages, 2912 KB  
Article
Creatinine-to-Cystatin C Ratio Combined with FIB-4 and ELF for Noninvasive Fibrosis Assessment in MASLD
by Masafumi Oyama, Tadashi Namisaki, Akihiko Shibamoto, Satoshi Iwai, Masayoshi Takami, Yuki Tsuji, Yukihisa Fujinaga, Hiroaki Takaya, Takashi Inoue, Norihisa Nishimura, Shinya Sato, Koh Kitagawa, Kosuke Kaji, Akira Mitoro, Kiyoshi Asada, Hiroyuki Masuda, Junichi Hanatani and Hitoshi Yoshiji
Int. J. Mol. Sci. 2025, 26(19), 9560; https://doi.org/10.3390/ijms26199560 - 30 Sep 2025
Viewed by 256
Abstract
The creatinine-to-cystatin C ratio (CCR), a surrogate for skeletal muscle mass, may also be associated with liver fibrosis due to the strong link between sarcopenia and liver disease progression. We aimed to evaluate the utility of CCR as a noninvasive marker of liver [...] Read more.
The creatinine-to-cystatin C ratio (CCR), a surrogate for skeletal muscle mass, may also be associated with liver fibrosis due to the strong link between sarcopenia and liver disease progression. We aimed to evaluate the utility of CCR as a noninvasive marker of liver fibrosis in metabolic-dysfunction-associated steatotic liver disease (MASLD). This retrospective study included 104 patients with biopsy-proven MASLD. CCR was calculated using serum creatinine and cystatin C levels. Liver fibrosis was staged histologically (F0–F4), and skeletal muscle mass was assessed using the skeletal muscle index (SMI) on computed tomography. Associations between CCR and liver fibrosis, SMI, and nonalcoholic fatty liver disease activity score were analyzed. ROC analysis evaluated CCR performance alone and in combination with FIB-4 and enhanced liver fibrosis (ELF) scores. CCR values were significantly lower in patients with significant fibrosis (≥F2). The AUROC of CCR for detecting ≥F2 fibrosis was 0.621 (95% CI: 0.509–0.733), with an optimal cutoff of 0.664. CCR alone yielded an AUC of 0.815 for predicting ≥F2 fibrosis. Combining CCR with FIB-4 and ELF substantially improved diagnostic accuracy, increasing the AUROC from 0.621 (CCR alone) to 0.820 for the combined model. CCR correlated positively with SMI (r = 0.451, p < 0.001). CCR is a simple, cost-effective biomarker reflecting muscle mass and liver fibrosis in MASLD. Combining CCR with established markers may enhance risk stratification and reduce the need for liver biopsy in selected cases. Full article
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31 pages, 1529 KB  
Review
Artificial Intelligence-Enhanced Liquid Biopsy and Radiomics in Early-Stage Lung Cancer Detection: A Precision Oncology Paradigm
by Swathi Priya Cherukuri, Anmolpreet Kaur, Bipasha Goyal, Hanisha Reddy Kukunoor, Areesh Fatima Sahito, Pratyush Sachdeva, Gayathri Yerrapragada, Poonguzhali Elangovan, Mohammed Naveed Shariff, Thangeswaran Natarajan, Jayarajasekaran Janarthanan, Samuel Richard, Shakthidevi Pallikaranai Venkatesaprasath, Shiva Sankari Karuppiah, Vivek N. Iyer, Scott A. Helgeson and Shivaram P. Arunachalam
Cancers 2025, 17(19), 3165; https://doi.org/10.3390/cancers17193165 - 29 Sep 2025
Cited by 1 | Viewed by 870
Abstract
Background: Lung cancer remains the leading cause of cancer-related mortality globally, largely due to delayed diagnosis in its early stages. While conventional diagnostic tools like low-dose CT and tissue biopsy are routinely used, they suffer from limitations including invasiveness, radiation exposure, cost, and [...] Read more.
Background: Lung cancer remains the leading cause of cancer-related mortality globally, largely due to delayed diagnosis in its early stages. While conventional diagnostic tools like low-dose CT and tissue biopsy are routinely used, they suffer from limitations including invasiveness, radiation exposure, cost, and limited sensitivity for early-stage detection. Liquid biopsy, a minimally invasive alternative that captures circulating tumor-derived biomarkers such as ctDNA, cfRNA, and exosomes from body fluids, offers promising diagnostic potential—yet its sensitivity in early disease remains suboptimal. Recent advances in Artificial Intelligence (AI) and radiomics are poised to bridge this gap. Objective: This review aims to explore how AI, in combination with radiomics, enhances the diagnostic capabilities of liquid biopsy for early detection of lung cancer and facilitates personalized monitoring strategies. Content Overview: We begin by outlining the molecular heterogeneity of lung cancer, emphasizing the need for earlier, more accurate detection strategies. The discussion then transitions into liquid biopsy and its key analytes, followed by an in-depth overview of AI techniques—including machine learning (e.g., SVMs, Random Forest) and deep learning models (e.g., CNNs, RNNs, GANs)—that enable robust pattern recognition across multi-omics datasets. The role of radiomics, which quantitatively extracts spatial and morphological features from imaging modalities such as CT and PET, is explored in conjunction with AI to provide an integrative, multimodal approach. This convergence supports the broader vision of precision medicine by integrating omics data, imaging, and electronic health records. Discussion: The synergy between AI, liquid biopsy, and radiomics signifies a shift from traditional diagnostics toward dynamic, patient-specific decision-making. Radiomics contributes spatial information, while AI improves pattern detection and predictive modeling. Despite these advancements, challenges remain—including data standardization, limited annotated datasets, the interpretability of deep learning models, and ethical considerations. A push toward rigorous validation and multimodal AI frameworks is necessary to facilitate clinical adoption. Conclusion: The integration of AI with liquid biopsy and radiomics holds transformative potential for early lung cancer detection. This non-invasive, scalable, and individualized diagnostic paradigm could significantly reduce lung cancer mortality through timely and targeted interventions. As technology and regulatory pathways mature, collaborative research is crucial to standardize methodologies and translate this innovation into routine clinical practice. Full article
(This article belongs to the Special Issue The Genetic Analysis and Clinical Therapy in Lung Cancer: 2nd Edition)
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14 pages, 1517 KB  
Case Report
Erythema ab igne—A Potential Cutaneous Marker of Chronic Heat Use in Patients with Endometriosis: A Narrative Literature Review and a Case Report
by Francesca Scurtu, Lucian G. Scurtu, Alexandra Irma Gabriela Baușic, Aida Petca and Claudia Mehedințu
Life 2025, 15(10), 1533; https://doi.org/10.3390/life15101533 - 29 Sep 2025
Viewed by 423
Abstract
Erythema ab igne (EAI), also known as “hot water bottle rash” or “toasted skin syndrome”, is a benign cutaneous condition caused by chronic exposure to low-level infrared heat. It typically begins as transient erythema and evolves into a reticulated brown pigmentation with telangiectasias. [...] Read more.
Erythema ab igne (EAI), also known as “hot water bottle rash” or “toasted skin syndrome”, is a benign cutaneous condition caused by chronic exposure to low-level infrared heat. It typically begins as transient erythema and evolves into a reticulated brown pigmentation with telangiectasias. A skin biopsy, ideally taken from the central area of the hyperpigmented lesion, is recommended to exclude differential diagnoses. Although usually benign, EAI has been associated with rare malignant transformations, supported only by low-level evidence. Elimination of the heat source is essential, and topical treatments such as hydroquinone or retinoids may be considered, while agents like 5-fluorouracil or imiquimod are reserved for dysplastic lesions. Women with endometriosis frequently use heating devices to alleviate dysmenorrhea and chronic pelvic pain. However, prolonged or inappropriate heat application can lead to chronic thermal injury, including EAI, and may delay medical consultation. While controlled trials confirm short-term analgesic efficacy of heat therapy, extrapolating these findings to unrestricted home use without standardized safety recommendations can be misleading. EAI illustrates the broader impact of chronic pain in endometriosis, linking cutaneous manifestations with neuroplastic alterations and psychiatric comorbidities. A nuanced approach combining patient education on safe use of heat, close dermatologic monitoring, and multidisciplinary pain management is warranted. Full article
(This article belongs to the Section Medical Research)
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24 pages, 412 KB  
Review
Sentinel Lymph Node Biopsy in Melanoma: Overview and Updates
by Adrian Mansini, Shah Aarohi, Mario Della Mura, Joana Sorino, Gerardo Cazzato and Alessio Giubellino
Int. J. Mol. Sci. 2025, 26(19), 9469; https://doi.org/10.3390/ijms26199469 - 27 Sep 2025
Viewed by 689
Abstract
The role of regional lymph nodes in melanoma metastasis has long been recognized. This review will detail the evolving role of sentinel lymph node biopsy (SLNB) in melanoma management in the era of adjuvant therapies. We analyze key themes and findings from recent [...] Read more.
The role of regional lymph nodes in melanoma metastasis has long been recognized. This review will detail the evolving role of sentinel lymph node biopsy (SLNB) in melanoma management in the era of adjuvant therapies. We analyze key themes and findings from recent publications, highlighting both areas of consensus and ongoing controversies. While the landscape of melanoma management continues to evolve with the advent of novel therapeutic combinations, SLNB remains a valuable tool for staging and potentially provides therapeutic benefit. However, optimal patient selection for SLNB requires careful consideration of individual risk factors and benefits of adjuvant therapy. Full article
(This article belongs to the Special Issue Intermediate Melanocytic Lesions)
26 pages, 866 KB  
Review
Primary Aggressive Oral Lymphomas (PAOL): A Narrative Review of Diagnosis, Molecular Features, Therapeutic Approaches, and the Integrated Role of Dentists and Hematologists
by Michele Bibas, Andrea Pilloni, Edmondo Maggio, Andrea Antinori and Valentina Mazzotta
Cancers 2025, 17(19), 3138; https://doi.org/10.3390/cancers17193138 - 26 Sep 2025
Viewed by 284
Abstract
Primary aggressive oral lymphomas (PAOL) are a rare subset of extranodal non-Hodgkin lymphomas arising in the oral cavity without evidence of other systemic involvement at diagnosis. PAOL accounts for only about 2–3% of all lymphomas. They most commonly belong to aggressive B-cell subtypes [...] Read more.
Primary aggressive oral lymphomas (PAOL) are a rare subset of extranodal non-Hodgkin lymphomas arising in the oral cavity without evidence of other systemic involvement at diagnosis. PAOL accounts for only about 2–3% of all lymphomas. They most commonly belong to aggressive B-cell subtypes such as Diffuse large B-cell lymphoma (DLBCL) and plasmablastic lymphoma (PBL), with occasional cases of Burkitt lymphoma and T-cell/NK-cell lymphomas. Clinically, these malignancies often present with non-specific symptoms (e.g., swelling, pain, ulceration, tooth mobility) that mimic benign dental conditions, leading to diagnostic delays. An integrated diagnostic approach—combining thorough oral examination, imaging (CT, MRI, PET), and definitive biopsy with immunohistochemistry and genetic studies—is critical for accurate diagnosis and staging. Treatment typically involves systemic chemotherapy, often combined with rituximab for CD20+ tumors and adjunctive radiotherapy for localized disease. Ongoing research into the genomic and microenvironmental landscape of PAOL is paving the way for novel targeted therapies to improve outcomes. In HIV+ or transplant patients, PAOL are often driven by viral co-infections (EBV, HHV-8) and may require tailored therapy, including optimization of immune status. The dentist’s role encompasses not only diagnosis but also active participation in cancer therapy through preventive and supportive dental care, and persists thereafter by monitoring for recurrence and treating chronic treatment sequelae. This review provides a comprehensive overview of PAOL‘s epidemiology, clinical-pathologic and molecular features, current and emerging treatments, and the essential collaborative role of dentists and hematologists in patient care. Full article
(This article belongs to the Special Issue Advances in B-Cell Lymphoma: From Diagnostics to Cure)
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18 pages, 392 KB  
Article
Effects of Intragastric Helicobacter pylori Distribution on Clinical Presentation, Upper Gastrointestinal Endoscopy, Esophageal Manometry, and pH–Impedance Metrics
by Ayça Eroğlu Haktanır and Altay Çelebi
J. Clin. Med. 2025, 14(19), 6818; https://doi.org/10.3390/jcm14196818 - 26 Sep 2025
Viewed by 247
Abstract
Background: The relationship between Helicobacter pylori (H. pylori) infection and gastroesophageal reflux disease (GERD) remains a topic of ongoing debate. In particular, the intragastric distribution of H. pylori—whether localized in the antrum or corpus—may influence gastric acid secretion and esophageal [...] Read more.
Background: The relationship between Helicobacter pylori (H. pylori) infection and gastroesophageal reflux disease (GERD) remains a topic of ongoing debate. In particular, the intragastric distribution of H. pylori—whether localized in the antrum or corpus—may influence gastric acid secretion and esophageal physiology in different ways. However, its potential effects on esophageal motility and reflux parameters have not been comprehensively evaluated using combined diagnostic tools. This study aimed to assess whether H. pylori positivity, based on its histologically confirmed intragastric localization, is associated with alterations in endoscopic, manometric, and reflux monitoring findings in patients with typical GERD symptoms. Methods: This retrospective study included 213 patients with typical reflux symptoms who underwent upper gastrointestinal endoscopy with gastric biopsies, high-resolution esophageal manometry (HREM), and 24 h multichannel intraluminal impedance–pH (MII-pH) monitoring. Based on histopathology, patients were classified into three groups: H. pylori-negative, antrum-predominant infection, and corpus-predominant infection. Clinical symptoms, endoscopic findings, reflux characteristics, and esophageal motility parameters were compared. Results: Of 213 patients, 90 were H. pylori-positive (60 antrum-predominant, 30 corpus-predominant). There were no significant differences between groups in terms of typical GERD symptoms, endoscopic esophagitis, DeMeester scores, acid exposure time, or mean nocturnal baseline impedance (MNBI). Nausea and chronic laryngitis were significantly more frequent in antral H. pylori-positive patients. Notably, contraction front velocity (CFV) was significantly lower in patients with antral H. pylori compared with H. pylori-negative individuals (p = 0.002), indicating subtle slowing of esophageal peristalsis. Although this reduction in CFV did not correlate with symptom severity or bolus clearance, it may represent early functional impairment of esophageal motility. Conclusions: Although H. pylori infection—particularly when antrum-predominant—is not associated with increased reflux burden or esophagitis, it may contribute to extra-esophageal symptoms and minor motility alterations such as reduced CFV. These findings suggest that routine H. pylori eradication in GERD patients may not be necessary solely based on reflux parameters. However, treatment decisions should be individualized based on symptom profiles and endoscopic findings, including the presence of peptic ulcers, premalignant gastric lesions, or a family history of gastric malignancy, in accordance with general H. pylori eradication criteria. Full article
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17 pages, 2112 KB  
Article
Pilot Exploratory Study of a CT Radiomics Model for the Classification of Small Cell Lung Cancer and Non-Small-Cell Lung Cancer in the Moscow Population: A Step Toward Virtual Biopsy
by Maria D. Varyukhina, Alexandr A. Borisov, Rustam A. Erizhokov, Kirill M. Arzamasov, Alexander V. Solovev, Vadim V. Kirsanov, Olga V. Omelyanskaya, Anton V. Vladzymyrskyy and Yuriy A. Vasilev
J. Imaging 2025, 11(10), 331; https://doi.org/10.3390/jimaging11100331 - 25 Sep 2025
Viewed by 331
Abstract
Lung cancer is one of the most common and socially significant cancers worldwide and consists of two main subtypes: small cell lung cancer (SCLC) and non-small cell lung cancer (NSCLC), which require different treatments. Computed tomography (CT) scans cannot reliably differentiate these subtypes, [...] Read more.
Lung cancer is one of the most common and socially significant cancers worldwide and consists of two main subtypes: small cell lung cancer (SCLC) and non-small cell lung cancer (NSCLC), which require different treatments. Computed tomography (CT) scans cannot reliably differentiate these subtypes, often necessitating invasive biopsies that carry significant risks. Radiomics offers a promising non-invasive alternative by quantitatively analyzing imaging data to extract detailed tissue characteristics beyond visual assessment. This pilot retrospective study analyzed 200 Moscow patients with histologically confirmed SCLC or NSCLC. Manual tumor segmentation on pretreatment CT scans allowed extraction of 107 radiomic features, from which 16 key features were selected to train four machine learning models. Models were evaluated using stratified 5-fold cross-validation, focusing on ROC AUC, accuracy, precision, and recall. All models demonstrated strong performance in distinguishing SCLC from NSCLC, with the gradient boosting model achieving the highest accuracy of 80.5% and ROC AUC of 0.888. These results highlight the potential of radiomics combined with machine learning to enable accurate, non-invasive differentiation of lung cancer subtypes. Further research is needed to expand feature sets, develop automated segmentation tools, and enhance clinical application of this approach. Full article
(This article belongs to the Special Issue Advances in Medical Imaging and Machine Learning)
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30 pages, 18339 KB  
Case Report
Simplified Vertical Ridge Augmentation in Severely Resorbed Alveolar Ridges Using a Novel Wide-Head Tenting Pole Screw: Clinical and Histomorphometric Analysis—A Case Series
by Hyung-Gyun Kim, Yong-Suk Moon and Dong-Seok Sohn
J. Clin. Med. 2025, 14(19), 6772; https://doi.org/10.3390/jcm14196772 - 25 Sep 2025
Viewed by 297
Abstract
Background/Objectives: Vertical ridge augmentation remains a challenging procedure in alveolar bone reconstruction, with existing techniques often limited by surgical complexity, graft instability, and high resorption rates. This study evaluates the clinical and histological outcomes of a novel vertical ridge augmentation technique using [...] Read more.
Background/Objectives: Vertical ridge augmentation remains a challenging procedure in alveolar bone reconstruction, with existing techniques often limited by surgical complexity, graft instability, and high resorption rates. This study evaluates the clinical and histological outcomes of a novel vertical ridge augmentation technique using a wide-head tenting pole screw (WHTPS) combined with sticky bone graft material. Methods: Five patients with vertical bone deficiencies (6–10 mm) in the maxilla or mandible underwent augmentation using a single WHTPS (rectangular or round wide-head type). Sticky bone was prepared using autologous tooth bone, allografts, or xenografts, combined with fibrin glue and covered with concentrated growth factor (CGF) membranes and/or resorbable collagen membranes. After 5–6 months of healing, the WHTPS was removed, and bone biopsies were taken for histological analysis. Results: Radiographic and histological evaluations confirmed successful ridge augmentation in all cases. Newly formed bone ranged from 21.2% to 57.5%. All patients proceeded to implant placement without complications. Radiographic, clinical, and histological assessments consistently showed that new bone formation extended up to the level of the screw head, indicating complete vertical fill of the augmented space. Histology showed well-integrated, mineralized bone with no signs of inflammation. The wide-head tenting pole screw was observed to support stable space maintenance and facilitate surgical handling and favorable outcomes in vertical ridge augmentation. Conclusions: In this case series, a single wide-head tenting pole screw appeared sufficient to maintain space and resist soft tissue pressure in wide alveolar bone defects during healing. This case series suggests that the wide-head tenting pole screw technique may be a feasible option for managing severe alveolar bone deficiencies. Full article
(This article belongs to the Section Dentistry, Oral Surgery and Oral Medicine)
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12 pages, 1113 KB  
Review
Beyond PSA: The Future of Prostate Cancer Diagnosis Using Artificial Intelligence, Novel Biomarkers, and Advanced Imagery
by Moncef Al Barajraji, Mathieu Coscarella, Ilyas Svistakov, Helena Flôres Soares da Silva, Paula Mata Déniz, María Jesús Marugan, Claudia González-Santander, Lorena Fernández Montarroso, Isabel Galante, Juan Gómez Rivas and Jesús Moreno Sierra
Life 2025, 15(10), 1508; https://doi.org/10.3390/life15101508 - 25 Sep 2025
Viewed by 489
Abstract
Prostate cancer (PCa) diagnosis has historically relied on the prostate-specific antigen (PSA) testing. Although the screening significantly reduces mortality rates, PSA has low specificity with risks of overdiagnosis and overtreatment. These limitations highlight the need for a more accurate diagnostic approach. Emerging technologies, [...] Read more.
Prostate cancer (PCa) diagnosis has historically relied on the prostate-specific antigen (PSA) testing. Although the screening significantly reduces mortality rates, PSA has low specificity with risks of overdiagnosis and overtreatment. These limitations highlight the need for a more accurate diagnostic approach. Emerging technologies, such as artificial intelligence (AI), novel biomarkers, and advanced imaging techniques, offer promising avenues to enhance the accuracy and efficiency of PCa diagnosis and risk stratification. This narrative review comprehensively analyzed the current literature, focusing on new tools aiding PCa diagnosis (AI-driven image interpretation, radiomics, genomic classifiers, biomarkers, and multimodal data integration) with consideration for technical, regulatory, and ethical challenges related to clinical implementation of AI-based technologies. A literature search was performed using the PubMed and MEDLINE databases to identify relevant peer-reviewed articles published in English using the search terms “prostate cancer,” “artificial intelligence,” “machine learning,” “deep learning,” “MRI,” “histopathology,” and “diagnosis.” Articles were selected based on their relevance to AI-assisted diagnostic tools, clinical utility, and performance metrics. In addition, a separate section was developed initially to contextualize the limitations of current PSA-based screening approaches. The reviewed studies showed that AI had significant utility in prostate mpMRI interpretation (lesion detection; Gleason grading) with high accuracy and high reproducibility. For the pathologist, AI-driven algorithms improve the diagnostic accuracy of digital slide evaluation for histologic diagnosis of prostate cancer and automated Gleason score grading. Genomic tools such as the Oncotype DX test, combined with AI, could also allow for tailored and individualized risk prediction. Overall, multimodal models integrating clinical, imaging, and molecular data often outperform traditional PSA-based strategies and reduce unnecessary biopsies. Transition from PSA-centered toward AI-driven, biomarker-supported, and image-enhanced diagnosis marks a critical evolution in PCa diagnosis. Full article
(This article belongs to the Special Issue Diagnosis, Treatment and Prognosis of Prostate Cancer)
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14 pages, 5678 KB  
Article
The Diagnostic Value of Multimodal Contrast-Enhanced Ultrasound in Sentinel Lymph Nodes After Neoadjuvant Therapy for Breast Cancer
by Jiaqian Zhong, Jia Luo, Jiaping Li, Manying Li, Yingli Liu, Jinyu Liang, Fushun Pan, Xiaoyan Xie and Yanling Zheng
Diagnostics 2025, 15(19), 2432; https://doi.org/10.3390/diagnostics15192432 - 24 Sep 2025
Viewed by 424
Abstract
Objective: Accurate diagnosis of sentinel lymph node (SLN) status after neoadjuvant therapy (NAT) for breast cancer is crucial for guiding axillary management. This study aimed to evaluate novel contrast-enhanced ultrasound (CEUS) patterns for assessing SLNs following NAT. Methods: We retrospectively analyzed clinical and [...] Read more.
Objective: Accurate diagnosis of sentinel lymph node (SLN) status after neoadjuvant therapy (NAT) for breast cancer is crucial for guiding axillary management. This study aimed to evaluate novel contrast-enhanced ultrasound (CEUS) patterns for assessing SLNs following NAT. Methods: We retrospectively analyzed clinical and imaging data from 279 breast cancer patients who completed NAT and underwent surgery between June 2019 and December 2024. Preoperative SLN evaluations included percutaneous CEUS (PCEUS), intravenous CEUS (IVCEUS), and conventional ultrasound (CUS). Intraoperative SLN biopsy was performed using methylene blue tracer, with pathological results serving as the gold standard. Diagnostic efficacy was compared among CUS, previously used PCEUS patterns, newly proposed PCEUS, IVCEUS, and combined CEUS. Results: The newly proposed PCEUS classified SLNs into six types, while IVCEUS categorized enhancement into three sequences and four patterns. Among the 347 SLNs detected via PCEUS, 292 (84.15%) were benign and 55 (15.85%) were malignant. The newly proposed PCEUS demonstrated higher diagnostic efficacy compared to CUS, prior PCEUS patterns, IVCEUS, and combined CEUS, with sensitivity, specificity, positive predictive value, negative predictive value, accuracy, and area under the curve of 49.1% (27/55), 86.3% (252/292), 40.3% (27/67), 90.0% (252/280), 80.4% (279/347), and 0.677 (95% CI: 0.625–0.726), respectively. However, DeLong tests revealed no statistically significant differences between the methods (all p > 0.05). Conclusions: The novel CEUS classification improved diagnostic accuracy for SLNs after NAT, though accuracy remains relatively low. Future integration of artificial intelligence may further enhance diagnostic efficacy. Full article
(This article belongs to the Special Issue Updates on Breast Cancer: Diagnosis and Management)
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Case Report
Multimodality Imaging in Monoclonal Gammopathy of Undetermined Significance and ATTR Wild-Type Cardiac Amyloidosis
by Amalia Peix, Aylen Perez, Yrving Figueredo, Leonel Torres, Lazaro O. Cabrera, Giselle Monzon, Hilda Roblejo, Alejandro Perera, Anita Brink and Diana Paez
Life 2025, 15(10), 1493; https://doi.org/10.3390/life15101493 - 23 Sep 2025
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Abstract
Amyloidosis is characterized by the tissue deposition of insoluble fibrils derived from misfolded proteins. This case report describes a Hispanic man diagnosed with both monoclonal gammopathy of undetermined significance (MGUS) and wild-type transthyretin amyloidosis (ATTR) cardiac amyloidosis. The diagnosis was made using a [...] Read more.
Amyloidosis is characterized by the tissue deposition of insoluble fibrils derived from misfolded proteins. This case report describes a Hispanic man diagnosed with both monoclonal gammopathy of undetermined significance (MGUS) and wild-type transthyretin amyloidosis (ATTR) cardiac amyloidosis. The diagnosis was made using a combination of serological tests and multimodality cardiac imaging. The report highlights the importance of multimodality imaging in diagnosing cardiac amyloidosis, especially in cases where MGUS is also present. The patient presented with shortness of breath and was found to have cardiac abnormalities through electrocardiogram, echocardiogram, and cardiac magnetic resonance (CMR). A technetium-99m pyrophosphate (Tc-99m PYP) scan confirmed the presence of ATTR cardiac amyloidosis. Bone marrow biopsy confirmed MGUS. The patient was treated with diuretics and remained asymptomatic during follow-up. The report emphasizes the need for accurate diagnosis to differentiate between AL, ATTR, and MGUS due to their distinct clinical courses and treatments. Full article
(This article belongs to the Section Medical Research)
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