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26 pages, 3179 KiB  
Review
Glioblastoma: A Multidisciplinary Approach to Its Pathophysiology, Treatment, and Innovative Therapeutic Strategies
by Felipe Esparza-Salazar, Renata Murguiondo-Pérez, Gabriela Cano-Herrera, Maria F. Bautista-Gonzalez, Ericka C. Loza-López, Amairani Méndez-Vionet, Ximena A. Van-Tienhoven, Alejandro Chumaceiro-Natera, Emmanuel Simental-Aldaba and Antonio Ibarra
Biomedicines 2025, 13(8), 1882; https://doi.org/10.3390/biomedicines13081882 - 2 Aug 2025
Viewed by 145
Abstract
Glioblastoma (GBM) is the most aggressive primary brain tumor, characterized by rapid progression, profound heterogeneity, and resistance to conventional therapies. This review provides an integrated overview of GBM’s pathophysiology, highlighting key mechanisms such as neuroinflammation, genetic alterations (e.g., EGFR, PDGFRA), the tumor microenvironment, [...] Read more.
Glioblastoma (GBM) is the most aggressive primary brain tumor, characterized by rapid progression, profound heterogeneity, and resistance to conventional therapies. This review provides an integrated overview of GBM’s pathophysiology, highlighting key mechanisms such as neuroinflammation, genetic alterations (e.g., EGFR, PDGFRA), the tumor microenvironment, microbiome interactions, and molecular dysregulations involving gangliosides and sphingolipids. Current diagnostic strategies, including imaging, histopathology, immunohistochemistry, and emerging liquid biopsy techniques, are explored for their role in improving early detection and monitoring. Treatment remains challenging, with standard therapies—surgery, radiotherapy, and temozolomide—offering limited survival benefits. Innovative therapies are increasingly being explored and implemented, including immune checkpoint inhibitors, CAR-T cell therapy, dendritic and peptide vaccines, and oncolytic virotherapy. Advances in nanotechnology and personalized medicine, such as individualized multimodal immunotherapy and NanoTherm therapy, are also discussed as strategies to overcome the blood–brain barrier and tumor heterogeneity. Additionally, stem cell-based approaches show promise in targeted drug delivery and immune modulation. Non-conventional strategies such as ketogenic diets and palliative care are also evaluated for their adjunctive potential. While novel therapies hold promise, GBM’s complexity demands continued interdisciplinary research to improve prognosis, treatment response, and patient quality of life. This review underscores the urgent need for personalized, multimodal strategies in combating this devastating malignancy. Full article
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19 pages, 950 KiB  
Review
A Narrative Review of Theranostics in Neuro-Oncology: Advancing Brain Tumor Diagnosis and Treatment Through Nuclear Medicine and Artificial Intelligence
by Rafail C. Christodoulou, Platon S. Papageorgiou, Rafael Pitsillos, Amanda Woodward, Sokratis G. Papageorgiou, Elena E. Solomou and Michalis F. Georgiou
Int. J. Mol. Sci. 2025, 26(15), 7396; https://doi.org/10.3390/ijms26157396 - 31 Jul 2025
Viewed by 650
Abstract
This narrative review explores the integration of theranostics and artificial intelligence (AI) in neuro-oncology, addressing the urgent need for improved diagnostic and treatment strategies for brain tumors, including gliomas, meningiomas, and pediatric central nervous system neoplasms. A comprehensive literature search was conducted through [...] Read more.
This narrative review explores the integration of theranostics and artificial intelligence (AI) in neuro-oncology, addressing the urgent need for improved diagnostic and treatment strategies for brain tumors, including gliomas, meningiomas, and pediatric central nervous system neoplasms. A comprehensive literature search was conducted through PubMed, Scopus, and Embase for articles published between January 2020 and May 2025, focusing on recent clinical and preclinical advancements in personalized neuro-oncology. The review synthesizes evidence on novel theranostic agents—such as Lu-177-based radiopharmaceuticals, CXCR4-targeted PET tracers, and multifunctional nanoparticles—and highlights the role of AI in enhancing tumor detection, segmentation, and treatment planning through advanced imaging analysis, radiogenomics, and predictive modeling. Key findings include the emergence of nanotheranostics for targeted drug delivery and real-time monitoring, the application of AI-driven algorithms for improved image interpretation and therapy guidance, and the identification of current limitations such as data standardization, regulatory challenges, and limited multicenter validation. The review concludes that the convergence of AI and theranostic technologies holds significant promise for advancing precision medicine in neuro-oncology, but emphasizes the need for collaborative, multidisciplinary research to overcome existing barriers and enable widespread clinical adoption. Full article
(This article belongs to the Special Issue Biomarker Discovery and Validation for Precision Oncology)
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14 pages, 4714 KiB  
Review
Dermatopathological Challenges in Objectively Characterizing Immunotherapy Response in Mycosis Fungoides
by Amy Xiao, Arivarasan Karunamurthy and Oleg Akilov
Dermatopathology 2025, 12(3), 22; https://doi.org/10.3390/dermatopathology12030022 - 29 Jul 2025
Viewed by 151
Abstract
In this review, we explore the complexities of objectively assessing the response to immunotherapy in mycosis fungoides (MF), a prevalent form of cutaneous T-cell lymphoma. The core challenge lies in distinguishing between reactive and malignant lymphocytes amidst treatment, particularly given the absence of [...] Read more.
In this review, we explore the complexities of objectively assessing the response to immunotherapy in mycosis fungoides (MF), a prevalent form of cutaneous T-cell lymphoma. The core challenge lies in distinguishing between reactive and malignant lymphocytes amidst treatment, particularly given the absence of uniform pathological biomarkers for MF. We highlight the vital role of emerging histological technologies, such as multispectral imaging and spatial transcriptomics, in offering a more profound insight into the tumor microenvironment (TME) and its dynamic response to immunomodulatory therapies. Drawing on parallels with melanoma—another immunogenic skin cancer—our review suggests that methodologies and insights from melanoma could be instrumental in refining the approach to MF. We specifically focus on the prognostic implications of various TME cell types, including CD8+ tumor-infiltrating lymphocytes, natural killer (NK) cells, and histiocytes, in predicting therapy responses. The review culminates in a discussion about adapting and evolving treatment response quantification strategies from melanoma research to the distinct context of MF, advocating for the implementation of novel techniques like high-throughput T-cell receptor gene rearrangement analysis. This exploration underscores the urgent need for continued innovation and standardization in evaluating responses to immunotherapies in MF, a field rapidly evolving with new therapeutic strategies. Full article
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21 pages, 14138 KiB  
Case Report
Multi-Level Oncological Management of a Rare, Combined Mediastinal Tumor: A Case Report
by Vasileios Theocharidis, Thomas Rallis, Apostolos Gogakos, Dimitrios Paliouras, Achilleas Lazopoulos, Meropi Koutourini, Myrto Tzinevi, Aikaterini Vildiridi, Prokopios Dimopoulos, Dimitrios Kasarakis, Panagiotis Kousidis, Anastasia Nikolaidou, Paraskevas Vrochidis, Maria Mironidou-Tzouveleki and Nikolaos Barbetakis
Curr. Oncol. 2025, 32(8), 423; https://doi.org/10.3390/curroncol32080423 - 28 Jul 2025
Viewed by 414
Abstract
Malignant mediastinal tumors are a group representing some of the most demanding oncological challenges for early, multi-level, and successful management. The timely identification of any suspicious clinical symptomatology is urgent in achieving an accurate, staged histological diagnosis, in order to follow up with [...] Read more.
Malignant mediastinal tumors are a group representing some of the most demanding oncological challenges for early, multi-level, and successful management. The timely identification of any suspicious clinical symptomatology is urgent in achieving an accurate, staged histological diagnosis, in order to follow up with an equally detailed medical therapeutic plan (interventional or not) and determine the principal goals regarding efficient overall treatment in these patients. We report a case of a 24-year-old male patient with an incident-free prior medical history. An initial chest X-ray was performed after the patient reported short-term, consistent moderate chest pain symptomatology, early work fatigue, and shortness of breath. The following imaging procedures (chest CT, PET-CT) indicated the presence of an anterior mediastinal mass (meas. ~11 cm × 10 cm × 13 cm, SUV: 8.7), applying additional pressure upon both right heart chambers. The Alpha-Fetoprotein (aFP) blood levels had exceeded at least 50 times their normal range. Two consecutive diagnostic attempts with non-specific histological results, a negative-for-malignancy fine-needle aspiration biopsy (FNA-biopsy), and an additional tumor biopsy, performed via mini anterior (R) thoracotomy with “suspicious” cellular gatherings, were performed elsewhere. After admission to our department, an (R) Video-Assisted Thoracic Surgery (VATS) was performed, along with multiple tumor biopsies and moderate pleural effusion drainage. The tumor’s measurements had increased to DMax: 16 cm × 9 cm × 13 cm, with a severe degree of atelectasis of the Right Lower Lobe parenchyma (RLL) and a pressure-displacement effect upon the Superior Vena Cava (SVC) and the (R) heart sinus, based on data from the preoperative chest MRA. The histological report indicated elements of a combined, non-seminomatous germ-cell mediastinal tumor, posthuberal-type teratoma, and embryonal carcinoma. The imminent chemotherapeutic plan included a “BEP” (Bleomycin®/Cisplatin®/Etoposide®) scheme, which needed to be modified to a “VIP” (Cisplatin®/Etoposide®/Ifosfamide®) scheme, due to an acute pulmonary embolism incident. While the aFP blood levels declined, even reaching normal measurements, the tumor’s size continued to increase significantly (DMax: 28 cm × 25 cm × 13 cm), with severe localized pressure effects, rapid weight loss, and a progressively worsening clinical status. Thus, an emergency surgical intervention took place via median sternotomy, extended with a complementary “T-Shaped” mini anterior (R) thoracotomy. A large, approx. 4 Kg mediastinal tumor was extracted, with additional RML and RUL “en-bloc” segmentectomy and partial mediastinal pleura decortication. The following histological results, apart from verifying the already-known posthuberal-type teratoma, indicated additional scattered small lesions of combined high-grade rabdomyosarcoma, chondrosarcoma, and osteosarcoma, as well as numerous high-grade glioblastoma cellular gatherings. No visible findings of the previously discovered non-seminomatous germ-cell and embryonal carcinoma elements were found. The patient’s postoperative status progressively improved, allowing therapeutic management to continue with six “TIP” (Cisplatin®/Paclitaxel®/Ifosfamide®) sessions, currently under his regular “follow-up” from the oncological team. This report underlines the importance of early, accurate histological identification, combined with any necessary surgical intervention, diagnostic or therapeutic, as well as the appliance of any subsequent multimodality management plan. The diversity of mediastinal tumors, especially for young patients, leaves no place for complacency. Such rare examples may manifest, with equivalent, unpredictable evolution, obliging clinical physicians to stay constantly alert and not take anything for granted. Full article
(This article belongs to the Section Thoracic Oncology)
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15 pages, 3004 KiB  
Review
Mesenteric Cysts as Rare Causes of Acute Abdominal Masses: Diagnostic Challenges and Surgical Insights from a Literature Review
by Laurențiu Augustus Barbu, Nicolae-Dragoș Mărgăritescu, Liliana Cercelaru, Ionică-Daniel Vîlcea, Valeriu Șurlin, Stelian-Stefaniță Mogoantă, Gabriel Florin Răzvan Mogoș, Tiberiu Stefăniță Țenea Cojan and Liviu Vasile
J. Clin. Med. 2025, 14(14), 4888; https://doi.org/10.3390/jcm14144888 - 10 Jul 2025
Viewed by 475
Abstract
Background/Objectives: Abdominal tumors can trigger acute, life-threatening complications, needing urgent care. Though often slow-growing, they may present suddenly with obstruction, bleeding, or organ compression. This article explores diagnostic challenges in such emergencies and presents a rare case of a giant mesenteric cyst. [...] Read more.
Background/Objectives: Abdominal tumors can trigger acute, life-threatening complications, needing urgent care. Though often slow-growing, they may present suddenly with obstruction, bleeding, or organ compression. This article explores diagnostic challenges in such emergencies and presents a rare case of a giant mesenteric cyst. Methods: A PubMed search was conducted to review abdominal tumors in emergencies, focusing on mesenteric cysts. Results: A 37-year-old woman with no significant history presented with two weeks of diffuse abdominal pain and distension. Labs showed mild inflammation and low malignancy risk. Imaging revealed a large cystic mass compressing abdominal organs. Surgery found a 35 × 15 cm cyst from the mesenteric root extending into the pelvis and behind the stomach. Conclusions: Mesenteric cysts are rare with vague symptoms, needing high suspicion for diagnosis. Imaging helps, but large cysts often require surgery. Complete removal prevents recurrence, and bowel resection may be needed if vital structures are involved. Careful planning, teamwork, and follow-up ensure success. Full article
(This article belongs to the Special Issue Clinical Advances in Abdominal Surgery)
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36 pages, 1115 KiB  
Review
Role of Liquid Biopsy for Early Detection, Prognosis, and Therapeutic Monitoring of Hepatocellular Carcinoma
by Faris Alrumaihi
Diagnostics 2025, 15(13), 1655; https://doi.org/10.3390/diagnostics15131655 - 28 Jun 2025
Viewed by 635
Abstract
The global prevalence of hepatocellular carcinoma (HCC) is getting worse, leading to an urgent need for improved diagnostic and prognostic strategies. Liquid biopsy, which analyzes circulating tumor cells (CTCs), cell-free DNA (cfDNA), cell-free RNA (cfRNA), and extracellular vesicles (EVs), has emerged as a [...] Read more.
The global prevalence of hepatocellular carcinoma (HCC) is getting worse, leading to an urgent need for improved diagnostic and prognostic strategies. Liquid biopsy, which analyzes circulating tumor cells (CTCs), cell-free DNA (cfDNA), cell-free RNA (cfRNA), and extracellular vesicles (EVs), has emerged as a minimally invasive and promising alternative to traditional tissue biopsy. These biomarkers can be detected using sensitive molecular techniques such as digital PCR, quantitative PCR, methylation-specific assays, immunoaffinity-based CTC isolation, nanoparticle tracking analysis, ELISA, next-generation sequencing, whole-genome sequencing, and whole-exome sequencing. Despite several advantages, liquid biopsy still has challenges like sensitivity, cost-effectiveness, and clinical accessibility. Reports highlight the significance of multi-analyte liquid biopsy panels in enhancing diagnostic sensitivity and specificity. This approach offers a more comprehensive molecular profile of HCC, early detection, and tracking therapeutic treatment, particularly in those cases where single-analyte assays and imaging fail. The technological advancement in the isolation and analysis of CTC, cell-free nucleic acids, and EVs is increasing our understanding of extracting genetic information from HCC tumors and discovering mechanisms of therapeutic resistance. Furthermore, crucial information on tumor-specific transcriptomic and genomic changes can be obtained using cfRNA and cfDNA released into the peripheral blood by tumor cells. This review provides an overview of current liquid biopsy strategies in HCC and their use for early detection, prognosis, and monitoring the effectiveness of HCC therapy. Full article
(This article belongs to the Special Issue Diagnosis and Management of Liver Diseases—2nd Edition)
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11 pages, 783 KiB  
Review
Floating Thrombus on the Ascending Aorta and/or Aortic Arch, to Operate or Not to Operate: Two Case Reports and a Literature Review
by Estelle Demoulin, Jalal Jolou, Raoul Schorer, Bernhard Walder, Carl Glessgen, Christoph Huber and Mustafa Cikirikcioglu
J. Cardiovasc. Dev. Dis. 2025, 12(7), 248; https://doi.org/10.3390/jcdd12070248 - 27 Jun 2025
Viewed by 403
Abstract
Background and Aim: Floating aortic thrombi are rare but potentially life-threatening entities, associated with a high risk of systemic embolization and subsequent complications such as ischemic stroke or mesenteric infarction. Therapeutic strategies range from urgent surgical intervention to conservative medical management with anticoagulation, [...] Read more.
Background and Aim: Floating aortic thrombi are rare but potentially life-threatening entities, associated with a high risk of systemic embolization and subsequent complications such as ischemic stroke or mesenteric infarction. Therapeutic strategies range from urgent surgical intervention to conservative medical management with anticoagulation, depending on the patient’s clinical status and thrombus morphology. This report presents two cases of floating aortic thrombi managed with distinct approaches, surgical and medical, underscoring the importance of individualized treatment guided by embolic risk and comorbidities. Patients and Methods: The first case involves a 59-year-old male presenting with abdominal pain and emesis. Imaging confirmed mesenteric ischemia, necessitating emergent laparotomy and extensive jejunal resection. Postoperative imaging identified a mobile thrombus at the ascending aorta–aortic arch junction, with evidence of cerebral embolism. The patient underwent urgent surgical thrombectomy, ascending aortic resection, and hemiarch replacement. The second case describes an 88-year-old male who presented with bilateral upper limb paresthesia. Neuroimaging revealed acute supra- and infratentorial ischemic lesions suggestive of embolic stroke. A floating thrombus was identified in the ascending aorta, with an additional thrombus in the descending thoracic aorta. Given the patient’s advanced age, comorbid conditions, and thrombus stability, a conservative approach with systemic anticoagulation and close radiologic surveillance was chosen. Conclusions: These cases illustrate the need for tailored management of floating aortic thrombi. While surgical resection remains indicated in unstable or high-risk embolic cases, anticoagulation may suffice for stable lesions in patients with elevated surgical risk. Further studies are needed to establish standardized therapeutic guidelines. Full article
(This article belongs to the Special Issue Current Status and Future Challenges of Aortic Arch Surgery)
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25 pages, 719 KiB  
Review
Fascial Pathophysiology in Hypermobility Spectrum Disorders and Hypermobile Ehlers–Danlos Syndrome: A Review of Emerging Evidence
by Tina J. Wang, Antonio Stecco, Alan J. Hakim and Robert Schleip
Int. J. Mol. Sci. 2025, 26(12), 5587; https://doi.org/10.3390/ijms26125587 - 11 Jun 2025
Viewed by 4328
Abstract
Hypermobile Ehlers–Danlos syndrome (hEDS) and hypermobility spectrum disorders (HSD) are increasingly recognized as complex, multisystem connective tissue disorders characterized by joint hypermobility and instability, chronic pain, autonomic dysfunction, immune dysregulation, and structural fragility. Despite their clinical impact and prevalence, the underlying pathophysiology remains [...] Read more.
Hypermobile Ehlers–Danlos syndrome (hEDS) and hypermobility spectrum disorders (HSD) are increasingly recognized as complex, multisystem connective tissue disorders characterized by joint hypermobility and instability, chronic pain, autonomic dysfunction, immune dysregulation, and structural fragility. Despite their clinical impact and prevalence, the underlying pathophysiology remains poorly understood, and diagnosis is frequently delayed or missed altogether. Emerging research highlights the fascia as a central player in the pathogenesis of these conditions. This narrative review synthesizes current molecular, histological, and biomechanical findings to propose a fascia-centered framework for understanding hEDS and HSD. Evidence from transcriptomic and imaging studies reveals consistent abnormalities in fascial thickness, interfascial gliding, myofibroblast activation, tendon elongation, and tissue stiffness—findings that mirror the functional impairments reported in clinical populations. We explore fascia as a dynamic tissue network and consider how dysregulation in these processes may contribute to the widespread symptoms seen in hypermobility disorders. By reframing hEDS and HSD as disorders of pathological fascial remodeling, this review offers an integrated model that connects molecular mechanisms with clinical expression. It underscores the urgent need for multidisciplinary research to define diagnostic biomarkers, clarify therapeutic targets, and support the development of more effective, personalized interventions. Full article
(This article belongs to the Special Issue Fascial Anatomy and Histology: Advances in Molecular Biology)
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20 pages, 487 KiB  
Review
Intestinal Fibrosis in Crohn’s Disease: Pathophysiology, Diagnosis, and New Therapeutic Targets
by Fotios S. Fousekis, Konstantinos Mpakogiannis, Ioanna Nefeli Mastorogianni, Georgios D. Lianos, Dimitrios K. Christodoulou and Konstantinos H. Katsanos
J. Clin. Med. 2025, 14(12), 4060; https://doi.org/10.3390/jcm14124060 - 8 Jun 2025
Viewed by 920
Abstract
Crohn’s disease (CD) is a chronic inflammatory disorder of the gastrointestinal tract that often leads to intestinal fibrosis, an irreversible complication associated with strictures and the need for surgical intervention. Fibrosis occurs due to prolonged inflammation and abnormal wound healing, involving complex interactions [...] Read more.
Crohn’s disease (CD) is a chronic inflammatory disorder of the gastrointestinal tract that often leads to intestinal fibrosis, an irreversible complication associated with strictures and the need for surgical intervention. Fibrosis occurs due to prolonged inflammation and abnormal wound healing, involving complex interactions between immune cells, mesenchymal cells, cytokines, and the gut microbiota. Key fibrogenic mechanisms include the activation of fibroblasts and myofibroblasts, cytokine signaling, and disrupted turnover of the extracellular matrix. Advancements in imaging techniques, such as MRI and CT enterography, have improved the detection and monitoring of fibrosis. Additionally, molecular techniques targeting fibroblast activation proteins show promise as a new imaging method. However, there are currently no approved anti-fibrotic therapies for CD. Emerging strategies focus on key pathways and novel therapeutic targets, including growth factor modulators, intracellular enzyme and kinases modulators, and interventions targeting the modulation of inflammation and extracellular matrix, which are being evaluated in preclinical and clinical settings. This review discusses the pathophysiology, diagnostic advancements, and therapeutic perspectives related to intestinal fibrosis in CD, emphasizing the urgent need for targeted anti-fibrotic therapies to prevent long-term complications and improve the life quality of patients. Full article
(This article belongs to the Special Issue Novel Therapeutic Targets with Inflammatory Bowel Diseases)
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32 pages, 23000 KiB  
Article
Land Use and Land Cover Change Assessment and Predictions in Flood Detention Areas of Yangtze River Basin Based on AIF-HOM-PLUS Model
by Siyuan Liao, Wei Wang, Chao Wang, Renke Ji, Aoxue Cui, Dong Chen, Xiang Zhang and Nengcheng Chen
Remote Sens. 2025, 17(11), 1857; https://doi.org/10.3390/rs17111857 - 26 May 2025
Viewed by 554
Abstract
As global urbanization accelerates and economic development progresses rapidly, a series of ecological and environmental challenges have emerged. In certain countries, particularly in developing nations such as China, India, and Bangladesh, flood detention areas (FDAs) have been increasingly encroached upon by urbanization, resulting [...] Read more.
As global urbanization accelerates and economic development progresses rapidly, a series of ecological and environmental challenges have emerged. In certain countries, particularly in developing nations such as China, India, and Bangladesh, flood detention areas (FDAs) have been increasingly encroached upon by urbanization, resulting in growing conflicts between flood control functions and economic development. Therefore, accurately predicting urban expansion trends in these regions is considered essential for providing scientific guidance for sustainable regional development. In this study, the PLUS model was selected as the baseline based on comparative experiments. On this foundation, a novel AIF-HOM-PLUS framework was developed. In this framework, a new method, Adjacent Image Fusion (AIF), was proposed to reduce local temporal noise by utilizing adjacent multi-temporal data. Subsequently, Higher-Order Markov chains (HOM) were incorporated to capture complex temporal dependencies and long-term transition patterns. The Middle-Reach Yangtze River urban agglomeration (MRYRUA), including FDAs in the Yangtze River Basin (YRB), was selected as the study area, and LULCCs in 2035 and 2050 were predicted. The results showed the following: (1) among the basic models, the PLUS model exhibited the best performance, while the AIF method significantly improved its overall accuracy (OA) by 2%; (2) the area of impervious surfaces within the FDAs of the YRB will increase at an average annual rate of 1.29%, which pertains to the conflict between the United Nations Sustainable Development Goals (SDGs) 9.1 and SDG 11.a, which has become a critical issue that needs urgent attention; (3) the area of impervious surfaces in the MRYRUA will increase at an average annual rate of 1.3%, primarily at the expense of cropland and water bodies. Full article
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20 pages, 12809 KiB  
Article
Visual Prompt Learning of Foundation Models for Post-Disaster Damage Evaluation
by Fei Zhao, Chengcui Zhang, Runlin Zhang and Tianyang Wang
Remote Sens. 2025, 17(10), 1664; https://doi.org/10.3390/rs17101664 - 8 May 2025
Viewed by 691
Abstract
In response to the urgent need for rapid and precise post-disaster damage evaluation, this study introduces the Visual Prompt Damage Evaluation (ViPDE) framework, a novel contrastive learning-based approach that leverages the embedded knowledge within the Segment Anything Model (SAM) and pairs of remote [...] Read more.
In response to the urgent need for rapid and precise post-disaster damage evaluation, this study introduces the Visual Prompt Damage Evaluation (ViPDE) framework, a novel contrastive learning-based approach that leverages the embedded knowledge within the Segment Anything Model (SAM) and pairs of remote sensing images to enhance building damage assessment. In this framework, we propose a learnable cascaded Visual Prompt Generator (VPG) that provides semantic visual prompts, guiding SAM to effectively analyze pre- and post-disaster image pairs and construct a nuanced representation of the affected areas at different stages. By keeping the foundation model’s parameters frozen, ViPDE significantly enhances training efficiency compared with traditional full-model fine-tuning methods. This parameter-efficient approach reduces computational costs and accelerates deployment in emergency scenarios. Moreover, our model demonstrates robustness across diverse disaster types and geographic locations. Beyond mere binary assessments, our model distinguishes damage levels with a finer granularity, categorizing them on a scale from 1 (no damage) to 4 (destroyed). Extensive experiments validate the effectiveness of ViPDE, showcasing its superior performance over existing methods. Comparative evaluations demonstrate that ViPDE achieves an F1 score of 0.7014. This foundation model-based approach sets a new benchmark in disaster management. It also pioneers a new practical architectural paradigm for foundation model-based contrastive learning focused on specific objects of interest. Full article
(This article belongs to the Special Issue Advanced Satellite Remote Sensing for Geohazards)
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13 pages, 2183 KiB  
Article
The Clinical Impact of a Multidisciplinary Strategy: Diagnostic and Therapeutic Flow-Chart for Vertebral Metastases with Spinal Cord Compression
by Rossella Rispoli, Fabrizia Giorgiutti, Claudio Veltri, Edi Copetti, Pietro Imbrucè, Giorgia Iacopino and Barbara Cappelletto
Cancers 2025, 17(9), 1479; https://doi.org/10.3390/cancers17091479 - 28 Apr 2025
Viewed by 566
Abstract
Introduction: Metastatic spinal cord compression (MSCC) is a life-threatening complication caused by the involvement of the spinal cord or nerve roots. It can result in severe neurological deficits, including paralysis, sensory loss, and bladder or bowel dysfunction, significantly affecting patients’ quality of life. [...] Read more.
Introduction: Metastatic spinal cord compression (MSCC) is a life-threatening complication caused by the involvement of the spinal cord or nerve roots. It can result in severe neurological deficits, including paralysis, sensory loss, and bladder or bowel dysfunction, significantly affecting patients’ quality of life. Prompt diagnosis and intervention are critical to minimizing these outcomes and improving neurological recovery. This study evaluates the efficacy of a diagnostic and therapeutic protocol introduced at our institution in 2022, designed to enhance early detection, optimize management, and improve outcomes for patients with MSCC. Materials and Methods: The protocol was developed through a multidisciplinary collaboration involving emergency physicians, oncologists, spine surgeons, neuroradiologists, and radiation oncologists. Each specialty contributed its expertise to create a streamlined approach emphasizing early symptom recognition, rapid diagnostic imaging, and timely therapeutic interventions, such as surgical decompression and radiotherapy. To assess the protocol’s effectiveness, a retrospective analysis was conducted. Clinical data from the pre-implementation period (years 2019–2021) were compared to the post-implementation period (2022–2024). Results: The implementation of the algorithm significantly improved MSCC management, increasing outpatient consultations from 671 to 828 (+23%). Comparing the pre- to post-implementation periods, emergency consultations rose from 14% to 23%, while intrahospital consultations decreased from 20% to 16%. Surgical procedures increased slightly, from 60 to 66 (+10%), including 26 emergency surgeries (+4%) and 40 elective delayed surgeries (+14%). Conclusions: The introduction of a multidisciplinary diagnostic and therapeutic protocol significantly improved outpatient management of patients with metastatic spine disease, demonstrated by a significant increase in urgent outpatient consultations and a reduction in intrahospital consultations. The number of surgical interventions for metastatic spinal cord compression slightly increased after the protocol’s adoption, although the proportion of elective surgeries remained unchanged. Neurological presentation at the time of surgery did not show a statistically significant difference between the pre- and post-implementation periods. These findings highlight the protocol’s effectiveness in optimizing patient flow and triaging, while further research is needed to evaluate its long-term clinical impact. Full article
(This article belongs to the Special Issue Advances in Spine Oncology: Research and Clinical Studies)
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11 pages, 9616 KiB  
Systematic Review
The Role of Magnetic Resonance Imaging in Penile Fracture Management—A Systematic Review
by Henry Wang, Shravankrishna Ananthapadmanabhan, Jeremy Saad, Alexander Combes, Jarrah Spencer, Sunny Nalavenkata and Ankur Dhar
Soc. Int. Urol. J. 2025, 6(2), 29; https://doi.org/10.3390/siuj6020029 - 17 Apr 2025
Cited by 1 | Viewed by 871
Abstract
Background/Objectives: Penile fractures are a rare urological emergency, defined as the traumatic rupture of the tunica albuginea. They are classically diagnosed on clinical grounds, requiring urgent operative repair, most commonly by penile degloving. Magnetic resonance imaging (MRI) has emerged as a promising tool [...] Read more.
Background/Objectives: Penile fractures are a rare urological emergency, defined as the traumatic rupture of the tunica albuginea. They are classically diagnosed on clinical grounds, requiring urgent operative repair, most commonly by penile degloving. Magnetic resonance imaging (MRI) has emerged as a promising tool in the management of penile fractures. Often recommended in the setting of equivocal clinical diagnoses, MRI can help diagnose, as well as localise, the site of injury. Furthermore, it also holds potential in differentiating penile fractures from mimicking conditions, thereby possibly preventing unnecessary surgical procedures. This study is aimed at evaluating the diagnostic accuracy of MRI for penile fractures. Furthermore, it seeks to explore MRI’s effectiveness in guiding the surgical approach through precise localisation of the injury site. Methods: The PubMed, Embase, and Cochrane databases were searched from January 1995 to December 2022. The Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines were followed, and a total of 246 cases from 32 studies were identified. Results: Pooled results for MRI use in penile fracture diagnosis resulted in a positive predictive value of 97.8%, a negative predictive value of 87.0%, a sensitivity of 98.6%, and a specificity of 80%. MRI can accurately guide localised incisions, due to its ability to accurately identify the exact site of injury, with no additional reported complications or conversions to degloving. Considerable heterogeneity was observed within MRI parameters and protocols used in the studies identified. Conclusions: This review suggests that MRI is an accurate imaging modality for penile fractures and should be considered as a first-line investigation for equivocal cases. Its application may refine clinical management by avoiding unnecessary surgeries in cases mimicking penile fractures and improve pre-operative planning through precise injury localisation. This study is limited by heterogeneity in MRI protocols and the small sample sizes and retrospective nature of many included studies. The future standardisation of MRI protocols could enhance its utility and reliability in the clinical setting. Additionally, further research is needed to evaluate the long-term outcomes following the repair of small fractures detected on MRI and following MRI-guided localised incisions during surgical repair. Level of Evidence: 2. Full article
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16 pages, 4101 KiB  
Article
A Multi-Satellite Multi-Target Observation Task Planning and Replanning Method Based on DQN
by Xiaoyu Xing, Shuyi Wang, Wenjing Liu and Chengrui Liu
Sensors 2025, 25(6), 1856; https://doi.org/10.3390/s25061856 - 17 Mar 2025
Cited by 1 | Viewed by 772
Abstract
This paper proposes a task planning method that integrates deep Q-learning network (DQN) with matrix sorting for Earth-oriented static multi-target cooperative observation tasks. The approach addresses emergent satellite failures in imaging constellations by eliminating the need for network model retraining during satellite malfunctions. [...] Read more.
This paper proposes a task planning method that integrates deep Q-learning network (DQN) with matrix sorting for Earth-oriented static multi-target cooperative observation tasks. The approach addresses emergent satellite failures in imaging constellations by eliminating the need for network model retraining during satellite malfunctions. It enables real-time generation of optimal task allocation schemes in contingency scenarios, ensuring efficient and adaptive task planning. Firstly, a mission scenario model is established by formulating task constraints and defining optimization objectives; secondly, a deep reinforcement learning framework is constructed to output the observation target sequence; then, the observation target sequence is transformed into a target sequence matrix, and a matrix-sorting planning method is proposed to carry out the optimal assignment of the task; lastly, a replanning method is designed for sudden satellite failure and insertion of urgent tasks. The experimental results show that the method has fast task planning speed, high task completion, and immediate task replanning capability. Full article
(This article belongs to the Section Remote Sensors)
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45 pages, 997 KiB  
Systematic Review
Insurance Payor Status and Outcomes in Pediatric Sports-Related Injuries: A Rapid Review
by Katherine M. Kutzer, Lulla V. Kiwinda, Daniel Yang, John Kyle Mitchell, Emily J. Luo, Emily J. Harman, Stephanie Hendren, Kendall E. Bradley and Brian C. Lau
Clin. Pract. 2025, 15(3), 52; https://doi.org/10.3390/clinpract15030052 - 4 Mar 2025
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Abstract
Introduction: The rise in youth sports participation has led to an increase in pediatric sports-related injuries in the United States, contributing to growing healthcare costs and exacerbating socioeconomic disparities. Insurance payor status is a critical factor influencing access to care, treatment delays, [...] Read more.
Introduction: The rise in youth sports participation has led to an increase in pediatric sports-related injuries in the United States, contributing to growing healthcare costs and exacerbating socioeconomic disparities. Insurance payor status is a critical factor influencing access to care, treatment delays, and health outcomes. This study examines the association between insurance payor status and outcomes in pediatric sports-related injuries. Methods: A systematic review of the Medline database was conducted. Included studies reported insurance payor status and pediatric sports orthopedic patient outcomes following surgery. Outcomes included time to be seen by a provider, treatment access, complication and revision rates, postoperative Emergency Department (ED)/Urgent Care utilization, readmission rates, hospital length of stay, pain, functional scores, discharge destinations, return to activity, and follow-up. Results: A total of 35 studies comprising 535,891 pediatric patients were included. Publicly insured or uninsured patients consistently experienced significant delays in accessing care, with average wait times for clinic visits, imaging, and surgery up to six times longer compared to privately insured patients. These delays were associated with worsened injury severity, higher rates of postoperative complications, and poorer functional outcomes. Publicly insured patients were less likely to receive advanced treatments such as bracing or physical therapy, further compounding disparities. Minority groups faced delays even when controlling for insurance status. Conclusions: Public and uninsured pediatric patients face systemic barriers to timely and equitable care, resulting in worse outcomes following sports-related injuries. Future research should explore targeted solutions to ensure equitable care for this vulnerable population. Full article
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