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Diagnostic value of morphological features of breast lesions on DWI and T2WI assessed using Breast Imaging Reporting and Data System lexicon descriptors
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作者 ZHANG Liying ZHANG Tongzhen ZHAO Xin 《南方医科大学学报》 北大核心 2025年第9期1809-1817,共9页
Objective To qualitatively assess the diagnostic performance of dynamic contrast enhancement(DCE),diffusionweighted imaging(DWI),and T2-weighted imaging(T2WI),alone or in combination,in the evaluation of breast cancer... Objective To qualitatively assess the diagnostic performance of dynamic contrast enhancement(DCE),diffusionweighted imaging(DWI),and T2-weighted imaging(T2WI),alone or in combination,in the evaluation of breast cancer.Methods We retrospectively reviewed the records of 394 consecutive patients with pathologically confirmed breast lesions who had undergone 3-T magnetic resonance imaging(MRI).The morphological characteristics of breast lesions were evaluated using DCE,DWI,and T2WI based on BI-RADS lexicon descriptors by trained radiologists.Patients were categorized into mass and non-mass groups based on MRI characteristics of the lesions,and the differences between benign and malignant lesions in each group were compared.Clinical prediction models for breast cancer diagnosis were constructed using logistic regression analysis.Diagnostic efficacies were compared using the area under the receiver operating characteristic curve(AUC)and DeLong test.Results For mass-like lesions,all the morphological parameters significantly differentiated benign and malignant lesions on consensus DCE,DWI,and T2WI(P<0.05).The combined method(DCE+DWI+T2WI)had a higher AUC(0.865)than any of the individual modality(DCE:0.786;DWI:0.793;T2WI:0.809)(P<0.05).For non-mass-like lesions,DWI signal intensity was a significant predictor of malignancy(P=0.036),but the model using DWI alone had a low AUC(0.669).Conclusion Morphological assessment using the combination of DCE,DWI,and T2WI provides better diagnostic value in differentiating benign and malignant breast mass-like lesions than assessment with only one of the modalities. 展开更多
关键词 breast cancer magnetic resonance imaging diffusion-weighted imaging T2-weighted imaging diagnostic accuracy
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Applications of photon-counting CT in oncologic imaging:A systematic review
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作者 Arosh S Perera Molligoda Arachchige Anna Dashiell +7 位作者 Anton Shiraan Jesuraj Antonia Immacolata D’Urso Benedetta Fiore Martina Cattaneo Emilia Pierzynska Sandra Szydelko Francesca Romana Centini Yash Verma 《World Journal of Radiology》 2025年第8期74-83,共10页
BACKGROUND Photon-counting detector(PCD)CT represents a transformative advancement in radiological imaging,offering superior spatial resolution,enhanced contrast-tonoise ratio,and reduced radiation dose compared with ... BACKGROUND Photon-counting detector(PCD)CT represents a transformative advancement in radiological imaging,offering superior spatial resolution,enhanced contrast-tonoise ratio,and reduced radiation dose compared with the conventional energyintegrating detector CT.AIM To evaluate PCD CT in oncologic imaging,focusing on its role in tumor detection,staging,and treatment response assessment.METHODS We performed a systematic PubMed search from January 1,2017 to December 31,2024,using the keywords“photon-counting CT”,“cancer”,and“tumor”to identify studies on its use in oncologic imaging.We included experimental studies on humans or human phantoms and excluded reviews,commentaries,editorials,non-English,animal,and non-experimental studies.Study selection followed Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines.Out of 175 initial studies,39 met the inclusion criteria after screening and full-text review.Data extraction focused on study type,country of origin,and oncologic applications of photon-counting CT.No formal risk of bias assessment was performed,and the review was not registered in PROSPERO as it did not include a meta-analysis.RESULTS Key findings highlighted the advantages of PCD CT in imaging renal masses,adrenal adenomas,ovarian cancer,breast cancer,prostate cancer,pancreatic tumors,hepatocellular carcinoma,metastases,multiple myeloma,and lung cancer.Additionally,PCD CT has demonstrated improved lesion characterization and enhanced diagnostic accuracy in oncology.Despite its promising capabilities challenges related to data processing,storage,and accessibility remain.CONCLUSION As PCD CT technology evolves,its integration into routine oncologic imaging has the potential to significantly enhance cancer diagnosis and patient management. 展开更多
关键词 Photon-counting detector CT Oncologic imaging Cancer detection Tumor characterization Spectral imaging Radiology Computed tomography Photon-counting detector CT applications Diagnostic imaging Radiation dose reduction
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Hydrogen peroxide-enhanced magnetic resonance imaging: A novel approach for diagnosing anorectal-fistula
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作者 Riya Karmakar Devansh Gupta +1 位作者 Arvind Mukundan Hsiang-Chen Wang 《World Journal of Radiology》 2025年第3期5-8,共4页
In this editorial,a commentary on the article by Chang et al has been provided,the course of treatment of anorectal fistulas,especially complex and recurring ones,require accurate diagnostic procedures for determining... In this editorial,a commentary on the article by Chang et al has been provided,the course of treatment of anorectal fistulas,especially complex and recurring ones,require accurate diagnostic procedures for determining ideal surgical procedures.Conventional ways of imaging sometimes fall short,offering insufficient insights in aggravated instances.In this editorial,a novel application of hydrogen peroxide-enhanced magnetic resonance imaging(HP-MRI)that promises significant improvements in the imaging of anorectal fistula.Study is based on a retrospective investigation of 60 patients,contrasts the new HP-MRI with conventional diagnostic techniques such as physical examination,trans-perineal ultrasonography and poor spatial resolution MRI.The findings demonstrate HP-MRI's incredible diagnostic performance,with sensitivity and specificity rates of 96.08%and 90.91%,respectively,and unparalleled interobserver agreement(Kappa values ranging from 0.80 to 0.89).It has been a significant advancement for assessment of anorectal fistulas providing a better roadmap for surgical planning,lowering recurrence rates as well as reduced personal and financial burden on patients by reducing the need for repeated treatment and extended hospital stays.The remaining funds can be utilized for treatment of other medical need.Ultimately HP-MRI provides us a healthier&more efficient society by improvising patients well-being&optimized healthcare infrastructure. 展开更多
关键词 Anorectal fistulas Magnetic resonance imaging Hydrogen peroxide Diagnostic imaging Fistula tract visualization Diagnostic accuracy Minimally invasive imaging Gadolinium contrast agent Retrospective analysis Perianal fistulas
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Enhancing lymphoma staging: Unveiling the potential and challenges of whole-body magnetic resonance imaging
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作者 Mohadese Ahmadzade Mohammad Ghasemi-Rad 《World Journal of Radiology》 2025年第3期1-4,共4页
In this editorial,we comment on the article by Lambert et al,published in the recent issue of the World Journal of Radiology.The focus of the editorial is to explore the advancements in whole-body magnetic resonance i... In this editorial,we comment on the article by Lambert et al,published in the recent issue of the World Journal of Radiology.The focus of the editorial is to explore the advancements in whole-body magnetic resonance imaging(WB-MRI)techno-logy,its current clinical applications,and the challenges that must be addressed to fully realize its potential in oncological imaging.WB-MRI has emerged as a pivotal tool in oncological imaging,offering comprehensive disease assessment without ionizing radiation.Its applications span the detection of bone metastases,evaluation of hematologic malignancies,and staging of a wide range of cancers,including lymphoma,prostate,and breast cancers.Advanced techniques such as diffusion-weighted imaging have enhanced its diagnostic performance by pro-viding superior lesion-to-background contrast and quantitative metrics.Despite its diagnostic strengths,WB-MRI faces challenges in standardization,patient acceptance,and integration into clinical workflows.Variability in acquisition pro-tocols,hardware differences,and patient-related factors,such as anxiety and motion artifacts,have limited widespread adoption.Emerging guidelines like MET-RADS-P and ONCO-RADS aim to address these issues by promoting stan-dardized protocols tailored to specific clinical needs.This editorial explores the advancements in WB-MRI technology,its current clinical applications,and the barriers that must be overcome to maximize its utility.By addressing these cha-llenges and embracing standardization,WB-MRI holds the potential to redefine the landscape of oncological imaging,aligning diagnostic precision with modern treatment goals of reducing long-term patient risk. 展开更多
关键词 Whole-body magnetic resonance imaging Diffusion-weighted imaging Lymphoma staging Oncological imaging Diagnostic performance Cancer screening Tumor burden assessment
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Whole-body magnetic resonance imaging for cutaneous melanoma staging:A scientific review
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作者 Anna Russo Luca Marinelli +8 位作者 Vittorio Patanè Marina Alessandrella Maria Cristina Pezzella Teresa Troiani Gabriella Brancaccio Camila Scharf Giuseppe Argenziano Salvatore Cappabianca Alfonso Reginelli 《World Journal of Clinical Oncology》 2025年第8期220-229,共10页
BACKGROUND Cutaneous melanoma is an aggressive skin cancer with high metastatic potential.Accurate staging is critical to guide therapeutic strategies and improve prognosis.Whole-body magnetic resonance imaging(WB-MRI... BACKGROUND Cutaneous melanoma is an aggressive skin cancer with high metastatic potential.Accurate staging is critical to guide therapeutic strategies and improve prognosis.Whole-body magnetic resonance imaging(WB-MRI),particularly when combined with diffusion-weighted imaging(DWI),has emerged as promising tool for comprehensive,radiation-free assessment of metastatic spread.AIM To systematically review the diagnostic performance and clinical utility of WBMRI in the staging and restaging of cutaneous melanoma,with comparison to conventional imaging modalities such as computed tomography(CT)and positron emission tomography/CT(PET/CT).METHODS A systematic literature review was conducted using PubMed,Embase,Scopus and Web of Science databases for studies published in the last 10 years.Inclusion criteria focused on comparative diagnostic accuracy studies of WB-MRI vs CT and PET/CT for melanoma staging.The methodological quality of the studies was appraised using the QUADAS-2 tool.RESULTS Sixteen studies involving over 700 patients met the inclusion criteria.WB-MRI showed high sensitivity(73%-90%)and specificity(up to 98%)in detecting metastases,particularly in bone,liver and soft tissue.DWI enhanced lesion detection,and WB-MRI often influenced clinical management decisions.However,CT outperformed WB-MRI in identifying small pulmonary nodules.AI-assisted analysis and contrastenhanced sequences further improved diagnostic confidence.CONCLUSION WB-MRI represents a robust imaging modality for staging cutaneous melanoma,offering superior soft-tissue contrast and functional imaging without ionizing radiation.Its strengths lie in detecting bone,liver and brain metastases.Challenges include limited lung lesion detection,cost,and availability.Advances in artificial intelligence,Hybrid PET/MRY systems,and radiomics are poised to expand WB-MRI’s role in personalized melanoma management. 展开更多
关键词 Cutaneous melanoma Diffusion weighted imaging Melanoma staging Oncologic imaging Precision oncology Soft-tissue metastases Whole body magnetic resonance imaging
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Imaging biomarkers for detection and longitudinal monitoring of ventricular abnormalities from birth to childhood
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作者 Antonio Navarro-Ballester RosaÁlvaro-Ballester MiguelÁLara-Martínez 《World Journal of Radiology》 2025年第5期5-16,共12页
This narrative review examines the use of imaging biomarkers for diagnosing and monitoring hydrocephalus from birth through childhood.Early detection and longitudinal follow-up are essential for guiding timely interve... This narrative review examines the use of imaging biomarkers for diagnosing and monitoring hydrocephalus from birth through childhood.Early detection and longitudinal follow-up are essential for guiding timely interventions and asse-ssing treatment outcomes.Cranial ultrasound and magnetic resonance imaging(MRI)are the primary imaging modalities,providing critical insights into ventri-cular size,cerebrospinal fluid dynamics,and neurodevelopmental implications.Key parameters,including Evans’index,Levene’s index,and the Cella Media index,as well as volumetric and diffusion-based MRI techniques,have been explored for their diagnostic and prognostic value.Advances in automated image analysis and artificial intelligence have further improved measurement precision and reproducibility.Despite these developments,challenges remain in standar-dizing imaging protocols and establishing normative reference values across different pediatric populations.This review highlights the strengths and limita-tions of current imaging approaches,emphasizing the need for consistent metho-dologies to enhance diagnostic accuracy and optimize patient management in hydrocephalus. 展开更多
关键词 HYDROCEPHALUS imaging biomarkers Pediatric neuroimaging Cranial ultra-sound Magnetic resonance imaging Artificial intelligence Ventricular indices
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Expert consensus on imaging diagnosis and analysis of early correction of childhood malocclusion 被引量:2
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作者 Zitong Lin Chenchen Zhou +23 位作者 Ziyang Hu Zuyan Zhang Yong Cheng Bing Fang Hong He Hu Wang Gang Li Jun Guo Weihua Guo Xiaobing Li Guangning Zheng Zhimin Li Donglin Zeng Yan Liu Yuehua Liu Min Hu Lunguo Xia Jihong Zhao Yaling Song Huang Li Jun Ji Jinlin Song Lili Chen Tiemei Wang 《International Journal of Oral Science》 2025年第4期466-476,共11页
Early correction of childhood malocclusion is timely managing morphological,structural,and functional abnormalities at different dentomaxillofacial developmental stages.The selection of appropriate imaging examination... Early correction of childhood malocclusion is timely managing morphological,structural,and functional abnormalities at different dentomaxillofacial developmental stages.The selection of appropriate imaging examination and comprehensive radiological diagnosis and analysis play an important role in early correction of childhood malocclusion.This expert consensus is a collaborative effort by multidisciplinary experts in dentistry across the nation based on the current clinical evidence,aiming to provide general guidance on appropriate imaging examination selection,comprehensive and accurate imaging assessment for early orthodontic treatment patients. 展开更多
关键词 dentomaxillofacial developmental stagesthe childhood malocclusionthis early correction expert consensus radiological diagnosis analysis imaging diagnosis childhood malocclusion selection appropriate imaging examination
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GenAI synthesis of histopathological images from Raman imaging for intraoperative tongue squamous cell carcinoma assessment 被引量:2
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作者 Bing Yan Zhining Wen +5 位作者 Lili Xue Tianyi Wang Zhichao Liu Wulin Long Yi Li Runyu Jing 《International Journal of Oral Science》 2025年第2期244-254,共11页
The presence of a positive deep surgical margin in tongue squamous cell carcinoma(TSCC)significantly elevates the risk of local recurrence.Therefore,a prompt and precise intraoperative assessment of margin status is i... The presence of a positive deep surgical margin in tongue squamous cell carcinoma(TSCC)significantly elevates the risk of local recurrence.Therefore,a prompt and precise intraoperative assessment of margin status is imperative to ensure thorough tumor resection.In this study,we integrate Raman imaging technology with an artificial intelligence(AI)generative model,proposing an innovative approach for intraoperative margin status diagnosis.This method utilizes Raman imaging to swiftly and non-invasively capture tissue Raman images,which are then transformed into hematoxylin-eosin(H&E)-stained histopathological images using an AI generative model for histopathological diagnosis.The generated H&E-stained images clearly illustrate the tissue’s pathological conditions.Independently reviewed by three pathologists,the overall diagnostic accuracy for distinguishing between tumor tissue and normal muscle tissue reaches 86.7%.Notably,it outperforms current clinical practices,especially in TSCC with positive lymph node metastasis or moderately differentiated grades.This advancement highlights the potential of AI-enhanced Raman imaging to significantly improve intraoperative assessments and surgical margin evaluations,promising a versatile diagnostic tool beyond TSCC. 展开更多
关键词 Surgical margin Intraoperative assessment Local recurrence Tongue squamous cell carcinoma raman imaging tongue squamous cell carcinoma tscc significantly Raman imaging Histopathological diagnosis
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Magnetic resonance imaging bias field correction improves tumor prognostic evaluation after transcatheter arterial chemoembolization for liver cancer 被引量:1
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作者 Ke Liu Jun-Biao Li +1 位作者 Yong Wang Yan Li 《World Journal of Gastrointestinal Surgery》 2025年第4期207-220,共14页
BACKGROUND Transcatheter arterial chemoembolization(TACE)is a key treatment approach for advanced invasive liver cancer(infiltrative hepatocellular carcinoma).However,its therapeutic response can be difficult to evalu... BACKGROUND Transcatheter arterial chemoembolization(TACE)is a key treatment approach for advanced invasive liver cancer(infiltrative hepatocellular carcinoma).However,its therapeutic response can be difficult to evaluate accurately using conventional two-dimensional imaging criteria due to the tumor’s diffuse and multifocal growth pattern.Volumetric imaging,especially enhanced tumor volume(ETV),offers a more comprehensive assessment.Nonetheless,bias field inhomogeneity in magnetic resonance imaging(MRI)poses challenges,potentially skewing volumetric measurements and undermining prognostic evaluation.AIM To investigate whether MRI bias field correction enhances the accuracy of volumetric assessment of infiltrative hepatocellular carcinoma treated with TACE,and to analyze how this improved measurement impacts prognostic prediction.METHODS We retrospectively collected data from 105 patients with invasive liver cancer who underwent TACE treatment at the Affiliated Hospital of Xuzhou Medical University from January 2020 to January 2024.The improved N4 bias field correction algorithm was applied to process MRI images,and the ETV before and after treatment was calculated.The ETV measurements before and after correction were compared,and their relationship with patient prognosis was analyzed.A Cox proportional hazards model was used to evaluate prognostic factors,with Martingale residual analysis determining the optimal cutoff value,followed by survival analysis.RESULTS Bias field correction significantly affected ETV measurements,with the corrected baseline ETV mean(505.235 cm^(3))being significantly lower than before correction(825.632 cm^(3),P<0.001).Cox analysis showed that the hazard ratio(HR)for corrected baseline ETV(HR=1.165,95%CI:1.069-1.268)was higher than before correction(HR=1.063,95%CI:1.031-1.095).Using 412 cm^(3) as the cutoff,the group with baseline ETV<415 cm^(3) had a longer median survival time compared to the≥415 cm^(3) group(18.523 months vs 8.926 months,P<0.001).The group with an ETV reduction rate≥41%had better prognosis than the<41%group(17.862 months vs 9.235 months,P=0.006).Multivariate analysis confirmed that ETV reduction rate(HR=0.412,P<0.001),Child-Pugh classification(HR=0.298,P<0.001),and Barcelona Clinic Liver Cancer stage(HR=0.578,P=0.045)were independent prognostic factors.CONCLUSION Volume imaging based on MRI bias field correction can improve the accuracy of evaluating the efficacy of TACE treatment for invasive liver cancer.The corrected ETV and its reduction rate can serve as independent indicators for predicting patient prognosis,providing important reference for developing individualized treatment strategies. 展开更多
关键词 Invasive liver cancer Transcatheter arterial chemoembolization Magnetic resonance imaging Bias field correction Volume imaging
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Temporal dynamics of neonatal hypoxic-ischemic encephalopathy injuries on magnetic resonance imaging
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作者 Holly Flyger Samantha J.Holdsworth +2 位作者 Alistair J.Gunn Laura Bennet Hamid Abbasi 《Neural Regeneration Research》 SCIE CAS 2025年第11期3144-3150,共7页
Moderate to severe perinatal hypoxic-ischemic encephalopathy occurs in~1 to 3/1000 live births in high-income countries and is associated with a significant risk of death or neurodevelopmental disability.Detailed asse... Moderate to severe perinatal hypoxic-ischemic encephalopathy occurs in~1 to 3/1000 live births in high-income countries and is associated with a significant risk of death or neurodevelopmental disability.Detailed assessment is important to help identify highrisk infants,to help families,and to support appropriate interventions.A wide range of monitoring tools is available to assess changes over time,including urine and blood biomarkers,neurological examination,and electroencephalography.At present,magnetic resonance imaging is unique as although it is expensive and not suited to monitoring the early evolution of hypoxic-ischemic encephalopathy by a week of life it can provide direct insight into the anatomical changes in the brain after hypoxic-ischemic encephalopathy and so offers strong prognostic information on the long-term outcome after hypoxic-ischemic encephalopathy.This review investigated the temporal dynamics of neonatal hypoxic-ischemic encephalopathy injuries,with a particular emphasis on exploring the correlation between the prognostic implications of magnetic resonance imaging scans in the first week of life and their relationship to long-term outcome prediction,particularly for infants treated with therapeutic hypothermia.A comprehensive literature search,from 2016 to 2024,identified 20 pertinent articles.This review highlights that while the optimal timing of magnetic resonance imaging scans is not clear,overall,it suggests that magnetic resonance imaging within the first week of life provides strong prognostic accuracy.Many challenges limit the timing consistency,particularly the need for intensive care and clinical monitoring.Conversely,although most reports examined the prognostic value of scans taken between 4 and 10 days after birth,there is evidence from small numbers of cases that,at times,brain injury may continue to evolve for weeks after birth.This suggests that in the future it will be important to explore a wider range of times after hypoxic-ischemic encephalopathy to fully understand the optimal timing for predicting long-term outcomes. 展开更多
关键词 magnetic resonance imaging neonatal hypoxic-ischemic encephalopathy neurodevelopmental outcomes prognostic biomarkers in neuroimaging scan timing therapeutic hypothermia
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Updates on glioblastoma multiforme:From epidemiology to imaging and artificial intelligence
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作者 M'hamed Bentourkia Redha-Alla Abdo 《Artificial Intelligence in Medical Imaging》 2025年第2期1-16,共16页
Glioblastoma multiforme(GBM)are the most aggressive and common tumors in the central nervous system.GBM are classified as grade IV according to the World Health Organization.The incidence of GBM slightly differs among... Glioblastoma multiforme(GBM)are the most aggressive and common tumors in the central nervous system.GBM are classified as grade IV according to the World Health Organization.The incidence of GBM slightly differs among countries.The etiology of GBM has not been entirely clarified.No risk factors such as smoking,chemicals or dietary can be identified for GBM.Only the exposure to high radiation dose such as radiotherapy of head and neck cancers have been reported to increase the risk of glioma tumors.In this review,the authors attempted to cover several aspects of GBM.This review was based on a collection of recent publications from different research fields but all related to GBM in order to shed the light on this disease.We highlighted the current insights of GBM in the aspects of epidemiology,pathogenesis,etiology,molecular genetics,imaging technologies,artificial intelligence and treatment.A literature review was conducted for GBM with relevant keywords.Although GBM was known since several decades,its causes are still confounding,and its early detection is often unpredictable.Since the hereditary aspect of GBM is very low,there remains as the common symptoms the interference with normal brain function,memory loss,unusual behavior,headaches and seizures.The progress in GBM treatment is not satisfactory even with the deployment of huge efforts and financial costs in many domains like gene therapy,surgery and chemoradiotherapy.Despite the rapid developments of the standard treatment for GBM,the trend of survival rate did not change among years. 展开更多
关键词 GLIOBLASTOMA Cancer Radiation therapy CHEMOTHERAPY imaging Positron emission tomography Magnetic resonance imaging Artificial intelligence
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Imaging-pathology correlation in pancreatic cancer: Methodological considerations and future directions
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作者 Arunkumar Krishnan 《World Journal of Gastrointestinal Oncology》 2025年第7期448-451,共4页
A recent study by Luo et al examined the relationship between the pathological types of pancreatic cancer(PC)and their imaging characteristics.While this study presented an important step toward improving diagnostic a... A recent study by Luo et al examined the relationship between the pathological types of pancreatic cancer(PC)and their imaging characteristics.While this study presented an important step toward improving diagnostic accuracy for PC,we have several concerns regarding its generalizability,cohort selection,imaging variability,statistical methods,and potential confounding factors.We recommended that future research adopt multi-center,prospective designs to improve representation and minimize bias.Additionally,incorporating advanced imaging techniques such as radiomics and artificial intelligence and conducting more comprehensive statistical analyses would be valuable.By implementing these strategies,future studies can yield more reliable and externally validated findings that improve the clinical applicability of imaging-based differentiation of PC.Addressing these methodological issues could significantly advance the field of gastrointestinal oncology and improve patient management and outcomes. 展开更多
关键词 Pancreatic cancer imaging PATHOLOGY Computed tomography Artificial intelligence Magnetic resonance imaging Endoscopic ultrasound Diagnostic accuracy
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Advanced Feature Selection Techniques in Medical Imaging--A Systematic Literature Review
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作者 Sunawar Khan Tehseen Mazhar +5 位作者 Naila Sammar Naz Fahed Ahmed Tariq Shahzad Atif Ali Muhammad Adnan Khan Habib Hamam 《Computers, Materials & Continua》 2025年第11期2347-2401,共55页
Feature selection(FS)plays a crucial role in medical imaging by reducing dimensionality,improving computational efficiency,and enhancing diagnostic accuracy.Traditional FS techniques,including filter,wrapper,and embed... Feature selection(FS)plays a crucial role in medical imaging by reducing dimensionality,improving computational efficiency,and enhancing diagnostic accuracy.Traditional FS techniques,including filter,wrapper,and embedded methods,have been widely used but often struggle with high-dimensional and heterogeneous medical imaging data.Deep learning-based FS methods,particularly Convolutional Neural Networks(CNNs)and autoencoders,have demonstrated superior performance but lack interpretability.Hybrid approaches that combine classical and deep learning techniques have emerged as a promising solution,offering improved accuracy and explainability.Furthermore,integratingmulti-modal imaging data(e.g.,MagneticResonance Imaging(MRI),ComputedTomography(CT),Positron Emission Tomography(PET),and Ultrasound(US))poses additional challenges in FS,necessitating advanced feature fusion strategies.Multi-modal feature fusion combines information fromdifferent imagingmodalities to improve diagnostic accuracy.Recently,quantum computing has gained attention as a revolutionary approach for FS,providing the potential to handle high-dimensional medical data more efficiently.This systematic literature review comprehensively examines classical,Deep Learning(DL),hybrid,and quantum-based FS techniques inmedical imaging.Key outcomes include a structured taxonomy of FS methods,a critical evaluation of their performance across modalities,and identification of core challenges such as computational burden,interpretability,and ethical considerations.Future research directions—such as explainable AI(XAI),federated learning,and quantum-enhanced FS—are also emphasized to bridge the current gaps.This review provides actionable insights for developing scalable,interpretable,and clinically applicable FS methods in the evolving landscape of medical imaging. 展开更多
关键词 Feature selection medical imaging deep learning hybrid approaches multi-modal imaging quantum computing explainable AI computational efficiency dimensionality reduction
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Imaging in perianal fistulising Crohn’s disease:A practical guide for the gastroenterologist
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作者 Habeeb Habeeb Lynna Chen +4 位作者 Isabelle De Kock Gauraang Bhatnagar Numan Kutaiba Abhinav Vasudevan Ashish R Srinivasan 《World Journal of Gastroenterology》 2025年第34期41-57,共17页
Perianal fistulising Crohn’s disease is a challenging complication that can affect up to 20%of patients with Crohn’s disease and is associated with significant morbidity.Despite advances in medical therapies,particu... Perianal fistulising Crohn’s disease is a challenging complication that can affect up to 20%of patients with Crohn’s disease and is associated with significant morbidity.Despite advances in medical therapies,particularly anti-tumor necrosis factor agents,the majority of patients still require surgical intervention.Accurate diagnosis and monitoring are essential to optimise outcomes and guide multidisciplinary management.Although clinical scoring systems such as the perianal disease activity index are widely used,their subjective application limits their reproducibility and reliability,underscoring the need for more objective methods of evaluating perianal fistulising Crohn’s disease activity.Imaging has thus become central to the objective assessment of perianal fistulising Crohn’s disease,with magnetic resonance imaging(MRI)recognised as the gold standard in view of its ability to provide clear,detailed images of the perianal region in a radiation-free manner.Guidelines also endorse the use of imaging modalities such as endoanal ultrasound and transperineal ultrasound as viable alternatives to MRI for the assessment of perianal fistulising Crohn’s disease in centres with appropriate expertise.This article aims to evaluate and compare the diagnostic accuracy and clinical utility of MRI,endoanal ultrasound,and transperineal ultrasound in the assessment of perianal fistulising Crohn’s disease,highlighting their respective strengths,limitations,and roles in clinical practice. 展开更多
关键词 Crohn’s disease PERIANAL Fistulising imaging Magnetic resonance imaging ULTRASOUND
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Analysis of scattering characteristics of coating materials through coupling of BRDF spectral polarization imaging with Torrance-Sparrow model
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作者 CHEN Feng CHEN Guibo +3 位作者 ZHANG Ye WANG Jianbo LIU Yanli XUE Fang 《Optoelectronics Letters》 2025年第5期271-277,共7页
To identify coatings and analyze the anti-detection capabilities of camouflage patterns, material samples can be prepared using the super-pixel segmentation method. A spectral polarization imaging system is developed,... To identify coatings and analyze the anti-detection capabilities of camouflage patterns, material samples can be prepared using the super-pixel segmentation method. A spectral polarization imaging system is developed, based on the principle of bidirectional reflectance distribution function(BRDF), to obtain spectral reflection intensities of coatings at full spatial angles, and use polarization images to calculate the refractive index by the Fresnel equation. The index is then coupled into TorranceSparrow model to simulate the spectral scattering intensity to mutually verify the experimental results. The spectral scattering characteristics of standard camouflage patterns are then revealed and pinpoint the signature band and the angle of reflecting sensitivity. 展开更多
关键词 coating materials BRDF spectral polarization imaging fresnel equation polarization images torrancesparrow mod spectral polarization imaging system calculate refractive index bidirectional reflectance distribution function brdf
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Intraoperative imaging adequacy and its impact on unplanned return-to-theatre rates in pedicle screw instrumentation
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作者 Ramy Sherif Ella Clifford Spence +1 位作者 Jessica Smith Michael John Haydon McCarthy 《World Journal of Orthopedics》 2025年第3期49-55,共7页
BACKGROUND Pedicle screw instrumentation is a critical technique in spinal surgery,offering effective stabilization for various spinal conditions.However,the impact of intraoperative imaging quality—specifically the ... BACKGROUND Pedicle screw instrumentation is a critical technique in spinal surgery,offering effective stabilization for various spinal conditions.However,the impact of intraoperative imaging quality—specifically the use of both anteroposterior(AP)and lateral views—on surgical outcomes remains insufficiently studied.Evaluating whether the adequacy of these imaging modalities affects the risk of unplanned returns to theatre(URTT)within 90 days due to screw malplacement is essential for refining surgical practices and improving patient care.AIM To evaluate how intraoperative imaging adequacy influences unplanned returnto-theatre rates,focusing on AP and lateral fluoroscopic views.METHODS This retrospective cohort study analyzed 1335 patients who underwent thoracolumbar and sacral pedicle screw instrumentation between January 2013 and December 2022.Data on intraoperative imaging adequacy,screw placement,and URTT events were collected and statistically analyzed using IBM SPSS v23.Imaging adequacy was assessed based on the presence of both AP and lateral views,and outcomes were compared between imaging groups.RESULTS A total of 9016 pedicle screws were inserted,with 82 screws identified as malplaced in 52 patients.Of these,46 patients required URTT due to screw malplacement,with 37 returning within 90 days(URTT90).Patients with both AP and lateral imaging saved intraoperatively had significantly lower URTT90 rates compared to those with only lateral imaging saved,demonstrating the critical role of imaging adequacy in improving surgical outcomes.CONCLUSION This study underscores that comprehensive intraoperative imaging with both AP and lateral views reduces unplanned returns,improves outcomes,enhances precision,and offers a cost-effective approach for better spinal surgery results. 展开更多
关键词 Pedicle screw placement Intraoperative imaging Surgical outcomes Fluoroscopy standards Return-to-theatre Unplanned returns to theatre imaging adequacy Surgical precision Screw malplacement
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Role of imaging in chronic otitis media and its complications
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作者 Kemal Bugra Memis Sonay Aydin 《World Journal of Radiology》 2025年第8期27-32,共6页
Chronic otitis media(COM)is a long-standing inflammatory condition affecting the middle ear and mastoid cavity,often resulting in progressive structural damage and functional deficits.Radiological imaging is fundament... Chronic otitis media(COM)is a long-standing inflammatory condition affecting the middle ear and mastoid cavity,often resulting in progressive structural damage and functional deficits.Radiological imaging is fundamental in diagnosing the disease,assessing its severity,and identifying possible complications.The literature indicates that the prevalence rates of extracranial and intracranial complications range from 0.69% to 5%,while the mortality rate for intracranial complications is 26%.While magnetic resonance imaging is particularly useful in distinguishing soft tissue abnormalities and detecting intracranial extensions like meningitis,brain abscess,and sigmoid sinus thrombosis,highresolution computed tomography remains the preferred modality for evaluating bony erosion,cholesteatoma,and mastoid involvement.Key complications such as ossicular chain destruction,facial nerve damage,and labyrinthine fistulae can be precisely identified using advanced imaging modalities,allowing for timely and effective surgical intervention.This minireview underscores the essential role of radiology in both diagnosing and managing COM,highlighting critical imaging findings that facilitate early detection and inform treatment decisions.A collaborative approach among radiologists,otolaryngologists,and infectious disease specialists is crucial for improving clinical outcomes in affected patients. 展开更多
关键词 Otomastoiditis Intracranial complications Temporal bone Computed tomography Magnetic resonance imaging Diffusion-weight imaging
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An aggregation-independent and rotor-specific TPE-cyanine probe for in vivo near-infrared fluorescent imaging
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作者 Xianghan Zhang Yuan Qin +10 位作者 Huaicong Zhang Yutian Cao Haixing Zhu Yingdi Tang Zimeng Ma Zehua Li Jialin Zhou Qunyan Dong Peng Yang Yuqiong Xia Zhongliang Wang 《Chinese Chemical Letters》 2025年第9期423-428,共6页
Although aggregation-induced emission(AIE) units enabled fluorophores as rotor-based probes for advancing biomedical imaging,the quantum-mechanism through which AIEgens enhanced fluorescence via aggregation or rotor e... Although aggregation-induced emission(AIE) units enabled fluorophores as rotor-based probes for advancing biomedical imaging,the quantum-mechanism through which AIEgens enhanced fluorescence via aggregation or rotor effects remains poorly understood.Herein,we elucidate the mechanisms governing the tetraphenylethene(TPE)'s function(rotor-effect or aggregation-effect) in cyanine systems by tuning the methine-chain length from Cy3 to Cy5 to Cy7.Our study shows that modulating the frontier orbital energy difference(ΔE(DA)) between the cyanine and TPE allows TPE to display AIE property in Cy3,act as a rotor in Cy5 uniquely devoid of aggregation activation,or neither in Cy7.In vitro and in vivo results further demonstrate that rotor-specific TPE-Cy5 can serve as a sensitive probe for imaging tumor rigidity.We anticipate that continued advancements in TPE rotor visualization will open new avenues for understanding the biophysical behaviors of tumors. 展开更多
关键词 Aggregation-induced emission Tetraphenylethene Cyanine Near-infrared imaging Tumor imaging
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Multimodal MRI Enhancement Combined with Diffusion-Weighted Imaging for the Differential Diagnosis of Non-Lactating Mastitis and Breast Cancer
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作者 Yongxiang Wei 《Journal of Clinical and Nursing Research》 2025年第6期154-160,共7页
Objective:To explore the value of multimodal MRI enhancement scanning and diffusion-weighted imaging in differentiating non-puerperal mastitis(NPM)and breast cancer.Methods:From September 2022 to September 2024,56 pat... Objective:To explore the value of multimodal MRI enhancement scanning and diffusion-weighted imaging in differentiating non-puerperal mastitis(NPM)and breast cancer.Methods:From September 2022 to September 2024,56 patients with breast diseases were selected as samples and grouped according to disease type.Twenty-eight patients with breast cancer were included in Group A,and 28 patients with NPM were included in Group B.All patients underwent multimodal MRI enhancement scanning and diffusion-weighted imaging.The MRI results,time-signal intensity curves,ADC values,lesion intensity,and imaging signs were compared between the two groups.Results:There were no significant differences in enhancement characteristics,lymph node enlargement,and margins between Group A and Group B(P>0.05).The proportion of outflow curves in Group A was higher than that in Group B(P<0.05).The ADC value in Group A was lower than that in Group B,and the lesion intensity was higher than that in Group B(P<0.05).There were significant differences in imaging signs,such as abscess or sinus,ascending time-signal curve,and mammary duct dilation between Group A and Group B(P<0.05).Conclusion:Multimodal MRI enhancement scanning and diffusion-weighted imaging techniques can be used to diagnose breast diseases.Comprehensive analysis of time-signal intensity curves,lesion intensity,imaging signs,and ADC values can differentiate between NPM and breast cancer. 展开更多
关键词 Breast cancer NPM MRI Enhanced imaging Diffusion-weighted imaging
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Chinese guideline for the clinical application of noninvasive imaging technology in accessing cancer therapy-related cardiovascular toxicity
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作者 Chinese Anti-Cancer Association Society of Integrative Cardio-oncology Ultrasound Branch of the Chinese Medical Association +3 位作者 Chinese Society of Echocardiography Mei ZHANG Dian-Fu LI Jun PU 《Journal of Geriatric Cardiology》 2025年第5期477-496,共20页
Cardiovascular damage caused by cancer treatment has become an important cause of death for tumor survivors.With the recognition of cardiovascular diseases and cancer therapy-related cardiovascular toxicity(CTR-CVT)in... Cardiovascular damage caused by cancer treatment has become an important cause of death for tumor survivors.With the recognition of cardiovascular diseases and cancer therapy-related cardiovascular toxicity(CTR-CVT)in tumor patients,noninvasive imaging technologies play pivotal roles in the risk stratification,early diagnosis,monitoring and follow-up for CTR-CVT.In recent years,the field of cardio-oncology has witnessed continual updates in diagnostic and therapeutic strategies,with several pertinent guidelines and expert consensus documents issued in China and abroad.However,there remains a conspicuous absence of systematic guidance documents on the application of imaging techniques in the clinical practice of cardio-oncology.Therefore,the Chinese Anti-Cancer Association Society of Integrative Cardio-oncology,the Ultrasound Branch of the Chinese Medical Association,and the Chinese Society of Echocardiography convened experts to formulate the"Chinese guideline for the clinical application of noninvasive imaging technology in accessing cancer therapy-related cardiovascular toxicity".Building upon the systematic evaluation of guidelines and the latest evidence-based medical research in the field of cardio-oncology domestically and abroad,and in conjunction with data derived from evidence-based medical research in China,this guideline proposes noninvasive imaging examination methods and monitoring strategies for CTR-CVT,aiming to further standardize and guide the clinical practice of multidisciplinary physicians specializing in cardio-oncology in China. 展开更多
关键词 cardiovascular damage noninvasive imaging early diagnosis risk stratification cancer therapy related cardiovascular toxicity cardiovascular diseases cardio oncology imaging technologies
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