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How are different traditional Chinese medicine modalities deployed by clinical practitioners in China?Findings from a national survey 被引量:1
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作者 Ran Guo Dian Zeng +3 位作者 Qi Zhao Xin-yi Zhang Xiao-ke Zhang Yuan-li Liu 《Journal of Integrative Medicine》 2025年第1期36-45,共10页
Objective Traditional Chinese medicine(TCM)incorporates traditional diagnostic methods and several major treatment modalities including Chinese herbal medicine,Chinese patent medicine,and non-pharmacological methods s... Objective Traditional Chinese medicine(TCM)incorporates traditional diagnostic methods and several major treatment modalities including Chinese herbal medicine,Chinese patent medicine,and non-pharmacological methods such as acupuncture and tuina.Even though TCM is used daily by more than 70,000 healthcare facilities and over 700,000 clinical practitioners in China,there is a poor understanding of the extent to which TCM diagnostic methods are used,how different treatment modalities are deployed in general,and what major factors may affect the integration of TCM and Western medicine.This study aimed to fill this void in the literature.Methods In the 2021 National Healthcare Improvement Evaluation Survey,we included three questions gauging the perception and practices of TCM amongst physicians working in TCM-related facilities,investigating the frequency of their deployment of TCM diagnostic methods,and predominant TCM treatment methods.Our empirical analysis included descriptive statistics,intergroup chi-square analysis,and binary logistic regression to examine the association between different types of facilities and individual characteristics and TCM utilization patterns.Results A total of 7618 clinical physicians comprised our study sample.Among them,84.27%have integrated TCM and Western medicine in their clinical practice,and 80.77%of TCM practitioners used the 4 diagnostic methods as a tool in their clinical practice.Chinese herbal medicine was the most widely utilized modality by Chinese TCM physicians(used by 88.49%of respondents),compared with the Chinese patent medicine and non-pharmacological TCM methods,which were used by 73.14%,and 69.39%,respectively.Herbal tea as an out-of-pocket health-maintenance intervention is also a notable practice,recommended by 29.43%of physicians.Significant variations exist across certain institutions,departments,and individual practitioners.Conclusion Given that most of the surveyed physicians integrated TCM with Western medicine in their clinical practices,the practice of“pure TCM”appears to be obsolete in China’s tertiary healthcare institutions.Notably,remarkable variation exists in the use of different TCM modalities across institutions and among individuals,which might be related to and thus limited by the practitioners’experience.Future research focusing on the efficacy and safety of TCM interventions for specific diseases,the development of standardized clinical guidelines,and the enhancement of TCM education and training are called for to optimize TCM-Western medicine integration. 展开更多
关键词 Traditional Chinese medicine Clinical modalities DEPLOYMENT
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Advancements in hyaluronic acid cross-linking modalities and implant strategies for mitigating skin aging
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作者 Zi-Bo Chen Yi-Wen Luo +8 位作者 Yi Zhen Guo Chen Kai-Yu Cao Hao Chen Liu Wang Gang Li Jie Wang Jie Dang Shan-Shan Xu 《Biomedical Engineering Communications》 2025年第1期12-25,共14页
Aging is a persistent topic of interest,with skin aging as its most visible manifestation,characterized by a reduction in intact collagen and elastic fibers in the dermis.Hyaluronic acid,a vital component of the extra... Aging is a persistent topic of interest,with skin aging as its most visible manifestation,characterized by a reduction in intact collagen and elastic fibers in the dermis.Hyaluronic acid,a vital component of the extracellular matrix present in the skin,has become a mainstream method for skin rejuvenation through injections.However,the rapid degradation of pure hyaluronic acid,combined with insufficient maintenance duration and often limited therapeutic effects,presents significant challenges for injectable treatments.Additionally,low patient compliance due to discomfort from needles penetrating the dermal layer further complicates its use.In this review,we summarize and compare existing interventions for skin aging,focusing on strategies to prolong the degradation cycle of hyaluronic acid,including variations in cross-linking modalities and injection techniques.We conclude that the injection of cross-linked modified hyaluronic acid via microneedles represents a promising approach to extend the degradation cycle,offering valuable insights for current therapeutic strategies. 展开更多
关键词 skin aging hyaluronic acid cross-linking modalities implant strategies
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Psychological adjustment differences in ovarian cancer patients receiving different treatment modalities and their clinical significance
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作者 Ya-Lin Wang Yin He +1 位作者 Quan-Hui Luo Ke Huang 《World Journal of Psychiatry》 2025年第12期243-254,共12页
BACKGROUND Ovarian cancer patients often face complex treatment processes and psychological challenges,with different treatment modalities potentially affecting patients’psychological adjustment abilities.AIM To expl... BACKGROUND Ovarian cancer patients often face complex treatment processes and psychological challenges,with different treatment modalities potentially affecting patients’psychological adjustment abilities.AIM To explore the differences in psychological adjustment patterns among ovarian cancer patients receiving surgery,chemotherapy,targeted therapy,and combined therapy,and to analyze their relationship with clinical outcomes.METHODS A retrospective analysis was conducted on the clinical data of 286 ovarian cancer patients who received different treatment modalities from January 2020 to December 2023.Patients were divided into surgery group(n=78),chemotherapy group(n=65),targeted therapy group(n=61),and combined therapy group(n=82).The Self-Rating Anxiety Scale,Self-Rating Depression Scale,and Psychological Adjustment to Cancer Scale were used to assess psychological status,while quality of life,treatment adherence,and two-year survival rate data were collected.Some patients(n=76)received systematic psychological intervention,and the intervention effects were evaluated.RESULTS Patients in the combined therapy group had significantly higher Self-Rating Anxiety Scale(56.3±7.2)and Self-Rating Depression Scale(58.4±6.9)scores than other groups,with the highest incidence of anxiety(58.5%)and depression(62.2%);the targeted therapy group scored highest in the positive coping dimension(28.5±3.6)and had the lowest incidence of anxiety and depression(29.5%/31.1%).Logistic regression analysis showed that positive coping(odds ratio=2.86,95%confidence interval:1.75-4.68)and utilization of social support(odds ratio=2.13,95%confidence interval:1.42-3.56)were protective factors for good treatment adherence.Longitudinal assessment showed that although all patients experienced increased anxiety and depression symptoms at 3 months of treatment,the targeted therapy group and surgery group showed significant improvement at 6 months(P<0.05),while the combined therapy group showed no significant improvement.Psychological intervention effectively improved patients’treatment adherence(by 22.7%)and quality of life(by 15.6 points),with the best effect in the combined therapy group(anxiety incidence decreased by 30.5%,P<0.001).CONCLUSION Different treatment modalities significantly affect the psychological adjustment abilities of ovarian cancer patients,with combined therapy patients facing greater psychological challenges,while targeted therapy patients exhibit healthier psychological adjustment patterns. 展开更多
关键词 Ovarian cancer Treatment modality Psychological adjustment Treatment adherence Psychological intervention
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Acute aortic dissection:utilizing imaging modalities to improve detection
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作者 Pairoj Rerkpattanapipat 《Journal of Geriatric Cardiology》 SCIE CAS CSCD 2005年第1期59-60,共2页
Acute aortic dissection is a serious condition in elderly patients and may become fatal rapidly if left undiagnosed and untreated. As pointed out by Welch et al1chest radiography is a screening test for this condition... Acute aortic dissection is a serious condition in elderly patients and may become fatal rapidly if left undiagnosed and untreated. As pointed out by Welch et al1chest radiography is a screening test for this condition by detecting these signs such as widening mediastinum,blurring of the aortic knob, left apical cap, etc. 展开更多
关键词 DISSECTION modalities RADIOGRAPHY screening utilizing AORTA detecting CHEST UNTREATED assessed
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215 CASES OF OBESITY TREATED WITH TCM MODALITIES
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作者 刘桂春 《Journal of Traditional Chinese Medicine》 SCIE CAS CSCD 1993年第2期97-100,共4页
Cases of obesity are increasing in recentyears,especially in the cities.The mecha-nism ot obesity is the excessive accumulationof fat chiefly in the subcutaneous tissue dueto unnecessary intake of food calories thattr... Cases of obesity are increasing in recentyears,especially in the cities.The mecha-nism ot obesity is the excessive accumulationof fat chiefly in the subcutaneous tissue dueto unnecessary intake of food calories thattransform into fat.The author adopted va-rious modalities for the treatment of 215cases of obesity with good results as re-ported in the following. 展开更多
关键词 OBESITY SUBCUTANEOUS modalities intake unnecessary metabolism ported PELLET STASIS HERBAL
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Clinical-Pathological Features and Treatment Modalities of Primary Brain Tumors in Tanzania—4 Years of Institutional Experience
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作者 Alita Mrema Salama Iddy +2 位作者 Mamsau Ngoma Nanzoke Mvungi Emmanuel Lugina 《Journal of Cancer Therapy》 2022年第5期252-265,共14页
Background: The profile of primary brain tumors and treatment modalities employed in Tanzania remains largely unknown. The study aimed to describe the baseline clinical-pathological profile and treatment modalities fo... Background: The profile of primary brain tumors and treatment modalities employed in Tanzania remains largely unknown. The study aimed to describe the baseline clinical-pathological profile and treatment modalities for primary brain tumors in adults treated at the Ocean Road Cancer Institute (ORCI) from 2017 to 2020. Materials and Methods: This was a retrospective study conducted at ORCI by reviewing 61 medical records of patients with primary brain tumors over the age of 15 from January 2017 to December 2020. A structured questionnaire was used to retrieve information on sociodemographic, clinical-pathological characteristics, and treatment modalities. The 2007 WHO classification system and the International Classification of Cancer Diseases (ICD-0-3) were used for classification and diagnosis. The X<sup>2</sup> test and Fisher’s exact test were used to compare the proportions and an independent t-test was used to compare the means. A P-value less than 0.05 was deemed statistically significant. The Results: The mean age of the females was 41.8 years and the mean age of males was 42.9 years. Overall M: F ratio was 1:1.2. Meningioma was the only tumor that was more commonly found in women with M:F of 1:2.1. The most prevalent symptom was headache (57.4%). Glioblastoma (GBM) was the most common tumor among adults (38%), followed by astrocytomas (23%) and meningioma (18%). Approximately 91.8% of all tumors occurred in the supratentorial region. The Frontal lobe was the most common site (29.5%). Approximately 81.9% of patients received surgery. The gross tumor resection (GTR) rate was 26.2%, and the subtotal tumor resection (STR) rate was 55.7%. Roughly 18% of the tumors were inoperable. An estimated 80.3% of respondents received radiation therapy. The radiotherapy technique was 3DCRT in two-thirds of the patients and the rest received conventional 2D radiotherapy. The mean equivalent dose in the 2 Gy fractions (EQD2) was 43.9 Gy. Respondents with low-grade intracranial tumors were treated with a mean EQD2 of 47.3 Gy, while those with high-grade intracranial tumors were treated with a mean EQD2 of 44.3 Gy and the difference was statistically significant. Only half of the patients who received adjuvant radiotherapy received it concurrently with chemotherapy. Temozolomide was the most widely used cytotoxic medication. Conclusion: Mean age of the patients was 41 years old. Most tumors were in the supratentorial area and GBM was the most common tumor. Only meningioma was a bit more common amongst females. Overall, radiotherapy doses and the gross tumor resection rates were low. Concurrent chemotherapy with radiotherapy was given to a few patients. 展开更多
关键词 Primary Brain Tumor Clinical Profile Treatment modalities Tanzania
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Ensemble of Deep Autoencoder Classifiers for Activity Recognition Based on Sensor Modalities in Smart Homes
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作者 Serge Thomas Mickala Bourobou Jie Li 《国际计算机前沿大会会议论文集》 2018年第2期24-24,共1页
关键词 Activity recognition DEEP learning ENSEMBLE classifierSensor modalities SHALLOW features Smart HOMES Stacked autoencoder
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Impact of treatment modalities on patients with recurrent hepatocellular carcinoma after liver transplantation:Preliminary experience 被引量:12
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作者 Zhe Yang Shuo Wang +5 位作者 Xin-Yao Tian Qin-Fen Xie Li Zhuang Qi-Yong Li Cheng-Ze Chen Shu-Sen Zheng 《Hepatobiliary & Pancreatic Diseases International》 SCIE CAS CSCD 2020年第4期365-370,共6页
Background:Post-liver transplantation(LT)hepatocellular carcinoma(HCC)recurrence still occurs in approximately 20%of patients and drastically affects their survival.This study aimed to evaluate the efficacy of various... Background:Post-liver transplantation(LT)hepatocellular carcinoma(HCC)recurrence still occurs in approximately 20%of patients and drastically affects their survival.This study aimed to evaluate the efficacy of various treatments for recurrent HCC after LT in a Chinese population.Methods:A total of 64 HCC patients with tumor recurrence after LT were enrolled in this study.Univariate and multivariate analyses were performed to identify factors affecting post-recurrence survival.Results:Of the 64 patients with recurrent HCC after LT,those who received radical resection followed by nonsurgical therapy had a median overall survival(OS)of 20.9 months after HCC recurrence,significantly superior to patients who received only nonsurgical therapy(9.4 months)or best supportive care(2.4 months).The one-and two-year OS following recurrence was favorable for patients receiving radical resection followed by nonsurgical therapy(93.8%,52.6%),poor for patients receiving only nonsurgical therapy(30.8%,10.8%),and dismal for patients receiving best supportive care(0%,0%;overall P<0.001).Median OS in sorafenib-tolerant patients treated with lenvatinib was 19.5 months,far surpassing the patients that discontinued sorafenib or were treated with regorafenib after sorafenib failure(12 months,P<0.001).Compared with tacrolimus-based immunosuppressive therapy,OS was significantly increased with sirolimus-based therapy at one and two years after HCC recurrence(P=0.035).Multivariate analysis showed radical resection combined with nonsurgical therapy for recurrent HCC and sorafenib-lenvatinib sequential therapy were independent favorable factors for post-recurrence survival.Conclusions:Aggressive surgical intervention in well-selected patients significantly improves OS after recurrence.A multidisciplinary treatment approach is required to slow down disease progression for patients with unresectable recurrent HCC. 展开更多
关键词 Hepatocellular carcinoma Liver transplantation Treatment modality Tumor recurrence PROGNOSIS
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Coronary atherosclerosis is already ongoing in pre-diabetic status: Insight from intravascular imaging modalities 被引量:4
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作者 Osamu Kurihara Masamichi Takano +2 位作者 Yoshihiko Seino Wataru Shimizu Kyoichi Mizuno 《World Journal of Diabetes》 SCIE CAS 2015年第1期184-191,共8页
Diabetes mellitus is a powerful risk factor of coronary artery disease(CAD), leading to death and disability. In recent years, given the accumulating evidence that prediabetes is also related to increasing risk of CAD... Diabetes mellitus is a powerful risk factor of coronary artery disease(CAD), leading to death and disability. In recent years, given the accumulating evidence that prediabetes is also related to increasing risk of CAD including cardiovascular events, a new guideline has been proposed for the treatment of blood cholesterolfor primary prevention of cardiovascular events. This guideline recommends aggressive lipid-lowering statin therapy for primary prevention in diabetes and other patients. The ultimate goal of patient management is to inhibit progression of systemic atherosclerosis and prevent fatal cardiovascular events such as acute coronary syndrome(ACS). Because disruption of atherosclerotic coronary plaques is a trigger of ACS, the high-risk atheroma is called a vulnerable plaque. Several types of novel diagnostic imaging technologies have been developed for identifying the characteristics of coronary atherosclerosis before the onset of ACS, especially vulnerable plaques. According to coronary angioscopic evaluation, atherosclerosis severity and plaque vulnerability were more advanced in prediabetic than in nondiabetic patients and comparable to that in diabetic patients. In addition, pharmacological intervention by statin therapy changed plaque color and complexity, and the dynamic changes in plaque features are considered plaque stabilization. In this article, we review the findings of atherosclerosis in prediabetes, detected by intravascular imaging modalities, and the therapeutic implications. 展开更多
关键词 Diabetes PREDIABETES STATIN therapy CORONARY artery disease INTRAVASCULAR imaging MODALITY
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Convergent evolution of brain morphology and communication modalities in lizards 被引量:1
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作者 Christopher D. ROBIN.SON Michael S. PATTON Britmey M. ANDRE Michele A. JOHNSON 《Current Zoology》 SCIE CAS CSCD 2015年第2期281-291,共11页
Animals communicate information within their environments via visual, chemical, auditory, and/or tactile modalities. The use of each modalityis generally linked to particular brain regions, but it is not yet known whe... Animals communicate information within their environments via visual, chemical, auditory, and/or tactile modalities. The use of each modalityis generally linked to particular brain regions, but it is not yet known whether the cellular morphology of neurons in these regions has evolved in association with the relative use of a modality.We investigated relationships between the behavioral use of communication modalities and neural morphologies in six lizard species. Two of these species (Anolis carol# nensis and Leiocephalus carinatus) primarily use visual signals to communicate with conspecifics and detect potential prey, and two (Aspidoscelis gularis and Scincella lateralis) communicate and forage primarily using chemical signals. Two other species (Hemidactylus turcicus and Sceloporus olivaceus) use both visual and chemical signals. For each species, we performed beha- vioral observations and quantified rates of visual and chemical behaviors. We then cryosectioned brain tissues from 9-10 males of each species and measured the soma size and density of neurons in two brain regions associated with visual behaviors (the lat- eral geniculate nucleus and the nucleus rotundus) and one region associated with chemical behaviors (the nucleus sphericus). With analyses conducted in a phylogenetic context, we found that species that performed higher rates of visual displays had a denser lateral geniculate nucleus, and species that used a higher proportion of chemical displays had larger somas in the nucleus sphericus. These relationships suggest that neural morphologies in the brain have evolved convergently in species with similar communication behaviors . 展开更多
关键词 Brain Communication modality LIZARDS PHEROMONES Social behavior VISION
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WHAT ARE THE ACUPUNCTURE MODALITIES FOR TREATMENT OF EPIGASTRIC PAIN
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作者 胡金生 《Journal of Traditional Chinese Medicine》 SCIE CAS CSCD 1993年第2期157-158,共2页
Epigastric pain is a common symptomusually induced by improper diet(disharmonious temperature effects dam-aging the Spleen and Stomach),emotionalfrustration that stirs up perverted flow ofLiver-qi to disrupt the Stoma... Epigastric pain is a common symptomusually induced by improper diet(disharmonious temperature effects dam-aging the Spleen and Stomach),emotionalfrustration that stirs up perverted flow ofLiver-qi to disrupt the Stomach,or defi-ciency and stagnation of cold in the Spleenand Stomach.Therefore,epigastric pain in-volves the Stomach,the Spleen,and the Liv-er.For treatment,the individual patientsshould be discriminated with respect to thespecific nature of the pain and accom-panying symptoms,and whether the case isone of exuberance or deficiency. 展开更多
关键词 accom disrupt strie MOXIBUSTION STRICT himself minutes MODALITY renewed BENEATH
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Unexpected Dramatic Response of Pretreated Invasive Thymic Malignancies on Pemetrexed-Case Report and Review of Current Treatment Modalities
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作者 Priscilla Raman Veerle Surmont 《Open Journal of Respiratory Diseases》 2012年第4期107-115,共9页
Thymomas are rare and usually slowly growing tumors, originating from the epithelial layer of the thymus. Prognosis depends on the extent of invasion of adjacent tissues whereby multimodality treatment including surge... Thymomas are rare and usually slowly growing tumors, originating from the epithelial layer of the thymus. Prognosis depends on the extent of invasion of adjacent tissues whereby multimodality treatment including surgery with or without adjuvant chemoradiotherapy is the preferred approach for locally advanced thymomas. For metastatic thymomas, only few chemotherapeutic options are available. We report 2 cases of patients with metastatic thymic malignancies with a dramatic response on pemetrexed treatment. The choice for this antifolate therapy is based upon a small series. Because metastatic thymic neoplasm is a rare disease, large randomised trials are not feasible. Case reports on the treatment of these malignancies are very important and can provide readers with the opportunity to deal with rare dis- eases. 展开更多
关键词 THYMOMA PEMETREXED THYMIC Carcinoma Combined Modality THERAPY Molecular Targeted THERAPY
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Multimodal behavior recognition for dairy cow digital twin construction under incomplete modalities:A modality mapping completion network approach 被引量:1
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作者 Yi Zhang Yu Zhang +3 位作者 Meng Gao Xinjie Wang Baisheng Dai Weizheng Shen 《Artificial Intelligence in Agriculture》 2025年第3期459-469,共11页
The recognition of dairy cow behavior is essential for enhancing health management,reproductive efficiency,production performance,and animal welfare.This paper addresses the challenge of modality loss in multimodal da... The recognition of dairy cow behavior is essential for enhancing health management,reproductive efficiency,production performance,and animal welfare.This paper addresses the challenge of modality loss in multimodal dairy cow behavior recognition algorithms,which can be caused by sensor or video signal disturbances arising from interference,harsh environmental conditions,extreme weather,network fluctuations,and other complexities inherent in farm environments.This study introduces a modality mapping completion network that maps incomplete sensor and video data to improve multimodal dairy cow behavior recognition under conditions of modality loss.By mapping incomplete sensor or video data,the method applies a multimodal behavior recognition algorithm to identify five specific behaviors:drinking,feeding,lying,standing,and walking.The results indicate that,under various comprehensive missing coefficients(λ),the method achieves an average accuracy of 97.87%±0.15%,an average precision of 95.19%±0.4%,and an average F1 score of 94.685%±0.375%,with an overall accuracy of 94.67%±0.37%.This approach enhances the robustness and applicability of cow behavior recognition based on multimodal data in situations of modality loss,resolving practical issues in the development of digital twins for cow behavior and providing comprehensive support for the intelligent and precise management of farms. 展开更多
关键词 Multimodal data Modality loss Behavior recognition Dairy cow Digital twin
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Harnessing molecular proximity for antiviral innovations:advances in proximity-inducing modalities against viral infections
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作者 Linan Wu Shujing Xu +4 位作者 Yang Zhou Dazhou Shi Mei Wang Meehyein Kim Peng Zhan 《Science China Chemistry》 2025年第10期4677-4692,共16页
The burgeoning field of proximity-inducing modalities has revolutionized antiviral agent development by harnessing the power of molecular proximity to regulate protein-protein or protein-RNA interactions.This review d... The burgeoning field of proximity-inducing modalities has revolutionized antiviral agent development by harnessing the power of molecular proximity to regulate protein-protein or protein-RNA interactions.This review delves into the innovative strategies and breakthroughs in designing antiviral compounds that leverage induced spatial association,a concept with profound implications for both therapeutic applications and fundamental research.We highlight the role of bifunctional molecules in modulating cellular processes to combat viral infections,underscoring their potential within the proximity induction framework.The review encompasses a comprehensive analysis of current applications and future prospects of proximity-inducing molecules in antiviral research,emphasizing their promise for advancing antiviral therapies and infection control strategies. 展开更多
关键词 antiviral agents proximity-inducing modality drug design molecular proximity protein interactions
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Current Modalities of Fibrosis Assessment in Non-alcoholic Fatty Liver Disease 被引量:9
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作者 Mark CC Cheah Arthur J McCullough George Boon-Bee Goh 《Journal of Clinical and Translational Hepatology》 SCIE 2017年第3期261-271,共11页
Non-alcoholic fatty liver disease (NAFLD) is a burgeoning global health concern.In the subset of NAFLD patients with non-alcoholic steatohepatitis (NASH),the presence of significant fibrosis at index assessment is ass... Non-alcoholic fatty liver disease (NAFLD) is a burgeoning global health concern.In the subset of NAFLD patients with non-alcoholic steatohepatitis (NASH),the presence of significant fibrosis at index assessment is associated with poor prognosis and increased mortality.Hence,there is a growing need to accurately assess and stage fibrosis.Liver biopsy,the current gold standard,has limitations with sampling error and is invasive,with associated inherent risk.This has led to a host of non-invasive means of assessing fibrosis,which has garnered relevance in a disease that requires serial assessment of fibrosis longitudinally over time.This review discusses,comprehensively,the various tools available to the clinician for the assessment of fibrosis,including the various scoring systems used in liver biopsy,the non-invasive means of serum biomarkers,such as the highly-validated NAFLD fibrosis score,and the imaging-based modalities,such as transient elastography and magnetic resonance elastography. 展开更多
关键词 NAFLD Fibrosis assessment modalities
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Application of machine learning in ophthalmic imaging modalities 被引量:6
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作者 Yan Tong Wei Lu +1 位作者 Yue Yu Yin Shen 《Eye and Vision》 SCIE CSCD 2020年第1期214-228,共15页
In clinical ophthalmology,a variety of image-related diagnostic techniques have begun to offer unprecedented insights into eye diseases based on morphological datasets with millions of data points.Artificial intellige... In clinical ophthalmology,a variety of image-related diagnostic techniques have begun to offer unprecedented insights into eye diseases based on morphological datasets with millions of data points.Artificial intelligence(AI),inspired by the human multilayered neuronal system,has shown astonishing success within some visual and auditory recognition tasks.In these tasks,AI can analyze digital data in a comprehensive,rapid and non-invasive manner.Bioinformatics has become a focus particularly in the field of medical imaging,where it is driven by enhanced computing power and cloud storage,as well as utilization of novel algorithms and generation of data in massive quantities.Machine learning(ML)is an important branch in the field of AI.The overall potential of ML to automatically pinpoint,identify and grade pathological features in ocular diseases will empower ophthalmologists to provide high-quality diagnosis and facilitate personalized health care in the near future.This review offers perspectives on the origin,development,and applications of ML technology,particularly regarding its applications in ophthalmic imaging modalities. 展开更多
关键词 Artificial intelligence Deep learning Ophthalmic imaging modalities Machine learning
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Different fundus imaging modalities and technical factors in AI screening for diabetic retinopathy:a review 被引量:4
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作者 Gilbert Lim Valentina Bellemo +3 位作者 Yuchen Xie Xin Q.Lee Michelle Y.T.Yip Daniel S.W.Ting 《Eye and Vision》 SCIE CSCD 2020年第1期201-213,共13页
Background:Effective screening is a desirable method for the early detection and successful treatment for diabetic retinopathy,and fundus photography is currently the dominant medium for retinal imaging due to its con... Background:Effective screening is a desirable method for the early detection and successful treatment for diabetic retinopathy,and fundus photography is currently the dominant medium for retinal imaging due to its convenience and accessibility.Manual screening using fundus photographs has however involved considerable costs for patients,clinicians and national health systems,which has limited its application particularly in less-developed countries.The advent of artificial intelligence,and in particular deep learning techniques,has however raised the possibility of widespread automated screening.Main text:In this review,we first briefly survey major published advances in retinal analysis using artificial intelligence.We take care to separately describe standard multiple-field fundus photography,and the newer modalities of ultrawide field photography and smartphone-based photography.Finally,we consider several machine learning concepts that have been particularly relevant to the domain and illustrate their usage with extant works.Conclusions:In the ophthalmology field,it was demonstrated that deep learning tools for diabetic retinopathy show clinically acceptable diagnostic performance when using colour retinal fundus images.Artificial intelligence models are among the most promising solutions to tackle the burden of diabetic retinopathy management in a comprehensive manner.However,future research is crucial to assess the potential clinical deployment,evaluate the cost-effectiveness of different DL systems in clinical practice and improve clinical acceptance. 展开更多
关键词 Artificial intelligence Deep learning Diabetic retinopathy Fundus photographs Retinal imaging modalities SURVEY
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Comprehensive view on genetic features, therapeutic modalities and prognostic models in adult T-cell lymphoblastic lymphoma 被引量:3
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作者 Qihua Zou Shuyun Ma +1 位作者 Xiaopeng Tian Qingqing Cai 《Blood Science》 2022年第3期155-160,共6页
Adult T-cell lymphoblastic lymphoma(T-LBL)is a rare and aggressive subtype of non-Hodgkin’s lymphoma that differs from pediatric T-LBL and has a worse prognosis.Due to its rarity,little is known about the genetic and... Adult T-cell lymphoblastic lymphoma(T-LBL)is a rare and aggressive subtype of non-Hodgkin’s lymphoma that differs from pediatric T-LBL and has a worse prognosis.Due to its rarity,little is known about the genetic and molecular characteristics,optimal treatment modalities,and prognostic factors of adult T-LBL.Therefore,we summarized the existing studies to comprehensively discuss the above issues in this review.Genetic mutations of NOTCH1/FBXW7,PTEN,RAS,and KMT2D,together with abnormal activation of signaling pathways,such as the JAK-STAT signaling pathway were described.We also discussed the therapeutic modalities.Once diagnosed,adult T-LBL patients should receive intensive or pediatric acute lymphoblastic leukemia regimen and central nervous system prophylaxis as soon as possible,and cranial radiation-free protocols are appropriate.Mediastinal radiotherapy improves clinical outcomes,but adverse events are of concern.Hematopoietic stem cell transplantation may be considered for adult T-LBL patients with high-risk factors or those with relapsed/refractory disease.Besides,several novel prognostic models have been constructed,such as the 5-miRNAs-based classifier,11-gene-based classifier,and 4-CpG-based classifier,which have presented significant prognostic value in adult T-LBL. 展开更多
关键词 Genetic features Prognostic models T-cell lymphoblastic lymphoma Therapeutic modalities
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