Retrieving keyframes most relevant to text from small intestine videos with given labels can efficiently and accurately locate pathological regions. However, training directly on raw video data is extremely slow, while learning visual representations from image-text datasets leads to computational inconsistency. To tackle this challenge, a small bowel video keyframe retrieval based on multi-modal contrastive learning (KRCL) is proposed. This framework fully utilizes textual information from video category labels to learn video features closely related to text, while modeling temporal information within a pretrained image-text model. It transfers knowledge learned from image-text multimodal models to the video domain, enabling interaction among medical videos, images, and text data. Experimental results on the hyper-spectral and Kvasir dataset for gastrointestinal disease detection (Hyper-Kvasir) and the Microsoft Research video-to-text (MSR-VTT) retrieval dataset demonstrate the effectiveness and robustness of KRCL, with the proposed method achieving state-of-the-art performance across nearly all evaluation metrics.
Humans ; Video Recording ; Intestine, Small/diagnostic imaging* ; Machine Learning ; Image Processing, Computer-Assisted/methods* ; Algorithms

BACKGROUND:The long-term effect of All-on-4 implant fixed denture is closely related to biomechanics.Its occlusion design affects the stress distribution of every part of the restoration.However,there is limited and inconclusive biomechanical research on All-on-4 implant fixed denture both domestically and internationally so far.OBJECTIVE:To analyze the effect of different occlusal contacts on the stress distribution of mandibular All-on-4 implant fixed denture.METHODS:A model of mandibular All-on-4 implant fixed denture was established.By changing the loading force,direction,and position,10 loading conditions were set up to simulate centric occlusion,laterotrusive occlusion,and protrusive occlusion.The stress distribution and maximum stress values of every part of the model in different loading conditions were analyzed and compared among each group of models by loading different tooth positions to simulate different occlusal contact types.RESULTS AND CONCLUSION:(1)The stress distribution cloud diagrams of each group of models were basically similar.The stress of the implant was mainly concentrated at the implant neck.The stress of the surrounding bone tissue was mainly concentrated around the implant neck,and the stress of the cortical bone was significantly higher than that of the cancellous bone.The stress of the abutment was mainly concentrated at the connection between the abutment and the implant and the abutment and the upper restoration.The stress of the titanium bracket in the upper restoration was mainly concentrated at the connection between the abutment and the titanium bracket,and the stress of the resin surface in the upper restoration was mainly concentrated on each loading point.(2)In simulating centric occlusion,the maximum stress value of the implant significantly increased when the cantilever was not loaded.It indicates that the mandibular All-on-4 implant fixed denture can have occlusal contact in the distal cantilever during centric occlusion.(3)In simulating laterotrusive occlusion,the maximum stress values of every part of the model significantly increased when simulating canine-guided occlusion.The maximum stress value of the simulated laterotrusive balanced occlusion was slightly lower than that of the simulated group functional occlusion.It indicates that group functional occlusion can be selected in the permanent prosthesis after osseointegration and laterotrusive balanced occlusion can be selected in the provisional restoration of mandibular All-on-4 implant fixed denture.(4)In simulating protrusive occlusion,the maximum stress values of every part of the model significantly increase when only the front tooth is loaded.In simulating protrusive balanced occlusion,the maximum Von-Mises stress value is relatively small.It indicates that the protrusive occlusion of mandibular All-on-4 implant fixed denture can choose protrusive balanced occlusion.

Objective To explore the association between knee torsion and multiple bony abnormali-ties of the lower limb in patients with recurrent patellar dislocation(RPD).Methods The preoperative imaging data of RPD patients treated in our institution between May 2020 and October 2024 were col-lected retrospectively.A total of 238 patients were included in this study,with 83.6%being females.All patients underwent standard hip-knee-ankle CT scans,and lower limb bony structural parameters were reconstructed and measured using Mimics 20.0,focusing on variables such as knee torsion,femo-ral anteversion(FAA),femoral distal torsion angle(DFTA),supratrochlear spur,tibial tuberosity to trochlear groove distance(TT-TG),Caton-Deschamps index,and tibial torsion.Bony abnormalities were categorized based on previously established risk thresholds.Moreover,chi-square tests were em-ployed to compare the composition ratio differences between knee torsion and multiple lower limb osse-ous abnormalities.Results Among all affected knees,the proportion of excessive knee torsion was 33.6%,while in cases with osseous abnormalities,the value was over 40%.Compared with cases of low knee torsion,patients with excessive knee torsion showed significantly higher proportions of FAA(41.3%vs.27.2%,P=0.028),excessive DFTA(60%vs.32.9%,P<0.001),supratrochlear spur(55%vs.38.6%,P=0.016),trochlear dysplasia(93.8%vs.73.4%,P<0.001),excessive TT-TG(68.8%vs.43.7%,P<0.001),and patella alta(50%vs.22.2%,P<0.001).Additionally,95%of knees with excessive torsion exhibited two or more bony risk factors,whereas 55%had four or more bony structural abnormalities,which was significantly higher than those of low knee torsion(55%vs.21.5%,P<0.001).Conclusion In RPD patients,excessive knee torsion is associated with multiple low-er limb bony abnormalities.Moreover,patients with high knee torsion(>12°)are significantly more likely to have multiple bony abnormalities than those with low torsion.Therefore,in surgical decision-making for such patients,lower limb bony abnormalities should be assessed comprehensively.

Objective To explore the association between knee torsion and multiple bony abnormali-ties of the lower limb in patients with recurrent patellar dislocation(RPD).Methods The preoperative imaging data of RPD patients treated in our institution between May 2020 and October 2024 were col-lected retrospectively.A total of 238 patients were included in this study,with 83.6%being females.All patients underwent standard hip-knee-ankle CT scans,and lower limb bony structural parameters were reconstructed and measured using Mimics 20.0,focusing on variables such as knee torsion,femo-ral anteversion(FAA),femoral distal torsion angle(DFTA),supratrochlear spur,tibial tuberosity to trochlear groove distance(TT-TG),Caton-Deschamps index,and tibial torsion.Bony abnormalities were categorized based on previously established risk thresholds.Moreover,chi-square tests were em-ployed to compare the composition ratio differences between knee torsion and multiple lower limb osse-ous abnormalities.Results Among all affected knees,the proportion of excessive knee torsion was 33.6%,while in cases with osseous abnormalities,the value was over 40%.Compared with cases of low knee torsion,patients with excessive knee torsion showed significantly higher proportions of FAA(41.3%vs.27.2%,P=0.028),excessive DFTA(60%vs.32.9%,P<0.001),supratrochlear spur(55%vs.38.6%,P=0.016),trochlear dysplasia(93.8%vs.73.4%,P<0.001),excessive TT-TG(68.8%vs.43.7%,P<0.001),and patella alta(50%vs.22.2%,P<0.001).Additionally,95%of knees with excessive torsion exhibited two or more bony risk factors,whereas 55%had four or more bony structural abnormalities,which was significantly higher than those of low knee torsion(55%vs.21.5%,P<0.001).Conclusion In RPD patients,excessive knee torsion is associated with multiple low-er limb bony abnormalities.Moreover,patients with high knee torsion(>12°)are significantly more likely to have multiple bony abnormalities than those with low torsion.Therefore,in surgical decision-making for such patients,lower limb bony abnormalities should be assessed comprehensively.

BACKGROUND:The long-term effect of All-on-4 implant fixed denture is closely related to biomechanics.Its occlusion design affects the stress distribution of every part of the restoration.However,there is limited and inconclusive biomechanical research on All-on-4 implant fixed denture both domestically and internationally so far.OBJECTIVE:To analyze the effect of different occlusal contacts on the stress distribution of mandibular All-on-4 implant fixed denture.METHODS:A model of mandibular All-on-4 implant fixed denture was established.By changing the loading force,direction,and position,10 loading conditions were set up to simulate centric occlusion,laterotrusive occlusion,and protrusive occlusion.The stress distribution and maximum stress values of every part of the model in different loading conditions were analyzed and compared among each group of models by loading different tooth positions to simulate different occlusal contact types.RESULTS AND CONCLUSION:(1)The stress distribution cloud diagrams of each group of models were basically similar.The stress of the implant was mainly concentrated at the implant neck.The stress of the surrounding bone tissue was mainly concentrated around the implant neck,and the stress of the cortical bone was significantly higher than that of the cancellous bone.The stress of the abutment was mainly concentrated at the connection between the abutment and the implant and the abutment and the upper restoration.The stress of the titanium bracket in the upper restoration was mainly concentrated at the connection between the abutment and the titanium bracket,and the stress of the resin surface in the upper restoration was mainly concentrated on each loading point.(2)In simulating centric occlusion,the maximum stress value of the implant significantly increased when the cantilever was not loaded.It indicates that the mandibular All-on-4 implant fixed denture can have occlusal contact in the distal cantilever during centric occlusion.(3)In simulating laterotrusive occlusion,the maximum stress values of every part of the model significantly increased when simulating canine-guided occlusion.The maximum stress value of the simulated laterotrusive balanced occlusion was slightly lower than that of the simulated group functional occlusion.It indicates that group functional occlusion can be selected in the permanent prosthesis after osseointegration and laterotrusive balanced occlusion can be selected in the provisional restoration of mandibular All-on-4 implant fixed denture.(4)In simulating protrusive occlusion,the maximum stress values of every part of the model significantly increase when only the front tooth is loaded.In simulating protrusive balanced occlusion,the maximum Von-Mises stress value is relatively small.It indicates that the protrusive occlusion of mandibular All-on-4 implant fixed denture can choose protrusive balanced occlusion.

Objective: To investigate the prognostic utility of radiomics features extracted from 18 F-fluorodeoxyglucose (FDG) PET/CT combined with clinical factors and metabolic parameters in predicting progression-free survival (PFS) and overall survival (OS) in individuals diagnosed with extranodal nasal-type NK/T cell lymphoma (ENKTCL). Materials and Methods: A total of 126 adults with ENKTCL who underwent 18 F-FDG PET/CT examination before treatment were retrospectively included and randomly divided into training (n = 88) and validation cohorts (n = 38) at a ratio of 7:3.Least absolute shrinkage and selection operation Cox regression analysis was used to select the best radiomics features and calculate each patient’s radiomics scores (RadPFS and RadOS). Kaplan–Meier curve and Log-rank test were used to compare survival between patient groups risk-stratified by the radiomics scores. Various models to predict PFS and OS were constructed, including clinical, metabolic, clinical + metabolic, and clinical + metabolic + radiomics models. The discriminative ability of each model was evaluated using Harrell’s C index. The performance of each model in predicting PFS and OS for 1-, 3-, and 5-years was evaluated using the time-dependent receiver operating characteristic (ROC) curve. Results: Kaplan–Meier curve analysis demonstrated that the radiomics scores effectively identified high- and low-risk patients (all P < 0.05). Multivariable Cox analysis showed that the Ann Arbor stage, maximum standardized uptake value (SUVmax), and RadPFS were independent risk factors associated with PFS. Further, β2-microglobulin, Eastern Cooperative Oncology Group performance status score, SUVmax, and RadOS were independent risk factors for OS. The clinical + metabolic + radiomics model exhibited the greatest discriminative ability for both PFS (Harrell’s C-index: 0.805 in the validation cohort) and OS (Harrell’s C-index: 0.833 in the validation cohort). The time-dependent ROC analysis indicated that the clinical + metabolic + radiomics model had the best predictive performance. Conclusion The PET/CT-based clinical + metabolic + radiomics model can enhance prognostication among patients with ENKTCL and may be a non-invasive and efficient risk stratification tool for clinical practice.

Objective To overcome the limitations of existing human respiratory syncytial virus(hRSV)animal models,such as semi-permissiveness and short duration of infection,this study established an IL2rg gene knockout(IL2rg-/-)rat model using TALEN gene editing technology.Methods The animal model was infected with hRSV intranasally.Clinical characteristics,body weight,and temperature changes were observed over the infection period(0～35 days).The total viral loads in respiratory organs,such as the nasal tissue,trachea,and lungs,were measured at various time points(4,11,20,and 35 days post-infection).Pathological analysis was conducted on target organs at the endpoint of observation(35 days post-infection).Changes in peripheral blood T,B,NK,and NKT cells and various cytokines were assessed at various time points(4,20,and 35 days post-infection).Results(1)IL2rg/-knockout rats sustained high viral loads in the nasal cavity upon intranasal inoculation with hRSV.The average peak titer rapidly reached 1 × 1010 copies/g in nasal tissue and 1 × 107 copies/g up to 5 weeks post-infection.(2)However,no significant pathological changes were noted in nasal,tracheal,or lung tissues.(3)An increase was observed in the content of peripheral blood B cells in hRSV-infected IL2rg--rats.(4)IL-6 and MCP-1 were increased in the early stage of infection and then decreased at the end of the observation period.Conclusions This study established a new IL2rg-/-rat model using TALEN technology and found that this model effectively supported high-level replication and long-term infection of hRSV,providing a good basis for antiviral drug screening and in vivo efficacy evaluation of anti-hRSV antibodies.

Alzheimer's disease(AD),the most common progressive neurodegenerative disease in dementia,is also a special lipid disease.From the perspective of modern medicine,cholesterol homeostasis is an important risk factor for AD.Amyloid-beta plaque deposition,neurofibrillary tangles,and large amount of lipid granule accumulation are typical pathological features of AD.From the perspective of TCM,turbidity is the key to the pathogenesis of AD.Phlegm turbid,stasis turbid and turbid toxin are the concrete derivation of turbidity,which are the standard of AD.Cholesterol is the greasy lipid which is produced from of the essence of water and food,the disturbance of cholesterol homeostasis is a typical embodiment of the pathogenesis mechanism of endogenous turbidity.Regulating cholesterol homeostasis by traditional Chinese medicine may be a new direction for the treatment of AD in the future.Focusing on the modern research of cholesterol homeostasis,taking the theory of turbidity as the starting point,this paper analyzed the correlation between the connotation of turbidity theory and the imbalance of cholesterol homeostasis as well as the pathogenesis mechanism,and further elucidated the clinical application results in the treatment of AD from the aspects of phlegm turbid,stasis turbid and turbid toxin,so as to better guide clinical practice and scientific research.

Epidemiological and animal studies indicate that pre-existing diabetes increases the risk of Parkinson's disease(PD).However,the mechanisms underlying this association remain unclear.In the present study,we found that high glucose(HG)levels in the cerebrospinal fluid(CSF)of diabetic rats might enhance the effect of a subthreshold dose of the neurotoxin 6-hydroxydopamine(6-OHDA)on the development of motor disorders,and the damage to the nigrostriatal dopaminergic neuronal pathway.In vitro,HG promoted the 6-OHDA-induced apoptosis in PC12 cells differentiated to neurons with nerve growth factor(NGF)(NGF-PC12).Metabolomics showed that HG promoted hyperglycolysis in neurons and impaired tricarboxylic acid cycle(TCA cycle)activity,which was closely related to abnormal mito-chondrial fusion,thus resulting in mitochondrial loss.Interestingly,HG-induced upregulation of pyruvate kinase M2(PKM2)combined with 6-OHDA exposure not only mediated glycolysis but also promoted abnormal mitochondrial fusion by upregulating the expression of MFN2 in NGF-PC12 cells.In addition,we found that PKM2 knockdown rescued the abnormal mitochondrial fusion and cell apoptosis induced by HG+6-OHDA.Furthermore,we found that shikonin(SK),an inhibitor of PKM2,restored the mito-chondrial number,promoted TCA cycle activity,reversed hyperglycolysis,enhanced the tolerance of cultured neurons to 6-OHDA,and reduced the risk of PD in diabetic rats.Overall,our results indicate that diabetes promotes hyperglycolysis and abnormal mitochondrial fusion in neurons through the upre-gulation of PKM2,leading to an increase in the vulnerability of dopaminergic neurons to 6-OHDA.Thus,the inhibition of PKM2 and restoration of mitochondrial metabolic homeostasis/pathways may prevent the occurrence and development of diabetic PD.

Objective:To evaluate rapid on-site evaluation (ROSE) in endoscopic ultrasound-guided fine needle aspiration (EUS-FNA) for pancreatic solid lesions, and to compare the difference in ROSE performance between cytopathologists and trained endoscopists.Methods:A total of 168 consecutive patients with pancreatic solid lesions who underwent EUS-FNA from January 2014 to December 2020 at Fuding Hospital, Fujian University of Traditional Chinese Medicine were recruited. The patients who did not receive ROSE from January 2014 to November 2017 were included in N-ROSE group ( n=67). Since December 2017, the patients who intended to receive EUS-FNA were divided into E-ROSE group ( n=59, patients who received EUS-FNA and ROSE by endoscopists trained with cytopathology) and C-ROSE group ( n=42,patients who received EUS-FNA by untrained endoscopists and ROSE by cytopathologists) according to random number table. The number of punctures, sample adequacy, cytological diagnosis, final diagnosis and diagnostic efficiency (including the sensitivity, the specificity, the positive predictive value, the negative predictive value and the accuracy) in 3 groups were compared. Results:(1) The puncture number in N-ROSE group (4.22±0.76) was significantly more than E-ROSE group (3.12±0.79, P<0.001) and C-ROSE group (3.24±0.91, P<0.001). (2) The proportions of adequate samples in N-ROSE group [82.09% (55/67)] was significantly lower than those of E-ROSE group [96.61% (57/59), χ2=5.308, P=0.021] and C-ROSE group [97.62% (41/42), χ2=4.541, P=0.033]. The proportion of negative cytological diagnosis in N-ROSE group [40.30% (27/67)] was significantly higher than those of E-ROSE group [20.34% (12/59), χ2=5.848, P=0.016] and C-ROSE group [19.05% (8/42), χ2=5.348, P=0.021]. (3) The sensitivity of N-ROSE group [74.07% (40/54)] was significantly lower than those of E-ROSE group [94.00% (47/50), χ2=6.151, P=0.013] and C-ROSE group [94.44% (34/36), χ2=4.817, P=0.028]. The accuracy in N-ROSE group [79.10% (53/67)] was significantly lower than those of E-ROSE group [94.92% (56/59), χ2=5.433, P=0.020] and C-ROSE group [95.24% (40/42), χ2=4.155, P=0.042]. (4) There was no significant difference in any observational index between E-ROSE group and C-ROSE group ( P>0.05). Conclusion:ROSE in EUS-FNA can improve sample adequacy, the diagnostic sensitivity and accuracy, and reduce the number of punctures. The sample adequacy and diagnostic efficiency of endoscopists trained with cytopathology are comparable to those of cytopathologists.