BACKGROUND The prognosis of patients with poorly differentiated gastric neuroendocrine neoplasms(PDGNENs)is dismal and related research is limited.AIM To investigate the prognostic factors,and validate a novel prognos...BACKGROUND The prognosis of patients with poorly differentiated gastric neuroendocrine neoplasms(PDGNENs)is dismal and related research is limited.AIM To investigate the prognostic factors,and validate a novel prognostic nomogram for PDGNEN patients.METHODS We conducted a retrospective study using clinical and pathological data from PDGNEN patients treated at the First Medical Center of the Chinese PLA General Hospital from January 2000 to June 2023.Overall survival(OS)differences were assessed with the Log-rank test and Kaplan-Meier survival curves.Cox regression analysis identified independent risk factors for prognosis.Model performance was evaluated using Harrell’s concordance index,receiver operating characteristic analysis,area under the curve,calibration curves,and decision curve analysis(UDC),including the area under the UDC.RESULTS The study included 336 patients(227 with neuroendocrine carcinoma and 109 with mixed adenoneuroendocrine carcinoma).The average age was 62.7 years.The cohort comprised 80(24.7%)patients in stage I,146(42.9%)in stage II,62(18.1%)in stage III,and 48(14.3%)in stage IV.Significant differences in OS were observed across tumor-node-metastasis stages(P<0.001).Multivariate analysis showed age,Ki-67 index,invasion depth,lymph node metastasis,distant metastasis,and platelet-to-lymphocyte ratio as independent risk factors.We developed a nomogram with a concordance index of 0.779(95%confidence interval:0.743-0.858).Receiver operating characteristic analysis showed area under the curves for 1-year,3-year,and 5-year OS predictions of 0.865,0.850,and 0.890,respectively.The calibration curve demonstrated good agreement with actual outcomes.The area under the UDC for the nomogram vs the 8th American Joint Committee on Cancer tumor-node-metastasis staging system were 0.047 vs 0.027,0.291 vs 0.179,and 0.376 vs 0.216 for 1-year,3-year,and 5-year OS,respectively.CONCLUSION PDGNENs are predominantly found in older men,often in advanced stages at diagnosis,resulting in poor prognosis.The established nomogram demonstrates strong predictive capability and clinical utility.展开更多
BACKGROUND Thyroid malignancies,while accounting for a small proportion of cancer diagnoses globally,have demonstrated a consistent upward trend in occurrence across diverse populations,with gender-specific analyses r...BACKGROUND Thyroid malignancies,while accounting for a small proportion of cancer diagnoses globally,have demonstrated a consistent upward trend in occurrence across diverse populations,with gender-specific analyses revealing a disproportionate burden among women.Despite the characteristically indolent nature of most thyroid carcinomas and their associated high survival rates,emerging evidence points to significant unmet needs regarding psychosocial adaptation and neuropsychiatric sequelae in this growing survivor population.The spectrum of mental health conditions,ranging from affective and anxiety disorders to cognitive impairments,presents substantial barriers to functional recovery and may potentially influence disease trajectories through complex psychoneuroimmunological pathways.Clinical observations consistently report elevated rates of mood disturbances and executive function deficits persisting throughout the cancer continuum,from active treatment into extended follow-up periods.These findings highlight a critical knowledge gap in understanding the dynamic interplay between thyroid cancer biology,its therapeutic interventions,and the development of treatment-resistant psychiatric manifestations that complicate long-term patient care.AIM To analyse the factors influencing the poor prognosis of patients surviving longterm differentiated thyroid cancer with psychiatric disorders and to construct a prediction model.METHODS Forty-eight patients with mental disorders combined with differentiated thyroid cancer who were treated in our hospital during the period of March 2018 to March 2023 were retrospectively selected as the study subjects(thyroid cancer group),and 30 cases each of patients with mental disorders combined with benign thyroid nodules(benign nodules group)and patients with mental disorders alone(mental disorders group),who were treated during the same time period,were selected as controls.The patients with differentiated thyroid cancer were further divided into a poor prognosis group(10 cases)and a good prognosis group(38 cases).The study outcome was poor prognosis as shown by whole body bone imaging within 2 years after thyroid cancer surgery.Factors influencing poor prognosis in survivors of differentiated thyroid cancer were analyzed by univariate and multivariate logistic regression analyses,receiver operating characteristic(ROC)curve analysis was used to assess the predictive efficacy of these factors for poor prognosis,and the DeLong test was used to determine whether there was a statistically significant difference in the area under the curve(AUC)of the model.RESULTS One-way logistic regression analysis showed that tumour diameter[odds ratio(OR)=19.190,P=0.002],T-stage(OR=7.692,P=0.018),extra-glandular infiltration(OR=37.000,P=0.003),degree of differentiation(OR=24.667,P=0.008),serum free T3(OR=22.348,P=0.025),serum free T4(FT4)(OR=1.158,P=0.002),total bilirubin(TBil)(OR=1.792,P=0.004),albumin(OR=0.675,P=0.003),cortisol(OR=1.180,P=0.003),norepinephrine(OR=1.047,P=0.002),angiotensin II(OR=1.975,P=0.002),and superoxide dismutase(OR=0.515,P=0.005)all increased the risk of poor prognosis in patients with psychiatric disorders and long-term differentiated thyroid cancer.Multifactorial logistic regression analysis showed that tumour diameter(OR=16.570,P=0.021),extraglandular infiltration(OR=53.145,P=0.010),FT4(OR=1.186,P=0.007),and TBil(OR=2.823,P=0.048)were independent risk factors for poor prognosis of patients with psychiatric disorders with long-term differentiated thyroid cancer,and the regression equation was:Y=2.808×tumour diameter+3.973×extra-glandular infiltration+0.171×FT4+1.038×TBil-88.138.ROC analysis showed that the predictive power of the overall model(AUC=0.992,P=0.000)was significantly higher than that of independent risk factors(DeLong test P<0.05).CONCLUSION Tumour diameter,extra-glandular infiltration,FT4,and TBil are independent risk factors for poor prognosis in patients with psychiatric disorders with long-term differentiated thyroid cancer,and the combination of these factors is of higher value in predicting the prognosis of patients.These risk factors can be used as a basis to develop a reasonable prognostic management plan in clinical practice for patients with long-term differentiated thyroid cancer with mental disorders,so as to improve the prognosis and quality of life of patients.展开更多
BACKGROUND Poorly differentiated thyroid carcinoma(PDTC)is a rare and aggressive form of thyroid cancer.Distant metastasis occurs frequently in PDTC.AIM To determine factors associated with distant metastasis and the ...BACKGROUND Poorly differentiated thyroid carcinoma(PDTC)is a rare and aggressive form of thyroid cancer.Distant metastasis occurs frequently in PDTC.AIM To determine factors associated with distant metastasis and the effects of metastasis,either diagnosed on initial presentation or developing during follow-up,on mortality in PDTC patients.METHODS Patients with PDTC diagnosed between January 1,1985 and July 31,2022 were identified using a thyroid cancer database at a medical center in Taiwan.Factors associated with distant metastasis and cancer-specific survival(CSS)were analyzed using binary logistic analysis and Cox regression,respectively.Survival analysis was conducted using the Kaplan–Meier method.RESULTS The study cohort included 39 patients with PDTC,including 16 with distant metastasis on initial presentation,5 with metastasis during the follow-up period,and 18 with no evidence of metastasis.Older age(≥45 years)was significantly associated with a higher risk of distant metastasis(odds ratio:5.31;95%confi-dence interval:1.27–22.2;P=0.018),while sex,tumor size,T stage,and N stage were not associated with distant metastasis.Patients with metastatic PDTC,either diagnosed at presentation or developing during follow-up,had poorer 5-year CSS rates(55.0%and 40.0%,respectively)than those without metastasis(5-year CSS,93.8%)(P=0.001 for both comparisons).CONCLUSION Older patients with PDTC have an increased risk of distant metastasis.Patients with metastatic PDTC,both diagnosed at presentation and developing during follow-up,have a dismal prognosis.展开更多
This study explores differentiated instructional strategies in higher education,focusing on municipal universities in Beijing to address the needs of students requiring special academic and psychological support.Despi...This study explores differentiated instructional strategies in higher education,focusing on municipal universities in Beijing to address the needs of students requiring special academic and psychological support.Despite standardized cultivation frameworks in universities,significant variations persist among undergraduates in academic planning,cognitive traits,and psychological profiles.A minority of students face challenges due to cognitive misjudgments(e.g.,unrealistic self-assessment),goal fixation(e.g.,excessive focus on postgraduate exams or studying abroad),psychological barriers(e.g.,social withdrawal),or mental health crises,which hinder their academic integration and personal development.Universities must adopt flexible,compliance-oriented differentiated instruction within standardized frameworks to support at-risk students.Strategies should balance personalized interventions with institutional fairness,ensuring equitable opportunities for all students while safeguarding academic integrity.展开更多
BACKGROUND The log odds of positive lymph nodes(LODDS)are correlated with survival outcomes in gastric cancer(GC)patients.However,the prognostic value across different tumor differentiation levels remains unclear.AIM ...BACKGROUND The log odds of positive lymph nodes(LODDS)are correlated with survival outcomes in gastric cancer(GC)patients.However,the prognostic value across different tumor differentiation levels remains unclear.AIM To evaluate the independent prognostic value of LODDS and the stratified predictive efficacy in GC patients with different histologic differentiations.METHODS We conducted a retrospective analysis of 2103 GC patients who underwent radical gastrectomy at Zhejiang Cancer Hospital.The prognostic value of LODDS was compared with that of other lymph node-based metrics,including the pathologic N stage,number of positive lymph nodes,number of total lymph nodes,and lymph node ratio,stratified by tumor differentiation.RESULTS LODDS was identified as an independent prognostic factor for overall survival in moderately to poorly differentiated GC patients.LODDS demonstrated superior predictive accuracy over other lymph node metrics.A nomogram incorporating LODDS,age,carbohydrate antigen(CA)125,carcinoembryonic antigen,and tumor differentiation showed good predictive accuracy(C-index=0.703).A higher LODDS was significantly associated with an increased risk of recurrence or metastasis,poorly differentiated tumors,advanced cancer,mucinous gastric adenocarcinoma,nerve invasion,and vascular tumor thrombus.Additionally,LODDS was positively correlated with the tumor markers CA19-9,CA72-4,CA125,and CA242(all P<0.05).CONCLUSION LODDS is an independent prognostic indicator for patients with moderately and poorly differentiated GC,and its predictive performance is superior to that of other models.展开更多
Objective: To investigate the role of collagen IV and PAS positive substancesecreted by tumor cells in vasculogenic mimicry (VM) and the effects of VM on tumor cells expressingVEGF. Methods: 158 cases of bi-direction ...Objective: To investigate the role of collagen IV and PAS positive substancesecreted by tumor cells in vasculogenic mimicry (VM) and the effects of VM on tumor cells expressingVEGF. Methods: 158 cases of bi-direction differential malignant tumor specimens withparaffin-embedded were enrolled into our study and made tissue microarray which were dual-stainedwith CD31-PAS and stained with collagen IV. The difference of the areas and distribution withpattern surrounded by between CD31 and PAS positive respectively were identified via grid-counting,as well as the difference of VEGF expression with VE absent and present. Results: The basementmembrane of VM was both PAS and collagen IV positive. VEGF expression in the bi-directiondifferential malignant tumor was higher VM-absent than VM-present and the difference wasstatistically significance in malignant melanoma and alveolar rhabdomyosarcoma (P 【 0.05).Conclusion: PAS positive substance and collagen IV compose the wall of VE and VE could provide theoxygen and nutrition for tumor growth and progression.展开更多
Formative assessment is crucial to differentiated language teaching.To ensure the quality of differentiated teaching,some assessment instruments should be adopted during formative assessment,such as differentiated lea...Formative assessment is crucial to differentiated language teaching.To ensure the quality of differentiated teaching,some assessment instruments should be adopted during formative assessment,such as differentiated learning portfolios and group activity journal.The effective application of these instruments can also improve the students' autonomous language learning ability.展开更多
This paper deals with Mckean-Vlasov backward stochastic differential equations with weak monotonicity coefficients.We first establish the existence and uniqueness of solutions to Mckean-Vlasov backward stochastic diff...This paper deals with Mckean-Vlasov backward stochastic differential equations with weak monotonicity coefficients.We first establish the existence and uniqueness of solutions to Mckean-Vlasov backward stochastic differential equations.Then we obtain a comparison theorem in one-dimensional situation.展开更多
The capture zones of the continuous and pulsed guidance laws in the pursuit-evasion game are analytically discussed in this paper to provide deep insights into the capturability distinction between the continuous guid...The capture zones of the continuous and pulsed guidance laws in the pursuit-evasion game are analytically discussed in this paper to provide deep insights into the capturability distinction between the continuous guidance law and the pulsed guidance law.Specifically,first,in the pursuit-evasion game,various capture cases are defined regarding the Zero-Effort Miss distance(ZEM)to facilitate the capturability analysis.Then,for both the evader and the pursuer,the Linear-Quadratic Differential Game(LQDG)guidance laws concerning the continuous acceleration and the pulsed acceleration are converted into a unified form.In each capture case,the optimal solution existence conditions are derived,and the corresponding capture zones are formulated.The discussion on the capture zones shows that if the optimal solution exists,the distinction between the pulsed guidance law and the continuous guidance law can be neglected under small guidance effort weight.However,the capture zone of the continuous guidance law is larger than that of the pulsed guidance law with large pursuer guidance effort weight,but smaller with large evader guidance effort weight.Finally,various simulations are conducted to illustrate the distinction of the continuous and pulsed guidance laws,as well as the impact of the acceleration ratio and the time constant ratio on the capturability.展开更多
At the start of the new year,Cao Xiucheng,Chairman of Henan No.2 Textile Machinery Co.,Ltd.,was on his way to visit clients when he kept receiving urgent calls from the Xinyang production base regarding order scheduli...At the start of the new year,Cao Xiucheng,Chairman of Henan No.2 Textile Machinery Co.,Ltd.,was on his way to visit clients when he kept receiving urgent calls from the Xinyang production base regarding order scheduling.It turned out that since the end of 2025,the company had successively secured bulk spindle orders from overseas clients in Bangladesh and other countries,coupled with continuous urgent requests for orders from domestic manufacturers.Faced with such a production peak right at the beginning of the year,Mr.Cao Xiucheng admitted,“It was truly unexpected.”展开更多
This study addresses the risk of privacy leakage during the transmission and sharing of multimodal data in smart grid substations by proposing a three-tier privacy-preserving architecture based on asynchronous federat...This study addresses the risk of privacy leakage during the transmission and sharing of multimodal data in smart grid substations by proposing a three-tier privacy-preserving architecture based on asynchronous federated learning.The framework integrates blockchain technology,the InterPlanetary File System(IPFS)for distributed storage,and a dynamic differential privacy mechanism to achieve collaborative security across the storage,service,and federated coordination layers.It accommodates both multimodal data classification and object detection tasks,enabling the identification and localization of key targets and abnormal behaviors in substation scenarios while ensuring privacy protection.This effectively mitigates the single-point failures and model leakage issues inherent in centralized architectures.A dynamically adjustable differential privacy mechanism is introduced to allocate privacy budgets according to client contribution levels and upload frequencies,achieving a personalized balance between model performance and privacy protection.Multi-dimensional experimental evaluations,including classification accuracy,F1-score,encryption latency,and aggregation latency,verify the security and efficiency of the proposed architecture.The improved CNN model achieves 72.34%accuracy and an F1-score of 0.72 in object detection and classification tasks on infrared surveillance imagery,effectively identifying typical risk events such as not wearing safety helmets and unauthorized intrusion,while maintaining an aggregation latency of only 1.58 s and a query latency of 80.79 ms.Compared with traditional static differential privacy and centralized approaches,the proposed method demonstrates significant advantages in accuracy,latency,and security,providing a new technical paradigm for efficient,secure data sharing,object detection,and privacy preservation in smart grid substations.展开更多
The generation of synthetic trajectories has become essential in various fields for analyzing complex movement patterns.However,the use of real-world trajectory data poses significant privacy risks,such as location re...The generation of synthetic trajectories has become essential in various fields for analyzing complex movement patterns.However,the use of real-world trajectory data poses significant privacy risks,such as location reidentification and correlation attacks.To address these challenges,privacy-preserving trajectory generation methods are critical for applications relying on sensitive location data.This paper introduces DPIL-Traj,an advanced framework designed to generate synthetic trajectories while achieving a superior balance between data utility and privacy preservation.Firstly,the framework incorporates Differential Privacy Clustering,which anonymizes trajectory data by applying differential privacy techniques that add noise,ensuring the protection of sensitive user information.Secondly,Imitation Learning is used to replicate decision-making behaviors observed in real-world trajectories.By learning from expert trajectories,this component generates synthetic data that closely mimics real-world decision-making processes while optimizing the quality of the generated trajectories.Finally,Markov-based Trajectory Generation is employed to capture and maintain the inherent temporal dynamics of movement patterns.Extensive experiments conducted on the GeoLife trajectory dataset show that DPIL-Traj improves utility performance by an average of 19.85%,and in terms of privacy performance by an average of 12.51%,compared to state-of-the-art approaches.Ablation studies further reveal that DP clustering effectively safeguards privacy,imitation learning enhances utility under noise,and the Markov module strengthens temporal coherence.展开更多
With the increasing complexity of malware attack techniques,traditional detection methods face significant challenges,such as privacy preservation,data heterogeneity,and lacking category information.To address these i...With the increasing complexity of malware attack techniques,traditional detection methods face significant challenges,such as privacy preservation,data heterogeneity,and lacking category information.To address these issues,we propose Federated Dynamic Prototype Learning(FedDPL)for malware classification by integrating Federated Learning with a specifically designed K-means.Under the Federated Learning framework,model training occurs locally without data sharing,effectively protecting user data privacy and preventing the leakage of sensitive information.Furthermore,to tackle the challenges of data heterogeneity and the lack of category information,FedDPL introduces a dynamic prototype learning mechanism,which adaptively adjusts the clustering prototypes in terms of position and number.Thus,the dependency on predefined category numbers in typical K-means and its variants can be significantly reduced,resulting in improved clustering performance.Theoretically,it provides a more accurate detection of malicious behavior.Experimental results confirm that FedDPL excels in handling malware classification tasks,demonstrating superior accuracy,robustness,and privacy protection.展开更多
Nuclear heating plays an important aspect in design and deployment of both fission and fusion reactors and experimental devices in terms of cooling requirements. Two experimental campaigns in the framework of a collab...Nuclear heating plays an important aspect in design and deployment of both fission and fusion reactors and experimental devices in terms of cooling requirements. Two experimental campaigns in the framework of a collaboration project between the French Atomic and Alternative Energy Commission(CEA) and Jožef Stefan Institute(JSI), Slovenia, have been performed at the JSI TRIGA reactor for the experimental assessment of nuclear heating in fission and fusion-relevant materials by the differential calorimetry technique, based on the CALMOS and CARMEN differential calorimeters, previously developed at CEA. The results of the first campaign performed at reactor powers between 100 and 250 kW have already been reported, highlighting some measurement difficulties. Therefore, the second campaign was performed at a lower reactor power of 30 kW to overcome these issues. Moreover, a computational analysis of the experiments was performed using the JSIR2S code package to calculate the nuclear heating levels. Both experiments and their reproduction by simulations are described in detail. We present a comparison of the previously reported measured nuclear heating values of the first campaign with the computational results, with consistent underestimation by simulations by 8–35%. We report the experimental and computational results for the second experimental campaign performed at a reactor power of 30 kW. The simulated heating values were in agreement with the measurements within the measured heating uncertainty, with simulated heating 2.7–11.3% lower than the experimental values.展开更多
BACKGROUND The treatment technology of liver cancer is progressing.In addition to traditional surgical resection,combined therapies of immunotherapy based on immune checkpoint inhibitors,chemotherapy,and transcatheter...BACKGROUND The treatment technology of liver cancer is progressing.In addition to traditional surgical resection,combined therapies of immunotherapy based on immune checkpoint inhibitors,chemotherapy,and transcatheter arterial chemoembolization for hepatocellular carcinoma are more and more widely used.Accurate preoperative diagnosis of liver cancer will provide important information for comprehensive treatment and prognosis evaluation of liver cancer.Sonazoidcontrast-enhanced ultrasound is not only helpful for the qualitative diagnosis of liver lesions,but also has great potential in the diagnosis of histological differentiation of liver cancer.AIM To assess the differentiation of hepatocellular carcinoma(HCC)by utilizing the parameters and imaging features of Sonazoid-contrast-enhanced ultrasound(CEUS).METHODS A retrospective analysis was conducted on the CEUS data of 239 lesions through case-control study.These patients received Sonazoid-CEUS within one week before surgery and were confirmed as HCC by postoperative pathology.Within the cases,patients were further categorized into well-differentiated and poorlydifferentiated group.Time-intensity curves of the region of interest in both arterial and Kupffer phases were generated,allowing for the acquisition of quantitative parameters to assess the diagnostic efficacy in distinguishing lesions between these two groups and determining an appropriate cut-off value.RESULTS Univariate analysis showed that the absolute value of enhancement intensity(EIAV),intensity ratio(IR)and intensity difference(ID)in Kupffer phase were statistically different between the groups with different degree(P=0.015,P=0.000,P=0.000).The sensitivity and specificity were 40.2%,82.4%,80.4% and 78.1%,86.9% and 74.5%,respectively,for differentiating HCC lesions with EIAV≥56.384 dB,IR≥1.215 and ID≥9.184 dB.The area under the receiver operating characteristic curve were 0.590,0.877,0.815.There was no significant difference in the parameters of arterial phase,including peak time,initial growth time,rise time and the absolute value of peak intensity of lesions between the two groups(P>0.05).Multivariate analysis showed that the level of alphafetoprotein(AFP)and IR were risk factors for poor differentiation(P=0.001).CONCLUSION Among the parameters of Sonazoid-CEUS,IR in Kupffer phase exhibits superior diagnostic efficacy with high sensitivity and specificity in the diagnose of pathological differentiation of HCC.Combined with preoperative AFP level,a more accurate diagnosis will be obtained.Compared with portal vein phase,Kupffer phase showed the ability to identify HCC lesions more sensitive.These findings hold significant guiding implications and reference value for clinical practice.展开更多
Stem cell proliferation is tightly regulated in developing and adult tissues through the coordinated action of cell-intrinsic and extracellular signals.Although many extracellular cues were identified,the cell-intrins...Stem cell proliferation is tightly regulated in developing and adult tissues through the coordinated action of cell-intrinsic and extracellular signals.Although many extracellular cues were identified,the cell-intrinsic mechanisms underlying the decision of a stem cell to proliferate,enter a dormant quiescent state or differentiate into a specific cell type remains incompletely understood.展开更多
The proliferation of carrier aircraft and the integration of unmanned aerial vehicles(UAVs)on aircraft carriers present new challenges to the automation of launch and recovery operations.This paper investigates a coll...The proliferation of carrier aircraft and the integration of unmanned aerial vehicles(UAVs)on aircraft carriers present new challenges to the automation of launch and recovery operations.This paper investigates a collaborative scheduling problem inherent to the operational processes of carrier aircraft,where launch and recovery tasks are conducted concurrently on the flight deck.The objective is to minimize the cumulative weighted waiting time in the air for recovering aircraft and the cumulative weighted delay time for launching aircraft.To tackle this challenge,a multiple population self-adaptive differential evolution(MPSADE)algorithm is proposed.This method features a self-adaptive parameter updating mechanism that is contingent upon population diversity,an asynchronous updating scheme,an individual migration operator,and a global crossover mechanism.Additionally,comprehensive experiments are conducted to validate the effectiveness of the proposed model and algorithm.Ultimately,a comparative analysis with existing operation modes confirms the enhanced efficiency of the collaborative operation mode.展开更多
Cultured meat provides a sustainable and safe alternative to traditional meat production by culturing animal cells in vitro.Cultured fat is an important component of cultured meat,contributing to its flavor,texture,an...Cultured meat provides a sustainable and safe alternative to traditional meat production by culturing animal cells in vitro.Cultured fat is an important component of cultured meat,contributing to its flavor,texture,and nutrition.Induced adipogenic differentiation is the most important step in the production of cultured fat,but conventional adipogenic inducer cocktails are complex and contain non-food-grade substances,which introduces a food safety risk for cultured meat products.Here we demonstrated that a food-grade substance,peanut oil(P-OIL),promoted adipogenic differentiation and lipid accumulation of bovine adipose-derived stem cells,based on which a simple and efficient approach was developed to produce cultured bovine fat.Mechanistic analysis showed that P-OIL upregulated genes involved in lipid synthesis and storage,such as peroxisome proliferator-activated receptor y(PPARy),carnitine palmitoyltransferase 2,and lipoprotein lipase,by activating the PPAR signaling pathway during adipogenesis.Notably,the lipid composition of cultured bovine fats generated using P-OIL induction was similar to that of fats obtained from farmed cattle,but free of trans-fatty acids.This study provides valuable insights into the production of safe,healthy,and nutritious cultured fats.展开更多
BACKGROUND Mesenchymal stem cells(MSCs)are considered a promising therapy for various diseases due to their strong potential in regenerative medicine and immunomodulation.The tissue source of MSCs has gained attention...BACKGROUND Mesenchymal stem cells(MSCs)are considered a promising therapy for various diseases due to their strong potential in regenerative medicine and immunomodulation.The tissue source of MSCs has gained attention for its role in influencing their function,accessibility,and readiness for clinical use.AIM To identify the most suitable adipose source for MSC isolation and expansion for further applications.METHODS We isolated MSCs from solid adipose tissue and liposuction aspirates using the enzyme method.The MSCs were examined for their expansion using population doubling time,differentiation capacity using multilineage differentiation induction,surface markers using flow cytometry,and stability of chromosomes using the karyotyping method.Growth factors and cytokines in MSC-conditioned media were analyzed using the Luminex assay.RESULTS MSCs were isolated from solid adipose tissue and lipoaspirates and expanded from passage 0 to passage 2.All adipose-derived MSCs(AD-MSCs)exhibited the typical elongated,spindle-shaped morphology and comparable proliferation rate.They expressed positive surface markers(cluster of differentiation 73[CD73]:>97%,CD90:>98%,and CD105:>95%),and negative markers(<1%).All MSCs expressed similar levels of stemness genes(octamer-binding transcription factor 4,SRY-box 2,Krüppel-like factor,and MYC),colonyforming,and trilineage differentiation potential.Karyotyping analysis revealed normal chromosomal patterns in all samples,except one sample exhibiting a polymorphism(1qh+).Furthermore,the growth factors and cytokines of hepatocyte growth factor,vascular endothelial growth factor A,interleukin 6(IL-6),and IL-8 were detected in all AD-MSC conditioned media;but fibroblast growth factor-2 and keratinocyte growth factor were selectively expressed in conditioned media from solid or lipoaspirate AD-MSCs,respectively.CONCLUSION These findings indicate that AD-MSCs from both adipose sources possess all of the characteristic features of MSCs with source-specific secretome differences,which are suitable for further expansion and various clinical applications.展开更多
As a cornerstone for applications such as autonomous driving,3D urban perception is a burgeoning field of study.Enhancing the performance and robustness of these perception systems is crucial for ensuring the safety o...As a cornerstone for applications such as autonomous driving,3D urban perception is a burgeoning field of study.Enhancing the performance and robustness of these perception systems is crucial for ensuring the safety of next-generation autonomous vehicles.In this work,we introduce a novel neural scene representation called Street Detection Gaussians(SDGs),which redefines urban 3D perception through an integrated architecture unifying reconstruction and detection.At its core lies the dynamic Gaussian representation,where time-conditioned parameterization enables simultaneous modeling of static environments and dynamic objects through physically constrained Gaussian evolution.The framework’s radar-enhanced perception module learns cross-modal correlations between sparse radardata anddense visual features,resulting ina22%reduction inocclusionerrors compared tovisiononly systems.A breakthrough differentiable rendering pipeline back-propagates semantic detection losses throughout the entire 3D reconstruction process,enabling the optimization of both geometric and semantic fidelity.Evaluated on the Waymo Open Dataset and the KITTI Dataset,the system achieves real-time performance(135 Frames Per Second(FPS)),photorealistic quality(Peak Signal-to-Noise Ratio(PSNR)34.9 dB),and state-of-the-art detection accuracy(78.1%Mean Average Precision(mAP)),demonstrating a 3.8×end-to-end improvement over existing hybrid approaches while enabling seamless integration with autonomous driving stacks.展开更多
文摘BACKGROUND The prognosis of patients with poorly differentiated gastric neuroendocrine neoplasms(PDGNENs)is dismal and related research is limited.AIM To investigate the prognostic factors,and validate a novel prognostic nomogram for PDGNEN patients.METHODS We conducted a retrospective study using clinical and pathological data from PDGNEN patients treated at the First Medical Center of the Chinese PLA General Hospital from January 2000 to June 2023.Overall survival(OS)differences were assessed with the Log-rank test and Kaplan-Meier survival curves.Cox regression analysis identified independent risk factors for prognosis.Model performance was evaluated using Harrell’s concordance index,receiver operating characteristic analysis,area under the curve,calibration curves,and decision curve analysis(UDC),including the area under the UDC.RESULTS The study included 336 patients(227 with neuroendocrine carcinoma and 109 with mixed adenoneuroendocrine carcinoma).The average age was 62.7 years.The cohort comprised 80(24.7%)patients in stage I,146(42.9%)in stage II,62(18.1%)in stage III,and 48(14.3%)in stage IV.Significant differences in OS were observed across tumor-node-metastasis stages(P<0.001).Multivariate analysis showed age,Ki-67 index,invasion depth,lymph node metastasis,distant metastasis,and platelet-to-lymphocyte ratio as independent risk factors.We developed a nomogram with a concordance index of 0.779(95%confidence interval:0.743-0.858).Receiver operating characteristic analysis showed area under the curves for 1-year,3-year,and 5-year OS predictions of 0.865,0.850,and 0.890,respectively.The calibration curve demonstrated good agreement with actual outcomes.The area under the UDC for the nomogram vs the 8th American Joint Committee on Cancer tumor-node-metastasis staging system were 0.047 vs 0.027,0.291 vs 0.179,and 0.376 vs 0.216 for 1-year,3-year,and 5-year OS,respectively.CONCLUSION PDGNENs are predominantly found in older men,often in advanced stages at diagnosis,resulting in poor prognosis.The established nomogram demonstrates strong predictive capability and clinical utility.
文摘BACKGROUND Thyroid malignancies,while accounting for a small proportion of cancer diagnoses globally,have demonstrated a consistent upward trend in occurrence across diverse populations,with gender-specific analyses revealing a disproportionate burden among women.Despite the characteristically indolent nature of most thyroid carcinomas and their associated high survival rates,emerging evidence points to significant unmet needs regarding psychosocial adaptation and neuropsychiatric sequelae in this growing survivor population.The spectrum of mental health conditions,ranging from affective and anxiety disorders to cognitive impairments,presents substantial barriers to functional recovery and may potentially influence disease trajectories through complex psychoneuroimmunological pathways.Clinical observations consistently report elevated rates of mood disturbances and executive function deficits persisting throughout the cancer continuum,from active treatment into extended follow-up periods.These findings highlight a critical knowledge gap in understanding the dynamic interplay between thyroid cancer biology,its therapeutic interventions,and the development of treatment-resistant psychiatric manifestations that complicate long-term patient care.AIM To analyse the factors influencing the poor prognosis of patients surviving longterm differentiated thyroid cancer with psychiatric disorders and to construct a prediction model.METHODS Forty-eight patients with mental disorders combined with differentiated thyroid cancer who were treated in our hospital during the period of March 2018 to March 2023 were retrospectively selected as the study subjects(thyroid cancer group),and 30 cases each of patients with mental disorders combined with benign thyroid nodules(benign nodules group)and patients with mental disorders alone(mental disorders group),who were treated during the same time period,were selected as controls.The patients with differentiated thyroid cancer were further divided into a poor prognosis group(10 cases)and a good prognosis group(38 cases).The study outcome was poor prognosis as shown by whole body bone imaging within 2 years after thyroid cancer surgery.Factors influencing poor prognosis in survivors of differentiated thyroid cancer were analyzed by univariate and multivariate logistic regression analyses,receiver operating characteristic(ROC)curve analysis was used to assess the predictive efficacy of these factors for poor prognosis,and the DeLong test was used to determine whether there was a statistically significant difference in the area under the curve(AUC)of the model.RESULTS One-way logistic regression analysis showed that tumour diameter[odds ratio(OR)=19.190,P=0.002],T-stage(OR=7.692,P=0.018),extra-glandular infiltration(OR=37.000,P=0.003),degree of differentiation(OR=24.667,P=0.008),serum free T3(OR=22.348,P=0.025),serum free T4(FT4)(OR=1.158,P=0.002),total bilirubin(TBil)(OR=1.792,P=0.004),albumin(OR=0.675,P=0.003),cortisol(OR=1.180,P=0.003),norepinephrine(OR=1.047,P=0.002),angiotensin II(OR=1.975,P=0.002),and superoxide dismutase(OR=0.515,P=0.005)all increased the risk of poor prognosis in patients with psychiatric disorders and long-term differentiated thyroid cancer.Multifactorial logistic regression analysis showed that tumour diameter(OR=16.570,P=0.021),extraglandular infiltration(OR=53.145,P=0.010),FT4(OR=1.186,P=0.007),and TBil(OR=2.823,P=0.048)were independent risk factors for poor prognosis of patients with psychiatric disorders with long-term differentiated thyroid cancer,and the regression equation was:Y=2.808×tumour diameter+3.973×extra-glandular infiltration+0.171×FT4+1.038×TBil-88.138.ROC analysis showed that the predictive power of the overall model(AUC=0.992,P=0.000)was significantly higher than that of independent risk factors(DeLong test P<0.05).CONCLUSION Tumour diameter,extra-glandular infiltration,FT4,and TBil are independent risk factors for poor prognosis in patients with psychiatric disorders with long-term differentiated thyroid cancer,and the combination of these factors is of higher value in predicting the prognosis of patients.These risk factors can be used as a basis to develop a reasonable prognostic management plan in clinical practice for patients with long-term differentiated thyroid cancer with mental disorders,so as to improve the prognosis and quality of life of patients.
基金Supported by New Taipei Municipal TuCheng Hospital(Built and Operated by Chang Gung Medical Foundation),New Taipei City,Taiwan,No.CORPVVP0031the National Science and Technology Council of Taiwan,No.NSTC 112-2314-B-182A-111-MY3.
文摘BACKGROUND Poorly differentiated thyroid carcinoma(PDTC)is a rare and aggressive form of thyroid cancer.Distant metastasis occurs frequently in PDTC.AIM To determine factors associated with distant metastasis and the effects of metastasis,either diagnosed on initial presentation or developing during follow-up,on mortality in PDTC patients.METHODS Patients with PDTC diagnosed between January 1,1985 and July 31,2022 were identified using a thyroid cancer database at a medical center in Taiwan.Factors associated with distant metastasis and cancer-specific survival(CSS)were analyzed using binary logistic analysis and Cox regression,respectively.Survival analysis was conducted using the Kaplan–Meier method.RESULTS The study cohort included 39 patients with PDTC,including 16 with distant metastasis on initial presentation,5 with metastasis during the follow-up period,and 18 with no evidence of metastasis.Older age(≥45 years)was significantly associated with a higher risk of distant metastasis(odds ratio:5.31;95%confi-dence interval:1.27–22.2;P=0.018),while sex,tumor size,T stage,and N stage were not associated with distant metastasis.Patients with metastatic PDTC,either diagnosed at presentation or developing during follow-up,had poorer 5-year CSS rates(55.0%and 40.0%,respectively)than those without metastasis(5-year CSS,93.8%)(P=0.001 for both comparisons).CONCLUSION Older patients with PDTC have an increased risk of distant metastasis.Patients with metastatic PDTC,both diagnosed at presentation and developing during follow-up,have a dismal prognosis.
文摘This study explores differentiated instructional strategies in higher education,focusing on municipal universities in Beijing to address the needs of students requiring special academic and psychological support.Despite standardized cultivation frameworks in universities,significant variations persist among undergraduates in academic planning,cognitive traits,and psychological profiles.A minority of students face challenges due to cognitive misjudgments(e.g.,unrealistic self-assessment),goal fixation(e.g.,excessive focus on postgraduate exams or studying abroad),psychological barriers(e.g.,social withdrawal),or mental health crises,which hinder their academic integration and personal development.Universities must adopt flexible,compliance-oriented differentiated instruction within standardized frameworks to support at-risk students.Strategies should balance personalized interventions with institutional fairness,ensuring equitable opportunities for all students while safeguarding academic integrity.
基金Supported by the National Natural Science Foundation of China,No.82473195 and No.32370797the Natural Science Foundation of Zhejiang Province,No.LTGY23H160018+3 种基金the Zhejiang Medical and Health Science and Technology Program,No.2024KY789 and No.2023KY615the National Research Center for Translational Medicine at Shanghai Program,No.NRCTM(SH)-2025-07the Beijing Science and Technology Innovation Medical Development Foundation,No.KC2023-JX-0270-07the Key Laboratory of Prevention,Diagnosis and Therapy of Upper Gastrointestinal Cancer of Zhejiang Province,No.2022E10021.
文摘BACKGROUND The log odds of positive lymph nodes(LODDS)are correlated with survival outcomes in gastric cancer(GC)patients.However,the prognostic value across different tumor differentiation levels remains unclear.AIM To evaluate the independent prognostic value of LODDS and the stratified predictive efficacy in GC patients with different histologic differentiations.METHODS We conducted a retrospective analysis of 2103 GC patients who underwent radical gastrectomy at Zhejiang Cancer Hospital.The prognostic value of LODDS was compared with that of other lymph node-based metrics,including the pathologic N stage,number of positive lymph nodes,number of total lymph nodes,and lymph node ratio,stratified by tumor differentiation.RESULTS LODDS was identified as an independent prognostic factor for overall survival in moderately to poorly differentiated GC patients.LODDS demonstrated superior predictive accuracy over other lymph node metrics.A nomogram incorporating LODDS,age,carbohydrate antigen(CA)125,carcinoembryonic antigen,and tumor differentiation showed good predictive accuracy(C-index=0.703).A higher LODDS was significantly associated with an increased risk of recurrence or metastasis,poorly differentiated tumors,advanced cancer,mucinous gastric adenocarcinoma,nerve invasion,and vascular tumor thrombus.Additionally,LODDS was positively correlated with the tumor markers CA19-9,CA72-4,CA125,and CA242(all P<0.05).CONCLUSION LODDS is an independent prognostic indicator for patients with moderately and poorly differentiated GC,and its predictive performance is superior to that of other models.
基金This work was partially supported by a grant from the National Natural Science Foundation of China (No. 30370378)
文摘Objective: To investigate the role of collagen IV and PAS positive substancesecreted by tumor cells in vasculogenic mimicry (VM) and the effects of VM on tumor cells expressingVEGF. Methods: 158 cases of bi-direction differential malignant tumor specimens withparaffin-embedded were enrolled into our study and made tissue microarray which were dual-stainedwith CD31-PAS and stained with collagen IV. The difference of the areas and distribution withpattern surrounded by between CD31 and PAS positive respectively were identified via grid-counting,as well as the difference of VEGF expression with VE absent and present. Results: The basementmembrane of VM was both PAS and collagen IV positive. VEGF expression in the bi-directiondifferential malignant tumor was higher VM-absent than VM-present and the difference wasstatistically significance in malignant melanoma and alveolar rhabdomyosarcoma (P 【 0.05).Conclusion: PAS positive substance and collagen IV compose the wall of VE and VE could provide theoxygen and nutrition for tumor growth and progression.
文摘Formative assessment is crucial to differentiated language teaching.To ensure the quality of differentiated teaching,some assessment instruments should be adopted during formative assessment,such as differentiated learning portfolios and group activity journal.The effective application of these instruments can also improve the students' autonomous language learning ability.
基金Supported by the National Natural Science Foundation of China(12001074)the Research Innovation Program of Graduate Students in Hunan Province(CX20220258)+1 种基金the Research Innovation Program of Graduate Students of Central South University(1053320214147)the Key Scientific Research Project of Higher Education Institutions in Henan Province(25B110025)。
文摘This paper deals with Mckean-Vlasov backward stochastic differential equations with weak monotonicity coefficients.We first establish the existence and uniqueness of solutions to Mckean-Vlasov backward stochastic differential equations.Then we obtain a comparison theorem in one-dimensional situation.
基金co-supported by the National Natural Science Foundation of China(Nos.U24B20157,62203031)the Natural Science Foundation of Beijing Municipality,China(No.4242041)+2 种基金the Natural Science Foundation of Zhejiang Province,China(No.LY24F030002)the Aeronautical ScienceFoundation of China(No.2024Z066051001)the Fundamental Research Funds for the Central Universities of China。
文摘The capture zones of the continuous and pulsed guidance laws in the pursuit-evasion game are analytically discussed in this paper to provide deep insights into the capturability distinction between the continuous guidance law and the pulsed guidance law.Specifically,first,in the pursuit-evasion game,various capture cases are defined regarding the Zero-Effort Miss distance(ZEM)to facilitate the capturability analysis.Then,for both the evader and the pursuer,the Linear-Quadratic Differential Game(LQDG)guidance laws concerning the continuous acceleration and the pulsed acceleration are converted into a unified form.In each capture case,the optimal solution existence conditions are derived,and the corresponding capture zones are formulated.The discussion on the capture zones shows that if the optimal solution exists,the distinction between the pulsed guidance law and the continuous guidance law can be neglected under small guidance effort weight.However,the capture zone of the continuous guidance law is larger than that of the pulsed guidance law with large pursuer guidance effort weight,but smaller with large evader guidance effort weight.Finally,various simulations are conducted to illustrate the distinction of the continuous and pulsed guidance laws,as well as the impact of the acceleration ratio and the time constant ratio on the capturability.
文摘At the start of the new year,Cao Xiucheng,Chairman of Henan No.2 Textile Machinery Co.,Ltd.,was on his way to visit clients when he kept receiving urgent calls from the Xinyang production base regarding order scheduling.It turned out that since the end of 2025,the company had successively secured bulk spindle orders from overseas clients in Bangladesh and other countries,coupled with continuous urgent requests for orders from domestic manufacturers.Faced with such a production peak right at the beginning of the year,Mr.Cao Xiucheng admitted,“It was truly unexpected.”
基金funded by the National Natural Science Foundation of China,grant number 61605004the Fundamental Research Funds for the Central Universities,grant number FRF-TP-19-016A2Guizhou Power Grid Co.,Ltd.2024 first batch of services(2024-2026 technology R&D services for science and technology projects(in addition to national and SGCC key projects)),grant number 060100KC23100012。
文摘This study addresses the risk of privacy leakage during the transmission and sharing of multimodal data in smart grid substations by proposing a three-tier privacy-preserving architecture based on asynchronous federated learning.The framework integrates blockchain technology,the InterPlanetary File System(IPFS)for distributed storage,and a dynamic differential privacy mechanism to achieve collaborative security across the storage,service,and federated coordination layers.It accommodates both multimodal data classification and object detection tasks,enabling the identification and localization of key targets and abnormal behaviors in substation scenarios while ensuring privacy protection.This effectively mitigates the single-point failures and model leakage issues inherent in centralized architectures.A dynamically adjustable differential privacy mechanism is introduced to allocate privacy budgets according to client contribution levels and upload frequencies,achieving a personalized balance between model performance and privacy protection.Multi-dimensional experimental evaluations,including classification accuracy,F1-score,encryption latency,and aggregation latency,verify the security and efficiency of the proposed architecture.The improved CNN model achieves 72.34%accuracy and an F1-score of 0.72 in object detection and classification tasks on infrared surveillance imagery,effectively identifying typical risk events such as not wearing safety helmets and unauthorized intrusion,while maintaining an aggregation latency of only 1.58 s and a query latency of 80.79 ms.Compared with traditional static differential privacy and centralized approaches,the proposed method demonstrates significant advantages in accuracy,latency,and security,providing a new technical paradigm for efficient,secure data sharing,object detection,and privacy preservation in smart grid substations.
基金supported by the Natural Science Foundation of Fujian Province of China(2025J01380)National Natural Science Foundation of China(No.62471139)+3 种基金the Major Health Research Project of Fujian Province(2021ZD01001)Fujian Provincial Units Special Funds for Education and Research(2022639)Fujian University of Technology Research Start-up Fund(GY-S24002)Fujian Research and Training Grants for Young and Middle-aged Leaders in Healthcare(GY-H-24179).
文摘The generation of synthetic trajectories has become essential in various fields for analyzing complex movement patterns.However,the use of real-world trajectory data poses significant privacy risks,such as location reidentification and correlation attacks.To address these challenges,privacy-preserving trajectory generation methods are critical for applications relying on sensitive location data.This paper introduces DPIL-Traj,an advanced framework designed to generate synthetic trajectories while achieving a superior balance between data utility and privacy preservation.Firstly,the framework incorporates Differential Privacy Clustering,which anonymizes trajectory data by applying differential privacy techniques that add noise,ensuring the protection of sensitive user information.Secondly,Imitation Learning is used to replicate decision-making behaviors observed in real-world trajectories.By learning from expert trajectories,this component generates synthetic data that closely mimics real-world decision-making processes while optimizing the quality of the generated trajectories.Finally,Markov-based Trajectory Generation is employed to capture and maintain the inherent temporal dynamics of movement patterns.Extensive experiments conducted on the GeoLife trajectory dataset show that DPIL-Traj improves utility performance by an average of 19.85%,and in terms of privacy performance by an average of 12.51%,compared to state-of-the-art approaches.Ablation studies further reveal that DP clustering effectively safeguards privacy,imitation learning enhances utility under noise,and the Markov module strengthens temporal coherence.
基金supported by the National Natural Science Foundation of China under Grant No.62162009the Key Technologies R&D Program of He’nan Province under Grant No.242102211065+2 种基金the Postgraduate Education Reform and Quality Improvement Project of Henan Province under Grant Nos.YJS2025GZZ36,YJS2024AL112,and YJS2024JD38the Innovation Scientists and Technicians Troop Construction Projects of Henan Province under Grant No.CXTD2017099the Scientific Research Innovation Team of Xuchang University under Grant No.2022CXTD003.
文摘With the increasing complexity of malware attack techniques,traditional detection methods face significant challenges,such as privacy preservation,data heterogeneity,and lacking category information.To address these issues,we propose Federated Dynamic Prototype Learning(FedDPL)for malware classification by integrating Federated Learning with a specifically designed K-means.Under the Federated Learning framework,model training occurs locally without data sharing,effectively protecting user data privacy and preventing the leakage of sensitive information.Furthermore,to tackle the challenges of data heterogeneity and the lack of category information,FedDPL introduces a dynamic prototype learning mechanism,which adaptively adjusts the clustering prototypes in terms of position and number.Thus,the dependency on predefined category numbers in typical K-means and its variants can be significantly reduced,resulting in improved clustering performance.Theoretically,it provides a more accurate detection of malicious behavior.Experimental results confirm that FedDPL excels in handling malware classification tasks,demonstrating superior accuracy,robustness,and privacy protection.
基金supported by the Slovenian Research Agency(research project NC-0001-Analysis of nuclear heating in a reactor,research core funding Reactor physics No.P2-0073,infrastructure program I0-0005)。
文摘Nuclear heating plays an important aspect in design and deployment of both fission and fusion reactors and experimental devices in terms of cooling requirements. Two experimental campaigns in the framework of a collaboration project between the French Atomic and Alternative Energy Commission(CEA) and Jožef Stefan Institute(JSI), Slovenia, have been performed at the JSI TRIGA reactor for the experimental assessment of nuclear heating in fission and fusion-relevant materials by the differential calorimetry technique, based on the CALMOS and CARMEN differential calorimeters, previously developed at CEA. The results of the first campaign performed at reactor powers between 100 and 250 kW have already been reported, highlighting some measurement difficulties. Therefore, the second campaign was performed at a lower reactor power of 30 kW to overcome these issues. Moreover, a computational analysis of the experiments was performed using the JSIR2S code package to calculate the nuclear heating levels. Both experiments and their reproduction by simulations are described in detail. We present a comparison of the previously reported measured nuclear heating values of the first campaign with the computational results, with consistent underestimation by simulations by 8–35%. We report the experimental and computational results for the second experimental campaign performed at a reactor power of 30 kW. The simulated heating values were in agreement with the measurements within the measured heating uncertainty, with simulated heating 2.7–11.3% lower than the experimental values.
文摘BACKGROUND The treatment technology of liver cancer is progressing.In addition to traditional surgical resection,combined therapies of immunotherapy based on immune checkpoint inhibitors,chemotherapy,and transcatheter arterial chemoembolization for hepatocellular carcinoma are more and more widely used.Accurate preoperative diagnosis of liver cancer will provide important information for comprehensive treatment and prognosis evaluation of liver cancer.Sonazoidcontrast-enhanced ultrasound is not only helpful for the qualitative diagnosis of liver lesions,but also has great potential in the diagnosis of histological differentiation of liver cancer.AIM To assess the differentiation of hepatocellular carcinoma(HCC)by utilizing the parameters and imaging features of Sonazoid-contrast-enhanced ultrasound(CEUS).METHODS A retrospective analysis was conducted on the CEUS data of 239 lesions through case-control study.These patients received Sonazoid-CEUS within one week before surgery and were confirmed as HCC by postoperative pathology.Within the cases,patients were further categorized into well-differentiated and poorlydifferentiated group.Time-intensity curves of the region of interest in both arterial and Kupffer phases were generated,allowing for the acquisition of quantitative parameters to assess the diagnostic efficacy in distinguishing lesions between these two groups and determining an appropriate cut-off value.RESULTS Univariate analysis showed that the absolute value of enhancement intensity(EIAV),intensity ratio(IR)and intensity difference(ID)in Kupffer phase were statistically different between the groups with different degree(P=0.015,P=0.000,P=0.000).The sensitivity and specificity were 40.2%,82.4%,80.4% and 78.1%,86.9% and 74.5%,respectively,for differentiating HCC lesions with EIAV≥56.384 dB,IR≥1.215 and ID≥9.184 dB.The area under the receiver operating characteristic curve were 0.590,0.877,0.815.There was no significant difference in the parameters of arterial phase,including peak time,initial growth time,rise time and the absolute value of peak intensity of lesions between the two groups(P>0.05).Multivariate analysis showed that the level of alphafetoprotein(AFP)and IR were risk factors for poor differentiation(P=0.001).CONCLUSION Among the parameters of Sonazoid-CEUS,IR in Kupffer phase exhibits superior diagnostic efficacy with high sensitivity and specificity in the diagnose of pathological differentiation of HCC.Combined with preoperative AFP level,a more accurate diagnosis will be obtained.Compared with portal vein phase,Kupffer phase showed the ability to identify HCC lesions more sensitive.These findings hold significant guiding implications and reference value for clinical practice.
基金supported by the Argentine Agency for the Promotion of Science and Technology ANPCyT(PICT2019-1472 to GP,PICT2019-4597 to FL,PICT2020-1524 to GP,and PICT2021-00627 to FL)supported by an Independent Career Position from CONICETsupported by a postdoctoral fellowship from ANPCyT。
文摘Stem cell proliferation is tightly regulated in developing and adult tissues through the coordinated action of cell-intrinsic and extracellular signals.Although many extracellular cues were identified,the cell-intrinsic mechanisms underlying the decision of a stem cell to proliferate,enter a dormant quiescent state or differentiate into a specific cell type remains incompletely understood.
文摘The proliferation of carrier aircraft and the integration of unmanned aerial vehicles(UAVs)on aircraft carriers present new challenges to the automation of launch and recovery operations.This paper investigates a collaborative scheduling problem inherent to the operational processes of carrier aircraft,where launch and recovery tasks are conducted concurrently on the flight deck.The objective is to minimize the cumulative weighted waiting time in the air for recovering aircraft and the cumulative weighted delay time for launching aircraft.To tackle this challenge,a multiple population self-adaptive differential evolution(MPSADE)algorithm is proposed.This method features a self-adaptive parameter updating mechanism that is contingent upon population diversity,an asynchronous updating scheme,an individual migration operator,and a global crossover mechanism.Additionally,comprehensive experiments are conducted to validate the effectiveness of the proposed model and algorithm.Ultimately,a comparative analysis with existing operation modes confirms the enhanced efficiency of the collaborative operation mode.
基金funded by the Agricultural Science and Technology Major Projectthe Starry Night Science Fund of Zhejiang University Shanghai Institute for Advanced Study(SN-ZJU-SIAS-0013)the Jiangsu Basic Research Center for Synthetic Biology(BK20233003)。
文摘Cultured meat provides a sustainable and safe alternative to traditional meat production by culturing animal cells in vitro.Cultured fat is an important component of cultured meat,contributing to its flavor,texture,and nutrition.Induced adipogenic differentiation is the most important step in the production of cultured fat,but conventional adipogenic inducer cocktails are complex and contain non-food-grade substances,which introduces a food safety risk for cultured meat products.Here we demonstrated that a food-grade substance,peanut oil(P-OIL),promoted adipogenic differentiation and lipid accumulation of bovine adipose-derived stem cells,based on which a simple and efficient approach was developed to produce cultured bovine fat.Mechanistic analysis showed that P-OIL upregulated genes involved in lipid synthesis and storage,such as peroxisome proliferator-activated receptor y(PPARy),carnitine palmitoyltransferase 2,and lipoprotein lipase,by activating the PPAR signaling pathway during adipogenesis.Notably,the lipid composition of cultured bovine fats generated using P-OIL induction was similar to that of fats obtained from farmed cattle,but free of trans-fatty acids.This study provides valuable insights into the production of safe,healthy,and nutritious cultured fats.
文摘BACKGROUND Mesenchymal stem cells(MSCs)are considered a promising therapy for various diseases due to their strong potential in regenerative medicine and immunomodulation.The tissue source of MSCs has gained attention for its role in influencing their function,accessibility,and readiness for clinical use.AIM To identify the most suitable adipose source for MSC isolation and expansion for further applications.METHODS We isolated MSCs from solid adipose tissue and liposuction aspirates using the enzyme method.The MSCs were examined for their expansion using population doubling time,differentiation capacity using multilineage differentiation induction,surface markers using flow cytometry,and stability of chromosomes using the karyotyping method.Growth factors and cytokines in MSC-conditioned media were analyzed using the Luminex assay.RESULTS MSCs were isolated from solid adipose tissue and lipoaspirates and expanded from passage 0 to passage 2.All adipose-derived MSCs(AD-MSCs)exhibited the typical elongated,spindle-shaped morphology and comparable proliferation rate.They expressed positive surface markers(cluster of differentiation 73[CD73]:>97%,CD90:>98%,and CD105:>95%),and negative markers(<1%).All MSCs expressed similar levels of stemness genes(octamer-binding transcription factor 4,SRY-box 2,Krüppel-like factor,and MYC),colonyforming,and trilineage differentiation potential.Karyotyping analysis revealed normal chromosomal patterns in all samples,except one sample exhibiting a polymorphism(1qh+).Furthermore,the growth factors and cytokines of hepatocyte growth factor,vascular endothelial growth factor A,interleukin 6(IL-6),and IL-8 were detected in all AD-MSC conditioned media;but fibroblast growth factor-2 and keratinocyte growth factor were selectively expressed in conditioned media from solid or lipoaspirate AD-MSCs,respectively.CONCLUSION These findings indicate that AD-MSCs from both adipose sources possess all of the characteristic features of MSCs with source-specific secretome differences,which are suitable for further expansion and various clinical applications.
文摘As a cornerstone for applications such as autonomous driving,3D urban perception is a burgeoning field of study.Enhancing the performance and robustness of these perception systems is crucial for ensuring the safety of next-generation autonomous vehicles.In this work,we introduce a novel neural scene representation called Street Detection Gaussians(SDGs),which redefines urban 3D perception through an integrated architecture unifying reconstruction and detection.At its core lies the dynamic Gaussian representation,where time-conditioned parameterization enables simultaneous modeling of static environments and dynamic objects through physically constrained Gaussian evolution.The framework’s radar-enhanced perception module learns cross-modal correlations between sparse radardata anddense visual features,resulting ina22%reduction inocclusionerrors compared tovisiononly systems.A breakthrough differentiable rendering pipeline back-propagates semantic detection losses throughout the entire 3D reconstruction process,enabling the optimization of both geometric and semantic fidelity.Evaluated on the Waymo Open Dataset and the KITTI Dataset,the system achieves real-time performance(135 Frames Per Second(FPS)),photorealistic quality(Peak Signal-to-Noise Ratio(PSNR)34.9 dB),and state-of-the-art detection accuracy(78.1%Mean Average Precision(mAP)),demonstrating a 3.8×end-to-end improvement over existing hybrid approaches while enabling seamless integration with autonomous driving stacks.
