Metabolic dysfunction-associated fatty liver disease （MAFLD）， as one of the most common chronic liver diseases in the world， poses a severe challenge to precision diagnosis and treatment due to its complex pathogenesis and highly heterogeneous disease progression. Existing clinical classification systems cannot meet the needs for comprehensively analyzing the complexity of the disease and the heterogeneity of its adverse outcomes. In recent years， data-driven prognostic risk classification methods have gradually emerged， optimizing the ability for predicting adverse outcomes and enhancing the accuracy of identifying different endpoint outcomes. However， such paradigm of “classify first， associate outcomes later” suffers from a “black-box” nature， and there are various indicators for classification， leading to limited stability and generalizability in clinical application. Future research needs to integrate or establish large-scale population cohorts， develop outcome-oriented prognostic risk classification models， incorporate dynamic data， refine classification algorithms， and validate their generalizability across multiple populations， thereby providing reliable support for the precision diagnosis and treatment of MAFLD.

Drug development encompasses multiple processes,wherein protein subcellular localization is essential.It promotes target identification,treatment development,and the design of drug delivery systems.In this research,a deep learning framework called LocPro is presented for predicting protein subcellular localization.Specifically,LocPro is unique in(a)combining protein representations from the pre-trained large language model(LLM)ESM2 and the expert-driven tool PROFEAT,(b)implementing a hybrid deep neural network architecture that integrates convolutional neural network(CNN),fully connected(FC)layer,and bidirectional long short-term memory(BiLSTM)blocks,and(c)developing a multi-label framework for predicting protein subcellular localization at multiple granularity levels.Additionally,a dataset was curated and divided using a homology-based strategy for training and validation.Compar-ative analyses show that LocPro outperforms existing methods in sequence-based multi-label protein subcellular localization prediction.The practical utility of this framework is further demonstrated through case studies on drug target subcellular localization.All in all,LocPro serves as a valuable complement to existing protein localization prediction tools.The web server is freely accessible at https://idrblab.org/LocPro/.

With the rapid development of generative artificial intelligence(GAI)technologies,their widespread application in academic research and writing is continuously expanding the boundaries of sci-entific inquiry.However,this trend has also raised a series of ethical and regulatory challenges,inclu-ding issues related to authorship,content authenticity,citation accuracy,and accountability.In light of the growing involvement of AI in generating academic content,establishing an open,controllable,and trustworthy ethical governance framework has become a key task for safeguarding research integrity and maintaining trust within the academic community.This expert consensus outlines ethical requirements across key stages of AI-assisted academic writing-including topic selection,data management,citation practices,and authorship attribution.It aims to clarify the boundaries and ethical obligations surrounding AI use in academic writing,ensuring that technological tools enhance efficiency without compromising in-tegrity.The goal is to provide guidance and institutional support for building a responsible and sustainable research ecosystem.

Objective:To investigate the correlation between the hemodynamic pattern of non-culprit vessel stenosis and long-term vessel-oriented composite outcome(VOCO) in patients with acute ST-segment elevation myocardial infarction (STEMI).Methods:From January 2019 to December 2021, 233 consecutive patients with STEMI and non-culprit vessel stenosis were prospectively enrolled at Shanghai East Hospital. The median follow-up duration was 3.9 years. The 367 non-culprit vessels of the 233 patients were divided into the VOCO group (33 vessels, 9.0%) and the non-VOCO group (334 vessels, 91.0%). Parameters pertaining to the hemodynamic pattern of non-culprit vessel stenosis between the two groups were compared. Receiver operating characteristic (ROC) curves were used to assess the correlation between hemodynamic pattern and VOCO, and Cox multivariate regression and logistic multivariate regression analyses were applied to identify independent predictors of VOCO.Results:The 233 enrolled patients were aged (62.5±12.9) years, with 193 males (82.8%). In the VOCO group, the maximum quantitative flow ratio (QFR) decreased within 20 mm of the QFR-assessed segment, the difference in QFR across the entire vessel, the length of functionally significant vessel, and the maximum gradient of QFR decrease (dQFR/dsmax) were significantly greater than those in the non-VOCO group. ROC curve analysis showed that the optimal threshold for predicting VOCO using dQFR/dsmax was 0.009 6 (area under the curve: 0.691, 95% CI: 0.606-0.775, P<0.001). Multivariable Cox regression analysis revealed that dQFR/dsmax was an independent predictor of VOCO ( HR=1.199, 95% CI: 1.070-1.343, P=0.002). When anatomical and functional stenosis severities were included in the model, a high pullback pressure gradient (PPG) index ( HR=1.572, 95% CI: 1.052-2.351, P=0.027) emerged as an independent predictor of VOCO. Multivariable logistic regression analysis revealed that a low PPG index( OR=2.851, 95% CI: 1.945-4.178, P<0.001) was an independent predictor of QFR≤0.80 without long-term VOCO. Conclusion:In patients with STEMI, localized hemodynamic patterns of coronary artery stenosis, characterized by high dQFR/dsmax and high PPG index, are associated with long-term VOCO.

Objective:To explore the correlations between the cerebral infarction area and cytokines and immune status in patients with acute ischemic stroke,and to provide the theoretical basis for immunotherapy of the patients with different degrees of cerebral infarction.Methods:Sixty-seven patients with acute ischemic stroke within 72 h of the onset were randomly selected according to the inclusion and exclusion criteria,and were divided into large-area cerebral infarction group(n=34)and non-large-area cerebral infarction group(n=33)on the basis of the biggest infarction area in the sequences of magnetic resonance diffusion-weighted imaging(CDWI).Clinical baseline characteristics such as gender,age,and medical history were collected from the patients in two groups,the serum levels of interleukin(IL)-2,IL-6,IL-10,and IL-17A,tumor necrosis factor-α(TNF-α),and interferon-γ(IFN-γ)were measured using flow cytometry;the absolute values of lymphocytes(LYM#),lymphocyte percentages(LYM％),and neutrophil/lymphocy ratios(NLR)in peripheral blood of the patients caiculated,and the ratios of IFN-γ/IL-4,TNF-α/IL-4,and TNF-α/IL-10 rations were also calculated.The values of National Institutes of Health Stroke Scale(NIHSS)scores of the patients were evaluatd on the basis of the assessment of clinical neurological signs.The correlations of the cerebral infarction area and NIHSS score,cytokines and immune status groups of the patients in two were tested by rank correlation analysis.Results:Compared with non-large-area cerebral infarction group,the serum levels of IL-2,IL-6,IL-10,IL-17A,TNF-α,and IFN-γ as well as the NLR in the peripheral blood of the patients in large-area cerebral infarction group were significantly increased(P＜0.01),while the LYM#,LYM％and TNF-α/IL-4 were significantly decreased(P＜0.01).There was a positive correlation between cerebral infarction area and NIHSS score in the patients in large-area cerebral infarction group(rs=0.521,P＜0.05),and there was a significantly positive correlation between cerebral infarct area and NIHSS score in the patients in non-large-area cerebral infarction group(rs=0.721,P＜0.001).The NIHSS scores were positively correlated with serum IL-6(rs=0.306,P=0.005),IL-4(rs=0.252,P＜0.001),IL-2(rs=0.109,P=0.025),IL-17A(rs=0.405,P＜0.001),and IFN-γ(rs=0.146,P＜0.001)levels in two groups;no correlations were found between NIHSS scores and TNF-α(rs=0.039,P=0.726)and IL-10(rs=0.121,P=0.192)levels.NIHSS scores of the patients in two groups had negative correlatious with the serum level of LYM#(rs=-0.026,P=0.036)and LYM％(rs=-0.008,P=0.002),and had positive correlated with NLR(rs=0.315,P=0.009).Conclusion:The infarction area of the patients with actue cerebral infarction is correlated with the NIHSS score,the inflammatory response,the degree of adaptive immune injury,and the immune status.The have positive correlation with cytokines and immune markers and the overall size of the infarction area.Compared with the patients with non-large-acea cerebral infarction,the immunosuppression of the patients with large-area infarcted areas is more likely to occure.

Objective:To investigate the influence of 17β-estradiol(17β-E2)in the proliferation and differentiation capabilities of primary cultured hippocampal neural stem cells(NSCs),and to clarify its potential mechanism.Methods:The NSCs were isolated from the hippocampal tissue of SD rats within 24 h of birth,and divided into control group and 17β-E2 group.Immunofluorescence method was used to detect the expressions of Nestin and 5-ethynyl-2'-deoxyuridine(EdU)in NSCs in two groups,and the proliferation rates of NSCs were calculated.Western blotting method was used to detect the expression level of Nestin protein.Flow cytometry was used to analyze the percentages of NSCs at different cell cycles.Immunofluorescence method was used to identify the expressions of markers for neurons β Ⅲ-tubulin and astrocyte marker glial fibrillary acidic protein(GFAP)in the NSCs after differentiation,and the relative ratio of neurons to astrocytes was calculated.Western blotting method was used to detect the expression levels of β Ⅲ-tubulin and GFAP proteins as well as phosphatidylinositol 3-kinase(PI3K),protein kinase B(Akt),phosphorylated Akt(p-Akt),glycogen synthase kinase-3 beta(GSK-3β),phosphorylated GSK-3β(p-GSK-3β),and beta-catenin(β-catenin)proteins related to PI3K/Akt/GSK-3β pathway.Results:Immunofluorescence assay revealed positive Nestin expression in NSCs in two groups;compared with control group,the proliferation rate of NSCs in 17β-E2 group was increased(P＜0.01).Compared with control group,the expression level of Nestin protein in the NSCs in 17β-E2 group was increased(P＜0.05),and the percentage of NSCs in S phase was increased(P＜0.01).Compared with control group,the relative ratio of neurons to astrocytes in 17β-E2 group was significantly increased(P＜0.05).After differentiation,compared with control group,the expression level of β Ⅲ-tubulin protein in the NSCs in 17β-E2 group was increased(P＜0.05),and the expression level of GFAP protein was decreased(P＜0.01),while the expression levels of Akt,p-Akt,β-catenin,and p-GSK-3β proteins were increased(P＜0.05 or P＜0.01),and the expression level of GSK-3β protein was decreased(P＜0.05).Conclusion:17β-E2 can promote the proliferation of NSCs and facilitate their differentiation towards neurons,and its mechanism may be related to the PI3K/Akt/GSK-3β signaling pathway.

Objective To establish a highly sensitive and specific method for detecting human DNA based on real time quantitative PCR(qPCR)technique for the rapid detection of potential DNA con-tamination sources in DNA laboratories.Methods Primers and probes were designed with Primer Ex-pressTM software using the reference sequence of human 18S rRNA gene as a template,and the opti-mal prime-probe combination was screened by matrix method.The PCR products of the target se-quence of human 18S rRNA gene were used to construct the plasmid,and a plasmid standard was used to draw the standard curve of the qPCR system.According to the Minimum Information for Pub-lication of Quantitative Real-time PCR Experiments(MIQE)guidelines,the specificity,sensitivity,re-peatability and application effect of the qPCR system were evaluated.Results The sensitivity of the qPCR system established in this study was 5.3×10-5 ng/μL,which showed good specificity for human DNA samples.The correlation coefficient of the qPCR system was-0.999,and amplification efficiency was 100％.Both the intra-batch and inter-batch variation coefficients were less than 2％.Conclusion The established human DNA detection method based on qPCR technique has good specificity,high sen-sitivity,and robust stability.It can be used for rapid detection of DNA contamination and daily moni-toring of the accumulated human DNA in the laboratory environment.

Objective To control the stepwise release of vascular endothelial growth factor A(VEGF-A)within the microcapsules,and to analyze the effects of the microcapsules on cellular angiogenic capability.Methods VEGF-A encapsulated poly(lactic-co-gly-colic acid)(PLGA)microcapsules were prepared using a method combining dual-channel coaxial injection and continuous flow technol-ogy.The release and degradation performance of the microcapsules were characterized using a phosphate-buffered saline(PBS)soaking method.The biocompatibility of the microcapsules was assessed through the CCK-8 method and Calcein-AM/PI staining method.The impact of microcapsule extract on cellular angiogenesis ability was examined by conducting cell scratch assays and tubule formation ex-periments.Results The microcapsules were round in shape,with their particle diameter measuring in the range of hundreds of mi-crometers.Microcapsules with a molecular weight(Mw)-12 ku can release a large amount of VEGF-A in the initial phase,while Mw-30 ku ones had the capacity to provide a stable,long-term,low-dose release of VEGF-A.Microcapsules of Mw-12 ku exhibited outstanding potential for enhancing the healing of cell scratch wounds in the initial phase.Moreover,within the 0-12 day period,the two types of microcapsule extracts significantly enhanced the ability of cells to form tubules in vitro.Conclusion This study successfully regulated the release profile of VEGF-A by adjusting the molecular weight of PLGA,achieving an initial rapid and substantial release of VEGF-A followed by a sustained slow release over time,while maintaining its biological activity throughout the process.

Objective:To understand the relationship between sleep duration and cardiovascular and metabolic comorbidities (CMM) in middle-aged and elderly people in China.Methods:This study was a prospective cohort study, based on the data of China Health and Retirement Tracing Survey (CHARLS) from 2011 to 2015, and included middle-aged and elderly people aged≥45 years in the cohort study. Age, gender, marital status, residence, education, smoking status, alcohol status, body mass index, history of diabetes, history of dyslipidemia, history of hypertension, history of stroke, history of heart disease, history of mental illness, depression scale score were collected. Multivariate logistic regression was used to analyze the association between daily sleep duration and the risk of CMM onset and to construct four models with stepwise adjusted covariates. A stratified analysis was established based on demographic factors, lifestyle factors, metabolic factors, cardiovascular and cerebrovascular factors, and psychological factors. Meanwhile, a subgroup analysis was established according to different combinations of cardiovascular and metabolic diseases to explore the association between sleep length and the risk of CMM in different populations.Results:A total of 297 (4.4%) of the 6 788 included participants experienced CMM. In the multivariate logistic regression, the RR value (95% CI) for the risk of CMM for>9 h was 1.99 (1.86-2.08) and 1.78 (1.64-1.92), respectively (all P<0.001). The stratified analysis showed that the risk of CMM incidence between sleep duration<7 h and>9 h was associated in people with different age, sex, residence, smoking status, drinking status, body mass index, hypertension, hypertension, diabetes, heart disease, stroke, dyslipidemia, and depression (all P<0.05). Subgroup analysis showed that sleep duration<7 h with both diabetes, heart disease and stroke had the highest risk of CMM ( RR=1.95, 95% CI: 1.65-2.14). Conclusion:In the middle-aged and elderly group in China, there is a U-shaped association between sleep duration and CMM, that is, insufficient or too long sleep duration throughout the day is related to the increased risk of CMM.

Objective:To analyze the clinical value of delayed solidification of cement at freezing point combined with establishment of cement channels in the treatment of further leakage of cement in percutaneous kyphoplasty (PKP).Methods:A retrospective analysis was performed for the medical records of 261 patients with osteoporotic vertebral fracture in the thoracolumbar segment who underwent PKP treatment in Beijing Puren Hospital from April 2019 to April 2023. According to the method of dealing with PKP cement leakage, it was divided into freezing point group (using bone cement combined with cement channel reconstruction treatment at freezing point temperature) and temperature gradient group (using temperature gradient method). There were 128 cases in the freezing point group, including 37 males and 91 females, aged 75.57±4.60 years (range, 65-85 years), and fracture locations were 18 cases in T 10, 30 cases in T 11, 44 cases in T 12, 23 cases in L 1 and 13 cases in L 2. There were 133 cases in the temperature gradient group, including 36 males and 97 females, aged 75.66±4.51 years (range, 65-85 years), and fracture locations were 17 cases in T 10, 32 cases in T 11, 51 cases in T 12, 22 cases in L 1, and 11 cases in L 2. The intraoperative blood loss, operation time, intravertebral cement area, cement leakage area, cement leakage area increase, cement bolus time and incidence of injection difficulty, as well as the pain visual analogue scale (VAS), Oswestry disability index (ODI), kyphosis angle, the height of the anterior edge of the injured vertebral body and the difference between it before and after surgery were compared. Results:All patients were followed up for 3 consecutive months. The intraoperative blood loss and initial cement leakage area were 9.48±2.64 ml and 32.56±7.05 mm 2 in the freezing point group and 9.04±2.25 ml and 32.86±7.00 mm 2 in the temperature gradient group, respectively, and the difference was not statistically significant ( P>0.05) ; The operation time, the area of bone cement in the vertebral body, the final leakage area of bone cement, and the increase of bone cement leakage in the freezing point group were 55.08±4.13 min, 1 175.45±117.11 mm 2, 35.84±8.67 mm 2, and 0.00(0.00, 13.32) mm 2, respectively, and the temperature gradient group were 53.02±3.96 min, 823.70±144.79 mm 2, and 73.38±29.16 mm 2 and 44.39(20.13, 56.61) mm 2, the differences were statistically significant ( P<0.05). The height of the anterior edge of the vertebral body was 21.54±2.06 mm and 21.24±2.33 mm immediately after surgery and 3 months after surgery in the freezing point group, which were higher than those in the temperature gradient group 21.10±1.60 mm and 18.92±1.51 mm, respectively, and the difference was statistically significant ( P<0.05). The VAS scores of the freezing point group were 2.29±0.62 and 1.03±0.66 points, ODI were 23.20%±3.97%, 10.43%±4.33%, and the kyphosis angles were 9.09°±2.80° and 9.44°±2.93°, respectively, which were lower than those of the temperature gradient group (4.11±0.79 and 2.79±0.65 points), ODI (35.97%±6.42%, and 23.73%±5.72%), and the kyphosis angles (10.24°±2.33° and 13.22°±2.56°), the differences were statistically significant ( P<0.05). The operating time of bone cement in the freezing point group was 10.89±2.35 min, which was longer than that in the temperature gradient group 5.77±0.52 min, and the difference was statistically significant ( t=24.021, P<0.001). The incidence of cement injection difficulty was 0 in the freezing point group and 27.1% (36/133) in the temperature gradient group. Conclusion:The establishment of bone cement combined with bone cement channel at freezing point temperature can effectively prolong the bolus time of bone cement and reduce the re-leakage of bone cement, which is conducive to increasing the injection volume and distribution area of bone cement in the vertebral body, effectively reducing the amount of bone cement leakage and obtaining better clinical efficacy.