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Solvability and stability results for coupled hybrid system with sequential Caputo fractional derivatives 具有顺序Caputo分数阶导数的耦合混合系统的可解性和稳定性
IF 2.6 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-09-27 DOI: 10.1186/s43088-025-00688-w
Mohamed Houas, Abdul Hamid Ganie, Mohammad Esmael Samei, Tina Maniee

We obtain new results regarding the existence, uniqueness, and stability of solutions for a class of fractional Caputo sequential coupled hybrid system which are investigated by applying fixed-point theorems such as Banach’s contraction mapping principle and Leray–Schauder’s alternative. Also, the stability of the mentioned fractional sequential hybrid system is defined and studied. Lastly, we demonstrate some numerical examples in order to confirm our results.

应用Banach收缩映射原理和Leray-Schauder替代等不动点定理,得到了一类分数阶Caputo序列耦合混合系统解的存在性、唯一性和稳定性的新结果。同时,对分数阶序混合系统的稳定性进行了定义和研究。最后,通过数值算例验证了本文的研究结果。
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引用次数: 0
Theoretical investigation of the anti-proliferative properties of 1, 3-diphenyl-1H-pyrazoles against breast cancer cells; QSAR modeling, DFT, molecular docking, molecular dynamic simulations, and ADMET predictions 1,3 -二苯基- 1h -吡唑抗乳腺癌细胞增殖特性的理论研究QSAR建模,DFT,分子对接,分子动力学模拟,ADMET预测
IF 2.6 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-09-27 DOI: 10.1186/s43088-025-00669-z
Ameji John, Amneh Shtaiwi, Rohana Adnan

Background

Breast cancer is the major cause of cancer-related deaths globally. This public health emergency is further worsened by challenges of drug resistance and toxicities of the current medications. Hence, the search for novel drugs has become very necessary.

Methods

In this study, some cytotoxic 1, 3-diphenyl-1H-pyrazole derivatives were virtually screened against estrogen receptor alpha (ERα) of breast cancer to identify promising ligands from the dataset of molecules. Afterward, the bioactive ligands were subjected to QSAR modeling and the validated model was used to design more potent analogs of the most active member of the dataset selected as lead/template molecule (Tm). Subsequently, the binding affinity of the designed ligands against the active sites of ERα was investigated with the aid of molecular docking and molecular mechanics generalized born surface area (MM/GBSA) calculations. Furthermore, density functional theory (DFT) calculation and molecular dynamics simulations were used to study the electronic properties and thermodynamic stability of the most promising ligands and their complexes with the receptor, respectively. Finally, the pharmacokinetic and toxicity profiles of the ligands were also investigated.

Results

The validated penta-parametric QSAR model (R2train = 0.896; R2adj = 0.875; Q2CV = 0.816; and R2test = 0.703) used for designing new bioactive ligands hinted the predominant influence of molecular size, shape, and symmetry on the observed cytotoxic effects of the investigated 1, 3-diphenyl-1H-pyrazole derivatives on breast cancer cells (MCF-7). The designed ligands; DP-1, DP-2, DP-3, DP-4, and DP-5 which bind to the ERα target with Gibbs free energy change (∆GTotal) of − 41.57, − 42.06, − 42.16, − 41.64, and − 41.91 kcal/mol, respectively, appear more potent than Tm with ∆GTotal value of − 34.89 kcal/mol and tamoxifen (∆GTotal = − 34.89 kcal/mol), an approved drug used herein as positive control. Moreover, the excellent cytotoxic potentials of the new drug candidates against MCF-7 cells were supported by both quantum mechanical calculations and molecular dynamic simulations. In addition, the ligands display sound pharmacokinetic profiles.

Conclusion

The designed ligands could be excellent sources of novel drug candidates against estrogen receptor positive breast cancer. Hence, further in vitro and in vivo investigations on the bioactive molecules are recommended.

乳腺癌是全球癌症相关死亡的主要原因。当前药物的耐药性和毒性的挑战使这一突发公共卫生事件进一步恶化。因此,寻找新药变得非常必要。方法对具有细胞毒性的1,3 -二苯基- 1h -吡唑衍生物进行了针对乳腺癌雌激素受体α (ERα)的虚拟筛选,从分子数据集中寻找有希望的配体。随后,对生物活性配体进行QSAR建模,并使用验证的模型来设计数据集中最活跃的成员作为先导/模板分子(Tm)的更有效的类似物。随后,通过分子对接和分子力学广义出生表面积(MM/GBSA)计算,研究了所设计配体对ERα活性位点的结合亲和力。此外,利用密度泛函理论(DFT)计算和分子动力学模拟分别研究了最有前途的配体及其与受体配合物的电子性质和热力学稳定性。最后,还研究了配体的药代动力学和毒性特征。结果用于设计新的生物活性配体的五参数QSAR模型(R2train = 0.896; R2adj = 0.875; Q2CV = 0.816; R2test = 0.703)提示分子大小、形状和对称性对所研究的1,3 -二苯基- 1h -吡唑衍生物对乳腺癌细胞(MCF-7)的细胞毒作用有主要影响。设计配体;DP-1、DP-2、DP-3、DP-4和DP-5与era靶结合的吉布斯自由能变化(∆GTotal)分别为- 41.57、- 42.06、- 42.16、- 41.64和- 41.91 kcal/mol,其药效明显优于Tm(∆GTotal为- 34.89 kcal/mol)和作为阳性对照的三苯氧胺(∆GTotal = - 34.89 kcal/mol)。此外,量子力学计算和分子动力学模拟支持了新型候选药物对MCF-7细胞的良好细胞毒性。此外,配体显示良好的药代动力学特征。结论所设计的配体可作为抗雌激素受体阳性乳腺癌新药的良好来源。因此,建议对生物活性分子进行进一步的体外和体内研究。
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引用次数: 0
Advances in nanocomposite larvicides for mosquito vector management: a comprehensive review 用于蚊虫媒介管理的纳米复合杀幼虫剂研究进展综述
IF 2.6 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-09-26 DOI: 10.1186/s43088-025-00687-x
Kiruthiga Natarajan, Rajkuberan Chandrasekaran, Selvakumar Thirumalaisamy, Kalaiselvi Aasaithambi, John Joseph

Background

The occurrence of malaria, filariasis, yellow fever, West Nile virus, chikungunya, Zika, and dengue diseases causes significant morbidity and mortality in underdeveloped countries due to the emergence of virulent strains and the development of drug resistance. Nanotechnology, a potent tool, can mitigate the mosquito’s emergence and larvae breeding sources effectively. Nanocomposites, an amalgamation of metals/metal oxide/polymer, will target the specific mosquitoes and can suppress their growth and development. Therefore, our objective is to explore the larvicidal potency of nanocomposites in the larvae of Aedes aegypti, Culex quinquefasciatus, Anopheles stephensi, and Culex pipiens and to address the possible use of nanocomposites as insecticides in Integrated Pest Management.

Main body

Nanocomposites have diverse applications in biological sectors due to the distinctive optical and physical chemical properties. These tailored composites can tackle virulent strains, and mosquitoes can’t develop resistance. Nanocomposites act against larvae of various developmental stages (1st–4th instar) in Ae.aegypti, Cx. quinquefasciatus, An.stephensi, and Cx. pipiens with significant LC50 values. The larvicidal effect of the nanocomposite is influenced by species-specific, size and shape, surface coating, and others. The nanocomposites induce reactive oxygen species (ROS), triggering oxidative stress and activating apoptosis mechanisms in the larvae. From the available literature studies, nanocomposites are effective against Ae. aegypti > Cx. quinquefasciatus > Cx. pipiens > An. stephensi mosquitoes.

Conclusion

The nanocomposites are effective against all stages of mosquito larvae and can be further formulated as an insecticide to control the mosquito menace. Thus, the nanocomposites are a novel material for the eradication of juvenile mosquitoes with higher efficacy and efficiency.

疟疾、丝虫病、黄热病、西尼罗河病毒、基孔肯雅热、寨卡病毒和登革热等疾病的发生,由于毒株的出现和耐药性的发展,在不发达国家造成了显著的发病率和死亡率。纳米技术是一种有效的工具,可以有效地减少蚊子的出现和幼虫的滋生来源。纳米复合材料是一种金属/金属氧化物/聚合物的混合物,将针对特定的蚊子,并可以抑制它们的生长和发育。因此,我们的目标是探索纳米复合材料对埃及伊蚊、致倦库蚊、斯氏按蚊和淡纹库蚊幼虫的杀幼虫效力,并探讨纳米复合材料在害虫综合治理中的应用可能性。纳米复合材料由于其独特的光学和物理化学性质,在生物领域有着广泛的应用。这些定制的复合材料可以对付有毒菌株,蚊子也不会产生抗药性。纳米复合材料对伊蚊不同发育阶段(1 ~ 4龄)幼虫均有一定的抑制作用。蚊,残雪。quinquefasciatus,。stephensi和Cx。LC50值显著的库蚊。纳米复合材料的杀虫效果受物种特异性、尺寸和形状、表面涂层等因素的影响。纳米复合材料诱导活性氧(ROS),引发氧化应激并激活幼虫的凋亡机制。从现有的文献研究来看,纳米复合材料对伊蚊有较好的抑制作用。埃及;埃及;quinquciciciatus;臭虫>;stephensi蚊子。结论该纳米复合材料对各阶段蚊虫幼虫均有较好的杀灭效果,可进一步配制成防蚊剂。因此,该纳米复合材料具有较高的灭蚊效果和效率,是一种新型的灭蚊材料。
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引用次数: 0
Global trends and performances of acupuncture research on epilepsy: a bibliometric analysis 针灸治疗癫痫研究的全球趋势和表现:文献计量学分析
IF 2.6 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-09-19 DOI: 10.1186/s43088-025-00689-9
Huanhua Wu, Jinhua Hu, Yingtong Lu, Yuanxing Pan, Chun Zhuang, Yingxin Li, Weijian Ye, Bin Guo

Background

Epilepsy is a chronic neurological disorder affecting millions globally, with a significant portion of patients remaining pharmacoresistant. Acupuncture, particularly transcutaneous auricular vagus nerve stimulation (taVNS), has gained attention for its potential in epilepsy management. This study conducts a comprehensive bibliometric analysis of global research trends in acupuncture for epilepsy from 2000 to 2024 to assess publication trends, key research themes, influential articles, and research hotspots.

Methods

A systematic search was conducted using the Web of Science Core Collection (WoSCC) database for articles published between 2000 and 2025. Bibliometrix and VOSviewer were used for bibliometric and thematic analysis, mapping research trends, co-occurrence networks, and thematic evolution.

Results

A steady increase in publications was observed, with notable contributions from China and institutions like Fudan University. Key research themes include vagus nerve stimulation (VNS), electroacupuncture, and neuroinflammation, highlighting the shift toward neuromodulation. Citation impact was highest in journals such as Evidence-Based Complementary and Alternative Medicine. Emerging trends point to taVNS and neuroprotection as significant research areas, with clinical studies increasingly focusing on the biological mechanisms behind acupuncture’s anticonvulsant effects.

Conclusions

Acupuncture for epilepsy has grown in global recognition, especially in VNS and electroacupuncture. However, further high-quality clinical trials and standardized protocols are required to establish acupuncture’s efficacy in clinical epilepsy treatment, particularly in pharmacoresistant cases.

癫痫是一种影响全球数百万人的慢性神经系统疾病,其中很大一部分患者仍然具有耐药性。针灸,特别是经皮耳迷走神经刺激(taVNS),因其在癫痫治疗中的潜力而受到关注。本研究对2000 - 2024年全球针灸治疗癫痫的研究趋势进行综合文献计量分析,评估发表趋势、重点研究主题、影响力文章和研究热点。方法系统检索Web of Science Core Collection (WoSCC)数据库2000 ~ 2025年间发表的论文。使用Bibliometrix和VOSviewer进行文献计量和专题分析,绘制研究趋势、共现网络和专题演变。结果论文发表量稳步增长,其中中国和复旦大学等机构贡献显著。关键的研究主题包括迷走神经刺激(VNS),电针和神经炎症,突出向神经调节的转变。引用影响最高的期刊是《循证补充和替代医学》。随着临床研究越来越多地关注针灸抗惊厥作用背后的生物学机制,新兴趋势表明,taVNS和神经保护是重要的研究领域。结论针刺治疗癫痫已在全球范围内得到越来越多的认可,尤其是VNS和电针。然而,需要进一步的高质量临床试验和标准化方案来确定针灸在临床癫痫治疗中的疗效,特别是在耐药病例中。
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引用次数: 0
In silico design of a novel antigen based on safe epitopes of epsilon toxin: avoidance of potential molecular mimicry involved in autoimmune responses 基于epsilon毒素安全表位的新型抗原的计算机设计:避免参与自身免疫反应的潜在分子模仿
IF 2.6 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-09-15 DOI: 10.1186/s43088-025-00685-z
Saeed Khalili, Othman Jamal Nassrullah, Yaqdhan Alnomani, Mohammad Reza Rahbar, Abolfazl Jahangiri

Background

Clostridium perfringens, a bacterium associated with various animal and human diseases, could produce several toxins, such as epsilon toxin (ETX). The economic importance of ETX is related to its ability to cause enterotoxemia in domestic ruminants, which causes sudden death. This neurotoxin is also a unique environmental triggering agent for multiple sclerosis (MS). Antibodies against the TGVSLTTSYSFANTN peptide of ETX had been found in clinically definite multiple sclerosis (CDMS). However, no similarity with human proteins was found by the conducted basic local alignment search tool (BLAST) search. Several studies revealed that similar epitopes shared between the infectious microorganisms and the human proteome could trigger autoimmune responses. Although several ETX-based antigens had been designed, this issue was not considered in the designs.

Methods

In the current study, the ETX sequence was analyzed to find any shared peptides with more than 5 residues in length in the human proteome. Then, a vaccine construct was designed based on specific peptides of ETX with no similarity to the human proteome. The obtained construct was analyzed regarding its antigenic and structural properties.

Results

No match was discovered for peptides longer than 7-meric. Hepta- and 6-meric peptides matched to a total of 4 and 83 identical peptides in the human proteome, respectively. A construct with a length of 110 amino acids (approximately 13 kDa with the estimated pI of 8.75) was obtained. This construct contains both alpha helical and extended regions linked by coiled regions. The extended and coiled regions were more frequent than the helical regions. The AlphaFold 3D model was consistent with the results obtained from the secondary structure prediction. The molecular dynamic (MD) simulation demonstrated that the designed construct maintains its structural compactness during the simulation, and after 50 ns of MD, the designed construct achieves an equilibrium and stabilized state.

Conclusions

A novel antigen was designed based on safe epitopes of epsilon toxin by which potential molecular mimicry involved in autoimmune responses could be avoided. The current study results require experimental verification in future investigations.

产气荚膜梭菌(clostridium perfringens)是一种与多种动物和人类疾病相关的细菌,可产生多种毒素,如epsilon毒素(ETX)。ETX的经济重要性与它在家养反刍动物中引起肠毒血症的能力有关,而肠毒血症会导致猝死。这种神经毒素也是多发性硬化症(MS)的独特环境触发剂。在临床明确的多发性硬化症(CDMS)中发现了针对ETX的TGVSLTTSYSFANTN肽的抗体。然而,通过基本局部比对搜索工具(BLAST)搜索,未发现与人类蛋白质相似。几项研究表明,感染性微生物和人类蛋白质组之间共享的相似表位可能引发自身免疫反应。虽然已经设计了几种基于etx的抗原,但在设计中没有考虑到这个问题。方法本研究对ETX序列进行分析,寻找人类蛋白质组中长度超过5个残基的共享肽。然后,基于与人类蛋白质组不相似的ETX特异性肽设计了疫苗结构。对获得的构建体进行了抗原性和结构特性分析。结果长度大于7-meric的多肽未发现匹配。Hepta-和6-meric肽分别与人类蛋白质组中的4个和83个相同的肽相匹配。得到了一个长度为110个氨基酸(约13 kDa,估计pI为8.75)的结构体。这个结构既包含α螺旋区,也包含由螺旋区连接的扩展区。扩展区和盘绕区比螺旋区更常见。AlphaFold三维模型与二级结构预测结果一致。分子动力学(MD)模拟表明,所设计的结构在模拟过程中保持其结构致密性,经过50 ns的分子动力学后,所设计的结构达到平衡稳定状态。结论基于epsilon毒素的安全表位设计了一种新的抗原,可避免其可能参与自身免疫反应的分子模仿。目前的研究结果需要在未来的研究中进行实验验证。
{"title":"In silico design of a novel antigen based on safe epitopes of epsilon toxin: avoidance of potential molecular mimicry involved in autoimmune responses","authors":"Saeed Khalili,&nbsp;Othman Jamal Nassrullah,&nbsp;Yaqdhan Alnomani,&nbsp;Mohammad Reza Rahbar,&nbsp;Abolfazl Jahangiri","doi":"10.1186/s43088-025-00685-z","DOIUrl":"10.1186/s43088-025-00685-z","url":null,"abstract":"<div><h3>Background</h3><p><i>Clostridium perfringens,</i> a bacterium associated with various animal and human diseases, could produce several toxins, such as epsilon toxin (ETX). The economic importance of ETX is related to its ability to cause enterotoxemia in domestic ruminants, which causes sudden death. This neurotoxin is also a unique environmental triggering agent for multiple sclerosis (MS). Antibodies against the TGVSLTTSYSFANTN peptide of ETX had been found in clinically definite multiple sclerosis (CDMS). However, no similarity with human proteins was found by the conducted basic local alignment search tool (BLAST) search. Several studies revealed that similar epitopes shared between the infectious microorganisms and the human proteome could trigger autoimmune responses. Although several ETX-based antigens had been designed, this issue was not considered in the designs.</p><h3>Methods</h3><p>In the current study, the ETX sequence was analyzed to find any shared peptides with more than 5 residues in length in the human proteome. Then, a vaccine construct was designed based on specific peptides of ETX with no similarity to the human proteome. The obtained construct was analyzed regarding its antigenic and structural properties.</p><h3>Results</h3><p>No match was discovered for peptides longer than 7-meric. Hepta- and 6-meric peptides matched to a total of 4 and 83 identical peptides in the human proteome, respectively. A construct with a length of 110 amino acids (approximately 13 kDa with the estimated pI of 8.75) was obtained. This construct contains both alpha helical and extended regions linked by coiled regions. The extended and coiled regions were more frequent than the helical regions. The AlphaFold 3D model was consistent with the results obtained from the secondary structure prediction. The molecular dynamic (MD) simulation demonstrated that the designed construct maintains its structural compactness during the simulation, and after 50 ns of MD, the designed construct achieves an equilibrium and stabilized state.</p><h3>Conclusions</h3><p>A novel antigen was designed based on safe epitopes of epsilon toxin by which potential molecular mimicry involved in autoimmune responses could be avoided. The current study results require experimental verification in future investigations.</p></div>","PeriodicalId":481,"journal":{"name":"Beni-Suef University Journal of Basic and Applied Sciences","volume":"14 1","pages":""},"PeriodicalIF":2.6,"publicationDate":"2025-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://bjbas.springeropen.com/counter/pdf/10.1186/s43088-025-00685-z","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145062237","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Antiviral activity of turmeric (Curcuma longa) against potato virus Y: in silico molecular docking anlysis 姜黄对马铃薯Y病毒抗病毒活性的分子对接分析
IF 2.6 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-09-03 DOI: 10.1186/s43088-025-00686-y
Allam Arafat Megahed, Alaa Barakat, Ahmed Attya Embaby, Sonya Hamouda Mohamed, Atef Shoukry Sadik, Nashwa Ahmed Elshaer

Background

This study investigates the antiviral potential of turmeric-derived compounds, particularly curcuminoids, against the Egyptian strain of Potato Virus Y (PVYN-Egypt) using in silico molecular docking simulations. The binding interactions of five key compounds—curcumin, bisdemethoxycurcumin, demethoxycurcumin, isorhamnetin, and ribavirin (as a control)—were evaluated against three essential viral proteins: P1 protease, helper component proteinase (HCPro), and coat protein, to assess their therapeutic viability.

Results

Molecular docking results revealed that isorhamnetin exhibited the strongest binding affinity toward P1 protease. Curcumin and bisdemethoxycurcumin showed favorable binding to both HCPro and CP. ADMET profiling demonstrated that most tested ligands, except for curcuminol and ribavirin, had good oral bioavailability and favorable gastrointestinal absorption. Polar surface area (PSA), a key factor in membrane permeability and drug-likeness, was also considered—compounds with lower PSA values generally show better bioavailability. However, potential toxicity concerns were identified for curcuminol and ribavirin. Among the compounds, curcumin and its derivatives—particularly isorhamnetin—emerged as promising antiviral candidates, while bisdemethoxycurcumin showed potential to inhibit viral replication. Ribavirin displayed moderate binding but fewer favorable interactions compared to curcumin-based ligands.

Conclusion

This study provides new insights into the development of antiviral agents targeting PVY. The findings support the potential of curcumin derivatives, especially isorhamnetin and bisdemethoxycurcumin, as effective antiviral agents. Further experimental validation is recommended to explore their applications in agriculture and pharmaceutical biotechnology.

本研究利用硅分子对接模拟研究了姜黄衍生化合物,特别是姜黄素对埃及马铃薯Y病毒株(pvn - egypt)的抗病毒潜力。五种关键化合物——姜黄素、双去甲氧基姜黄素、去甲氧基姜黄素、异鼠李素和利巴韦林(作为对照)——对三种基本病毒蛋白(P1蛋白酶、辅助成分蛋白酶(HCPro)和外壳蛋白)的结合相互作用进行了评估,以评估它们的治疗可行性。结果分子对接结果显示异鼠李素对P1蛋白酶的结合亲和力最强。姜黄素和双去甲氧基姜黄素与HCPro和CP均有良好的结合。ADMET分析表明,除姜黄酚和利巴韦林外,大多数测试配体具有良好的口服生物利用度和良好的胃肠道吸收。极性表面积(PSA)是决定膜通透性和药物相似性的关键因素,也被考虑在内——PSA值越低的化合物通常具有更好的生物利用度。然而,姜黄酚和利巴韦林存在潜在的毒性问题。在这些化合物中,姜黄素及其衍生物——尤其是异鼠李素——被认为是有希望的抗病毒候选者,而双去甲氧基姜黄素显示出抑制病毒复制的潜力。与基于姜黄素的配体相比,利巴韦林显示出适度的结合,但较少的有利相互作用。结论本研究为开发针对PVY的抗病毒药物提供了新的思路。研究结果支持姜黄素衍生物的潜力,特别是异鼠李素和双去甲氧基姜黄素,作为有效的抗病毒药物。建议进一步进行实验验证,探索其在农业和制药生物技术方面的应用。
{"title":"Antiviral activity of turmeric (Curcuma longa) against potato virus Y: in silico molecular docking anlysis","authors":"Allam Arafat Megahed,&nbsp;Alaa Barakat,&nbsp;Ahmed Attya Embaby,&nbsp;Sonya Hamouda Mohamed,&nbsp;Atef Shoukry Sadik,&nbsp;Nashwa Ahmed Elshaer","doi":"10.1186/s43088-025-00686-y","DOIUrl":"10.1186/s43088-025-00686-y","url":null,"abstract":"<div><h3>Background</h3><p>This study investigates the antiviral potential of turmeric-derived compounds, particularly curcuminoids, against the Egyptian strain of Potato Virus Y (PVY<sup>N</sup>-Egypt) using in silico molecular docking simulations. The binding interactions of five key compounds—curcumin, bisdemethoxycurcumin, demethoxycurcumin, isorhamnetin, and ribavirin (as a control)—were evaluated against three essential viral proteins: P1 protease, helper component proteinase (HCPro), and coat protein, to assess their therapeutic viability.</p><h3>Results</h3><p>Molecular docking results revealed that isorhamnetin exhibited the strongest binding affinity toward P1 protease. Curcumin and bisdemethoxycurcumin showed favorable binding to both HCPro and CP. ADMET profiling demonstrated that most tested ligands, except for curcuminol and ribavirin, had good oral bioavailability and favorable gastrointestinal absorption. Polar surface area (PSA), a key factor in membrane permeability and drug-likeness, was also considered—compounds with lower PSA values generally show better bioavailability. However, potential toxicity concerns were identified for curcuminol and ribavirin. Among the compounds, curcumin and its derivatives—particularly isorhamnetin—emerged as promising antiviral candidates, while bisdemethoxycurcumin showed potential to inhibit viral replication. Ribavirin displayed moderate binding but fewer favorable interactions compared to curcumin-based ligands.</p><h3>Conclusion</h3><p>This study provides new insights into the development of antiviral agents targeting PVY. The findings support the potential of curcumin derivatives, especially isorhamnetin and bisdemethoxycurcumin, as effective antiviral agents. Further experimental validation is recommended to explore their applications in agriculture and pharmaceutical biotechnology.</p></div>","PeriodicalId":481,"journal":{"name":"Beni-Suef University Journal of Basic and Applied Sciences","volume":"14 1","pages":""},"PeriodicalIF":2.6,"publicationDate":"2025-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://bjbas.springeropen.com/counter/pdf/10.1186/s43088-025-00686-y","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144934661","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Luteolin as a multi-targeted polyphenol in pulmonary fibrosis: network pharmacology, mechanistic insights, and formulation advances 木犀草素作为多靶点多酚在肺纤维化中的作用:网络药理学、机制见解和配方进展
IF 2.6 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-08-31 DOI: 10.1186/s43088-025-00684-0
Megh Pravin Vithalkar, Vishnusai Beere, K. S. Sandra, Vishwani Naik, Akanksha D. Dessai, Usha Y. Nayak, S. M. Fayaz, Sai Balaji Andugulapati, B. Sathyanarayana, Prabhakara R. Nagareddy, Yogendra Nayak

Background

Luteolin is a natural polyphenolic flavonoid (C6–C3–C6 structure) found in various medicinal herbs. It exhibits significant antioxidant, anti-inflammatory, and anti-fibrotic properties, making it a promising therapeutic compound for fibrotic illnesses, including pulmonary fibrosis. The condition is distinguished by excessive extracellular matrix formation in lung tissue, resulting in stiffness and reduced respiratory performance. Current treatments, limited to nintedanib and pirfenidone, merely slow disease progression, highlighting the need for more effective therapeutic options.

Main body

Luteolin exerts its effects by modulating key signaling pathways, including transforming growth factor-beta/small mothers against decapentaplegic (TGF-β/SMAD), phosphoinositide 3-kinase/protein kinase B (PI3K/Akt), nuclear factor erythroid 2–related factor 2 (NRF2), signal transducer and activator of transcription 3 (STAT3), mitogen-activated protein kinase (MAPK), and NOD-like receptor family pyrin domain-containing 3 (NLRP3), thereby reducing oxidative stress, inflammation, and fibrosis. In vitro and pre-clinical studies also support its therapeutic potential. Furthermore, network pharmacology has identified multiple hub targets of luteolin and highlighted its synergistic interactions with other bioactive compounds. These interactions contribute to enhanced biological outcomes such as cell cycle deceleration, apoptosis induction, and angiogenesis inhibition in inflammatory conditions and cancers. However, poor bioavailability and targeted delivery challenges limit luteolin’s clinical utility. To overcome these issues, nanoparticle-based delivery systems, including nanosuspensions, solid lipid nanoparticles, and polymeric nanoparticles, have been developed to enhance their lung-targeted delivery and therapeutic efficacy.

Conclusion

This narrative review outlines luteolin’s multiple molecular targets, pathways, and mechanisms in modulating fibrotic diseases, especially lung fibrosis, and emphasizes the gap between current formulation strategies and clinical translation. Advanced delivery technologies hold promise for enhancing luteolin’s therapeutic value. Hence, additional investigation is needed to establish its effectiveness as well as its safety in clinical settings and develop luteolin as a viable treatment option for chronic respiratory diseases, particularly pulmonary fibrosis.

木犀草素是一种天然的多酚类黄酮(C6-C3-C6结构),存在于多种草药中。它具有显著的抗氧化、抗炎和抗纤维化特性,使其成为一种有前途的治疗纤维化疾病的化合物,包括肺纤维化。这种疾病的特点是肺组织中细胞外基质形成过多,导致僵硬和呼吸功能降低。目前的治疗仅限于尼达尼布和吡非尼酮,仅能减缓疾病进展,因此需要更有效的治疗选择。木草素通过调节关键信号通路发挥作用,包括转化生长因子-β/小母亲抗十五瘫痪(TGF-β/SMAD)、磷酸肌苷3激酶/蛋白激酶B (PI3K/Akt)、核因子-红细胞2相关因子2 (NRF2)、转录信号转导和激活因子3 (STAT3)、丝裂原活化蛋白激酶(MAPK)、nod样受体家族pyrin结构域- 3 (NLRP3)等,从而减轻氧化应激、炎症、和纤维化。体外和临床前研究也支持其治疗潜力。此外,网络药理学已经确定了木犀草素的多个枢纽靶点,并强调了其与其他生物活性化合物的协同作用。这些相互作用有助于增强生物学结果,如细胞周期减速、细胞凋亡诱导和炎症条件和癌症中的血管生成抑制。然而,较差的生物利用度和靶向递送挑战限制了木犀草素的临床应用。为了克服这些问题,基于纳米颗粒的递送系统,包括纳米悬浮液、固体脂质纳米颗粒和聚合物纳米颗粒,已经被开发出来,以提高它们的肺靶向递送和治疗效果。本文概述了木犀草素在调节纤维化疾病,特别是肺纤维化中的多个分子靶点、途径和机制,并强调了目前的配方策略与临床转化之间的差距。先进的给药技术有望提高木犀草素的治疗价值。因此,需要进一步的研究来确定其在临床环境中的有效性和安全性,并使木犀草素成为慢性呼吸系统疾病,特别是肺纤维化的可行治疗选择。
{"title":"Luteolin as a multi-targeted polyphenol in pulmonary fibrosis: network pharmacology, mechanistic insights, and formulation advances","authors":"Megh Pravin Vithalkar,&nbsp;Vishnusai Beere,&nbsp;K. S. Sandra,&nbsp;Vishwani Naik,&nbsp;Akanksha D. Dessai,&nbsp;Usha Y. Nayak,&nbsp;S. M. Fayaz,&nbsp;Sai Balaji Andugulapati,&nbsp;B. Sathyanarayana,&nbsp;Prabhakara R. Nagareddy,&nbsp;Yogendra Nayak","doi":"10.1186/s43088-025-00684-0","DOIUrl":"10.1186/s43088-025-00684-0","url":null,"abstract":"<div><h3>Background</h3><p>Luteolin is a natural polyphenolic flavonoid (C<sub>6</sub>–C<sub>3</sub>–C<sub>6</sub> structure) found in various medicinal herbs. It exhibits significant antioxidant, anti-inflammatory, and anti-fibrotic properties, making it a promising therapeutic compound for fibrotic illnesses, including pulmonary fibrosis. The condition is distinguished by excessive extracellular matrix formation in lung tissue, resulting in stiffness and reduced respiratory performance. Current treatments, limited to nintedanib and pirfenidone, merely slow disease progression, highlighting the need for more effective therapeutic options.</p><h3>Main body</h3><p>Luteolin exerts its effects by modulating key signaling pathways, including transforming growth factor-beta/small mothers against decapentaplegic (TGF-β/SMAD), phosphoinositide 3-kinase/protein kinase B (PI3K/Akt), nuclear factor erythroid 2–related factor 2 (NRF2), signal transducer and activator of transcription 3 (STAT3), mitogen-activated protein kinase (MAPK), and NOD-like receptor family pyrin domain-containing 3 (NLRP3), thereby reducing oxidative stress, inflammation, and fibrosis. In vitro and pre-clinical studies also support its therapeutic potential. Furthermore, network pharmacology has identified multiple hub targets of luteolin and highlighted its synergistic interactions with other bioactive compounds. These interactions contribute to enhanced biological outcomes such as cell cycle deceleration, apoptosis induction, and angiogenesis inhibition in inflammatory conditions and cancers. However, poor bioavailability and targeted delivery challenges limit luteolin’s clinical utility. To overcome these issues, nanoparticle-based delivery systems, including nanosuspensions, solid lipid nanoparticles, and polymeric nanoparticles, have been developed to enhance their lung-targeted delivery and therapeutic efficacy.</p><h3>Conclusion</h3><p>This narrative review outlines luteolin’s multiple molecular targets, pathways, and mechanisms in modulating fibrotic diseases, especially lung fibrosis, and emphasizes the gap between current formulation strategies and clinical translation. Advanced delivery technologies hold promise for enhancing luteolin’s therapeutic value. Hence, additional investigation is needed to establish its effectiveness as well as its safety in clinical settings and develop luteolin as a viable treatment option for chronic respiratory diseases, particularly pulmonary fibrosis.</p></div>","PeriodicalId":481,"journal":{"name":"Beni-Suef University Journal of Basic and Applied Sciences","volume":"14 1","pages":""},"PeriodicalIF":2.6,"publicationDate":"2025-08-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://bjbas.springeropen.com/counter/pdf/10.1186/s43088-025-00684-0","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144923280","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Solitary waves and shock waves for double-layered fluid flow with dispersion triplet: Zaremaoghaddam and Gear–Grimshaw models (KdV equation) 离散三重态双层流体流动的孤立波和激波:Zaremaoghaddam和Gear-Grimshaw模型(KdV方程)
IF 2.6 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-08-30 DOI: 10.1186/s43088-025-00679-x
Lakhveer Kaur, Omer Mohammed Khodayer Al-Dulaimi, Farag Mahel Mohammed, Anwar Ja’afar Mohamad Jawad, Mohammad Abdelkawy, Oswaldo González-Gaxiola, Ahmed H. Arnous, Anjan Biswas

Background

The Zaremaoghaddam model studies internal waves, fluid dynamics, and nonlinear wave equations. In shallow water, internal solitons, or stratified fluids, the procedure may involve modifying or applying nonlinear wave models like Korteweg–de Vries equation, Boussinesq, or Gear–Grimshaw. The Gear–Grimshaw system simulates internal waves in a two-layer stratified fluid, such as an ocean with two density layers, using interconnected nonlinear evolution equations. The Korteweg–de Vries equation is extended to include wave mode interactions.

Results

The paper recovers solitary waves and shock waves for double-layered fluid flow that is modeled whose basic platform is the Korteweg–de Vries equation. This retrieval is made possible with the usage of the generalized exponential differential rational function approach. Two models for the double-layered flow are taken into consideration, namely the Zaremaoghaddam model and the Gear–Grimshaw model. The parameter restrictions for the existence of such solutions are also enumerated.

Conclusions

This paper has many implications and opens up many future opportunities. Since double-layered fluid flow never addresses rogue wave features, the paper’s results would be the foundation for studying them. Additionally, viscosity can be considered in the two models in this paper. A practical perspective would result since viscosity is inevitable in any fluid or airflow. Additionally, these models are new. Thus, such models must be investigated by identifying conservation laws and studying soliton perturbation theory.

Zaremaoghaddam模型研究内波、流体动力学和非线性波动方程。在浅水、内部孤子或分层流体中,程序可能涉及修改或应用非线性波动模型,如Korteweg-de Vries方程、Boussinesq或Gear-Grimshaw。Gear-Grimshaw系统使用相互关联的非线性演化方程模拟两层分层流体中的内波,例如具有两层密度层的海洋。将Korteweg-de Vries方程扩展为包括波动模式相互作用。结果在以Korteweg-de Vries方程为基本平台的双层流体流动模型中,本文恢复了孤立波和激波。这种检索是使用广义指数微分有理函数方法实现的。考虑了两种双层流动模型,即Zaremaoghaddam模型和Gear-Grimshaw模型。并列举了这些解存在的参数限制条件。结论本研究具有许多意义,并为未来的发展开辟了许多机会。由于双层流体流动从未涉及异常波特征,因此本文的结果将为研究它们奠定基础。此外,本文的两种模型都可以考虑粘度。由于粘度在任何流体或气流中都是不可避免的,因此会产生一个实际的观点。此外,这些模型都是新的。因此,必须通过确定守恒定律和研究孤子摄动理论来研究这些模型。
{"title":"Solitary waves and shock waves for double-layered fluid flow with dispersion triplet: Zaremaoghaddam and Gear–Grimshaw models (KdV equation)","authors":"Lakhveer Kaur,&nbsp;Omer Mohammed Khodayer Al-Dulaimi,&nbsp;Farag Mahel Mohammed,&nbsp;Anwar Ja’afar Mohamad Jawad,&nbsp;Mohammad Abdelkawy,&nbsp;Oswaldo González-Gaxiola,&nbsp;Ahmed H. Arnous,&nbsp;Anjan Biswas","doi":"10.1186/s43088-025-00679-x","DOIUrl":"10.1186/s43088-025-00679-x","url":null,"abstract":"<div><h3>Background</h3><p>The Zaremaoghaddam model studies internal waves, fluid dynamics, and nonlinear wave equations. In shallow water, internal solitons, or stratified fluids, the procedure may involve modifying or applying nonlinear wave models like Korteweg–de Vries equation, Boussinesq, or Gear–Grimshaw. The Gear–Grimshaw system simulates internal waves in a two-layer stratified fluid, such as an ocean with two density layers, using interconnected nonlinear evolution equations. The Korteweg–de Vries equation is extended to include wave mode interactions.</p><h3>Results</h3><p>The paper recovers solitary waves and shock waves for double-layered fluid flow that is modeled whose basic platform is the Korteweg–de Vries equation. This retrieval is made possible with the usage of the generalized exponential differential rational function approach. Two models for the double-layered flow are taken into consideration, namely the Zaremaoghaddam model and the Gear–Grimshaw model. The parameter restrictions for the existence of such solutions are also enumerated.</p><h3>Conclusions</h3><p>This paper has many implications and opens up many future opportunities. Since double-layered fluid flow never addresses rogue wave features, the paper’s results would be the foundation for studying them. Additionally, viscosity can be considered in the two models in this paper. A practical perspective would result since viscosity is inevitable in any fluid or airflow. Additionally, these models are new. Thus, such models must be investigated by identifying conservation laws and studying soliton perturbation theory.</p></div>","PeriodicalId":481,"journal":{"name":"Beni-Suef University Journal of Basic and Applied Sciences","volume":"14 1","pages":""},"PeriodicalIF":2.6,"publicationDate":"2025-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://bjbas.springeropen.com/counter/pdf/10.1186/s43088-025-00679-x","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144920524","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A study on antibacterial activities of RHRet: a formulation of plant-derived compounds 植物源性化合物RHRet的抗菌活性研究
IF 2.6 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-08-30 DOI: 10.1186/s43088-025-00681-3
P. Ashiq Shibili, Amit Dey, Hepzibah Graceline, P. K. Madhavi, B. Esther Raichel, S. Chitra Veena, Nandita Thakkar, Surajit Pathak, Antara Banerjee

Background

Plant-based compounds have gained significant attention as therapeutic agents for managing infections and facilitating tissue repair. RHRet is a plant-derived product composed of bioactive compounds from the extract of different plant species, like Phyllanthus emblica, Curcuma longa, Terminalia chebula, Swertia chirayita, Azadirachta indica, Pterocarpus santalinus, Adhatoda vasica, and Terminalia bellirica. These medicinal plants are known for their potent antibacterial and immune-modulatory properties. In this study, we evaluated the molecular interactions between major bioactive compounds present in RHRet and bacterial proteins, followed by evaluation of the antibacterial properties of RHRet, its impact on biofilm formation, and oxidative stress responses.

Methods

Molecular docking was studied to evaluate the interactions of different bioactive compounds potentially present in RHRet with PerR, SodA, and KatG proteins. The antibacterial activity was evaluated using disc diffusion, growth curve analysis, minimum inhibitory concentration analysis, and biofilm formation. Hyaluronidase inhibitory effect was also evaluated to study the potential of RHRet in restricting bacterial growth. The oxidative stress response was analyzed through lipid peroxidation, superoxide dismutase and catalase activity, and measurement of total thiol content.

Results

Docking analysis revealed strong binding interactions between compounds potentially present in RHRet and PerR, SodA, and KatG proteins. RHRet inhibits Staphylococcus aureus growth, biofilm formation, and hyaluronidase activity in a concentration-dependent manner. Additionally, RHRet increases lipid peroxidation levels, thiol content, and reducing superoxide dismutase activity. However, no significant changes have been found in catalase activity.

Conclusion

RHRet inhibits Staphylococcus aureus growth and biofilm formation and inhibits hyaluronidase activity while modulating oxidative stress and interacting with bacterial proteins. Although RHRet showed promising antibacterial potential, further in vivo studies are necessary to thoroughly evaluate its efficacy and safety profile.

Graphical abstract

植物基化合物作为治疗感染和促进组织修复的药物已经引起了人们的极大关注。RHRet是一种植物源性产品,由不同植物种类的提取物组成的生物活性化合物,如余甘子、姜黄、chebula Terminalia、獐牙菜、印楝、Pterocarpus santalinus、Adhatoda vasica和Terminalia bellirica。这些药用植物以其有效的抗菌和免疫调节特性而闻名。在本研究中,我们评估了RHRet中主要生物活性化合物与细菌蛋白之间的分子相互作用,随后评估了RHRet的抗菌性能、对生物膜形成的影响以及氧化应激反应。方法通过分子对接研究RHRet中可能存在的不同生物活性化合物与PerR、SodA和KatG蛋白的相互作用。采用盘片扩散、生长曲线分析、最小抑菌浓度分析和生物膜形成等方法评价其抑菌活性。研究了RHRet对透明质酸酶的抑制作用,以研究其抑制细菌生长的潜力。通过脂质过氧化、超氧化物歧化酶和过氧化氢酶活性及总硫醇含量测定分析氧化应激反应。结果对接分析显示,可能存在于RHRet和PerR、SodA和KatG蛋白中的化合物之间存在很强的结合相互作用。RHRet以浓度依赖的方式抑制金黄色葡萄球菌的生长、生物膜的形成和透明质酸酶的活性。此外,RHRet增加脂质过氧化水平,硫醇含量,并降低超氧化物歧化酶活性。然而,过氧化氢酶活性没有明显变化。结论rhret抑制金黄色葡萄球菌生长和生物膜形成,抑制透明质酸酶活性,调节氧化应激并与细菌蛋白相互作用。尽管RHRet显示出良好的抗菌潜力,但需要进一步的体内研究来彻底评估其有效性和安全性。图形抽象
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引用次数: 0
Artificial intelligence and computational methods for modelling and forecasting influenza and influenza-like illness: a scoping review 模拟和预测流感和流感样疾病的人工智能和计算方法:范围审查
IF 2.6 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2025-08-29 DOI: 10.1186/s43088-025-00682-2
Adekunle Adeoye, Isreal Ayobami Onifade, Michael Bayode, Idowu Michael Ariyibi, Benjamin Akangbe, Oluwabunmi Akomolafe, Tesleem Ajisafe, Delower Hossain, Oluwatope Faith Owoeye

Background

The persistent resurgence of influenza and influenza-like illness despite concerted vaccination interventions is a global health burden, thus necessitating accurate tools for early intervention and preparedness. This scoping review aims to map the currently available literature on artificial intelligence (AI)-based forecasting models for seasonal influenza and to identify trends in those published models, approaches, and research gaps.

Methods

A detailed search was conducted in PubMed, Scopus, and IEEE Xplore to find relevant studies published between 2014 and 2025. The AI techniques (such as machine learning and deep learning) applied in predicting seasonal influenza activity are considered eligible studies. Model types, data inputs, performance metrics, and validation approaches were summarized on data that were extracted and charted.

Results

Nine studies met the inclusion criteria and were included. Owing to their effectiveness in solving temporal sequence models, many deep learning models have been applied, including the long short-term memory (LSTM) model and the CNN LSTM hybrid model. The data sources are epidemiological records, meteorological variables and social media signals. Most of the models achieved excellent predictive accuracy, but shortcomings in model interpretability, external validation or consistency across performance reporting became issues.

Conclusions

Although AI-based models show promising capabilities for predicting influenza, there are still issues related to standardization and deployment in the real world. Future work should focus on real-time data integration, external validation and interpretable transferable models appropriate for a wide variety of health settings.

Graphical Abstract

This graphical abstract encapsulates AI-based forecasting models for seasonal influenza, depicted as a navigational chart through the research terrain. A central magnifying glass over a globe anchors the global health challenge, guiding the viewer through a flowchart-like journey. A funnel filters literature from PubMed, Scopus, and IEEE Xplore (2014–2025), yielding 9 pivotal studies. Layered icons delineate machine learning and deep learning models, with LSTM and CNN-LSTM hybrids highlighted. Interconnected circles symbolize diverse data inputs—epidemiological, meteorological, and social media—converging into a data integration hub. The bar chart connotes high predictive accuracy, tempered by a warning sign flagging interpretability, validation, and reporting challenges. A roadmap at the journey’s end points to future horizons: real-time data integration, external validation, and interpretable models, charting the course for advancing global influenza preparedness.

尽管采取了协调一致的疫苗接种干预措施,但流感和流感样疾病的持续复发是全球卫生负担,因此需要准确的工具进行早期干预和防范。本次范围审查的目的是绘制关于基于人工智能(AI)的季节性流感预测模型的现有文献图,并确定这些已发表模型、方法和研究差距的趋势。方法在PubMed、Scopus和IEEE explore中详细检索2014 - 2025年间发表的相关研究。用于预测季节性流感活动的人工智能技术(如机器学习和深度学习)被认为是合格的研究。模型类型、数据输入、性能度量和验证方法在提取和绘制的数据上进行了总结。结果9项研究符合纳入标准并被纳入。由于其在求解时间序列模型方面的有效性,许多深度学习模型得到了应用,包括长短期记忆(LSTM)模型和CNN LSTM混合模型。数据来源是流行病学记录、气象变量和社交媒体信号。大多数模型实现了出色的预测准确性,但是在模型可解释性、外部验证或跨性能报告的一致性方面的缺点成为问题。结论尽管基于人工智能的模型显示出预测流感的良好能力,但在现实世界中仍存在与标准化和部署相关的问题。未来的工作应侧重于实时数据整合、外部验证和适用于各种卫生环境的可解释可转移模型。此图形摘要封装了基于人工智能的季节性流感预测模型,并通过研究区域以导航图的形式描述。中央放大镜上方的一个地球仪锚定全球健康挑战,引导观众通过流程图般的旅程。一个漏斗过滤了PubMed、Scopus和IEEE explore(2014-2025)的文献,产生了9项关键研究。分层图标描绘了机器学习和深度学习模型,突出显示了LSTM和CNN-LSTM混合模型。相互关联的圆圈象征着不同的数据输入——流行病学、气象和社交媒体——汇聚成一个数据集成中心。条形图暗示了较高的预测准确性,并通过标记可解释性、验证性和报告挑战的警告标志加以缓和。旅程终点的路线图指向未来:实时数据整合、外部验证和可解释模型,为推进全球流感防范指明了方向。
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引用次数: 0
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Beni-Suef University Journal of Basic and Applied Sciences
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