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In Vitro Assessment of Essential Oils as Sustainable Antifungal Agents Against Sclerotinia sclerotiorum Causing Lettuce Drop. 精油对莴苣菌核病持续抗真菌效果的体外评价。
IF 4.6 2区 化学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-16 DOI: 10.3390/molecules31040682
Mehdiye Tunç, Simone Piancatelli, Sarah Mojela Makau, Annamaria Lucrezia D'Ortenzio, Marwa Moumni, Sara Simonetti, Laura Papi, Eleonora Grassi, Francesco Bucci, Gianfranco Romanazzi

Sclerotinia sclerotiorum is a soilborne fungal pathogen, and it is a major threat to lettuce production, causing lettuce drop. This study evaluated the antifungal effectiveness of five essential oils (EOs) (Rosmarinus officinalis, R. officinalis var. verbenone, Lavandula hybrida, Origanum majorana, and Thymus vulgaris) at 0.1%, 1%, and 10%, along with their phytotoxic effect in the field on three different crops (lettuce, tomato, and chard) following foliar application. T. vulgaris EO completely inhibited S. sclerotiorum mycelial growth at all tested concentrations. R. officinalis, L. hybrida, and O. majorana also showed full inhibition at 1% and 10%, while R. officinalis var. verbenone achieved 80-100% inhibition. R. officinalis had the least phytotoxic effects, with only a minimal effect on chard at 1%. R. officinalis var. verbenone caused low/moderate phytotoxicity in lettuce and chard but had no toxic effect on tomato. L. hybrida and O. majorana had moderate to low effects, while T. vulgaris was the most phytotoxic, significantly affecting lettuce and tomato at 1%. Further field trials are needed to define EO application protocols toward sustainable lettuce drop management without risks of phytotoxicity.

菌核菌(Sclerotinia sclerotiorum)是一种土壤传播的真菌病原体,是生菜生产的主要威胁,造成生菜减产。本研究评估了五种精油(迷迭香、马鞭草酮、薰衣草、大黄草和百里香)在0.1%、1%和10%浓度下的抗真菌效果,以及它们在田间对三种不同作物(生菜、番茄和甜菜)的毒性作用。在所有浓度下,普通赤霉病菌EO均能完全抑制菌丝体生长。马鞭草、杂交草和马鞭草均有1%和10%的完全抑制作用,马鞭草酮对马鞭草的抑制作用为80% ~ 100%。黄药的植物毒性作用最小,对甜菜的毒性作用最小,为1%。马鞭草酮对生菜和甜菜有中低毒性作用,对番茄无毒性作用。对莴苣和番茄的毒性最大,达1%,对生菜和番茄的毒性最大。需要进一步的田间试验来确定EO应用协议,以实现无植物毒性风险的可持续生菜掉落管理。
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引用次数: 0
Gold Nanoparticle-Based Precision Medicine Strategies for Glioblastoma: Current Biomedical Applications and Future Outlook. 基于金纳米颗粒的胶质母细胞瘤精准医疗策略:目前的生物医学应用和未来展望。
IF 4.6 2区 化学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-16 DOI: 10.3390/molecules31040684
Md Ataur Rahman, Maroua Jalouli, Mohammed Al-Zharani, Abdel Halim Harrath

Glioblastoma (GBM) is the most common malignant primary brain tumor among adults and one of the deadliest human cancers. Its infiltrative growth pattern, high intratumor heterogeneity, and the existence of the blood-brain barrier severely limits current treatment approaches. Precision medicine-guided treatment decision-making based on unique molecular characteristics of patients' tumors and tumor microenvironments is highly desired. Gold nanoparticles (AuNPs) are promising nanoplatforms that enable precision medicine and personalized treatments for GBM. Their size- and shape-dependent tunable physiochemical properties, ease of surface functionalization, unique optical/electronic properties, and biocompatibility have facilitated the development of AuNP-based multimodal agents with the capability of delivering therapies, molecular imaging, and diagnosis in one platform. Recent research has shown that AuNPs can deliver chemotherapeutics, genes, and immunotherapeutics and aid in imaging, radiosensitization, and photothermal therapy for GBM therapy. Ligand-targeted and stimuli-responsive AuNPs enable site-selective targeting of GBM cells and the tumor microenvironment, allowing for personalized medicine approaches. Here, we review the progress made in biomedical applications of AuNPs for GBM treatment with a focus on precision-based drug/gene delivery, diagnosis/imaging, and therapy enhancement. We also discuss safety, biodistribution, scalability for translation, and regulatory challenges that need to be addressed for AuNP development. Future opportunities for AuNPs in personalizing GBM treatment are also highlighted.

胶质母细胞瘤(GBM)是成人中最常见的恶性原发性脑肿瘤,也是最致命的人类癌症之一。其浸润性生长模式、肿瘤内高度异质性和血脑屏障的存在严重限制了目前的治疗方法。基于患者肿瘤独特的分子特征和肿瘤微环境的精准医学指导治疗决策是迫切需要的。金纳米粒子(AuNPs)是一种很有前途的纳米平台,可以实现精确医学和个性化治疗GBM。它们的大小和形状相关的可调物理化学特性、易于表面功能化、独特的光学/电子特性和生物相容性促进了基于aunp的多模态药物的发展,具有在一个平台上提供治疗、分子成像和诊断的能力。最近的研究表明,AuNPs可以传递化疗药物、基因和免疫治疗药物,并有助于GBM治疗的成像、放射增敏和光热治疗。配体靶向和刺激应答型aunp能够靶向GBM细胞和肿瘤微环境,从而实现个性化的治疗方法。在此,我们综述了AuNPs在GBM治疗中的生物医学应用进展,重点是基于精确的药物/基因传递,诊断/成像和治疗增强。我们还讨论了安全性、生物分布、翻译的可扩展性以及开发AuNP需要解决的监管挑战。报告还强调了aunp在个性化GBM治疗方面的未来机会。
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引用次数: 0
The Potential of Non-Ribosomal Peptide Engineering for Creating New Antimicrobial Complexes. 非核糖体肽工程在创造新的抗菌复合物方面的潜力。
IF 4.6 2区 化学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-16 DOI: 10.3390/molecules31040683
Evgeniya V Prazdnova, Maxim P Kulikov, Ludmila E Khmelevtsova

Self-assembling antimicrobial complexes are a promising new technology for the development of antimicrobial, antifungal, and other bioactive agents with targeted delivery, adaptability, and the regulation of processes over time. Ribosomally synthesized antimicrobial peptides (AMPs) are most frequently considered as the basis for such complexes; however, we suggest that non-ribosomally synthesized peptides (NRPs) should be considered as molecules that also hold potential for engineering and already possess a set of qualities that AMPs are still to be engineered to have. This review examines the key features of NRP structure and self-assembly that determine their potential as antimicrobial agents, as well as NRP engineering methods through which new, more advanced agents for combating antibiotic-resistant microorganisms can be created.

自组装抗菌复合物是一种很有前途的新技术,用于开发具有靶向递送、适应性和随时间调节过程的抗菌、抗真菌和其他生物活性药物。核糖体合成的抗菌肽(AMPs)通常被认为是这些复合物的基础;然而,我们认为非核糖体合成的肽(nrp)也应被视为具有工程潜力的分子,并且已经具备了amp仍有待工程开发的一系列品质。本文综述了NRP结构和自组装的关键特征,这些特征决定了它们作为抗菌剂的潜力,以及NRP工程方法,通过这些方法可以创建新的,更先进的抗抗生素耐药微生物的药物。
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引用次数: 0
The Impact of Advances in Fermentation Processes on the Chemical Composition of the Final Product. 发酵工艺的进步对最终产品化学成分的影响。
IF 4.6 2区 化学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-16 DOI: 10.3390/molecules31040687
Emilia Janiszewska-Turak, Anna Gramza-Michałowska, Katarzyna Pobiega

Fermentation is a complex bioprocess that drives the transformation of raw materials into products with altered chemical makeup, improved nutritional value, and enhanced sensory and functional qualities [...].

发酵是一个复杂的生物过程,它将原料转化为具有改变化学成分、提高营养价值、增强感官和功能质量的产品[…]。
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引用次数: 0
Luteolin-Loaded TGN/RAP12 Dual-Peptide Functionalized Nanoparticles: Synergistic Enhancement of BBB Penetration and Microglia Targeting in Alzheimer's Disease. 木黄素负载的TGN/RAP12双肽功能化纳米颗粒:阿尔茨海默病血脑屏障穿透和小胶质细胞靶向的协同增强
IF 4.6 2区 化学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-15 DOI: 10.3390/molecules31040671
Shumeng Liu, Yue Xing, Yue Na, Hao Wu, Chi Liu, Zhigang Wang, Ning Zhang, Xiuhong Wu, Fang Geng

Luteolin (Ltn), a natural flavonoid, effectively inhibits microglial activation in Alzheimer's disease (AD) with promising therapeutic potential, but its efficacy is severely limited by the blood-brain barrier (BBB). To overcome this obstacle, this study prepared poly (lactic-co-glycolic acid) (PLGA) nanoparticles (NPs)-designated as TGN/RAP12-RBC-NPs@Ltn-which were coated with red blood cell membranes (RBCm) functionalized with two peptides, TGN (TGNYKALHPHN) and RAP12 (EAKIEKHNHYQK). The results demonstrated that TGN significantly enhanced BBB permeability, while RAP12 enabled effective targeting and delivery of TGN/RAP12-RBC-NPs@Ltn to microglial mitochondria in the brain. In addition, the presence of RBCm significantly inhibited the phagocytosis of NPs by macrophages, exerting a notable role in immune evasion. Meanwhile, the study confirmed that encapsulating Ltn within NPs significantly enhanced cognitive function in APP/PS1 mice, modulated the expression of key mitochondrial metabolic enzymes-pyruvate dehydrogenase (PDH) and its phosphorylated forms (pS232PDH, pS293PDH, pS300PDH)-in microglia, thereby ameliorating mitochondrial dysfunction and effectively regulating the neuroinflammatory environment in the mouse brain, and ultimately contributed to therapeutic efficacy. From this, it could be seen that TGN/RAP12-RBC-NPs@Ltn could significantly enhance the therapeutic effect of Ltn on AD, providing an effective treatment strategy for delaying the progression of AD.

木犀草素(Luteolin, Ltn)是一种天然类黄酮,可有效抑制阿尔茨海默病(AD)的小胶质细胞激活,具有良好的治疗潜力,但其疗效受到血脑屏障(BBB)的严重限制。为了克服这一障碍,本研究制备了聚乳酸-羟基乙酸(PLGA)纳米粒子(NPs),命名为TGN/RAP12-RBC-NPs@Ltn-which,并包裹有两种肽功能化的红细胞膜(RBCm), TGN (TGNYKALHPHN)和RAP12 (EAKIEKHNHYQK)。结果表明,TGN显著增强血脑屏障的通透性,而RAP12使TGN/RAP12-RBC-NPs@Ltn有效靶向并递送到脑内小胶质线粒体。此外,RBCm的存在显著抑制了巨噬细胞对NPs的吞噬,在免疫逃避中发挥了显著作用。同时,本研究证实在NPs内包封Ltn可显著增强APP/PS1小鼠的认知功能,调节小胶质细胞中关键线粒体代谢酶——丙酮酸脱氢酶(PDH)及其磷酸化形式(pS232PDH、pS293PDH、pS300PDH)的表达,从而改善线粒体功能障碍,有效调节小鼠脑内神经炎症环境,最终促进治疗效果。由此可见,TGN/RAP12-RBC-NPs@Ltn可显著增强Ltn对AD的治疗效果,为延缓AD的进展提供了有效的治疗策略。
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引用次数: 0
Exosome-like Nanovesicles from Hordeum vulgare L. Fermented with Lactiplantibacillus plantarum BMSE-HMP251 Ameliorate LPS-Induced Inflammation in HT-29 and RAW 264.7 Cells. 植物乳杆菌BMSE-HMP251发酵普通Hordeum的外泌体样纳米囊泡改善脂多糖诱导的HT-29和RAW 264.7细胞炎症
IF 4.6 2区 化学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-15 DOI: 10.3390/molecules31040679
Duna Yu, Jeong-Eun Lee, Jin Hong Kim, Jung Soo Kim, Si Jun Park, Ki-Young Kim, Hana Jung, Moochang Kook

Human breast milk harbors commensal lactic acid bacteria with probiotic potential, and microbial fermentation may enhance the bioactivity of plant-derived exosome-like nanovesicles (EVs); this study evaluated whether L. plantarum BMSE-HMP251 isolated from breast milk could safely ferment Hordeum vulgare L. and improve the anti-inflammatory activity of derived EVs. BMSE-HMP251 was identified by 16S rRNA sequencing and characterized by biochemical, safety, and genomic analyses. EVs derived from Hordeum vulgare L. extract and BMSE-HMP251-fermented broth were evaluated for physicochemical properties, antioxidant activity, cytotoxicity, and anti-inflammatory activity in LPS-stimulated HT-29 and RAW 264.7 cells. EVs derived from Hordeum vulgare L. fermentation exhibited a distinct size distribution and significantly enhanced bioactivity, including higher DPPH radical scavenging activity and greater suppression of nitric oxide production and proinflammatory cytokine (TNF-α and IL-1β) mRNA expression, compared with EVs from unfermented extracts. These effects were observed following fermentation with the human breast milk-derived strain L. plantarum BMSE-HMP251, which showed species-consistent phenotypic and genomic characteristics and no safety concerns. Overall, fermentation markedly enhances the anti-inflammatory potential of plant-derived EVs, supporting fermentation as a safe and effective strategy to improve their functional value.

人母乳中含有具有益生菌潜力的共生乳酸菌,微生物发酵可增强植物源性外泌体样纳米囊泡(EVs)的生物活性;本研究评估了从母乳中分离的植物乳杆菌BMSE-HMP251是否能安全发酵寻常乳杆菌,并提高衍生ev的抗炎活性。BMSE-HMP251通过16S rRNA测序鉴定,并进行生化、安全性和基因组分析。采用lps刺激HT-29和RAW 264.7细胞,研究了从普通Hordeum L.提取物和bmse - hmp251发酵液中提取的ev的理化性质、抗氧化活性、细胞毒性和抗炎活性。与未发酵的ev相比,发酵后的ev具有明显的大小分布和显著的生物活性,包括更高的DPPH自由基清除能力、更强的一氧化氮生成和促炎细胞因子(TNF-α和IL-1β) mRNA表达的抑制。这些影响是在人母乳来源的植物乳杆菌BMSE-HMP251发酵后观察到的,该菌株显示出物种一致的表型和基因组特征,并且没有安全性问题。综上所述,发酵显著增强了植物源性电动汽车的抗炎潜力,支持发酵作为一种安全有效的策略来提高其功能价值。
{"title":"Exosome-like Nanovesicles from <i>Hordeum vulgare</i> L. Fermented with <i>Lactiplantibacillus plantarum</i> BMSE-HMP251 Ameliorate LPS-Induced Inflammation in HT-29 and RAW 264.7 Cells.","authors":"Duna Yu, Jeong-Eun Lee, Jin Hong Kim, Jung Soo Kim, Si Jun Park, Ki-Young Kim, Hana Jung, Moochang Kook","doi":"10.3390/molecules31040679","DOIUrl":"https://doi.org/10.3390/molecules31040679","url":null,"abstract":"<p><p>Human breast milk harbors commensal lactic acid bacteria with probiotic potential, and microbial fermentation may enhance the bioactivity of plant-derived exosome-like nanovesicles (EVs); this study evaluated whether <i>L. plantarum</i> BMSE-HMP251 isolated from breast milk could safely ferment <i>Hordeum vulgare</i> L. and improve the anti-inflammatory activity of derived EVs. BMSE-HMP251 was identified by 16S rRNA sequencing and characterized by biochemical, safety, and genomic analyses. EVs derived from <i>Hordeum vulgare</i> L. extract and BMSE-HMP251-fermented broth were evaluated for physicochemical properties, antioxidant activity, cytotoxicity, and anti-inflammatory activity in LPS-stimulated HT-29 and RAW 264.7 cells. EVs derived from <i>Hordeum vulgare</i> L. fermentation exhibited a distinct size distribution and significantly enhanced bioactivity, including higher DPPH radical scavenging activity and greater suppression of nitric oxide production and proinflammatory cytokine (TNF-α and IL-1β) mRNA expression, compared with EVs from unfermented extracts. These effects were observed following fermentation with the human breast milk-derived strain <i>L. plantarum</i> BMSE-HMP251, which showed species-consistent phenotypic and genomic characteristics and no safety concerns. Overall, fermentation markedly enhances the anti-inflammatory potential of plant-derived EVs, supporting fermentation as a safe and effective strategy to improve their functional value.</p>","PeriodicalId":19041,"journal":{"name":"Molecules","volume":"31 4","pages":""},"PeriodicalIF":4.6,"publicationDate":"2026-02-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147308184","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Targeting the JNK Gatekeepers: Structural Evolution and Medicinal Chemistry of MKK4 and MKK7 Inhibitors. 靶向JNK看门人:MKK4和MKK7抑制剂的结构进化和药物化学。
IF 4.6 2区 化学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-15 DOI: 10.3390/molecules31040672
Min Zhao, Baojian Li, Ying Gao, Yan Liang, Nanqi Shao, Xinbo Shi, Jie Li

The c-Jun N-terminal kinase (JNK) pathway is a central driver of fibrosis, inflammation, and neurodegeneration. While direct JNK inhibitors have shown therapeutic promise, achieving high isoform selectivity remains a significant medicinal chemistry challenge. Furthermore, targeting the upstream 'gatekeepers' MKK4 and MKK7 offers a distinct mechanism to modulate pathway output with greater precision. Consequently, medicinal chemistry efforts have shifted upstream to the dual-specificity kinases MKK4 and MKK7. This review critically evaluates the structural biology and pharmacological evolution of small-molecule inhibitors targeting these nodes. We contrast the distinct therapeutic landscapes of the two kinases: while MKK4 inhibition has emerged as a breakthrough strategy for unlocking liver regeneration (exemplified by the first-in-class clinical candidate HRX215), MKK7 inhibition is primarily pursued for its anti-fibrotic and anti-inflammatory potential. Special attention is given to structure-based design strategies, including the exploitation of the unique hinge-region cysteine (Cys218) for MKK7-specific covalent targeting and the optimization of scaffold selectivity against off-targets like BRAF. Finally, we discuss emerging modalities, such as PROTACs and dual inhibitors, outlining a roadmap for the next generation of precision therapeutics targeting the MKK-JNK axis.

c-Jun n -末端激酶(JNK)通路是纤维化、炎症和神经变性的中心驱动因素。虽然直接的JNK抑制剂已经显示出治疗前景,但实现高异构体选择性仍然是重大的药物化学挑战。此外,针对上游“看门人”MKK4和MKK7提供了一种独特的机制,可以更精确地调节通路输出。因此,药物化学的努力已经转向上游的双特异性激酶MKK4和MKK7。本文综述了针对这些淋巴结的小分子抑制剂的结构生物学和药理学进化。我们对比了两种激酶的不同治疗前景:MKK4抑制已成为解锁肝脏再生的突破性策略(以一流的临床候选药物HRX215为例),MKK7抑制主要是由于其抗纤维化和抗炎潜力。特别关注基于结构的设计策略,包括利用独特的铰链区域半胱氨酸(Cys218)进行mkk7特异性共价靶向和优化支架对BRAF等非靶标的选择性。最后,我们讨论了新兴的模式,如PROTACs和双重抑制剂,概述了针对MKK-JNK轴的下一代精确治疗的路线图。
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引用次数: 0
From PEGylation to Next-Generation Polymers: Overcoming Biological Barriers-A Review. 从聚乙二醇化到下一代聚合物:克服生物障碍综述。
IF 4.6 2区 化学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-15 DOI: 10.3390/molecules31040675
Rizvangul Iminova, Gulzat Berganayeva, Aliya Zhurtbayeva, Lazzat Abdurakhmanova, Almagul Almabekova, Daniil Shepilov, Gulzira Vassilina, Akmaral Nurmahanova, Gulfairuz Kairalapova, Moldyr Dyusebaeva

Poly(ethylene glycol) (PEG) has long stood as the prevailing standard in drug delivery, celebrated for its capacity to enhance solubility, extend circulation, and improve pharmacological performance. Nevertheless, the emergence of anti-PEG antibodies, accelerated clearance, and limited biodegradability increasingly undermine its role as a universal solution. In response, a new generation of polymers has been developed to address these shortcomings, offering the potential to sustain or surpass PEG's benefits while mitigating immunogenicity, improving biocompatibility, and enabling finer control over therapeutic fate. This review examines current research to articulate a coherent perspective on the replacement of PEG, tracing how advances in polymer design are reshaping the foundations of targeted drug delivery. Taken together, these developments signal not only a corrective to the limitations of PEG but also a broader paradigm shift toward safer, more versatile, and clinically translatable systems that define the next frontier in precision therapeutics.

聚乙二醇(PEG)长期以来一直是药物递送的主流标准,以其增强溶解度,延长循环和改善药理性能的能力而闻名。然而,抗peg抗体的出现,加速清除和有限的生物降解性日益削弱其作为通用解决方案的作用。作为回应,新一代聚合物已经开发出来,以解决这些缺点,提供维持或超过PEG的好处的潜力,同时减轻免疫原性,改善生物相容性,并能够更好地控制治疗命运。本文回顾了目前的研究,以阐明对PEG替代的连贯观点,追踪聚合物设计的进步如何重塑靶向药物递送的基础。综上所述,这些发展不仅标志着PEG局限性的纠正,而且标志着更广泛的范式转向更安全、更通用、临床可翻译的系统,这些系统定义了精准治疗的下一个前沿。
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引用次数: 0
Botany, Ethnopharmacology, Phytochemistry, and Biological Activities of Acmella oleracea: A Comprehensive Review. 马齿苋的植物学、民族药理学、植物化学及生物活性综述
IF 4.6 2区 化学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-15 DOI: 10.3390/molecules31040677
Ba-Wool Lee

Acmella oleracea (L.) R. K. Jansen (Asteraceae), commonly known as the "toothache plant" or "jambu," is a significant medicinal plant that has been traditionally used in Brazil and other tropical and subtropical regions for relieving dental pain, as an anti-inflammatory agent, and as a culinary spice. Due to its versatile utility, this plant has been extensively studied in modern medicine and pharmacy for its diverse pharmacological properties, including anesthetic, analgesic, anti-inflammatory, antioxidant, and antimicrobial activities. Analytical research on the chemical compositions responsible for these activities has led to the identification of approximately 120 secondary metabolites. These findings provide scientific validation for its traditional uses and have spurred research into the development of ingredients for functional foods and cosmetics. This review incorporates the latest research findings, focusing on biological activities and compounds that have been practically isolated or can be isolated based on quantitative experimental data, to serve as a practical reference for industrial development. Furthermore, factors influencing the content of alkylamides and phenolic compounds, two major bioactive groups, are summarized to support material development. Ultimately, this review aims to provide a clearer understanding of the plant's utility and contribute to the development of products that enhance human health.

马齿苋(L.)R. K. Jansen(菊科),俗称“牙痛植物”或“jambu”,是一种重要的药用植物,传统上在巴西和其他热带和亚热带地区用于缓解牙痛,作为抗炎剂和烹饪香料。由于其用途广泛,这种植物因其多种药理特性,包括麻醉、镇痛、抗炎、抗氧化和抗菌活性,在现代医学和药学中被广泛研究。对这些活性的化学成分的分析研究已经鉴定出大约120种次生代谢物。这些发现为其传统用途提供了科学验证,并刺激了对功能性食品和化妆品成分开发的研究。本文结合最新的研究成果,重点介绍了基于定量实验数据已实际分离或可分离的生物活性和化合物,为工业开发提供实用参考。此外,综述了影响烷基酰胺和酚类化合物这两种主要生物活性基团含量的因素,以支持材料的开发。最终,这篇综述的目的是更清楚地了解这种植物的用途,并有助于开发促进人类健康的产品。
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引用次数: 0
Origin Identification of Scutellariae radix Based on Multidimensional Quality Indicators and Machine Learning Algorithms. 基于多维质量指标和机器学习算法的黄芩产地鉴别。
IF 4.6 2区 化学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-15 DOI: 10.3390/molecules31040680
Xiao-Lu Liu, Tong Zhu, Ming-Yue Zhang, Jun-Xuan Yang, Hua Li, Bin Yang

This study aims to establish an origin identification method for Scutellariae radix that integrates multidimensional quality indicators and machine learning algorithms, enabling accurate and rapid traceability of Scutellariae radix medicinal materials from four production areas: Hebei (HB), Shanxi (SX), Shaanxi (SAX), and Chengde (CD). The study collected a total of 43 batches of Scutellariae radix samples from the aforementioned origins. It systematically measured 12 key quality indicators covering flavonoids, physicochemical parameters, chromaticity values, and biological activity. These specifically include four flavonoid components: baicalin, wogonoside, baicalein, and wogonin; three physicochemical parameters: moisture content, ash content, and alcohol-soluble extract; four chromaticity values: L*, a*, b*, and ΔE; and in vitro anti-inflammatory activity (IC50 value for NO clearance). On the basis of these parameters, in this study there were five machine learning models constructed based on the following algorithms and methods: Random Forest (RF), Extreme Learning Machine (ELM), Backpropagation Neural Network (BP), and Radial Basis Function Neural Network (RBF). A comparative analysis was conducted to evaluate the origin identification performance of each model. The results indicate significant differences (p < 0.05) in the contents of baicalin, wogonoside, L*, a*, b*, ΔE, and alcohol-soluble extract among Scutellariae radix from different origins. The comparative analysis of four machine learning models reveals that RF outperforms ELM, BP, and RBF in multiclass classification, achieving a test accuracy of 75% and consistent precision, recall, and F1-score of 79.17%. In contrast, the three neural networks attain only 66.67% test accuracy, with RBF showing high precision but low recall, ELM delivering moderate performance, and BP performing poorly. These results underscore the strength of ensemble methods like RF in small-sample settings, where they mitigate overfitting and enhance generalization, whereas neural networks struggle with limited data. We therefore recommend RF for deployment under current data constraints and suggest future work should focus on data expansion, especially for under-performing classes, along with hyperparameter tuning to further improve classification.

本研究旨在建立一种多维质量指标与机器学习算法相结合的黄芩产地鉴别方法,实现对河北(HB)、山西(SX)、陕西(SAX)、承德(CD)四个黄芩产地药材的准确、快速溯源。本研究共采集了上述产地的黄芩样品43批。系统测量了黄酮类化合物、理化参数、色度值和生物活性等12项关键质量指标。这些具体包括四种类黄酮成分:黄芩苷、黄芩苷、黄芩苷和黄芩苷;三个理化参数:水分含量、灰分含量、醇溶提取物;四种色度值:L*, a*, b*和ΔE;体外抗炎活性(清除NO的IC50值)。在这些参数的基础上,本研究基于以下算法和方法构建了五种机器学习模型:随机森林(Random Forest, RF)、极限学习机(Extreme learning machine, ELM)、反向传播神经网络(Backpropagation Neural Network, BP)和径向基函数神经网络(Radial basis Function Neural Network, RBF)。对比分析了各模型的原产地识别性能。结果表明,不同产地黄芩中黄芩苷、枸杞皂苷、L*、a*、b*、ΔE及醇溶性浸出物含量差异显著(p < 0.05)。四种机器学习模型的对比分析表明,RF在多类分类中优于ELM、BP和RBF,测试准确率达到75%,准确率、召回率和f1分数一致达到79.17%。相比之下,三种神经网络的测试准确率仅为66.67%,其中RBF精度高但召回率低,ELM性能中等,BP性能较差。这些结果强调了RF等集成方法在小样本环境中的优势,它们可以减轻过拟合并增强泛化,而神经网络则在有限的数据中挣扎。因此,我们建议在当前数据限制下部署RF,并建议未来的工作应侧重于数据扩展,特别是对于表现不佳的类别,以及超参数调优以进一步改进分类。
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引用次数: 0
期刊
Molecules
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