Pub Date : 2025-11-01Epub Date: 2024-11-16DOI: 10.1007/s12033-024-01319-y
Jizu Ling, BoWen Li, XinHui Yuan, WenKai Yang, KeYang Sun
Autophagy regulates intermittent hypoxia (IH)-induced obstructive sleep apnea-hypopnea syndrome (OSAHS). We investigated the effects of IH and its withdrawal on cognitive function, autophagy, and lysophagy in OSAHS. An OSAHS rat model was established, and rats were divided into five groups: normoxia control, IH-4w (4-week IH), IH-6w (6-week IH), IH-8w (8-week IH), and IH-8w + 4w (8-week IH and 4-week normoxia). The cognitive behavior; mitochondrial and lysosomal morphology of the hippocampal tissue; mitochondrial respiratory function, permeability, and membrane potential; lysosomal function; autophagy- and lysophagy-related protein levels; and hypoxia-associated autophagy gene expression in rats were assessed. The cognitive function of rats in the IH-4w, IH-6w, and IH-8w groups was significantly impaired. In IH-8w cells, mitochondrial function was damaged with swollen morphology and decreased quantity, respiration, permeability, and membrane potential, along with significantly increased mitophagy-related protein ATG5 and LC3II/LC3 levels and decreased p62 levels. Expression of hypoxia-associated autophagy genes Becn1, Hif1, Bnip3, Bnip3l, and Fundc1 was significantly higher in the IH-8w group. Significantly increased LAMP2, CTSB, and ACP2 levels in IH-8w cells further indicated impaired lysosomal function. Lysophagy-related protein LAMP1, LC3II/LC3I, and TFEB levels were significantly increased in the IH-8w group, whereas p62 level was significantly decreased. The above listed evidence indicated damage to the mitochondria and lysosomes, as well as stimulation of mitophagy and lysophagy in IH-treatment OSAHS rat model. After withdrawing IH and culturing for 4 weeks in normal conditions, the cognitive function of rats improved, and mitophagy and lysophagy decreased. Our findings indicate that IH impairs cognitive function and promotes mitophagy and lysophagy in an OSAHS rat model, and IH withdrawal recovered the above effects.
{"title":"Intermittent Hypoxia Impairs Cognitive Function and Promotes Mitophagy and Lysophagy in Obstructive Sleep Apnea-Hypopnea Syndrome Rat Model.","authors":"Jizu Ling, BoWen Li, XinHui Yuan, WenKai Yang, KeYang Sun","doi":"10.1007/s12033-024-01319-y","DOIUrl":"10.1007/s12033-024-01319-y","url":null,"abstract":"<p><p>Autophagy regulates intermittent hypoxia (IH)-induced obstructive sleep apnea-hypopnea syndrome (OSAHS). We investigated the effects of IH and its withdrawal on cognitive function, autophagy, and lysophagy in OSAHS. An OSAHS rat model was established, and rats were divided into five groups: normoxia control, IH-4w (4-week IH), IH-6w (6-week IH), IH-8w (8-week IH), and IH-8w + 4w (8-week IH and 4-week normoxia). The cognitive behavior; mitochondrial and lysosomal morphology of the hippocampal tissue; mitochondrial respiratory function, permeability, and membrane potential; lysosomal function; autophagy- and lysophagy-related protein levels; and hypoxia-associated autophagy gene expression in rats were assessed. The cognitive function of rats in the IH-4w, IH-6w, and IH-8w groups was significantly impaired. In IH-8w cells, mitochondrial function was damaged with swollen morphology and decreased quantity, respiration, permeability, and membrane potential, along with significantly increased mitophagy-related protein ATG5 and LC3II/LC3 levels and decreased p62 levels. Expression of hypoxia-associated autophagy genes Becn1, Hif1, Bnip3, Bnip3l, and Fundc1 was significantly higher in the IH-8w group. Significantly increased LAMP2, CTSB, and ACP2 levels in IH-8w cells further indicated impaired lysosomal function. Lysophagy-related protein LAMP1, LC3II/LC3I, and TFEB levels were significantly increased in the IH-8w group, whereas p62 level was significantly decreased. The above listed evidence indicated damage to the mitochondria and lysosomes, as well as stimulation of mitophagy and lysophagy in IH-treatment OSAHS rat model. After withdrawing IH and culturing for 4 weeks in normal conditions, the cognitive function of rats improved, and mitophagy and lysophagy decreased. Our findings indicate that IH impairs cognitive function and promotes mitophagy and lysophagy in an OSAHS rat model, and IH withdrawal recovered the above effects.</p>","PeriodicalId":18865,"journal":{"name":"Molecular Biotechnology","volume":" ","pages":"4178-4190"},"PeriodicalIF":2.5,"publicationDate":"2025-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142644429","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Breast cancer has emerged as the primary cause of mortality stemming from malignancies among women. HuaChanSu has demonstrated efficacy in suppressing the progression of various malignancies. However, the specific immune targets and pathways influenced by HuaChanSu within mammary tumors remain elusive. This study is designed to uncover potent monomers and pivotal targets associated with HuaChanSu's anti-breast cancer Immunotherapy. The genes pertinent to HuaChanSu and breast cancer were acquired individually from publicly available databases. Interaction analysis using Cytoscape was conducted on common genes to determine the most suitable targets and crucial constituents of HuaChanSu's Immunotherapy against breast cancer. Following this, molecular docking was employed to validate ligand and receptor binding interactions. Lastly, the identified core genes underwent assessment of immune infiltration. The intersection of HuaChanSu and BC targets yielded a total of 49 differentially expressed genes. Bufalin emerged as the most potent constituent in Immunotherapy. Immunoassay data demonstrated significant correlations (r > 0.03, p < 0.05) between S100B, MMP9, FOS, EGFR, KIT, MME, and immune infiltration within BC. Molecular docking further corroborated the effective binding of Bufalin with immune-related genes. Through network pharmacological validation, we propose the extraction of Bufalin, a monomeric constituent of Huachansu, to exert immunomodulatory effects aimed at inhibiting the progression of breast cancer. Most of the target genes (S100B, BIRC5, MMP9, FOS, EGFR, KIT, and MME) are common targets for immunotherapy.
乳腺癌已成为妇女死于恶性肿瘤的主要原因。华蟾素在抑制各种恶性肿瘤的进展方面具有显著疗效。然而,乳腺肿瘤中受华蟾素影响的特定免疫靶点和通路仍然难以捉摸。本研究旨在发现与华蟾素抗乳腺癌免疫疗法相关的强效单体和关键靶点。与华蟾素和乳腺癌相关的基因是从公开数据库中逐个获取的。利用 Cytoscape 对常见基因进行了相互作用分析,以确定最适合华蟾素抗乳腺癌免疫疗法的靶点和关键成分。随后,采用分子对接验证配体与受体结合的相互作用。最后,对确定的核心基因进行免疫渗透评估。华蟾素与 BC 靶点的交叉共产生了 49 个差异表达基因。布法林成为免疫疗法中最有效的成分。免疫测定数据显示了显著的相关性(r > 0.03, p
{"title":"Network Pharmacology and Molecular Docking-Based Screening of Immunotherapeutic Targets for HuaChanSu Against Breast Cancer.","authors":"Yujun Tang, Jie Luo, Liuqing Qin, Chaoyi Tang, Caixin Qiu, Jiehua Li, Liuqing Qin","doi":"10.1007/s12033-024-01305-4","DOIUrl":"10.1007/s12033-024-01305-4","url":null,"abstract":"<p><p>Breast cancer has emerged as the primary cause of mortality stemming from malignancies among women. HuaChanSu has demonstrated efficacy in suppressing the progression of various malignancies. However, the specific immune targets and pathways influenced by HuaChanSu within mammary tumors remain elusive. This study is designed to uncover potent monomers and pivotal targets associated with HuaChanSu's anti-breast cancer Immunotherapy. The genes pertinent to HuaChanSu and breast cancer were acquired individually from publicly available databases. Interaction analysis using Cytoscape was conducted on common genes to determine the most suitable targets and crucial constituents of HuaChanSu's Immunotherapy against breast cancer. Following this, molecular docking was employed to validate ligand and receptor binding interactions. Lastly, the identified core genes underwent assessment of immune infiltration. The intersection of HuaChanSu and BC targets yielded a total of 49 differentially expressed genes. Bufalin emerged as the most potent constituent in Immunotherapy. Immunoassay data demonstrated significant correlations (r > 0.03, p < 0.05) between S100B, MMP9, FOS, EGFR, KIT, MME, and immune infiltration within BC. Molecular docking further corroborated the effective binding of Bufalin with immune-related genes. Through network pharmacological validation, we propose the extraction of Bufalin, a monomeric constituent of Huachansu, to exert immunomodulatory effects aimed at inhibiting the progression of breast cancer. Most of the target genes (S100B, BIRC5, MMP9, FOS, EGFR, KIT, and MME) are common targets for immunotherapy.</p>","PeriodicalId":18865,"journal":{"name":"Molecular Biotechnology","volume":" ","pages":"4067-4077"},"PeriodicalIF":2.5,"publicationDate":"2025-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142676193","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Breast cancer dominates women's mortality, and among other factors, mutations in the BRCA1 gene are significant risk factors. Several approaches are followed to treat the BRCA1 affected cancer patients. However, specific BRCA1 inhibitors are not available till date due to its structural complexity. In addition, there are several limitations associated with the existing drugs used to treat BRCA1-related breast cancer and some side effects. The side effects include symptoms such as hot flashes, joint pain, nausea, fatigue, hair loss, diarrhea, chills, fever, and others. Therefore, advanced approaches needed that can overcome all the limitations and side effects of the current inhibitors. In this study, we adopted a multistep approach to identify potential inhibitors for BRCA1-mutated breast cancer. We used our developed machine learning models to screen potential inhibitors. Molecular docking approach was carried out for the screened hit compounds with BRCA1 and its mutated forms. Two ligands, β-amyrin and Narirutin, has shown significant performance in multiple scoring schemes such as molecular docking and RF score calculations. Molecular dynamics simulations demonstrated the stability of the complexes formed by β-amyrin and Narirutin with BRCA1, with lower RMSD values and less RMSF fluctuations at the binding site locations. Principal component analysis (PCA) and free energy landscape (FEL) further confirmed the compactness and favorable binding of β-Amyrin and Narirutin to BRCA1. These findings suggest that β-amyrin and Narirutin have potential as therapeutic agents against BRCA1-mutated breast cancer.
{"title":"Triple-Action Therapy: Combining Machine Learning, Docking, and Dynamics to Combat BRCA1-Mutated Breast Cancer.","authors":"Ashiru Aliyu Zainulabidin, Aminu Jibril Sufyan, Muthu Kumar Thirunavukkarasu","doi":"10.1007/s12033-024-01328-x","DOIUrl":"10.1007/s12033-024-01328-x","url":null,"abstract":"<p><p>Breast cancer dominates women's mortality, and among other factors, mutations in the BRCA1 gene are significant risk factors. Several approaches are followed to treat the BRCA1 affected cancer patients. However, specific BRCA1 inhibitors are not available till date due to its structural complexity. In addition, there are several limitations associated with the existing drugs used to treat BRCA1-related breast cancer and some side effects. The side effects include symptoms such as hot flashes, joint pain, nausea, fatigue, hair loss, diarrhea, chills, fever, and others. Therefore, advanced approaches needed that can overcome all the limitations and side effects of the current inhibitors. In this study, we adopted a multistep approach to identify potential inhibitors for BRCA1-mutated breast cancer. We used our developed machine learning models to screen potential inhibitors. Molecular docking approach was carried out for the screened hit compounds with BRCA1 and its mutated forms. Two ligands, β-amyrin and Narirutin, has shown significant performance in multiple scoring schemes such as molecular docking and RF score calculations. Molecular dynamics simulations demonstrated the stability of the complexes formed by β-amyrin and Narirutin with BRCA1, with lower RMSD values and less RMSF fluctuations at the binding site locations. Principal component analysis (PCA) and free energy landscape (FEL) further confirmed the compactness and favorable binding of β-Amyrin and Narirutin to BRCA1. These findings suggest that β-amyrin and Narirutin have potential as therapeutic agents against BRCA1-mutated breast cancer.</p>","PeriodicalId":18865,"journal":{"name":"Molecular Biotechnology","volume":" ","pages":"4289-4304"},"PeriodicalIF":2.5,"publicationDate":"2025-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142715853","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-01Epub Date: 2024-11-11DOI: 10.1007/s12033-024-01313-4
Weiyue Gong, Yao Zhu, Limin Wang
The study aimed to explore the potential of QiangJin mixture (QJM), a Chinese herbal compound prescription, in regulating MC3T3-E1 cell differentiation and to analyze the ingredients and therapeutic targets of QJM against osteoporosis based on network pharmacology. MC3T3-E1 cells were incubated with different concentrations of QJM-contained rat serum (5, 10, or 20%). After 14 days of cell culture, Alizarin Red staining was performed to assess the mineralization ability of osteoblasts. RT-qPCR was used to measure mRNA levels of osteogenesis-related genes. Western blot was conducted to measure protein levels of factors related to the BMP2/Smads pathway. Functional and pathway enrichment of overlapping targets for QJM and osteoporosis were analyzed using gene ontology and KEGG analyses. As shown by experimental results, QJM-contained serum led to calcium deposition, increased expression levels of osteogenesis-related genes, and activated BMP2/Smad/Runx2 signaling in MC3T3-E1 cells. A total of 125 active compounds and 162 disease-related targets were identified. The core targets were MAPK8, TP53, ESR1, STAT3, MAPK3, IL6, NFKB1, JUN, MAPK1 and AKT1. In conclusion, QJM promotes the osteogenic differentiation of MC3T3-E1 cells by activating the BMP2/Smads signaling. Additionally, QJM is an anti-osteoporotic mixture by regulating diverse therapeutic targets and signaling pathways.
{"title":"Qiang Jin Mixture Promotes Osteogenic Differentiation of MC3T3-E1 Cells via BMP2/Smads Pathway and its Network Pharmacology Study.","authors":"Weiyue Gong, Yao Zhu, Limin Wang","doi":"10.1007/s12033-024-01313-4","DOIUrl":"10.1007/s12033-024-01313-4","url":null,"abstract":"<p><p>The study aimed to explore the potential of QiangJin mixture (QJM), a Chinese herbal compound prescription, in regulating MC3T3-E1 cell differentiation and to analyze the ingredients and therapeutic targets of QJM against osteoporosis based on network pharmacology. MC3T3-E1 cells were incubated with different concentrations of QJM-contained rat serum (5, 10, or 20%). After 14 days of cell culture, Alizarin Red staining was performed to assess the mineralization ability of osteoblasts. RT-qPCR was used to measure mRNA levels of osteogenesis-related genes. Western blot was conducted to measure protein levels of factors related to the BMP2/Smads pathway. Functional and pathway enrichment of overlapping targets for QJM and osteoporosis were analyzed using gene ontology and KEGG analyses. As shown by experimental results, QJM-contained serum led to calcium deposition, increased expression levels of osteogenesis-related genes, and activated BMP2/Smad/Runx2 signaling in MC3T3-E1 cells. A total of 125 active compounds and 162 disease-related targets were identified. The core targets were MAPK8, TP53, ESR1, STAT3, MAPK3, IL6, NFKB1, JUN, MAPK1 and AKT1. In conclusion, QJM promotes the osteogenic differentiation of MC3T3-E1 cells by activating the BMP2/Smads signaling. Additionally, QJM is an anti-osteoporotic mixture by regulating diverse therapeutic targets and signaling pathways.</p>","PeriodicalId":18865,"journal":{"name":"Molecular Biotechnology","volume":" ","pages":"4150-4166"},"PeriodicalIF":2.5,"publicationDate":"2025-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142624286","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-01Epub Date: 2024-11-13DOI: 10.1007/s12033-024-01320-5
Hao Tian, Yan Zhang, Wei Li, GenTan Xie, JunJing Wu, Jing Liu
To discover the molecular mechanism of Astragaloside IV (AS IV) in PM2.5-induced lung injury and pulmonary fibrosis (PF). A lung injury rat model was induced by PM2.5 and injected intraperitoneally with AS IV. Lungs were harvested to evaluate lung tissue injury and apoptosis. Rat alveolar epithelial cells L2 were exposed to PM2.5 and treated with AS IV. After cellular transfection, cell proliferation, LDH production, and apoptosis were measured. In both models, inflammatory factors and fibrotic indices were measured by ELISA and Western blot. miR-362-3p and RUNX1 interplay was explored and confirmed. Administration of AS IV attenuated PM2.5-induced lung tissue injury, inflammation, apoptosis, and PF in rats. AS IV enhanced proliferation and reduced LDH release, apoptosis, inflammation, and PF in PM2.5-treated L2 cells. MiR-362-3p upregulation improved PM2.5-induced L2 cell injury. AS IV improved PM2.5-induced lung injury by upregulating miR-362-3p. miR-362-3p had an inhibition effect on RUNX1 expression. RUNX1 upregulation weakened the therapeutic effect of AS IV on PM2.5-induced alveolar epithelial cell injury. AS IV inhibits lung injury and PF induced by PM2.5 by targeting RUNX1 through upregulation of miR-362-3p.
{"title":"Astragaloside IV Inhibits Lung Injury and Fibrosis Induced by PM2.5 by Targeting RUNX1 Through miR-362-3p.","authors":"Hao Tian, Yan Zhang, Wei Li, GenTan Xie, JunJing Wu, Jing Liu","doi":"10.1007/s12033-024-01320-5","DOIUrl":"10.1007/s12033-024-01320-5","url":null,"abstract":"<p><p>To discover the molecular mechanism of Astragaloside IV (AS IV) in PM2.5-induced lung injury and pulmonary fibrosis (PF). A lung injury rat model was induced by PM2.5 and injected intraperitoneally with AS IV. Lungs were harvested to evaluate lung tissue injury and apoptosis. Rat alveolar epithelial cells L2 were exposed to PM2.5 and treated with AS IV. After cellular transfection, cell proliferation, LDH production, and apoptosis were measured. In both models, inflammatory factors and fibrotic indices were measured by ELISA and Western blot. miR-362-3p and RUNX1 interplay was explored and confirmed. Administration of AS IV attenuated PM2.5-induced lung tissue injury, inflammation, apoptosis, and PF in rats. AS IV enhanced proliferation and reduced LDH release, apoptosis, inflammation, and PF in PM2.5-treated L2 cells. MiR-362-3p upregulation improved PM2.5-induced L2 cell injury. AS IV improved PM2.5-induced lung injury by upregulating miR-362-3p. miR-362-3p had an inhibition effect on RUNX1 expression. RUNX1 upregulation weakened the therapeutic effect of AS IV on PM2.5-induced alveolar epithelial cell injury. AS IV inhibits lung injury and PF induced by PM2.5 by targeting RUNX1 through upregulation of miR-362-3p.</p>","PeriodicalId":18865,"journal":{"name":"Molecular Biotechnology","volume":" ","pages":"4167-4177"},"PeriodicalIF":2.5,"publicationDate":"2025-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142624280","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-01Epub Date: 2024-11-09DOI: 10.1007/s12033-024-01309-0
Abel Onolunosen Abhadionmhen, Caroline Ngozi Asogwa, Modesta Ero Ezema, Royransom Chiemela Nzeh, Nnamdi Johnson Ezeora, Stanley Ebhohimhen Abhadiomhen, Stephenson Chukwukanedu Echezona, Collins Nnalue Udanor
Microbial infections pose a substantial global health challenge, particularly impacting immunocompromised individuals and exacerbating the issue of antimicrobial resistance (AMR). High virulence of pathogens can lead to severe infections and prolonged antimicrobial treatment, increasing the risk of developing resistant strains. Integrating machine-learning (ML) with DNA sequencing technologies offers potential solutions by enhancing microbial identification, virulence assessment, and antimicrobial susceptibility evaluation. This review explores recent advancements in these integrated approaches, addressing current limitations and identifying gaps in the literature. A comprehensive literature search was conducted across databases including PubMed, Scopus, Web of Science, and IEEE Xplore, covering publications from January 2014 to June 2024. Using a detailed Boolean search string, relevant studies focusing on ML applications in microorganism identification, antimicrobial susceptibility testing, and microbial virulence were included. The screening process involved a two-stage review of titles, abstracts, and full texts, with data extraction and critical appraisal performed using the QIAO tool. Data were analyzed through narrative synthesis to identify common themes and innovations. Out of 1,650 initially identified records, 19 studies met the inclusion criteria. These studies primarily focused on AMR, with additional research on microbial virulence and identification. Machine learning algorithms such as Random Forest, Support Vector Machines, and Convolutional Neural Networks, combined with DNA sequencing techniques like Whole Genome Sequencing and Metagenomic Sequencing, demonstrated significant advancements in predictive accuracy and efficiency. High-quality studies achieved impressive performance metrics, including F1-scores up to 0.88 and AUC scores up to 0.96. The integration of ML and DNA sequencing technologies has significantly enhanced microbial analysis, improving the identification of pathogens, assessment of virulence, and evaluation of antimicrobial susceptibility. Despite advancements, challenges such as data quality, high costs, and model interpretability persist. This review highlights the need for continued innovation and provides recommendations for future research to address these limitations and improve disease management and public health strategies. The systematic review is registered with PROSPERO (CRD42024571347).
微生物感染对全球健康构成了巨大挑战,尤其影响到免疫力低下的人群,并加剧了抗菌药耐药性(AMR)问题。病原体的高致病力会导致严重感染和长期抗菌治疗,从而增加产生耐药菌株的风险。将机器学习(ML)与 DNA 测序技术相结合,可以加强微生物鉴定、毒力评估和抗菌药敏感性评价,从而提供潜在的解决方案。本综述探讨了这些集成方法的最新进展,解决了当前的局限性,并找出了文献中的空白。我们在 PubMed、Scopus、Web of Science 和 IEEE Xplore 等数据库中进行了全面的文献检索,涵盖了 2014 年 1 月至 2024 年 6 月期间的出版物。使用详细的布尔搜索字符串,纳入了侧重于微生物鉴定、抗菌药敏感性测试和微生物毒力中的 ML 应用的相关研究。筛选过程包括对标题、摘要和全文进行两阶段审查,并使用 QIAO 工具进行数据提取和批判性评估。通过叙事综合法对数据进行分析,以确定共同的主题和创新。在初步确定的 1650 条记录中,有 19 项研究符合纳入标准。这些研究主要集中在急性呼吸道感染(AMR)方面,还有一些关于微生物毒力和鉴定方面的研究。随机森林、支持向量机和卷积神经网络等机器学习算法与全基因组测序和元基因组测序等 DNA 测序技术相结合,在预测准确性和效率方面取得了显著进步。高质量的研究取得了令人印象深刻的性能指标,包括高达 0.88 的 F1 分数和高达 0.96 的 AUC 分数。ML 与 DNA 测序技术的整合极大地增强了微生物分析能力,改善了病原体鉴定、毒力评估和抗菌药敏感性评价。尽管取得了进步,但数据质量、高成本和模型可解释性等挑战依然存在。本综述强调了持续创新的必要性,并为未来研究提供了建议,以解决这些局限性,改善疾病管理和公共卫生策略。本系统综述已在 PROSPERO 注册(CRD42024571347)。
{"title":"Machine Learning Approaches for Microorganism Identification, Virulence Assessment, and Antimicrobial Susceptibility Evaluation Using DNA Sequencing Methods: A Systematic Review.","authors":"Abel Onolunosen Abhadionmhen, Caroline Ngozi Asogwa, Modesta Ero Ezema, Royransom Chiemela Nzeh, Nnamdi Johnson Ezeora, Stanley Ebhohimhen Abhadiomhen, Stephenson Chukwukanedu Echezona, Collins Nnalue Udanor","doi":"10.1007/s12033-024-01309-0","DOIUrl":"10.1007/s12033-024-01309-0","url":null,"abstract":"<p><p>Microbial infections pose a substantial global health challenge, particularly impacting immunocompromised individuals and exacerbating the issue of antimicrobial resistance (AMR). High virulence of pathogens can lead to severe infections and prolonged antimicrobial treatment, increasing the risk of developing resistant strains. Integrating machine-learning (ML) with DNA sequencing technologies offers potential solutions by enhancing microbial identification, virulence assessment, and antimicrobial susceptibility evaluation. This review explores recent advancements in these integrated approaches, addressing current limitations and identifying gaps in the literature. A comprehensive literature search was conducted across databases including PubMed, Scopus, Web of Science, and IEEE Xplore, covering publications from January 2014 to June 2024. Using a detailed Boolean search string, relevant studies focusing on ML applications in microorganism identification, antimicrobial susceptibility testing, and microbial virulence were included. The screening process involved a two-stage review of titles, abstracts, and full texts, with data extraction and critical appraisal performed using the QIAO tool. Data were analyzed through narrative synthesis to identify common themes and innovations. Out of 1,650 initially identified records, 19 studies met the inclusion criteria. These studies primarily focused on AMR, with additional research on microbial virulence and identification. Machine learning algorithms such as Random Forest, Support Vector Machines, and Convolutional Neural Networks, combined with DNA sequencing techniques like Whole Genome Sequencing and Metagenomic Sequencing, demonstrated significant advancements in predictive accuracy and efficiency. High-quality studies achieved impressive performance metrics, including F1-scores up to 0.88 and AUC scores up to 0.96. The integration of ML and DNA sequencing technologies has significantly enhanced microbial analysis, improving the identification of pathogens, assessment of virulence, and evaluation of antimicrobial susceptibility. Despite advancements, challenges such as data quality, high costs, and model interpretability persist. This review highlights the need for continued innovation and provides recommendations for future research to address these limitations and improve disease management and public health strategies. The systematic review is registered with PROSPERO (CRD42024571347).</p>","PeriodicalId":18865,"journal":{"name":"Molecular Biotechnology","volume":" ","pages":"4038-4066"},"PeriodicalIF":2.5,"publicationDate":"2025-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142624283","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The promotive effect of P53 apoptosis effector related to PMP-22 (PERP) on lung adenocarcinoma (LUAD) has been confirmed. However, the N6-methyladenosine (m6A) modification of PERP to regulate LUAD progression have not been revealed. Bioinformatic analysis predicted the mechanism of PERP interacting with RBM15 and p53 pathway using GEPIA and The Cancer Genome Atlas (TCGA) databases. The qRT-PCR, cell function experiments, and western blotting were applied to further confirm the function and mechanism of PERP and RBM15 in LUAD cells. Methylated RNA immunoprecipitation (MeRIP) and mRNA stability assays were used to reveal the interaction between PERP and RBM15 in LUAD cells. PERP with high expression in LUAD showed the poor survival. Silencing PERP prevented LUAD cells to proliferate, migrate, and invade via activating p53 pathway, whereas overexpressing PERP showed the opposite effect on LUAD cells. Mechanistically, RBM15 overexpression could promote PERP m6A modification to enhance the PERP mRNA stability. In addition, RBM15 overexpression leading to LUAD cell malignancy was reversed by PERP knockdown. This study reveals that the m6A modification of PERP regulated by RBM15 enhances the tumorigenesis of LUAD by inhibiting the p53 signaling pathway, which may provide novel insights into the LUAD mechanism.
{"title":"N6-Methyladenosine Modification of PERP by RBM15 Enhances the Tumorigenesis of Lung Adenocarcinoma via p53 Signaling Pathway.","authors":"Ruiying Li, Xiaochuang Xia, Wenping Chen, Hongmin Wang, Lunda Feng, Zhouyi Wang","doi":"10.1007/s12033-024-01323-2","DOIUrl":"10.1007/s12033-024-01323-2","url":null,"abstract":"<p><p>The promotive effect of P53 apoptosis effector related to PMP-22 (PERP) on lung adenocarcinoma (LUAD) has been confirmed. However, the N6-methyladenosine (m6A) modification of PERP to regulate LUAD progression have not been revealed. Bioinformatic analysis predicted the mechanism of PERP interacting with RBM15 and p53 pathway using GEPIA and The Cancer Genome Atlas (TCGA) databases. The qRT-PCR, cell function experiments, and western blotting were applied to further confirm the function and mechanism of PERP and RBM15 in LUAD cells. Methylated RNA immunoprecipitation (MeRIP) and mRNA stability assays were used to reveal the interaction between PERP and RBM15 in LUAD cells. PERP with high expression in LUAD showed the poor survival. Silencing PERP prevented LUAD cells to proliferate, migrate, and invade via activating p53 pathway, whereas overexpressing PERP showed the opposite effect on LUAD cells. Mechanistically, RBM15 overexpression could promote PERP m6A modification to enhance the PERP mRNA stability. In addition, RBM15 overexpression leading to LUAD cell malignancy was reversed by PERP knockdown. This study reveals that the m<sup>6</sup>A modification of PERP regulated by RBM15 enhances the tumorigenesis of LUAD by inhibiting the p53 signaling pathway, which may provide novel insights into the LUAD mechanism.</p>","PeriodicalId":18865,"journal":{"name":"Molecular Biotechnology","volume":" ","pages":"4191-4202"},"PeriodicalIF":2.5,"publicationDate":"2025-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142648406","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-01Epub Date: 2024-11-30DOI: 10.1007/s12033-024-01334-z
Ana Del Socorro Hernández-Aviña, Luis Fernando Mendoza-Gómez, Xitlalli D Hernández-Mancillas, Jorge Alberto Salazar-González, Lorena Zapata-Cuellar, Rosa María Camacho-Ruiz, Mauricio Comas-García, Rosa Elena Sarmiento-Silva, Jorge A Rodríguez, Melchor Arellano-Plaza, Mario Alberto Flores-Valdez, Abel Gutiérrez-Ortega
Porcine circovirus type 2 (PCV2) is a pervasive pathogen in the swine industry, leading to a spectrum of disorders known as porcine circovirus associated diseases (PCVAD). The PCV2 Cap protein contains critical antigenic epitopes and is the primary target for vaccine development. Current vaccines include inactivated viral particles and virus-like particles (VLPs), with experimental vaccines exploring various innovative approaches. This study introduces a novel Golden Gate assembly-based, Escherichia coli expression destination plasmid, pPRSVCP-E18, designed for the in-frame insertion of short peptide-coding DNA sequences into a highly antigenic site of Papaya ringspot virus (PRSV) coat protein (CP). We successfully cloned four PCV2 Cap peptides into this plasmid, expressed the chimeric CP proteins in E. coli under flask and bioreactor conditions, and assembled them into VLPs. These VLPs, when adjuvated and administered to BALB/c mice, elicited a specific IgG response against the PCV2 Cap peptides. Our findings demonstrate the plasmid's high efficiency for Golden Gate cloning and its potential in developing subunit vaccines against PCV2, contributing to the sustainable control of PCVAD in the swine industry.
{"title":"Design of a Golden Gate Cloning Plasmid for the Generation of a Chimeric Virus-Like Particle-Based Subunit Vaccine Against Porcine Circovirus Type 2.","authors":"Ana Del Socorro Hernández-Aviña, Luis Fernando Mendoza-Gómez, Xitlalli D Hernández-Mancillas, Jorge Alberto Salazar-González, Lorena Zapata-Cuellar, Rosa María Camacho-Ruiz, Mauricio Comas-García, Rosa Elena Sarmiento-Silva, Jorge A Rodríguez, Melchor Arellano-Plaza, Mario Alberto Flores-Valdez, Abel Gutiérrez-Ortega","doi":"10.1007/s12033-024-01334-z","DOIUrl":"10.1007/s12033-024-01334-z","url":null,"abstract":"<p><p>Porcine circovirus type 2 (PCV2) is a pervasive pathogen in the swine industry, leading to a spectrum of disorders known as porcine circovirus associated diseases (PCVAD). The PCV2 Cap protein contains critical antigenic epitopes and is the primary target for vaccine development. Current vaccines include inactivated viral particles and virus-like particles (VLPs), with experimental vaccines exploring various innovative approaches. This study introduces a novel Golden Gate assembly-based, Escherichia coli expression destination plasmid, pPRSVCP-E18, designed for the in-frame insertion of short peptide-coding DNA sequences into a highly antigenic site of Papaya ringspot virus (PRSV) coat protein (CP). We successfully cloned four PCV2 Cap peptides into this plasmid, expressed the chimeric CP proteins in E. coli under flask and bioreactor conditions, and assembled them into VLPs. These VLPs, when adjuvated and administered to BALB/c mice, elicited a specific IgG response against the PCV2 Cap peptides. Our findings demonstrate the plasmid's high efficiency for Golden Gate cloning and its potential in developing subunit vaccines against PCV2, contributing to the sustainable control of PCVAD in the swine industry.</p>","PeriodicalId":18865,"journal":{"name":"Molecular Biotechnology","volume":" ","pages":"4329-4341"},"PeriodicalIF":2.5,"publicationDate":"2025-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142770648","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-01Epub Date: 2024-11-04DOI: 10.1007/s12033-024-01312-5
Surya Venkatesh, P Mohammed Manaz, M Harish Priya, G Ambiga, Soumyo Basu
Short non-coding ribonucleic acids are also known as "Micro ribonucleic acids (miRNAs)". The miRNAs make a contribution to the regulation of genes and mitigation of cancer cell growth in humans. miRNAs play a significant role in several BPs, namely apoptosis, cell cycle progression, and development. It is well-recognized that miRNAs are crucial for the tumors' growth and also serve as Tumor Suppressors (TSs) or oncogenes. As miRNAs also act as an effective tumor suppressor, studying the molecular diversities of the miRNAs makes way to minimize cancer progression and the corresponding death rates in the future. Therefore, miRNAs along with their Biological Processes (BPs) and molecular diversities are thoroughly researched in this paper. Consequently, miRNAs particularly target their 3' UnTranslated Region (3'-UTR) for controlling the target mRNAs' stability and protein translation. So, this study also expresses the impact of microRNA variants in various cancer cells, namely Breast cancer, Gastric or stomach cancer, ovarian cancer, and lymphocytic leukemia. Furthermore, the database named PhenomiR and commercial kits that are used in the miRNA data analysis are discussed in this article to provide extensive knowledge about the molecular diversity analysis of miRNA and their influences on cancerous cells.
{"title":"Shedding Light on the Molecular Diversities of miRNA in Cancer- an Exquisite Mini Review.","authors":"Surya Venkatesh, P Mohammed Manaz, M Harish Priya, G Ambiga, Soumyo Basu","doi":"10.1007/s12033-024-01312-5","DOIUrl":"10.1007/s12033-024-01312-5","url":null,"abstract":"<p><p>Short non-coding ribonucleic acids are also known as \"Micro ribonucleic acids (miRNAs)\". The miRNAs make a contribution to the regulation of genes and mitigation of cancer cell growth in humans. miRNAs play a significant role in several BPs, namely apoptosis, cell cycle progression, and development. It is well-recognized that miRNAs are crucial for the tumors' growth and also serve as Tumor Suppressors (TSs) or oncogenes. As miRNAs also act as an effective tumor suppressor, studying the molecular diversities of the miRNAs makes way to minimize cancer progression and the corresponding death rates in the future. Therefore, miRNAs along with their Biological Processes (BPs) and molecular diversities are thoroughly researched in this paper. Consequently, miRNAs particularly target their 3' UnTranslated Region (3'-UTR) for controlling the target mRNAs' stability and protein translation. So, this study also expresses the impact of microRNA variants in various cancer cells, namely Breast cancer, Gastric or stomach cancer, ovarian cancer, and lymphocytic leukemia. Furthermore, the database named PhenomiR and commercial kits that are used in the miRNA data analysis are discussed in this article to provide extensive knowledge about the molecular diversity analysis of miRNA and their influences on cancerous cells.</p>","PeriodicalId":18865,"journal":{"name":"Molecular Biotechnology","volume":" ","pages":"4025-4037"},"PeriodicalIF":2.5,"publicationDate":"2025-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142576350","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Whether it involves human subjects or non-human animals, basic, translational, or clinical sleep research poses significant ethical challenges for researchers and ethical committees alike. Sleep research greatly benefits from using diverse animal models, each offering unique insights into sleep control mechanisms. The fruit fly (Drosophila melanogaster) is a superior genetic model due to its quick generation period, large progenies, and rich genetic tools. Its well-characterized genome and ability to respond to hypnotics and stimulants make it an effective tool for studying sleep genetics and physiological foundations. The nematode (Caenorhabditis elegans) has a simpler neural organization and transparent body, allowing researchers to explore molecular underpinnings of sleep control. Vertebrate models, like zebrafish (Danio rerio), provide insights into circadian rhythm regulation, memory consolidation, and drug effects on sleep. Invertebrate models, like California sea hare (Aplysia californica) and Upside-down jellyfish (Cassiopea xamachana), have simpler nervous systems and behave similarly to humans, allowing for the examination of sleep principles without logistical and ethical challenges. Combining vertebrate and invertebrate animal models offers a comprehensive approach to studying sleep, improving our understanding of sleep regulation and potentially leading to new drug discovery processes for sleep disorders and related illnesses.
{"title":"Harnessing Simple Animal Models to Decode Sleep Mysteries.","authors":"Seithikurippu R Pandi-Perumal, Konda Mani Saravanan, Sayan Paul, Saravana Babu Chidambaram","doi":"10.1007/s12033-024-01318-z","DOIUrl":"10.1007/s12033-024-01318-z","url":null,"abstract":"<p><p>Whether it involves human subjects or non-human animals, basic, translational, or clinical sleep research poses significant ethical challenges for researchers and ethical committees alike. Sleep research greatly benefits from using diverse animal models, each offering unique insights into sleep control mechanisms. The fruit fly (Drosophila melanogaster) is a superior genetic model due to its quick generation period, large progenies, and rich genetic tools. Its well-characterized genome and ability to respond to hypnotics and stimulants make it an effective tool for studying sleep genetics and physiological foundations. The nematode (Caenorhabditis elegans) has a simpler neural organization and transparent body, allowing researchers to explore molecular underpinnings of sleep control. Vertebrate models, like zebrafish (Danio rerio), provide insights into circadian rhythm regulation, memory consolidation, and drug effects on sleep. Invertebrate models, like California sea hare (Aplysia californica) and Upside-down jellyfish (Cassiopea xamachana), have simpler nervous systems and behave similarly to humans, allowing for the examination of sleep principles without logistical and ethical challenges. Combining vertebrate and invertebrate animal models offers a comprehensive approach to studying sleep, improving our understanding of sleep regulation and potentially leading to new drug discovery processes for sleep disorders and related illnesses.</p>","PeriodicalId":18865,"journal":{"name":"Molecular Biotechnology","volume":" ","pages":"4078-4094"},"PeriodicalIF":2.5,"publicationDate":"2025-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142695738","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}