Pub Date : 2024-11-19DOI: 10.1007/s12033-024-01308-1
Hua Li, Xiao Cao, Hao Wu, Dandan Dong
To explore the relationship between BigET-1 and cardiac remodeling in hypertrophic obstructive cardiomyopathy (HOCM). A retrospective analysis was conducted on the data of 150 HOCM patients in a hospital from September 2021 to August 2023. According to the 2015 American Ultrasound Society's recommended standards for quantifying adult UGG cardiac lumen, left atrial enlargement is defined as having a left atrial diameter greater than 40 mm in males and greater than 38 mm in females. 150 HOCM patients were divided into a left atrial normal group (n = 97) and a left atrial enlargement group (n = 53). Comprehensive patient data were collected, including BigET-1in plasma, N-Terminalpro-B-TypeNatriureticPeptide (NT-pro-BNP), and High-sensitive C-reactive protein (Hs-CRP), as well as cardiac magnetic resonance imaging (CMR) imaging data. The relationship between BigET-1 levels and cardiac remodeling was analyzed. The two groups had no statistical difference in gender, age, heart rate, dyspnea, angina pectoris, etc. (P > 0.05). The χ2-test showed that patients in the left atrial enlargement group had an increased proportion of atrial fibrillation compared to those in the left atrial normal group (P < 0.05). Non parametric tests showed that the Big ET-1 and NT-pro-BNP in the left atrial enlargement group were significantly higher than those in the left atrial normal group (P < 0.05). The t-test results showed that there were statistical differences in Hs-CRP, left atrial anteroposterior diameter, interventricular septum thickness, and LVEDV between the left atrial enlargement group and the left atrial normal group (P < 0.05). Pearson correlation analysis showed that Big ET-1 was positively correlated withNT-pro-BNP, Hs-CRP, left atrial anteroposterior diameter, and interventricular septum thickness (P < 0.05). The multiple linear regression analysis showed that Big ET-1 was positively correlated with NT-pro-BNP and LADap (P < 0.05). In HOCM patients with atrial enlargement, the Big ET-1 is significantly elevated. Cardiac remodeling is more pronounced, indicating that Big ET-1 plays a role in cardiac remodeling in HOCM patients.
探讨肥厚型梗阻性心肌病(HOCM)中 BigET-1 与心脏重塑之间的关系。对某医院2021年9月至2023年8月期间150例HOCM患者的数据进行了回顾性分析。根据2015年美国超声学会推荐的成人UGG心腔量化标准,左心房扩大的定义为男性左心房直径大于40毫米,女性左心房直径大于38毫米。150 名 HOCM 患者被分为左房正常组(97 人)和左房扩大组(53 人)。研究人员收集了患者的全面数据,包括血浆中的 BigET-1、N-末端前 B 型利尿肽(NT-pro-BNP)和高敏 C 反应蛋白(Hs-CRP),以及心脏磁共振成像(CMR)数据。分析了 BigET-1 水平与心脏重塑之间的关系。两组患者在性别、年龄、心率、呼吸困难、心绞痛等方面无统计学差异(P>0.05)。χ2检验显示,与左房正常组相比,左房扩大组患者发生心房颤动的比例增加(P
{"title":"The Relationship Between BigET-1 and Cardiac Remodeling in Patients with Hypertrophic Obstructive Cardiomyopathy.","authors":"Hua Li, Xiao Cao, Hao Wu, Dandan Dong","doi":"10.1007/s12033-024-01308-1","DOIUrl":"https://doi.org/10.1007/s12033-024-01308-1","url":null,"abstract":"<p><p>To explore the relationship between BigET-1 and cardiac remodeling in hypertrophic obstructive cardiomyopathy (HOCM). A retrospective analysis was conducted on the data of 150 HOCM patients in a hospital from September 2021 to August 2023. According to the 2015 American Ultrasound Society's recommended standards for quantifying adult UGG cardiac lumen, left atrial enlargement is defined as having a left atrial diameter greater than 40 mm in males and greater than 38 mm in females. 150 HOCM patients were divided into a left atrial normal group (n = 97) and a left atrial enlargement group (n = 53). Comprehensive patient data were collected, including BigET-1in plasma, N-Terminalpro-B-TypeNatriureticPeptide (NT-pro-BNP), and High-sensitive C-reactive protein (Hs-CRP), as well as cardiac magnetic resonance imaging (CMR) imaging data. The relationship between BigET-1 levels and cardiac remodeling was analyzed. The two groups had no statistical difference in gender, age, heart rate, dyspnea, angina pectoris, etc. (P > 0.05). The χ<sup>2</sup>-test showed that patients in the left atrial enlargement group had an increased proportion of atrial fibrillation compared to those in the left atrial normal group (P < 0.05). Non parametric tests showed that the Big ET-1 and NT-pro-BNP in the left atrial enlargement group were significantly higher than those in the left atrial normal group (P < 0.05). The t-test results showed that there were statistical differences in Hs-CRP, left atrial anteroposterior diameter, interventricular septum thickness, and LVEDV between the left atrial enlargement group and the left atrial normal group (P < 0.05). Pearson correlation analysis showed that Big ET-1 was positively correlated withNT-pro-BNP, Hs-CRP, left atrial anteroposterior diameter, and interventricular septum thickness (P < 0.05). The multiple linear regression analysis showed that Big ET-1 was positively correlated with NT-pro-BNP and LADap (P < 0.05). In HOCM patients with atrial enlargement, the Big ET-1 is significantly elevated. Cardiac remodeling is more pronounced, indicating that Big ET-1 plays a role in cardiac remodeling in HOCM patients.</p>","PeriodicalId":18865,"journal":{"name":"Molecular Biotechnology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142668100","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":"https://doi.org/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":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-11-18","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 : 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":"https://doi.org/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":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-11-16","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}
Pub 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":"https://doi.org/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":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-11-13","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 : 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":"https://doi.org/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":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-11-11","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 : 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":"https://doi.org/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":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-11-09","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}
Pub Date : 2024-11-08DOI: 10.1007/s12033-024-01317-0
Bimal K Chetri, S S Sonu, Rahul G Shelke, Sudip Mitra, Latha Rangan
Plant plastome are well studied due to their essential roles in photosynthesis and plant development. Comparative studies among plastome of closely related genera or families are limited, hindering our understanding of evolutionary changes and adaptation. This study presents a comparative analysis of 23 Caryophyllaceae plastome revealing a dynamic interplay of conserved and variable features. The genome size exhibited a moderate coefficient of variation (CV) of 2.58%. The large single-copy (LSC) and small single-copy (SSC) regions were highly conserved, with CVs of 2.55% and 2.00%, respectively. In contrast, the inverted repeat (IR) regions displayed greater variability, with a CV of 4.23%, indicating dynamic evolutionary processes. Exon counts varied significantly (CV 17.20%), while intron counts showed some variability (CV 7.79%), reflecting diverse gene structures. Coding sequences had moderate variability (CV 3.67%), while non-coding sequences varied more (CV 5.05%). tRNA counts were slightly variable (CV 2.67%), and GC content was notably consistent (CV 0.40%). This study includes the newly sequenced plastome of Drymaria villosa (GenBank accession OR790517), confirming its placement within Caryophyllaceae with significant diversification through phylogenetic analysis. Correlations (> 0.6) among plastome components and genome size reflect their tight evolutionary linkage, enhancing our understanding of plastome evolution in Caryophyllaceae and aiding future investigations into the ecological and medicinal potential of D. villosa and related species.
{"title":"De Novo Sequencing of Drymaria villosa and Comparative Analysis of Plastome in Caryophyllaceae Across 23 Species.","authors":"Bimal K Chetri, S S Sonu, Rahul G Shelke, Sudip Mitra, Latha Rangan","doi":"10.1007/s12033-024-01317-0","DOIUrl":"https://doi.org/10.1007/s12033-024-01317-0","url":null,"abstract":"<p><p>Plant plastome are well studied due to their essential roles in photosynthesis and plant development. Comparative studies among plastome of closely related genera or families are limited, hindering our understanding of evolutionary changes and adaptation. This study presents a comparative analysis of 23 Caryophyllaceae plastome revealing a dynamic interplay of conserved and variable features. The genome size exhibited a moderate coefficient of variation (CV) of 2.58%. The large single-copy (LSC) and small single-copy (SSC) regions were highly conserved, with CVs of 2.55% and 2.00%, respectively. In contrast, the inverted repeat (IR) regions displayed greater variability, with a CV of 4.23%, indicating dynamic evolutionary processes. Exon counts varied significantly (CV 17.20%), while intron counts showed some variability (CV 7.79%), reflecting diverse gene structures. Coding sequences had moderate variability (CV 3.67%), while non-coding sequences varied more (CV 5.05%). tRNA counts were slightly variable (CV 2.67%), and GC content was notably consistent (CV 0.40%). This study includes the newly sequenced plastome of Drymaria villosa (GenBank accession OR790517), confirming its placement within Caryophyllaceae with significant diversification through phylogenetic analysis. Correlations (> 0.6) among plastome components and genome size reflect their tight evolutionary linkage, enhancing our understanding of plastome evolution in Caryophyllaceae and aiding future investigations into the ecological and medicinal potential of D. villosa and related species.</p>","PeriodicalId":18865,"journal":{"name":"Molecular Biotechnology","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2024-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142624282","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}