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DHFS-ECM: Design of a Dual Heuristic Feature Selection-based Ensemble Classification Model for the Identification of Bamboo Species from Genomic Sequences DHFS-ECM:设计基于双重启发式特征选择的集合分类模型,从基因组序列中识别竹子物种
IF 2.6 4区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-02-21 DOI: 10.2174/0113892029268176240125055419
Aditi R. Durge, Deepti D. Shrimankar
Problem: Analyzing genomic sequences plays a crucial role in understanding biological diversity and classifying Bamboo species. Existing methods for genomic sequence analysis suffer from limitations such as complexity, low accuracy, and the need for constant reconfiguration in response to evolving genomic datasets. Aim: This study addresses these limitations by introducing a novel Dual Heuristic Feature Selection- based Ensemble Classification Model (DHFS-ECM) for the precise identification of Bamboo species from genomic sequences. Methods: The proposed DHFS-ECM method employs a Genetic Algorithm to perform dual heuristic feature selection. This process maximizes inter-class variance, leading to the selection of informative N-gram feature sets. Subsequently, intra-class variance levels are used to create optimal training and validation sets, ensuring comprehensive coverage of class-specific features. The selected features are then processed through an ensemble classification layer, combining multiple stratification models for species-specific categorization. Results: Comparative analysis with state-of-the-art methods demonstrate that DHFS-ECM achieves remarkable improvements in accuracy (9.5%), precision (5.9%), recall (8.5%), and AUC performance (4.5%). Importantly, the model maintains its performance even with an increased number of species classes due to the continuous learning facilitated by the Dual Heuristic Genetic Algorithm Model. Conclusion: DHFS-ECM offers several key advantages, including efficient feature extraction, reduced model complexity, enhanced interpretability, and increased robustness and accuracy through the ensemble classification layer. These attributes make DHFS-ECM a promising tool for real-time clinical applications and a valuable contribution to the field of genomic sequence analysis.
问题:分析基因组序列对了解生物多样性和竹类分类起着至关重要的作用。现有的基因组序列分析方法存在一些局限性,如复杂性、准确性低以及需要根据不断变化的基因组数据集进行不断的重新配置。目的:针对这些局限性,本研究引入了一种新颖的基于双启发式特征选择的集合分类模型(DHFS-ECM),用于从基因组序列中精确识别竹类物种。方法:所提出的 DHFS-ECM 方法采用遗传算法进行双重启发式特征选择。这一过程可最大限度地提高类间方差,从而选择出信息丰富的 N-gram 特征集。随后,利用类内方差水平创建最佳训练集和验证集,确保全面覆盖特定类别的特征。然后通过集合分类层处理所选特征,结合多个分层模型进行物种分类。结果与最先进方法的对比分析表明,DHFS-ECM 在准确率(9.5%)、精确率(5.9%)、召回率(8.5%)和 AUC 性能(4.5%)方面都有显著提高。重要的是,由于双启发式遗传算法模型的持续学习功能,即使物种类别数量增加,该模型也能保持良好的性能。结论DHFS-ECM 具有几个关键优势,包括高效特征提取、降低模型复杂性、增强可解释性以及通过集合分类层提高稳健性和准确性。这些特点使 DHFS-ECM 成为一种很有前途的实时临床应用工具,也是对基因组序列分析领域的宝贵贡献。
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引用次数: 0
Expression Profiling of EMT Transcriptional Regulators ZEB1 and ZEB2 in Different Histopathological Grades of Oral Squamous Cell Carcinoma Patients 不同组织病理学分级口腔鳞状细胞癌患者 EMT 转录调控因子 ZEB1 和 ZEB2 的表达谱分析
IF 2.6 4区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-02-16 DOI: 10.2174/0113892029284920240212091903
Neha Baqai, Rafat Amin, Tehseen Fatima, Zeba Ahmed, Nousheen Faiz
Background: Pakistan has a high burden of oral cancers, with a prevalence rate of around 9%. Oral Squamous Cell Carcinoma (OSCC) accounts for about 90% of oral cancer cases. Epithelial to Mesenchymal Transition (EMT) gets highly stimulated in tumor cells by adopting subsequent malignant features of highly invasive cancer populations. Zinc Finger E-Box binding factors, ZEB1 and ZEB2, are regulatory proteins that promote EMT by suppressing the adherent ability of cells transforming into highly motile cancerous cells. The present study aimed to analyze the expression of EMT regulators, ZEB1 and ZEB2, and their association with the clinicopathological features in different grades of OSCC patients. Methods: Tissue samples were collected for both case and control groups from the recruited study participants. Cancer tissues (cases) were collected from the confirmed OSCC patients, and healthy tissues (controls) were collected from third-molar dental extraction patients. The study participants were recruited with informed consent and brief demographic and clinical characteristics. The case group was further segregated with respect to the histological cancer grading system into well-differentiated (WD), moderately differentiated (MD), and poorly differentiated (PD) squamous cell carcinoma (SCC) groups. RNA was extracted from the tissue samples for expression profiling of ZEB1 and ZEB2 genes through quantitative real-time PCR (qRT-PCR) Results: All of the recruited participants had a mean age of 46.55 ± 11.7 (years), with most of them belonging to Urdu speaking ethnic group and were married. The BMI (kg/m2 ) of the healthy participants was in the normal range (18-22 kg/m2 ). However, BMI was found to be reduced with the proliferation in the pathological state of cancer. The oral hygiene of patients was better than the healthy participants, possibly due to the strict oral hygiene practice concerns of consultants. Every recruited OSCC patient had one or multiple addiction habits for more than a year. Patients reported health frailty (46.6%), unhealed mouth sores (40%), swallowing difficulties and white/reddish marks (80%), and restricted mouth opening (64.4%). Furthermore, 82.2% of the recruited patients observed symptoms within 1-12 months, and buccal mucosa was the most exposed tumor site among 55.6% of the patients. Expression profiling of EMT regulators showed gradual over-expressions of ZEB1 (8, 20, and 42 folds) and ZEB2 (4, 10, and 18 folds) in respective histological cancer grades. Conclusion: High expressions of ZEBs have been significantly associated with cancer progression and poor health. However, no association was found between OSCC with other clinicopathological features when compared to healthy controls
背景:巴基斯坦的口腔癌发病率约为 9%,负担沉重。口腔鳞状细胞癌(OSCC)约占口腔癌病例的 90%。上皮细胞向间质转化(EMT)在肿瘤细胞中受到高度刺激,使其具有高侵袭性癌症群体的恶性特征。锌指E-Box结合因子ZEB1和ZEB2是一种调控蛋白,可通过抑制细胞的粘附能力促进EMT转化为高度运动的癌细胞。本研究旨在分析不同等级 OSCC 患者中 EMT 调节因子 ZEB1 和 ZEB2 的表达及其与临床病理特征的关系。研究方法从招募的研究参与者中收集病例组和对照组的组织样本。癌症组织(病例)取自确诊的 OSCC 患者,健康组织(对照)取自第三磨牙拔牙患者。研究人员在征得知情同意和简要的人口统计学和临床特征后被招募。病例组根据癌症组织学分级系统进一步分为分化良好(WD)、中度分化(MD)和分化不良(PD)鳞状细胞癌(SCC)组。从组织样本中提取 RNA,通过定量实时 PCR(qRT-PCR)分析 ZEB1 和 ZEB2 基因的表达情况:所有受试者的平均年龄为(46.55±11.7)岁,大多数人属于乌尔都语族群,已婚。健康参与者的体重指数(千克/平方米)在正常范围内(18-22 千克/平方米)。然而,在癌症的病理状态下,体重指数会随着癌细胞的增殖而降低。患者的口腔卫生比健康参与者好,这可能是由于顾问对口腔卫生的严格要求。每位被招募的 OSCC 患者都有一种或多种成瘾习惯,时间超过一年。患者表示身体虚弱(46.6%)、口腔溃疡未愈合(40%)、吞咽困难和白痕/红痕(80%)以及张口受限(64.4%)。此外,82.2%的患者在1-12个月内出现症状,55.6%的患者口腔黏膜是肿瘤暴露最多的部位。EMT调控因子的表达谱分析显示,ZEB1(8、20和42倍)和ZEB2(4、10和18倍)在各组织学癌症分级中逐渐过度表达。结论ZEBs的高表达与癌症进展和健康状况不佳密切相关。然而,与健康对照组相比,未发现 OSCC 与其他临床病理特征之间存在关联。
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引用次数: 0
COVID-19: Recent Insight in Genomic Feature, Pathogenesis, Immunological Biomarkers, Treatment Options and Clinical Updates on SARS-CoV-2 COVID-19:关于 SARS-CoV-2 的基因组特征、发病机制、免疫生物标志物、治疗方案和临床更新的最新见解
IF 2.6 4区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-02-07 DOI: 10.2174/0113892029291098240129113500
Rohitas Deshmukh, Ranjit K Harwansh, Akash Garg, Sakshi Mishra, Rutvi Agrawal, Rajendra Jangde
: SARS-CoV-2 is a highly contagious and transmissible viral infection that first emerged in 2019 and since then has sparked an epidemic of severe respiratory problems identified as “coronavirus disease 2019” (COVID-19) that causes a hazard to human life and safety. The virus developed mainly from bats. The current epidemic has presented a significant warning to life across the world by showing mutation. There are different tests available for testing Coronavirus, and RTPCR is the best, giving more accurate results, but it is also time-consuming. There are different options available for treating n-CoV-19, which include medications such as Remdesivir, corticosteroids, plasma therapy, Dexamethasone therapy, etc. The development of vaccines such as BNT126b2, ChAdOX1, mRNA-1273 and BBIBP-CorV has provided great relief in dealing with the virus as they decreased the mortality rate. BNT126b2 and ChAdOX1 are two n-CoV vaccines found to be most effective in controlling the spread of infection. In the future, nanotechnology-based vaccines and immune engineering techniques can be helpful for further research on Coronavirus and treatment of this deadly virus. The existing knowledge about the existence of SARS-- CoV-2, along with its variants, is summarized in this review. This review, based on recently published findings, presents the core genetics of COVID-19, including heritable characteristics, pathogenesis, immunological biomarkers, treatment options and clinical updates on the virus, along with patents.
:SARS-CoV-2 是一种高度传染性和传播性的病毒感染,于 2019 年首次出现,此后引发了严重呼吸道问题的流行,被认定为 "冠状病毒病 2019"(COVID-19),对人类生命安全造成危害。该病毒主要由蝙蝠发展而来。目前的疫情出现变异,给全球生命带来了重大警示。目前有不同的检测方法来检测冠状病毒,其中 RTPCR 是最好的方法,它能提供更准确的结果,但也很耗时。治疗 n-CoV-19 有多种方案,包括雷米地韦等药物、皮质类固醇、血浆疗法、地塞米松疗法等。BNT126b2、ChAdOX1、mRNA-1273 和 BBIBP-CorV 等疫苗的开发大大降低了病毒的死亡率。BNT126b2 和 ChAdOX1 是在控制感染传播方面最有效的两种 n-CoV 疫苗。未来,基于纳米技术的疫苗和免疫工程技术将有助于进一步研究冠状病毒和治疗这种致命病毒。本综述概述了有关 SARS--CoV-2及其变种存在的现有知识。本综述以最近发表的研究结果为基础,介绍了 COVID-19 的核心遗传学,包括遗传特征、致病机理、免疫学生物标志物、治疗方案和该病毒的最新临床研究成果以及专利。
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引用次数: 0
Tertiary Lymphoid Structures Gene Signature Predicts Prognosis and Immune Infiltration Analysis in Head and Neck Squamous Cell Carcinoma 三级淋巴结构基因信号预测头颈部鳞状细胞癌的预后和免疫渗透分析
IF 2.6 4区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-01-29 DOI: 10.2174/0113892029278082240118053857
Aiyan Xing, Dongxiao Lv, Changshun Wu, Kai Zhou, Tianhui Zhao, Lihua Zhao, Huaqing Wang, Hong Feng
Objectives: This study aims to assess the prognostic implications of gene signature of the tertiary lymphoid structures (TLSs) in head and neck squamous cell carcinoma (HNSCC) and scrutinize the influence of TLS on immune infiltration. Methods: Patients with HNSCC from the Cancer Genome Atlas were categorized into high/low TLS signature groups based on the predetermined TLS signature threshold. The association of the TLS signature with the immune microenvironment, driver gene mutation status, and tumor mutational load was systematically analyzed. Validation was conducted using independent datasets (GSE41613 and GSE102349). Results: Patients with a high TLS signature score exhibited better prognosis compared to those with a low TLS signature score. The group with a high TLS signature score had significantly higher immune cell subpopulations compared to the group with a low TLS signature score. Moreover, the major immune cell subpopulations and immune circulation characteristics in the tumor immune microenvironment were positively correlated with the TLS signature. Mutational differences in driver genes were observed between the TLS signature high/low groups, primarily in the cell cycle and NRF2 signaling pathways. Patients with TP53 mutations and high TLS signature scores demonstrated a better prognosis compared to those with TP53 wild-type. In the independent cohort, the relationship between TLS signatures and patient prognosis and immune infiltration was also confirmed. Additionally, immune-related biological processes and signaling pathways were activated with elevated TLS signature. Conclusion: High TLS signature is a promising independent prognostic factor for HNSCC patients. Immunological analysis indicated a correlation between TLS and immune cell infiltration in HNSCC. These findings provide a theoretical basis for future applications of TLS signature in HNSCC prognosis and immunotherapy.
研究目的本研究旨在评估三级淋巴结构(TLS)基因特征对头颈部鳞状细胞癌(HNSCC)预后的影响,并仔细研究三级淋巴结构对免疫浸润的影响。研究方法根据预定的TLS特征阈值,将癌症基因组图谱中的HNSCC患者分为高/低TLS特征组。系统分析了TLS特征与免疫微环境、驱动基因突变状态和肿瘤突变负荷的关联。利用独立数据集(GSE41613 和 GSE102349)进行了验证。结果与TLS特征得分低的患者相比,TLS特征得分高的患者预后更好。与低TLS特征得分组相比,高TLS特征得分组的免疫细胞亚群明显较高。此外,肿瘤免疫微环境中的主要免疫细胞亚群和免疫循环特征与TLS特征呈正相关。在TLS特征高/低组之间观察到了驱动基因的突变差异,主要是在细胞周期和NRF2信号通路中。与TP53野生型患者相比,TP53突变且TLS特征得分高的患者预后更好。在独立队列中,TLS特征与患者预后和免疫浸润之间的关系也得到了证实。此外,免疫相关的生物过程和信号通路随着 TLS 特征的升高而被激活。结论高TLS特征是HNSCC患者一个有希望的独立预后因素。免疫学分析表明,TLS 与 HNSCC 中的免疫细胞浸润存在相关性。这些发现为未来将 TLS 特征应用于 HNSCC 预后和免疫疗法提供了理论依据。
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引用次数: 0
A Novel Methylation-Based Model for Prognostic Prediction in Lung Adenocarcinoma 基于甲基化的新型肺腺癌预后预测模型
IF 2.6 4区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-01-23 DOI: 10.2174/0113892029277397231228062412
Manyuan Li, Xufeng Deng, Dong Zhou, Xiaoqing Liu, Jigang Dai, Quanxing Liu
Objective:: Specific methylation sites have shown promise in the early diagnosis of lung adenocarcinoma (LUAD). However, their utility in predicting LUAD prognosis remains unclear. This study aimed to construct a reliable methylation-based predictor for accurately predicting the prognosis of LUAD patients. Method:: DNA methylation data and survival data from LUAD patients were obtained from the TCGA and a GEO series. A DNA methylation-based signature was developed using univariate least absolute shrinkage and selection operators and multivariate Cox regression models. Result:: Eight CpG sites were identified and validated as optimal prognostic signatures for the overall survival of LUAD patients. Receiver operating characteristic analysis demonstrated the high predictive ability of the eight-site methylation signature combined with clinical factors for overall survival. Conclusion:: This research successfully identified a novel eight-site methylation signature for predicting the overall survival of LUAD patients through bioinformatic integrated analysis of gene methylation markers used in the early diagnosis of lung cancer.
目的::特定的甲基化位点有望用于肺腺癌(LUAD)的早期诊断。然而,它们在预测肺腺癌预后方面的作用仍不明确。本研究旨在构建一种可靠的基于甲基化的预测因子,以准确预测 LUAD 患者的预后。方法:从 TCGA 和 GEO 系列中获取 LUAD 患者的 DNA 甲基化数据和生存数据。使用单变量最小绝对缩减和选择算子以及多变量考克斯回归模型建立了基于DNA甲基化的特征。结果::鉴定并验证了八个 CpG 位点是 LUAD 患者总生存期的最佳预后特征。接收者操作特征分析表明,八个位点甲基化特征与临床因素相结合,对总生存期具有很高的预测能力。结论本研究通过对肺癌早期诊断中使用的基因甲基化标记进行生物信息学综合分析,成功鉴定出一种新型的八个位点甲基化特征,用于预测 LUAD 患者的总生存率。
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引用次数: 0
Analysis of the Expression of PRDX6 in Patients with Hepatocellular Carcinoma and its Effect on the Phenotype of Hepatocellular Carcinoma Cells 肝细胞癌患者体内 PRDX6 的表达及其对肝细胞癌细胞表型的影响分析
IF 2.6 4区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-01-23 DOI: 10.2174/0113892029273682240111052317
Mu Runhong, Chang Mingzhu, Feng Chuanbo, Cui Yunhe, Li Tingyu, Liu Chang, Wang Yilin, Guo Xiao
Objective:: This research aimed to study the expression of PRDX6 mRNA in hepatocellular carcinoma (HCC) and its effect on the prognosis of HCC. Moreover, the effect of PRDX6 gene knockdown on the proliferation, migration, and invasion of HepG2 cells mediated by lentivirus was also examined. This study offers a theoretical and experimental basis for further research on the mechanism of PRDX6 in liver cancer and new methods for clinical diagnosis and treatment. Methods:: RNA sequence data of 369 HCC patients were screened through the TCGA database, and the expression and clinical characteristics of PRDX6 mRNA were analyzed based on high- -throughput RNA sequencing data. HepG2 cells were divided into WT, sh-NC and sh-PRDX6 groups. Real-time PCR and Western blot were used to detect the expression levels of the PRDX6 gene and protein, respectively. CCK8 method was used to detect the proliferation activity of Hep- G2 cells, scratch healing test was used to detect the migration ability, Transwell chamber was used to detect the invasion ability, and Western blot was used to detect the expression levels of PI3K/Akt/mTOR signaling pathway and Notch signaling pathway-related proteins. Results:: The expression of PRDX6 was significantly correlated with the gender, race, clinical stage, histological grade, and survival time of HCC patients (P < 0.05). Compared with that in WT and sh-NC groups, the expression level of PRDX6 protein in HCC patients was significantly lower (P < 0.01), the proliferation activity of HCC cells was significantly decreased (P < 0.05), and the migration and invasion ability was significantly decreased (P <0.05) in the sh-PRDX6 group. The expression levels of PI3K, p-Akt, p-mTOR, Notch1, and Hes1 proteins in the sh- PRDX6 group were significantly lower than those in WT and sh-NC groups (P < 0.05). Conclusion:: The expression of PRDX6 may be closely related to the prognosis of HCC. Lentivirus- mediated PRDX6 knockdown can inhibit the proliferation, migration and invasion of HCC cells, which may be related to its regulating the PI3K/Akt/mTOR and Notch1 signaling pathways. PRDX6 is expected to be a new target for the diagnosis and treatment of liver cancer.
研究目的本研究旨在探讨 PRDX6 mRNA 在肝细胞癌(HCC)中的表达及其对 HCC 预后的影响。此外,还研究了慢病毒介导的 PRDX6 基因敲除对 HepG2 细胞增殖、迁移和侵袭的影响。本研究为进一步研究 PRDX6 在肝癌中的作用机制以及临床诊断和治疗的新方法提供了理论和实验依据。研究方法通过 TCGA 数据库筛选了 369 例 HCC 患者的 RNA 序列数据,基于高通量 RNA 测序数据分析了 PRDX6 mRNA 的表达和临床特征。将 HepG2 细胞分为 WT 组、sh-NC 组和 sh-PRDX6 组。实时 PCR 和 Western 印迹法分别检测 PRDX6 基因和蛋白的表达水平。CCK8法检测Hep- G2细胞的增殖活性,划痕愈合试验检测迁移能力,Transwell室检测侵袭能力,Western blot检测PI3K/Akt/mTOR信号通路和Notch信号通路相关蛋白的表达水平。结果PRDX6的表达与HCC患者的性别、种族、临床分期、组织学分级和生存时间显著相关(P< 0.05)。与 WT 组和 sh-NC 组相比,sh-PRDX6 组 HCC 患者的 PRDX6 蛋白表达水平明显降低(P <0.01),HCC 细胞的增殖活性明显降低(P <0.05),迁移和侵袭能力明显降低(P <0.05)。sh- PRDX6组PI3K、p-Akt、p-mTOR、Notch1和Hes1蛋白的表达水平明显低于WT组和sh-NC组(P <0.05)。结论::PRDX6的表达可能与HCC的预后密切相关。慢病毒介导的 PRDX6 基因敲除可抑制 HCC 细胞的增殖、迁移和侵袭,这可能与其调节 PI3K/Akt/mTOR 和 Notch1 信号通路有关。PRDX6有望成为诊断和治疗肝癌的新靶点。
{"title":"Analysis of the Expression of PRDX6 in Patients with Hepatocellular Carcinoma and its Effect on the Phenotype of Hepatocellular Carcinoma Cells","authors":"Mu Runhong, Chang Mingzhu, Feng Chuanbo, Cui Yunhe, Li Tingyu, Liu Chang, Wang Yilin, Guo Xiao","doi":"10.2174/0113892029273682240111052317","DOIUrl":"https://doi.org/10.2174/0113892029273682240111052317","url":null,"abstract":"Objective:: This research aimed to study the expression of PRDX6 mRNA in hepatocellular carcinoma (HCC) and its effect on the prognosis of HCC. Moreover, the effect of PRDX6 gene knockdown on the proliferation, migration, and invasion of HepG2 cells mediated by lentivirus was also examined. This study offers a theoretical and experimental basis for further research on the mechanism of PRDX6 in liver cancer and new methods for clinical diagnosis and treatment. Methods:: RNA sequence data of 369 HCC patients were screened through the TCGA database, and the expression and clinical characteristics of PRDX6 mRNA were analyzed based on high- -throughput RNA sequencing data. HepG2 cells were divided into WT, sh-NC and sh-PRDX6 groups. Real-time PCR and Western blot were used to detect the expression levels of the PRDX6 gene and protein, respectively. CCK8 method was used to detect the proliferation activity of Hep- G2 cells, scratch healing test was used to detect the migration ability, Transwell chamber was used to detect the invasion ability, and Western blot was used to detect the expression levels of PI3K/Akt/mTOR signaling pathway and Notch signaling pathway-related proteins. Results:: The expression of PRDX6 was significantly correlated with the gender, race, clinical stage, histological grade, and survival time of HCC patients (P &lt; 0.05). Compared with that in WT and sh-NC groups, the expression level of PRDX6 protein in HCC patients was significantly lower (P &lt; 0.01), the proliferation activity of HCC cells was significantly decreased (P &lt; 0.05), and the migration and invasion ability was significantly decreased (P &lt;0.05) in the sh-PRDX6 group. The expression levels of PI3K, p-Akt, p-mTOR, Notch1, and Hes1 proteins in the sh- PRDX6 group were significantly lower than those in WT and sh-NC groups (P &lt; 0.05). Conclusion:: The expression of PRDX6 may be closely related to the prognosis of HCC. Lentivirus- mediated PRDX6 knockdown can inhibit the proliferation, migration and invasion of HCC cells, which may be related to its regulating the PI3K/Akt/mTOR and Notch1 signaling pathways. PRDX6 is expected to be a new target for the diagnosis and treatment of liver cancer.","PeriodicalId":10803,"journal":{"name":"Current Genomics","volume":null,"pages":null},"PeriodicalIF":2.6,"publicationDate":"2024-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139557548","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}
引用次数: 0
Exploring the Role of Non-synonymous and Deleterious Variants Identified in Colorectal Cancer: A Multi-dimensional Computational Scrutiny of Exomes 探索在结直肠癌中发现的非同义变异和致死变异的作用:外显子组的多维计算审查
IF 2.6 4区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-01-23 DOI: 10.2174/0113892029285310231227105503
K Chandrashekar, Vidya Niranjan, Anagha S Setlur, Dhanya Pradeep, Jitendra Kumar
Introduction:: Colorectal cancers are the world’s third most commonly diagnosed type of cancer. Currently, there are several diagnostic and treatment options to combat it. However, a delay in detection of the disease is life-threatening. Additionally, a thorough analysis of the exomes of cancers reveals potential variation data that can be used for early disease prognosis. Method:: By utilizing a comprehensive computational investigation, the present study aimed to reveal mutations that could potentially predispose to colorectal cancer. Ten colorectal cancer exomes were retrieved. Quality control assessments were performed using FastQC and MultiQC, gapped alignment to the human reference genome (hg19) using Bowtie2 and calling the germline variants using Haplotype caller in the GATK pipeline. The variants were filtered and annotated using SIFT and PolyPhen2 successfully categorized the mutations into synonymous, non-synonymous, start loss and stop gain mutations as well as marked them as possibly damaging, probably damaging and benign. This mutational profile helped in shortlisting frequently occurring mutations and associated genes, for which the downstream multi-dimensional expression analyses were carried out. Result:: Our work involved prioritizing the non-synonymous, deleterious SNPs since these polymorphisms bring about a functional alteration to the phenotype. The top variations associated with their genes with the highest frequency of occurrence included LGALS8, CTSB, RAD17, CPNE1, OPRM1, SEMA4D, MUC4, PDE4DIP, ELN and ADRA1A. An in-depth multi-dimensional downstream analysis of all these genes in terms of gene expression profiling and analysis and differential gene expression with regard to various cancer types revealed CTSB and CPNE1 as highly expressed and overregulated genes in colorectal cancer. Conclusion:: Our work provides insights into the various alterations that might possibly lead to colorectal cancer and suggests the possibility of utilizing the most important genes identified for wetlab experimentation.
导言结直肠癌是世界上第三大最常诊断出的癌症类型。目前,有多种诊断和治疗方法可与之抗衡。然而,如果不能及时发现疾病,就会危及生命。此外,对癌症外显子组的全面分析揭示了潜在的变异数据,可用于疾病的早期预后。方法:本研究旨在通过全面的计算调查,揭示可能导致结直肠癌的潜在变异。研究人员检索了 10 个结直肠癌外显子组。使用 FastQC 和 MultiQC 进行质量控制评估,使用 Bowtie2 与人类参考基因组(hg19)进行间隙配对,并使用 GATK 管道中的 Haplotype caller 调用种系变异。使用 SIFT 和 PolyPhen2 对变异进行了过滤和注释,成功地将变异分为同义变异、非同义变异、起始丢失变异和终止增益变异,并将其标记为可能损伤性变异、可能损伤性变异和良性变异。这种突变特征有助于筛选出频繁发生的突变和相关基因,并对其进行下游多维度表达分析。结果我们的工作包括优先考虑非同义、有害的 SNP,因为这些多态性会导致表型的功能性改变。出现频率最高的变异基因包括 LGALS8、CTSB、RAD17、CPNE1、OPRM1、SEMA4D、MUC4、PDE4DIP、ELN 和 ADRA1A。通过对所有这些基因的基因表达谱进行深入的多维下游分析,以及对不同癌症类型的差异基因表达进行分析,发现 CTSB 和 CPNE1 是结直肠癌中高表达和高调的基因。结论我们的工作使我们对可能导致结直肠癌的各种改变有了更深入的了解,并提出了利用已确定的最重要基因进行湿实验室实验的可能性。
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引用次数: 0
Plasma Virome of HIV-infected Subjects on Suppressive Antiretroviral Therapy Reveals Association of Differentially Abundant Viruses with Distinct T-cell Phenotypes and Inflammation 接受抑制性抗逆转录病毒疗法的艾滋病病毒感染者的血浆病毒组显示,不同丰度的病毒与不同的 T 细胞表型和炎症有关联
IF 2.6 4区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-01-23 DOI: 10.2174/0113892029279786240111052824
Tannu Bhagchandani, Mohd Maksuf Ul Haque, Shilpa Sharma, Md Zubbair Malik, Ashwini Kumar Ray, Urvinder S. Kaur, Ankita Rai, Anjali Verma, Kamal Kumar Sawlani, Rupesh Chaturvedi, D Himanshu, Abhishek Kumar, Ravi Tandon
Background:: The plasma virome represents the overall composition of viral sequences present in it. Alteration in plasma virome has been reported in treatment of immunocompromised (CD4 count <200) people with HIV (PWH). However, the effect of ART on virome composition in PWH on ART with preserved CD4 counts is poorly understood. Objective:: We aimed to assess the alterations in plasma virome in PWH on ART in comparison to HIV-negative uninfected controls and to further investigate possible associations of plasma viruses with inflammation and immune dysfunction, namely, immunosenescence and immune exhaustion. Methods:: Plasma viral DNA from PWH on ART and controls were used for sequencing on the Illumina Nextseq500 platform, followed by the identification of viral sequences using an automated pipeline, VIROMATCH. Multiplex cytokine assay was performed to measure the concentrations of various cytokines in plasma. Immunophenotyping was performed on PBMCs to identify T cell markers of immunosenescence and immune exhaustion. Results:: In our observational, cross-sectional pilot study, chronically infected PWH on ART had significantly different viral species compositions compared to controls. The plasma virome of PWH showed a significantly high relative abundance of species Human gammaherpesvirus 4, also known as Epstein-Barr virus (EBV). Moreover, EBV emerged as a significant viral taxon differentially enriched in PWH on ART, which further correlated positively with the exhaustion phenotype of T cells and significantly increased TNF-α in PWH on ART. Additionally, a significantly increased proportion of senescent T cells and IL-8 cytokine was detected in PWH on ART. Conclusion:: Altered plasma virome influenced the inflammatory response and T-cell phenotype in PWH on ART.
背景血浆病毒组代表了血浆中病毒序列的整体组成。有报道称,在治疗免疫力低下(CD4 细胞数为 200)的艾滋病病毒感染者(PWH)时,血浆病毒组会发生改变。然而,人们对接受抗逆转录病毒疗法(ART)治疗且 CD4 细胞数保持不变的艾滋病病毒感染者病毒组组成的影响知之甚少。目的我们旨在评估与 HIV 阴性未感染对照组相比,接受抗逆转录病毒疗法的 PWH 血浆病毒组的变化,并进一步研究血浆病毒与炎症和免疫功能障碍(即免疫衰老和免疫衰竭)之间可能存在的关联。研究方法使用 Illumina Nextseq500 平台对接受抗逆转录病毒疗法的 PWH 和对照组的血浆病毒 DNA 进行测序,然后使用 VIROMATCH 自动流水线鉴定病毒序列。多重细胞因子检测用于测量血浆中各种细胞因子的浓度。对 PBMC 进行免疫分型,以确定免疫衰老和免疫衰竭的 T 细胞标记物。结果在我们的观察性横断面试点研究中,与对照组相比,接受抗逆转录病毒疗法的慢性感染 PWH 的病毒种类组成明显不同。PWH的血浆病毒组显示,人类γ疱疹病毒4(又称爱泼斯坦-巴尔病毒(EBV))的相对丰度明显较高。此外,在接受抗逆转录病毒疗法的 PWH 中,EBV 是一个重要的病毒分类群,它与接受抗逆转录病毒疗法的 PWH 的 T 细胞衰竭表型和 TNF-α 的显著增加呈正相关。此外,在接受抗逆转录病毒疗法的 PWH 中还检测到衰老 T 细胞和 IL-8 细胞因子的比例明显增加。结论血浆病毒组的改变影响了接受抗逆转录病毒疗法的 PWH 的炎症反应和 T 细胞表型。
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引用次数: 0
Molecular Determination of Tumor Necrosis Factor-alpha, Interleukin-8, Interleukin-10, and C-X-C Chemokine Receptor-2 Genetic Variations and their Association with Disease Susceptibility and Mortality in COVID-19 Patients 肿瘤坏死因子-α、白细胞介素-8、白细胞介素-10 和 C-X-C 趋化因子受体-2 基因变异的分子测定及其与 COVID-19 患者疾病易感性和死亡率的关系
IF 2.6 4区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-01-21 DOI: 10.2174/0113892029272497240103052359
Badr A Alsayed, Rashid Mir, Mohammad Muzaffar Mir, Tarig M.S. Alnour, Shereen Fawzy, M. Ahmed Mesaik, Dnyanesh Amle
Background: Altered cytokine levels have been associated with poor outcomes among COVID-19 patients. TNF-α, IL-8 and IL-10 are key cytokines in COVID-19 pathogenesis, and CXCR-2 is a major chemokine receptor involved in inflammatory response. Polymorphisms in the genes of these proteins are proposed to influence disease outcomes. In this study, we aimed to find out the association of genetic polymorphisms in TNF-α, IL-8, IL-10 and CXCR-2 genes with susceptibility to and mortality of COVID-19. Methods: The present case-control study was conducted on 230 subjects, among whom 115 were clinically diagnosed and RT-PCR-confirmed COVID-19 patients and 115 healthy control subjects. The polymorphisms in TNFα -308 G>A (rs1800629), IL-8 -251T>A (rs4073), CXCR2 +785 C>T (rs2230054) genes were detected by ARMS -PCR assay whereas for IL-10 (-1082 G>A), rs1800896 G>A allele-specific PCR assay was used and their association with COVID-19 susceptibility and mortality was estimated by multivariate analysis. The results were analyzed for risk of infection and mortality through different inheritance models. Results: Frequencies of TNF-α rs1800629 GA and AA, IL-8 rs4073 TA and AA, IL-10 (-1082 G>A), rs1800896 GA and GG, and CXCR2 rs2230054 CT genotypes were significantly higher in COVID-19 patients compared to the control group (p < 0.05). Furthermore, COVID-19 patients had a higher frequency of the polymorphic A allele of TNF-α, the A allele of IL-8, the G allele of IL-10, and the T allele of CXCR2. The risk of susceptibility to COVID-19 was significantly associated with TNF-α rs1800629 GA and GA+AA genotypes and the A allele, IL-8 rs4073 TA and AA genotypes and A allele, IL-10 rs1800872 GA and CC genotypes and C allele, and CXCR2 rs2230054 CT and CT+CC genotypes. TNF-α-GA and AA genotypes and A allele, IL-8 TA and AA genotypes and A allele and CXCR-2 CC and CT genotypes have significant associations with mortality risk in COVID-19 patients, while GA and GG genotypes of the IL-10 are shown to confer significant protection against mortality from COVID-19. Conclusion: The findings of this study provide important insights into the COVID-19 disease and susceptibility risk. The polymorphisms in TNFα -308 G>A (rs1800629), IL-8 -251T>A (rs4073), IL-10 (-1082 G>A), rs1800896 and CXCR2 +785 C>T (rs2230054) are associated with the risk of susceptibility to COVID-19 and with mortality in COVID-19 patients. Further studies with larger sample sizes are necessary to confirm our findings.
背景:细胞因子水平的改变与 COVID-19 患者的不良预后有关。TNF-α、IL-8 和 IL-10 是 COVID-19 发病机制中的关键细胞因子,CXCR-2 是参与炎症反应的主要趋化因子受体。这些蛋白的基因多态性被认为会影响疾病的预后。本研究旨在发现 TNF-α、IL-8、IL-10 和 CXCR-2 基因多态性与 COVID-19 易感性和死亡率的关系。研究方法本病例对照研究以 230 名受试者为对象,其中 115 名是经临床诊断和 RT-PCR 确诊的 COVID-19 患者,115 名是健康对照受试者。通过 ARMS -PCR 方法检测了 TNFα -308 G>A (rs1800629)、IL-8 -251T>A (rs4073)、CXCR2 +785 C>T (rs2230054)基因的多态性,而 IL-10 (-1082 G>;A)、rs1800896 G>A 等位基因特异性 PCR 检测,并通过多变量分析估计了它们与 COVID-19 易感性和死亡率的关系。结果通过不同的遗传模型分析了感染和死亡风险。结果与对照组相比,COVID-19患者的TNF-α rs1800629 GA和AA、IL-8 rs4073 TA和AA、IL-10(-1082 G>A)、rs1800896 GA和GG以及CXCR2 rs2230054 CT基因型的频率显著升高(p <0.05)。此外,COVID-19 患者中 TNF-α 的多态 A 等位基因、IL-8 的 A 等位基因、IL-10 的 G 等位基因和 CXCR2 的 T 等位基因的频率较高。COVID-19的易感风险与TNF-α rs1800629 GA和GA+AA基因型及A等位基因、IL-8 rs4073 TA和AA基因型及A等位基因、IL-10 rs1800872 GA和CC基因型及C等位基因以及CXCR2 rs2230054 CT和CT+CC基因型显著相关。TNF-α-GA和AA基因型及A等位基因、IL-8 TA和AA基因型及A等位基因、CXCR-2 CC和CT基因型与COVID-19患者的死亡风险有显著关联,而IL-10的GA和GG基因型可显著降低COVID-19患者的死亡率。结论本研究的结果为了解 COVID-19 疾病和易感性风险提供了重要依据。TNFα -308 G>A (rs1800629)、IL-8 -251T>A (rs4073)、IL-10 (-1082 G>A), rs1800896 和 CXCR2 +785 C>T (rs2230054) 的多态性与 COVID-19 易感性风险和 COVID-19 患者的死亡率有关。为了证实我们的发现,有必要进行样本量更大的进一步研究。
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引用次数: 0
Towards an Analytical Biology 迈向分析生物学
IF 2.6 4区 生物学 Q2 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-01-10 DOI: 10.2174/0113892029283759231227075715
Max Garzon, Fredy Alexander Colorado
This article draws a perspective on the increasingly unavoidable question of whethersteps can be taken in genomics and biology at large to move them more rapidly towards more analyticaland deductive biology, akin to similar developments that occurred in other natural sciences,such as physics and chemistry, centuries ago. It provides a summary of recent advances in otherrelevant sciences in the last 3 decades that are likely to pull it in that direction in the next decadeor so, as well as what methods and tools will make it possible.
本文从一个日益不可避免的问题出发,即能否在基因组学和整个生物学中采取措施,使它们更快地朝着更具分析性和演绎性的生物学方向发展,就像几个世纪前物理学和化学等其他自然科学的类似发展一样。本报告总结了过去三十年中其他相关科学的最新进展,这些进展有可能在未来十年左右将基因组学和生物学推向这一方向,同时还总结了哪些方法和工具将使之成为可能。
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引用次数: 0
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Current Genomics
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