DNA repair gene

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    文章类型: Journal Article
    子宫内膜癌(UCEC)是一个重要的健康问题,具有影响疾病易感性和进展的复杂遗传景观。这项研究旨在通过下一代测序(NGS)揭示巴基斯坦UCEC患者的DNA修复基因突变谱,并通过下游分析探索其潜在的功能后果。对来自30名UCEC患者的基因组DNA进行NGS分析以鉴定DNA修复基因中的临床显著致病性突变。这项分析揭示了4个关键DNA修复基因的突变:BRCA1,BRCA2,APC,和CDH1。采用Kaplan-Meier(KM)分析评估这些突变对UCEC患者总生存期(OS)的预后价值。为了深入研究这些突变的功能影响,我们进行了RT-qPCR,免疫组织化学(IHC),和蛋白质印迹分析的突变的UCEC样品相比,其非突变的对应物。这些结果揭示了突变基因表达的上调,表明鉴定的突变与增强的基因活性之间存在潜在的关联。此外,靶向亚硫酸氢盐测序分析用于评估突变基因启动子中的DNA甲基化模式。引人注目的是,BRCA1,BRCA2,APC启动子中的低甲基化,和CDH1在突变的UCEC样品中观察到相对于未突变的,表明表观遗传机制参与改变的基因表达。总之,这项研究为巴基斯坦UCEC患者DNA修复基因突变的遗传前景提供了见解。BRCA1、BRCA2、APC、和CDH1,再加上它们的下调和超甲基化,表明遗传和表观遗传因素的趋同导致UCEC细胞中的基因组不稳定。这些发现增强了我们对UCEC易感性的理解,并为巴基斯坦UCEC患者的针对性治疗干预提供了潜在的途径。
    Uterine Corpus Endometrial Carcinoma (UCEC) is a significant health concern with a complex genetic landscape impacting disease susceptibility and progression. This study aimed to unravel the spectrum of DNA repair gene mutations in Pakistani UCEC patients through Next Generation Sequencing (NGS) and explore their potential functional consequences via downstream analyses. NGS analysis of genomic DNA from 30 UCEC patients was conducted to identify clinically significant pathogenic mutations in DNA repair genes. This analysis revealed mutations in 4 key DNA repair genes: BRCA1, BRCA2, APC, and CDH1. Kaplan-Meier (KM) analysis was employed to assess the prognostic value of these mutations on patient overall survival (OS) in UCEC. To delve into the functional impact of these mutations, we performed RT-qPCR, immunohistochemistry (IHC), and western blot analyses on the mutated UCEC samples compared to their non-mutated counterparts. These results unveiled the up-regulation in the expression of the mutated genes, suggesting a potential association between the identified mutations and enhanced gene activity. Additionally, targeted bisulfite sequencing analysis was utilized to evaluate DNA methylation patterns in the promoters of the mutated genes. Strikingly, hypomethylation in the promoters of BRCA1, BRCA2, APC, and CDH1 was observed in the mutated UCEC samples relative to the non-mutated, indicating the involvement of epigenetic mechanisms in the altered gene expression. In conclusion, this study offers insights into the genetic landscape of DNA repair gene mutations in Pakistani UCEC patients. The presence of pathogenic mutations in BRCA1, BRCA2, APC, and CDH1, coupled with their down-regulation and hypermethylation, suggests a convergence of genetic and epigenetic factors contributing to genomic instability in UCEC cells. These findings enhance our understanding of UCEC susceptibility and provide potential avenues for targeted therapeutic interventions in Pakistani UCEC patients.
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  • 文章类型: Journal Article
    我们在此报告了胃癌细胞系(AGS)中新合成的甲亚胺的某些DNA修复基因的细胞毒性活性和表达谱的测定。通过缩合反应合成了所研究的新化合物,并通过1H和13CNMR光谱方法对收到的化合物进行了表征。此外,将它们以8种不同的浓度(0.1-50µg/mL)应用于AGS细胞系.使用MTT方法测定抗癌活性。ATR的表达水平,ERCC1,TOP2A,通过RT-PCR方法测定ABCB1基因。还检查了生化参数。用Stringv11程序研究了蛋白质与其他蛋白质的相互作用。72小时后获得的化合物1、2和3的IC50值分别为23.10、8.93和1.58µg/mL,分别。结果表明,与其他分子相比,化合物3对AGS癌细胞的细胞毒性活性更高。确定ATR的表达水平,TOP2A,与对照组相比,化合物1、2和3中的ABCB1基因降低。此外,确定ERCC1基因表达在化合物3中增加,在化合物2中减少,并且在化合物1中保持不变(p<0.001)。在AGS胃癌细胞中,化合物1中GST水平下降64%,而化合物2中GSH水平下降38%。此外,化合物1-3用计算技术在分子水平上进行检查,对接研究显示4LN0为靶蛋白。
    We herein report the determination of the cytotoxic activity and expression profiles of some DNA repair genes of newly synthesized azomethines in the gastric cancer cell line (AGS). The studied novel compounds were synthesized by a condensation reaction and received compounds were characterized by 1H and 13C NMR spectroscopy methods. Furthermore, they were applied to the AGS cell line at eight different concentrations (0.1-50 µg/mL). Anticancer activities were determined using the MTT method. Expression levels of ATR, ERCC1, TOP2A, and ABCB1 genes were determined by the RT-PCR method. Biochemical parameters were also examined. The interaction of proteins with other proteins was investigated with the String v11 program. The IC50 values of compounds 1, 2, and 3 obtained after 72 h were 23.10, 8.93, and 1.58 µg/mL, respectively. The results demonstrate that the cytotoxic activity of compound 3 on AGS cancer cells is higher in comparison with other molecules. It was determined that the expression levels of ATR, TOP2A, and ABCB1 genes in compounds 1, 2, and 3 were decreased compared to the control group. In addition, it was determined that ERCC1 gene expression increased in compound 3, decreased in compound 2, and remained unchanged in compound 1 (p < 0.001). In AGS gastric cancer cells, a 64% decrease was detected for GST levels in compound 1, while a 38% decrease in GSH levels in compound 2. In addition, compounds 1-3 were examined at the molecular level with computational techniques and the docking studies revealed 4LN0 as a target protein.
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  • 文章类型: Journal Article
    DNA修复是肿瘤进展的关键因素,因为它影响肿瘤突变负担,基因组稳定性,PD-L1表达,免疫治疗反应,和肿瘤浸润淋巴细胞(TIL)。在这项研究中,我们提出了肝细胞癌(HCC)的预后模型,该模型利用与DNA损伤反应(DDR)相关的基因。患者根据他们的风险评分进行分层,与风险评分较高的组相比,风险评分较低的组表现出更好的生存率.预后模型在预测1-,3-,和5年生存率的HCC患者使用受试者操作曲线分析(ROC)进行分析。结果显示在预测生存率方面具有良好的准确性。此外,我们评估了预后模型作为HCC预后独立因素的潜力,随着肿瘤分期。此外,根据该独立因素,采用列线图确定HCC患者的总生存期.基因集富集分析(GSEA)显示,在高危人群中,凋亡,细胞周期,MAPK,mTOR,和WNT级联高度丰富。我们使用训练和验证数据集来识别基于DDR基因表达的HCC的潜在分子亚型。这两种亚型在免疫检查点受体和免疫细胞过滤能力方面有所不同。总的来说,我们的研究确定了HCC预后的潜在生物标志物,为肝癌的分子机制提供新的见解。
    DNA repair is a critical factor in tumor progression as it impacts tumor mutational burden, genome stability, PD-L1 expression, immunotherapy response, and tumor-infiltrating lymphocytes (TILs). In this study, we present a prognostic model for hepatocellular carcinoma (HCC) that utilizes genes related to the DNA damage response (DDR). Patients were stratified based on their risk score, and groups with lower risk scores demonstrated better survival rates compared to those with higher risk scores. The prognostic model\'s accuracy in predicting 1-, 3-, and 5-year survival rates for HCC patients was analyzed using receiver operator curve analysis (ROC). Results showed good accuracy in predicting survival rates. Additionally, we evaluated the prognostic model\'s potential as an independent factor for HCC prognosis, along with tumor stage. Furthermore, nomogram was employed to determine the overall survival year of patients with HCC based on this independent factor. Gene set enrichment analysis (GSEA) revealed that in the high-risk group, apoptosis, cell cycle, MAPK, mTOR, and WNT cascades were highly enriched. We used training and validation datasets to identify potential molecular subtypes of HCC based on the expression of DDR genes. The two subtypes differed in terms of checkpoint receptors for immunity and immune cell filtration capacity.Collectively, our study identified potential biomarkers of HCC prognosis, providing novel insights into the molecular mechanisms underlying HCC.
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  • 文章类型: Journal Article
    背景:有证据表明,单核苷酸多态性(SNP)可以被认为是宫颈癌疾病进展和治疗反应的潜在生物标志物。本研究调查了CYP1A1T>C(rs4646903),CYP1A1A>G(rs1048943),CYP2E1T>A(rs6413432),RAD51G>C(rs1801320),XRCC1G>A(rs25487),XRCC2G>A(rs3218536)和XRCC3C>T(rs861539)多态性与基于顺铂的放化疗(CRT)的治疗结果。方法:宫颈癌227例,选择相同的放化疗方案进行研究.通过PCR限制性片段长度多态性(PCR-RFLP)进行基因分型分析。通过实体瘤中的反应评价标准(RECIST)评价治疗反应。所有临床数据的关联(反应,使用SPSS(21.0版)分析患者的复发和生存)和单核苷酸多态性(SNP)。结果:CYP2E1T>A多态性的TA/AA基因型患者的反应明显较差,而RAD51G>C的GC/CC基因型患者的反应较好(分别为p=0.008,p=0.014)。RAD51G>C和XRCC1G>A的GG基因型患者的死亡显着增加(分别为p=0.006,p=0.002)。具有RAD51G>C和XRCC1的AGGG的GCCC基因型的女性显示出更好的生存率,并且还降低了死亡风险(HR=0.489,p=0.008;HR=0.484,p=0.003)。结论:结果表明CYP2E1T>A(rs6413432),RAD51G>C(rs1801320),XRCC1G>A(rs25487)多态性可作为宫颈癌患者顺铂同步放化疗后临床结局的预测指标.
    Background: Evidences suggest that single nucleotide polymorphisms (SNPs) can be considered as potential biomarkers for disease progression and therapeutic response in cervical cancer. The present study investigated the association of CYP1A1 T>C (rs4646903), CYP1A1 A>G (rs1048943), CYP2E1 T>A (rs6413432), RAD51 G>C (rs1801320), XRCC1 G>A (rs25487), XRCC2 G>A (rs3218536) and XRCC3 C>T (rs861539) polymorphisms with treatment outcome of cisplatin based chemoradiation (CRT). Methods: Total 227 cervical cancer cases, treated with the same chemoradiotherapy regimen were selected for the study. Genotyping analysis was performed by PCR-restriction fragment length polymorphisms (PCR-RFLP). Treatment response was evaluated by Response Evaluation Criteria in Solid Tumors (RECIST). Association of all clinical data (responses, recurrence and survival of patients) and single nucleotide polymorphisms (SNPs) was analysed by using SPSS (version 21.0). Results: Patients with TA/AA genotype of CYP2E1 T>A polymorphism showed significantly poor response while those with GC/CC genotype of RAD51 G>C showed better response (p = 0.008, p = 0.014 respectively). Death was significantly higher in patients with GG genotypes of RAD51 G>C and XRCC1 G>A (p = 0.006, p = 0.002 respectively). Women with GC+CC genotype of RAD51 G>C and AG+GG of XRCC1 showed better survival and also reduced risk of death (HR = 0.489, p = 0.008; HR = 0.484, p = 0.003 respectively). Conclusion: Results suggested that CYP2E1 T>A (rs6413432), RAD51 G>C (rs1801320), and XRCC1 G>A (rs25487) polymorphisms may be used as predictive markers for clinical outcomes in cervical cancer patients undergoing cisplatin based concomitant chemoradiotherapy.
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  • DOI:
    文章类型: Journal Article
    P53通过多种细胞功能/机制抑制肿瘤发生,包括基因组稳定性监测。最近,它在癌症免疫反应调节中的作用也有报道。DNA修复途径的缺陷导致基因组改变和肿瘤突变负担的积累,并因此导致免疫应答的激活。我们通过挖掘一系列人类癌症的cBioPortal数据,研究了p53和DNA修复基因突变的相互作用及其对人类恶性肿瘤中肿瘤突变负荷和免疫应答的影响。我们发现在大多数人类癌症中,p53突变在DNA修复基因突变阳性和阴性病例之间以及许多人类癌症中分布相等。p53和DNA修复基因突变有共同发生的趋势。只有在大肠癌中,p53和DNA修复基因突变存在“相互排斥”的趋势。在大多数肿瘤中,p53和DNA修复基因突变在增加肿瘤突变负荷方面具有协同/累加效应,但在结直肠癌中却没有,因为它们是相互排斥的。p53和DNA修复基因突变及其相互作用对肿瘤微环境免疫细胞的影响是复杂且肿瘤类型特异性的,并不总是与肿瘤突变负荷相关。在结直肠癌中,这两种类型的突变导致相似的免疫细胞亚群变化和突变有共同发生趋势的肿瘤,p53在免疫反应中显示出主导作用,尽管它们对某些免疫细胞亚型的影响也可以相互抵消。
    P53 suppresses tumorigenesis through multiple cellular functions/mechanisms, including genomic stability surveillance. Recently, it has also be reported for its role in cancer immune response modulation. Deficiency in DNA repair pathways lead to the accumulation of genomic alterations and tumor mutation burden and in consequence resulting in the activation of immune response. We investigated the interaction of p53 and DNA repair gene mutations and their impact on tumor mutation burden and immune response in human malignancies by mining cBioPortal data of a range of human cancers. We found that in the majority of human cancers, p53 mutations are equally distributed between DNA repair gene mutation positive and negative cases and in a number of human cancers, p53 and DNA repair gene mutations have a tendency of co-occurrence. Only in colorectal cancer, there is a tendency of \'mutual exclusivity\' of mutations in p53 and DNA repair genes. In most tumors, p53 and DNA repair gene mutations have synergistic/additive effect in increasing tumor mutation burden, but not in colorectal cancer where they are mutually exclusive. The impact of p53 and DNA repair gene mutations and their interaction on tumor microenvironment immune cells are complex and tumor type specific and not always correlated with tumor mutation burden. In colorectal cancers, these two types of mutations resulted in similar immune cell subpopulation changes and in tumors where the mutations have a tendency of co-occurrence, p53 showed dominant roles on immune response, although they can also counter-act each other for their effect on certain immune cell subtypes.
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  • 文章类型: Journal Article
    UNASSIGNED: To construct a prognostic signature composed of DNA repair genes to effectively predict the prognosis of patients with head and neck squamous cell carcinoma (HNSCC).
    UNASSIGNED: After downloading the transcriptome and clinical data of HNSCC from the Cancer Genome Atlas (TCGA), 499 patients with HNSCC were equally divided into training and testing sets. In the training set, 13 DNA repair genes were screened using univariate proportional hazard (Cox) regression analysis and least absolute shrinkage and selection operator (LASSO) Cox regression analysis to construct a risk model, which was validated in the testing set.
    UNASSIGNED: In the training and testing sets, there were significant differences in the clinical outcomes of patients in the high- and low-risk groups showed by Kaplan-Meier survival curves (P < 0.001). Univariate and multivariate Cox regression analyses showed that the risk score had independent prognostic predictive ability (P < 0.001). At the same time, the immune cell infiltration, immune score, immune-related gene expression, and tumor mutation burden (TMB) of patients with HNSCC were also different between the high- and low-risk groups (P < 0.05). Finally, we screened several chemotherapeutics for HNSCC, which showed significant differences in drug sensitivity between the high- and low-risk groups (P < 0.05).
    UNASSIGNED: This study constructed a 13-DNA-repair-gene signature for the prognosis of HNSCC, which could accurately and independently predict the clinical outcome of the patient. We then revealed the immune landscape, TMB, and sensitivity to chemotherapy drugs in different risk groups, which might be used to guide clinical treatment decisions.
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  • 文章类型: Journal Article
    Neoantigens are derived from tumor-specific somatic mutations. Neoantigen-based synthesized peptides have been under clinical investigation to boost cancer immunotherapy efficacy. The promising results prompt us to further elucidate the effect of neoantigen expression on patient survival in breast cancer. We applied Kaplan-Meier survival and multivariable Cox regression models to evaluate the effect of neoantigen expression and its interaction with T-cell activation on overall survival in a cohort of 729 breast cancer patients. Pearson\'s chi-squared tests were used to assess the relationships between neoantigen expression and clinical pathological variables. Spearman correlation analysis was conducted to identify correlations between neoantigen expression, mutation load, and DNA repair gene expression. ERCC1, XPA, and XPC were negatively associated with neoantigen expression, while BLM, BRCA2, MSH2, XRCC2, RAD51, CHEK1, and CHEK2 were positively associated with neoantigen expression. Based on the multivariable Cox proportional hazard model, patients with a high level of neoantigen expression and activated T-cell status showed improved overall survival. Similarly, in the T-cell exhaustion and progesterone receptor (PR) positive subgroups, patients with a high level of neoantigen expression showed prolonged survival. In contrast, there was no significant difference in the T-cell activation and PR negative subgroups. In conclusion, neoantigens may serve as immunogenic agents for immunotherapy in breast cancer.
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  • 文章类型: Journal Article
    Rad51是DNA修复相关基因,据报道与多种癌症有关。然而,它与肝癌中的免疫浸润的联系仍然未知。因此,需要对Rad51在肝细胞癌(HCC)中的作用和活性进行更多研究。国际癌症基因组联盟(ICGC)用于鉴定DNA修复基因Rad51,并已被证明在HCC患者中过表达。我们绘制了Kapan-Meier曲线,表明Rad51高表达的患者预后不良。通过分析病人数据,我们发现Rad51在HCC中的高表达与临床分期有关,病理T分期,grade,和年龄。使用多变量cox模型发现Rad51是HCC患者的独立预后因素。此外,发现Rad51的表达与免疫细胞的浸润有关(B细胞,CD4+T细胞,CD8+T细胞,中性粒细胞,巨噬细胞,和树突状细胞),并且与HCC中免疫细胞标志物的表达密切相关。通过对Rad51,GO和KEGG富集分析的差异共表达基因(DCG)的分析,表明Rad51的表达水平可能与神经活性配体-受体相互作用有关,细胞周期,DNA复制,同源重组,卵母细胞减数分裂,和范可尼贫血途径。这些发现表明Rad51是肝癌患者预后的有价值的生物标志物,其表达与免疫浸润具有显着相关性。缩写:HCC:肝细胞癌;ICGC:国际癌症基因组联盟TCGA:癌症基因组图谱;TIMER:肿瘤免疫评估资源;CAF:癌症相关成纤维细胞;GEPIA:基因表达谱交互式分析;GSEA:基因集富集分析;OS:总生存期;PFS:无进展生存期;RFS:无复发生存期;DSS:疾病特异性生存期。部分相关系数:部分相关系数;HPA:人类蛋白质图谱;GO:基因本体论;KEGG:京都基因和基因组百科全书;CAF:癌症相关成纤维细胞;DCG:差异共表达基因。
    Rad51, a DNA-repair-related gene, has been reported to be involved in multiple cancers. However, its link with immune infiltration in liver cancer still unknown. Therefore, more research into the roles and activities of Rad51 in hepatocellular carcinoma (HCC) is required. The International Cancer Genome Consortium (ICGC) was used to identify the DNA repair gene Rad51, and has been proved to be overexpressed in HCC patients. We plotted the Kapan-Meier curve, demonstrating that patients with high expression of Rad51 have a poor prognosis. By analyzing the patient data, we discovered that high expression of Rad51 in HCC is linked to clinical stage, pathological T stage, grade, and age. Rad51 was found to be an independent prognostic factor for HCC patients using the multivariate cox model. Moreover, Rad51 expression was found to be associated with the infiltration of immune cells (B cells, CD4 + T cells, CD8 + T cells, neutrophils, macrophages, and dendritic cells) and was intimately linked to the expression of immune cell markers in HCC. Through the analysis of differentially coexpressed genes (DCGs) of Rad51, GO and KEGG enrichment analyses suggested that the expression level of Rad51 might be relevant to neuroactive ligand-receptor interactions, the cell cycle, DNA replication, homologous recombination, oocyte meiosis, and the Fanconi anemia pathway. These findings indicated that Rad51 is a valuable biomarker for the prognosis of patients with liver cancer and that its expression has a significant correlation with immune infiltrations.Abbreviations: HCC: hepatocellular carcinoma; ICGC: International Cancer Genome Consortium TCGA: The Cancer Genome Atlas; TIMER: Tumor Immune Estimation Resource; CAF: Cancer-associated fibroblast; GEPIA: Gene Expression Profiling Interactive Analysis; GSEA: Gene set enrichment analysis; OS: overall survival; PFS: progression-free survival; RFS: relapse-free survival; DSS: disease-specific survival. Partial cor: partial correlation coefficient; HPA: Human Protein Atlas; GO: Gene Ontology; KEGG: Kyoto Encyclopedia of Genes and Genomes; CAF: Cancer-associated fibroblast; DCGs: differentially co-expressed genes.
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  • 文章类型: Journal Article
    X-ray repair cross-complementing group 1 (XRCC1) plays a key role in the base excision repair pathway, as a scaffold protein that brings together proteins of the DNA repair complex. Several studies have reported contradictory results for XRCC1 exon 6 C>T (rs1799782) gene polymorphism and cancer risk in Indian population has provided inconsistent results. Therefore, we have performed this meta-analysis to evaluate the relationship between XRCC1 exon 6 C>T gene polymorphism and risk of cancer by published studies. We searched PubMed and Google scholar web databases to cover all studies published on association between XRCC1 exon 6 C>T gene polymorphism and cancer risk. The meta-analysis was carried out and pooled odds ratios (ORs) and 95% confidence intervals (95% CIs) were used to appraise the strength of association. In order to derive a more precise estimation of the association, A total of 3197 confirmed cancer cases and 3819 controls were included from eligible seventeen case-controls studies. Results from overall pooled analysis demonstrated suggested that that variant allele (T vs. C: OR 1.301, 95% CI 1.003-1.688, p = 0.047) was associated with the risk of overall cancer. Other genetic models; heterozygous (TC vs. CC: OR 1.108, 95% CI 0.827-1.485, p = 0.491), homozygous (TT vs. CC: OR 1.479, 95% CI 0.877-2.493, p = 0.142), dominant (TT+TC vs. CC: OR 1.228, 95% CI 0.899-1.677, p = 0.196) and recessive (TT vs. TC+CC: OR 1.436, 95% CI 0.970-2.125, p = 0.071) did not reveal statistical association. Publication bias observation was also considered and none was detected during the analysis. The present meta-analysis suggested that the variant allele T of XRCC1 exon 6 gene polymorphism was associated with the risk of cancer. It is therefore pertinent to confirm this finding in a large sample size to divulge the mechanism of this polymorphism and cancer risk in Indian population.
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  • 文章类型: Journal Article
    气候变化被认为是对社会和自然的重大威胁。紫外线照射是最重要的环境遗传毒性剂。因此,升高的紫外线辐射如何影响人类健康和生态系统已引起科学界的广泛关注,以及政策制定者和公众。在这项研究中,我们通过研究马铃薯晚疫病病原体的基因特异性变异,研究了自然生态系统中紫外线适应的模式和机制,致病疫霉。我们比较了辐射敏感23(RAD23)的序列特征,参与核苷酸切除修复(NER)途径和紫外线耐受性的基因,在不同海拔高度采样的致病疫霉分离株中。我们发现RAD23基因的较低遗传变异是由自然选择引起的。RAD23序列的基因组特征和海拔起源(历史UV辐射)与致病假单胞菌分离株的UV耐受性之间的强相关性支持了UV辐射驱动这种选择的假设。这些结果表明,RAD23基因在致病疫霉对紫外线胁迫的适应中起着重要作用。我们还发现,不同的气候因素可以协同作用来决定物种的进化适应,使得气候变化对生态功能和恢复力的影响更加难以预测。未来的注意力应旨在了解几个气候因素同时变化对物种适应和生态可持续性产生的集体影响。使用最先进的技术,如实验进化,全基因组扫描,和蛋白质组学。
    Climate change is considered a major threat to society and nature. UV irradiation is the most important environmental genotoxic agent. Thus, how elevated UV irradiation may influence human health and ecosystems has generated wide concern in the scientific community, as well as with policy makers and the public in general. In this study, we investigated patterns and mechanisms of UV adaptation in natural ecosystems by studying a gene-specific variation in the potato late blight pathogen, Phytophthora infestans. We compared the sequence characteristics of radiation sensitive 23 (RAD23), a gene involved in the nucleotide excision repair (NER) pathway and UV tolerance, in P. infestans isolates sampled from various altitudes. We found that lower genetic variation in the RAD23 gene was caused by natural selection. The hypothesis that UV irradiation drives this selection was supported by strong correlations between the genomic characteristics and altitudinal origin (historic UV irradiation) of the RAD23 sequences with UV tolerance of the P. infestans isolates. These results indicate that the RAD23 gene plays an important role in the adaptation of P. infestans to UV stress. We also found that different climatic factors could work synergistically to determine the evolutionary adaptation of species, making the influence of climate change on ecological functions and resilience more difficult to predict. Future attention should aim at understanding the collective impact generated by simultaneous change in several climate factors on species adaptation and ecological sustainability, using state of the art technologies such as experimental evolution, genome-wide scanning, and proteomics.
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