somatic mutations

体细胞突变
  • 文章类型: Journal Article
    不确定潜能(CHIP)的克隆造血与许多不良健康结局有关。然而,需要进一步的研究来了解与CHIP亚型相关的关键基因和途径,评估芯片克隆如何随时间演变,并进一步推进功能表征和治疗研究。大型流行病学研究可以很好地解决这些问题,但通常会从参与者那里收集唾液而不是血液。使用靶向CHIP基因小组对来自94名研究参与者的配对的唾液和血液来源的DNA样本进行测序。分析了最频繁鉴定为携带CHIP相关变体的10个基因。与CHIP相关的十四种独特变体,10个DNMT3A,TP53中的两个和TET2中的两个被鉴定为变异等位基因分数(VAF)在0.02和0.2之间,变异深度≥5个读数。在血液和唾液来源的DNA样品中检测到11种这些CHIP相关变体。在血液中检测到三种变体,VAF>0.02,但在配对唾液样品中低于该阈值(VAF0.008-0.013)。唾液来源的DNA适用于检测CHIP相关变体。唾液可以提供具有成本效益的生物样本,既可以推进CHIP研究,又可以促进临床转化为风险预测等环境。精密预防,和治疗监测。
    Clonal haematopoiesis of indeterminate potential (CHIP) has been associated with many adverse health outcomes. However, further research is required to understand the critical genes and pathways relevant to CHIP subtypes, evaluate how CHIP clones evolve with time, and further advance functional characterisation and therapeutic studies. Large epidemiological studies are well placed to address these questions but often collect saliva rather than blood from participants. Paired saliva- and blood-derived DNA samples from 94 study participants were sequenced using a targeted CHIP-gene panel. The ten genes most frequently identified to carry CHIP-associated variants were analysed. Fourteen unique variants associated with CHIP, ten in DNMT3A, two in TP53 and two in TET2, were identified with a variant allele fraction (VAF) between 0.02 and 0.2 and variant depth ≥ 5 reads. Eleven of these CHIP-associated variants were detected in both the blood- and saliva-derived DNA sample. Three variants were detected in blood with a VAF > 0.02 but fell below this threshold in the paired saliva sample (VAF 0.008-0.013). Saliva-derived DNA is suitable for detecting CHIP-associated variants. Saliva can offer a cost-effective biospecimen that could both advance CHIP research and facilitate clinical translation into settings such as risk prediction, precision prevention, and treatment monitoring.
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    文章类型: Journal Article
    The number of somatic mutations among all tissues increases along with age. This process was well-studied in hematopoietic stem cells (HSCs). Some mutations lead to a proliferative advantage and expansion of HSCs to form a dominant clone. Clonal hematopoiesis is general in the elderly population. Clonal hematopoiesis of indeterminate potential (CHIP) is a more common phenomenon in the elderly and is defined as somatic mutations in clonal blood cells without any other hematological malignancies. The development of CHIP is an independent risk factor for hematological malignancies, cardiovascular diseases, and reduced overall survival. CHIP is frequently associated with mutations in DNMT3A and TET2 genes involved in DNA methylation. The epigenetic human body clocks have been developed based on the age-related changes in methylation, making it possible to detect epigenetic aging. The combination of epigenetic aging and CHUP is associated with adverse health outcomes. Further research will reveal the significance of clonal hematopoiesis and CHIP in aging, acquiring various diseases, and determining the feasibility of influencing the mutagenic potential of clones.
    С возрастом во всех тканях увеличивается количество соматических мутаций. Лучше всего этот процесс изучен в стволовых кроветворных клетках. Некоторые мутации могут привести к пролиферативному преимуществу и экспансии стволовых кроветворных клеток с образованием клона. Клональное кроветворение широко распространено у пожилых людей. Клональный гемопоэз неопределенного потенциала (КГНП) — феномен, который чаще встречается в пожилом возрасте и характеризуется соматическими мутациями в клетках-предшественницах гемопоэза с формированием нескольких минорных клонов, экспансия которых способна постепенно вытеснить нормальный гемопоэз. Развитие КГНП является независимым фактором риска опухолей системы крови, сердечно-сосудистых заболеваний и общей летальности. При КГНП чаще всего мутируют гены DNMT3A и TET2, которые участвуют в метилировании ДНК. На основании возрастного изменения метилирования разработаны эпигенетические часы организма человека, позволяющие выявить эпигенетическое старение. Сочетание последнего и КГНП связано с неблагоприятными исходами для здоровья. Дальнейшее исследования позволят понять значение клонального гемопоэза и КГНП в процессе старения и развитии различных заболеваний, определить возможности целенаправленного воздействия на мутировавшие клоны.
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  • 文章类型: Journal Article
    癌症中体细胞变异的准确检测和分析涉及多个具有复杂依赖关系和配置的第三方工具,导致费力,容易出错,和耗时的数据转换。这种方法缺乏准确性,再现性,和便携性,限制临床应用。Musta的开发是为了解决这些问题,作为一个端到端的检测管道,分类,解释癌症突变。Musta基于Python命令行工具,旨在管理肿瘤正常样本以进行精确的体细胞突变分析。核心是基于Snakemake的工作流程,涵盖了所有关键的癌症基因组学步骤,包括变体调用,突变签名反卷积,变体注释,驱动基因检测,途径分析,和肿瘤异质性估计。Musta很容易通过Docker安装在任何系统上,使用Makefile处理安装,配置,和执行,允许全部或部分管道运行。Musta已在CRS4-NGS核心设施进行了验证,并在癌症基因组图谱和北京基因组研究所的大型数据集上进行了测试。Musta已被证明对癌症中的体细胞变异分析具有鲁棒性和灵活性。它是用户友好的,不需要专门的编程技能,并支持使用单个命令行进行数据处理。它的再现性确保一致的结果跨用户遵循相同的协议。
    Accurate detection and analysis of somatic variants in cancer involve multiple third-party tools with complex dependencies and configurations, leading to laborious, error-prone, and time-consuming data conversions. This approach lacks accuracy, reproducibility, and portability, limiting clinical application. Musta was developed to address these issues as an end-to-end pipeline for detecting, classifying, and interpreting cancer mutations. Musta is based on a Python command-line tool designed to manage tumor-normal samples for precise somatic mutation analysis. The core is a Snakemake-based workflow that covers all key cancer genomics steps, including variant calling, mutational signature deconvolution, variant annotation, driver gene detection, pathway analysis, and tumor heterogeneity estimation. Musta is easy to install on any system via Docker, with a Makefile handling installation, configuration, and execution, allowing for full or partial pipeline runs. Musta has been validated at the CRS4-NGS Core facility and tested on large datasets from The Cancer Genome Atlas and the Beijing Institute of Genomics. Musta has proven robust and flexible for somatic variant analysis in cancer. It is user-friendly, requiring no specialized programming skills, and enables data processing with a single command line. Its reproducibility ensures consistent results across users following the same protocol.
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  • 文章类型: Journal Article
    切除修复交叉互补组2(ERCC2)编码DNA解旋酶着色性干皮病D组,在转录和核苷酸切除修复中起作用。ERCC2中的点突变是约10%的膀胱癌(BLCA)的推定驱动因素,并且是顺铂治疗反应的潜在阳性生物标志物。然而,直接归因于ERCC2突变的预后意义及其在基因组不稳定中的致病作用仍然知之甚少.我们首次证明突变型ERCC2是BLCA预后的独立预测因子。然后,我们使用一组ERCC2野生型(n=343)和突变体(n=39)BLCA全基因组检查了其对体细胞突变景观的影响。在ERCC2突变体中,体细胞突变的全基因组分布显着改变,包括T[C>T]N富集,改变了复制时间相关性,和CTCF-粘附素结合位点突变热点。我们利用这些改变来开发用于预测致病性ERCC2突变的机器学习模型。这可能有助于告知BLCA患者的治疗。
    Excision repair cross-complementation group 2 (ERCC2) encodes the DNA helicase xeroderma pigmentosum group D, which functions in transcription and nucleotide excision repair. Point mutations in ERCC2 are putative drivers in around 10% of bladder cancers (BLCAs) and a potential positive biomarker for cisplatin therapy response. Nevertheless, the prognostic significance directly attributed to ERCC2 mutations and its pathogenic role in genome instability remain poorly understood. We first demonstrated that mutant ERCC2 is an independent predictor of prognosis in BLCA. We then examined its impact on the somatic mutational landscape using a cohort of ERCC2 wild-type (n = 343) and mutant (n = 39) BLCA whole genomes. The genome-wide distribution of somatic mutations is significantly altered in ERCC2 mutants, including T[C>T]N enrichment, altered replication time correlations, and CTCF-cohesin binding site mutation hotspots. We leverage these alterations to develop a machine learning model for predicting pathogenic ERCC2 mutations, which may be useful to inform treatment of patients with BLCA.
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  • 文章类型: Journal Article
    微繁殖技术的进步使得生产大量大麻克隆变得更加容易,但是这些方法也可能在连续世代中引入遗传不稳定性。这种不稳定性通常表现为体细胞克隆变异,其特征是基因突变或表观遗传改变随着每个继代的逐渐积累。在这项研究中,我们研究了突变如何在进行6-11次继代培养的大麻克隆中积累。使用基因分型测序,我们在70个克隆中鉴定出9405个多态变异。分析揭示了继代培养的数量和这些突变的频率之间的相关性,揭示了尽管克隆具有相同的实际年龄,但遗传变化仍在连续的亚培养中积累。此外,我们评估了累积突变的功能影响,特别注意对基因功能和整体植物健康的影响。虽然罕见,在对植物发育重要的基因中鉴定出14种高影响变体。值得注意的是,在与大麻素和萜烯合成途径相关的基因中也发现了六个变体,可能影响植物的生化成分。这些发现强调了在微繁殖方案中进行遗传评估的必要性,影响植物育种和保护。了解克隆繁殖植物中的遗传变异可以优化稳定性。对大麻和园艺植物至关重要,它强调防止遗传衰变和确保生存能力的技术。
    Advancements in micropropagation techniques have made it easier to produce large numbers of cannabis clones, but these methods may also introduce genetic instability over successive generations. This instability often manifests as somaclonal variation, characterized by the progressive accumulation of genetic mutations or epigenetic alterations with each subculture. In this study, we examined how mutations accumulate in cannabis clones subjected to 6-11 subcultures. Using genotyping-by-sequencing, we identified 9405 polymorphic variants across 70 clones. The analysis revealed a correlation between the number of subcultures and the frequency of these mutations, revealing that genetic changes accumulate over successive subcultures despite clones sharing the same chronological age. Furthermore, we evaluated the functional impacts of accumulated mutations, with particular attention to implications on gene function and overall plant health. While rare, 14 high-impact variants were identified in genes that are important for plant development. Notably, six variants were also found in genes related to cannabinoid and terpene synthesis pathways, potentially affecting the plant\'s biochemical composition. These findings highlight the need for genetic assessments in micropropagation protocols, impacting plant breeding and conservation. Understanding genetic variations in clonally propagated plants optimizes practices for stability. Crucial for cannabis and horticultural plants, it emphasizes techniques to prevent genetic decay and ensure viability.
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  • 文章类型: Journal Article
    背景:植物分生组织是由不同的干细胞层组成的结构化器官,分化为新的植物组织。分生组织层中的突变可以传播到植物的大部分。然而,分生组织突变的特征仍不清楚,限制了我们对体细胞克隆表型变异的遗传基础的理解。
    结果:这里,我们分析了杏树体细胞突变的频率和分布。我们分别对整个树上采样的几种果实的表皮(从分生组织层1发育)和果肉(从分生组织层2发育)进行测序。我们发现大多数体细胞突变(>90%)是个体层特有的。有趣的是,层1显示比层2更高的突变负荷,这意味着层之间的突变动力学不同。体细胞突变的分布遵循树的分支。这表明体细胞突变通过腋生分生组织传播到发育中的分支。反过来,这导致了我们意想不到的观察,即远处分支的第1层的基因组比相同分支的第2层的基因组更相似。最后,使用单细胞RNA测序,我们证明,层特异性突变仅在相应层的细胞中转录,并且可以形成体细胞克隆表型变异的遗传基础。
    结论:这里,我们分析了分生组织起源的体细胞突变的频率和分布。我们对体细胞突变的层特异性的观察概述了它们是如何分布的,它们是如何传播的,以及它们如何影响克隆繁殖的作物。
    BACKGROUND: Plant meristems are structured organs consisting of distinct layers of stem cells, which differentiate into new plant tissue. Mutations in meristematic layers can propagate into large sectors of the plant. However, the characteristics of meristematic mutations remain unclear, limiting our understanding of the genetic basis of somaclonal phenotypic variation.
    RESULTS: Here, we analyse the frequency and distribution of somatic mutations in an apricot tree. We separately sequence the epidermis (developing from meristem layer 1) and the flesh (developing from meristem layer 2) of several fruits sampled across the entire tree. We find that most somatic mutations (> 90%) are specific to individual layers. Interestingly, layer 1 shows a higher mutation load than layer 2, implying different mutational dynamics between the layers. The distribution of somatic mutations follows the branching of the tree. This suggests that somatic mutations are propagated to developing branches through axillary meristems. In turn, this leads us to the unexpected observation that the genomes of layer 1 of distant branches are more similar to each other than to the genomes of layer 2 of the same branches. Finally, using single-cell RNA sequencing, we demonstrate that layer-specific mutations were only transcribed in the cells of the respective layers and can form the genetic basis of somaclonal phenotypic variation.
    CONCLUSIONS: Here, we analyse the frequency and distribution of somatic mutations with meristematic origin. Our observations on the layer specificity of somatic mutations outline how they are distributed, how they propagate, and how they can impact clonally propagated crops.
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  • 文章类型: Journal Article
    目的:对甲状腺乳头状癌(PTCs)和低分化甲状腺癌(PDTC)的转移进行分子谱分析。
    方法:我们检索并分析了136个来自PTC的转移和35个来自PDTC的转移的分子和临床特征,来自cBioPortal。临床病理数据包括转移灶的数量和位置,基因组数据包括突变,易位,拷贝数改变和基因组改变比例(FGA)。
    结果:PTC骨转移的BRAF突变频率低于淋巴结转移(LNMs)(43%vs88%,p<0.01),RBM10和NRAS突变的频率高于LNM(两者均为21%对3%,p<0.05)。骨转移的FGA高于肺转移的FGA(5.6%vs1.3%,p<0.05)。在来自PTC的肺转移中,RET易位的频率高于LNM(15%对3%,p<0.05)。携带4个或更多远处转移(DMs)的PTC患者的LNM比携带少于4个DMs的患者的LNM具有更高的TERT启动子突变频率(96%vs65%,p<0.001)。SDHA基因扩增在PDTC的骨转移中富集,而在LNM中不存在(38%vs0%,p<0.05)。
    结论:来自PTC和PDTC的转移有影响不同身体位置的临床相关改变,如NRAS和RBM10突变,RET易位和SDHA扩增可用于治疗。
    OBJECTIVE: To perform a molecular profiling of the metastases from papillary thyroid carcinomas (PTCs) and poorly differentiated thyroid carcinomas (PDTCs).
    METHODS: We retrieved and analyzed the molecular and clinical features of 136 metastases from PTCs and 35 metastases from PDTCs subjected to targeted DNA sequencing, from cBioPortal. The clinicopathological data included the number and location of the metastases, and genomic data included mutations, translocations, copy number alterations and fraction of the genome altered (FGA).
    RESULTS: Bone metastases from PTCs had a lower frequency of BRAF mutations than the lymph node metastases (LNMs) (43% vs 88%, p < 0.01), and a higher frequency of RBM10 and NRAS mutations than the LNMs (21% vs 3% for both, p < 0.05). The FGA of the bone metastases was higher than the FGA of the lung metastases (5.6% vs 1.3%, p < 0.05). The frequency of RET translocations was higher in the lung metastases from PTCs than the LNMs (15% vs 3%, p < 0.05). The LNMs from PTC patients harboring 4 or more distant metastases (DMs) had a higher frequency of TERT promoter mutations than the LNMs from patients harboring less than 4 DMs (96% vs 65%, p < 0.001). SDHA gene amplifications were enriched in the bone metastases from PDTCs and absent in the LNMs (38% vs 0%, p < 0.05).
    CONCLUSIONS: Metastases from PTCs and PDTCs harbor clinically relevant alterations affecting distinct body locations, such as NRAS and RBM10 mutations, RET translocations and SDHA amplifications that may be explored therapeutically.
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  • 文章类型: Journal Article
    背景:叶酸参与多种遗传,表观遗传,和代谢过程,叶酸摄入不足与癌症风险增加有关。
    目的:我们根据与结直肠癌(CRC)相关基因的体细胞突变,使用靶向测序检查叶酸摄入是否与CRC风险有差异相关。
    方法:两个大型CRC联盟中的参与者,提供有关膳食叶酸,补充叶酸,和总叶酸摄入量包括在内。对来自病例的结直肠肿瘤样本进行测序,以确定105个基因和6个信号通路中存在非沉默突变(IGF2/PI3K,MMR,RTK/RAS,TGF-β,WNT,TP53/ATM)。运行多项逻辑回归模型,将突变/非突变CRC病例与对照进行比较,以计算具有95%置信区间(CI)的多变量调整比值比(OR)。使用逻辑回归在仅病例分析中测试了突变与非突变CRC病例关联的异质性。分别在高突变和非高突变肿瘤中进行分析,因为它们表现出不同的临床行为。
    结果:我们纳入了4,339例CRC病例(702例超突变肿瘤,16.2%)和11767个对照。总叶酸摄入量与CRC风险呈负相关(OR=0.93,95CI=0.90-0.96)。在高突变肿瘤中,12个基因(AXIN2,B2M,BCOR,CHD1,DOCK3,FBLN2,MAP3K21,POLD1,RYR1,TET2,UTP20,ZNF521)对突变状态的异质性表现出名义上的统计学意义(P<0.05),但在多次测试校正后,没有一个仍然显著。在这些遗传亚型中,叶酸变量和CRC之间的关联大多是相反的或接近零,除了肿瘤突变的DOCK3(补充叶酸),CHD1(总叶酸),和ZNF521(膳食叶酸)显示正相关。我们在非超突变肿瘤的分析中没有观察到差异关联,或根据信号通路。
    结论:根据所研究基因的突变,叶酸摄入与CRC风险没有差异相关。在少数基因中观察到的名义上显着的差异突变效应值得进一步研究。
    BACKGROUND: Folate is involved in multiple genetic, epigenetic, and metabolic processes, and inadequate folate intake has been associated with an increased risk of cancer.
    OBJECTIVE: We examined whether folate intake is differentially associated with colorectal cancer (CRC) risk according to somatic mutations in genes linked to CRC using targeted sequencing.
    METHODS: Participants within 2 large CRC consortia with available information on dietary folate, supplemental folic acid, and total folate intake were included. Colorectal tumor samples from cases were sequenced for the presence of nonsilent mutations in 105 genes and 6 signaling pathways (IGF2/PI3K, MMR, RTK/RAS, TGF-β, WNT, and TP53/ATM). Multinomial logistic regression models were analyzed comparing mutated/nonmutated CRC cases to controls to compute multivariable-adjusted odds ratios (ORs) with 95% confidence interval (CI). Heterogeneity of associations of mutated compared with nonmutated CRC cases was tested in case-only analyses using logistic regression. Analyses were performed separately in hypermutated and nonhypermutated tumors, because they exhibit different clinical behaviors.
    RESULTS: We included 4339 CRC cases (702 hypermutated tumors, 16.2%) and 11,767 controls. Total folate intake was inversely associated with CRC risk (OR = 0.93; 95% CI: 0.90, 0.96). Among hypermutated tumors, 12 genes (AXIN2, B2M, BCOR, CHD1, DOCK3, FBLN2, MAP3K21, POLD1, RYR1, TET2, UTP20, and ZNF521) showed nominal statistical significance (P < 0.05) for heterogeneity by mutation status, but none remained significant after multiple testing correction. Among these genetic subtypes, the associations between folate variables and CRC were mostly inverse or toward the null, except for tumors mutated for DOCK3 (supplemental folic acid), CHD1 (total folate), and ZNF521 (dietary folate) that showed positive associations. We did not observe differential associations in analyses among nonhypermutated tumors, or according to the signaling pathways.
    CONCLUSIONS: Folate intake was not differentially associated with CRC risk according to mutations in the genes explored. The nominally significant differential mutation effects observed in a few genes warrants further investigation.
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  • 文章类型: Journal Article
    背景:已观察到体细胞突变可诱导产生醛固酮的腺瘤(APAs)。这些可能在怀孕期间加速。体细胞PRKACA突变在产生皮质醇的腺瘤(CPAs)中很常见。然而,他们在APA中的作用,特别是醛固酮和皮质醇产生腺瘤(A/CPAs),不是很了解。本研究旨在探讨PRKACA突变与妊娠期间A/CPA加速发育之间的关系。
    方法:一名原发性醛固酮增多症(PA)合并严重库欣综合征(CS)的患者在分娩后一年接受肾上腺肿瘤手术切除。病理检查显示,肾上腺皮质腺瘤的特征主要是肾小球带增生。体细胞突变分析显示存在体细胞PRKACA突变,它被各种计算数据库验证为有害突变。免疫组织化学结果显示细胞色素P450家族11亚家族B成员1(CYP11B1)染色呈阳性,细胞色素P450家族11亚家族B成员2(CYP11B2),和黄体生成素/绒毛膜促性腺激素受体(LHCGR)。我们的研究包括20例先前记录的醛固酮和皮质醇产生腺瘤(A/CPAs)病例的回顾,其中2例CYP11B1和CYP11B2同时呈阳性,与我们的发现一致.
    结论:PRKACA的体细胞突变可能与LHCGR的上调有关,协同驱动共同分泌肿瘤在怀孕期间加速生长,从而加剧疾病进展。
    BACKGROUND: Somatic mutations have been observed to induce aldosterone-producing adenomas (APAs). These may be accelerated during pregnancy. Somatic PRKACA mutations are common in cortisol-producing adenomas (CPAs). However, their role in APAs, particularly aldosterone- and cortisol-producing adenomas (A/CPAs), is not well understood. This study aims to investigate the association between PRKACA mutations and the accelerated development of A/CPAs during pregnancy.
    METHODS: A patient with primary aldosteronism (PA) associated with severe Cushing\'s syndrome (CS) underwent surgical resection of an adrenal tumor one year after delivery. Pathologic examination revealed an adrenocortical adenoma characterized primarily by zona glomerulosa hyperplasia. Somatic mutation analysis revealed the presence of the somatic PRKACA mutation, which was validated as a deleterious mutation by various computational databases. Immunohistochemical results showed positive staining for cytochrome P450 family 11 subfamily B member 1 (CYP11B1), cytochrome P450 family 11 subfamily B member 2 (CYP11B2), and luteinizing hormone/chorionic gonadotropin receptor (LHCGR). Our study included a review of 20 previously documented cases of aldosterone- and cortisol-producing adenomas (A/CPAs), two of which were concurrently positive for both CYP11B1 and CYP11B2, consistent with our findings.
    CONCLUSIONS: Somatic mutations in PRKACA may correlate with the upregulation of LHCGR, which synergistically drives the accelerated growth of co-secretion tumors during pregnancy, thereby exacerbating disease progression.
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  • 文章类型: Journal Article
    目的:骨转移(BoM)与非小细胞肺癌(NSCLC)患者的发病率增加和生存预后不良密切相关。鉴于其重大影响,本研究旨在系统比较有和无BoM的晚期NSCLC患者的生物学特征.方法:在本研究中,我们通过下一代测序(NGS)小组分析了42例无BoM的晚期NSCLC患者和67例BoM患者肿瘤组织DNA的基因组改变.采用电感耦合等离子体发射光谱法(ICP-MS)检测血清中18种重金属的浓度。结果:在67例BoM患者中的61例(91.05%)和42例无BoM患者中的37例(88.10%)中,共鉴定出18个突变基因的157个体细胞突变和跨越16个突变基因的105个体细胞突变。分别。在这些突变的基因中,NTRK1,FGFR1,ERBB4,NTRK3和FGFR2仅在BoM患者中脱颖而出,而BRAF,GNAS,而AKT1仅在没有BoM的情况下表现出来。此外,BoM患者的共现基因集和互斥基因集不同于无BoM患者.此外,BoM患者的血清Cu和Sr浓度明显高于无BoM患者。我们的目标之一是探索这些与BoM相关的重金属如何与其他重金属相互作用,Cu和Co之间呈显著正相关,在Cu和Cr之间,在Sr和Ba之间,BoM患者的Sr和Ni之间。鉴于分子特征对患者预后的显著影响,我们还观察到EGFR突变与Co,TP53突变与Cd呈显著正相关。结论:基因组改变,体细胞相互作用,关键信号通路,功能生物信息,血清重金属的积累在有和没有BoM的晚期NSCLC患者之间有显著差异,和某些重金属(例如,Cu,Sr)可能有潜力识别患有BoM的高风险患者。
    Purpose: Bone metastasis (BoM) has been closely associated with increased morbidity and poor survival outcomes in patients with non-small cell lung cancer (NSCLC). Given its significant implications, this study aimed to systematically compare the biological characteristics between advanced NSCLC patients with and without BoM. Methods: In this study, the genomic alterations from the tumor tissue DNA of 42 advanced NSCLC patients without BoM and 67 patients with BoM and were analyzed by a next-generation sequencing (NGS) panel. The serum concentrations of 18 heavy metals were detected by inductively coupled plasma emission spectrometry (ICP-MS). Results: A total of 157 somatic mutations across 18 mutated genes and 105 somatic mutations spanning 16 mutant genes were identified in 61 out of 67 (91.05%) patients with BoM and 37 of 42 (88.10%) patients without BoM, respectively. Among these mutated genes, NTRK1, FGFR1, ERBB4, NTRK3, and FGFR2 stood out exclusively in patients with BoM, whereas BRAF, GNAS, and AKT1 manifested solely in those without BoM. Moreover, both co-occurring sets of genes and mutually exclusive sets of genes in patients with BoM were different from those in patients without BoM. In addition, the serum concentrations of Cu and Sr in patients with BoM were significantly higher than in patients without BoM. One of our aims was to explore how these heavy metals associated with BoM interacted with other heavy metals, and significant positive correlations were observed between Cu and Co, between Cu and Cr, between Sr and Ba, and between Sr and Ni in patients with BoM. Given the significant impacts of molecular characteristics on patients\' prognosis, we also observed a noteworthy negative correlation between EGFR mutations and Co, alongside a significant positive correlation between TP53 mutations and Cd. Conclusions: The genomic alterations, somatic interactions, key signaling pathways, functional biological information, and accumulations of serum heavy metals were markedly different between advanced NSCLC patients with and without BoM, and certain heavy metals (e.g., Cu, Sr) might have potentials to identify high-risk patients with BoM.
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