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Epigenetic age and lung cancer risk in the CLUE II prospective cohort study CLUE II前瞻性队列研究中的表观遗传年龄与肺癌风险
Pub Date : 2022-05-22 DOI: 10.1101/2022.05.20.22275270
D. Michaud, M. Chung, N. Zhao, D. Koestler, Jiayun Lu, E. Platz, K. Kelsey
Background: Epigenetic age, a robust marker of biological aging, has been associated with obesity, low-grade inflammation and metabolic diseases. However, few studies have examined associations between different epigenetic age measures and risk of lung cancer, despite great interest in finding biomarkers to assist in risk stratification for lung cancer screening. Methods: A nested case-control study of lung cancer from the CLUE II cohort study was conducted using incidence density sampling with 1:1 matching of controls to lung cancer cases (n=208 matched pairs). Prediagnostic blood samples were collected in 1989 (CLUE II study baseline) and stored at -70 degrees Celsius. DNA was extracted from buffy coat and DNA methylation levels were measured using Illumina MethylationEPIC BeadChip Arrays. Three epigenetic age acceleration (i.e., biological age is greater than chronological age) measurements (Horvath, Hannum and PhenoAge) were examined in relation to lung cancer risk using conditional logistic regression. Results: We did not observe associations between the three epigenetic age acceleration measurements and risk of lung cancer overall; however, inverse associations for the two Hannum age acceleration measures (intrinsic and extrinsic) were observed in men and among younger participants, but not in women or older participants. We did not observe effect modification by time from blood draw to diagnosis. Conclusion: Findings from this study do not support a positive association between three different biological age acceleration measures and risk of lung cancer. Additional studies are needed to address whether epigenetic age is associated with lung cancer in never smokers.
背景:表观遗传年龄是生物学衰老的有力标志,与肥胖、低度炎症和代谢性疾病有关。然而,很少有研究检查不同表观遗传年龄测量与肺癌风险之间的关系,尽管人们对寻找生物标志物来帮助肺癌筛查的风险分层很感兴趣。方法:对CLUEⅱ队列研究中的肺癌病例进行巢式病例-对照研究,采用发病率密度抽样,对照与肺癌病例1:1配对(n=208对配对)。诊断前血液样本于1989年收集(CLUE II研究基线)并保存在-70摄氏度。从灰白色被毛中提取DNA,使用Illumina MethylationEPIC头芯片阵列检测DNA甲基化水平。三种表观遗传年龄加速(即生物年龄大于实足年龄)测量(Horvath, Hannum和PhenoAge)与肺癌风险的关系使用条件逻辑回归进行了检验。结果:我们没有观察到三种表观遗传年龄加速测量与肺癌总体风险之间的关联;然而,两种Hannum年龄加速测量(内在和外在)在男性和年轻参与者中观察到负相关,但在女性或老年参与者中没有观察到。我们没有观察到从抽血到诊断的时间改变效果。结论:本研究结果不支持三种不同的生物年龄加速措施与肺癌风险之间的正相关。需要进一步的研究来确定表观遗传年龄是否与从不吸烟者的肺癌有关。
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引用次数: 0
Long noncoding RNA KCNQ1OT1 inhibits osteoclast differentiation by regulating the miR-128-3p/NFAT5 axis 长链非编码RNA kcnq10t1通过调节miR-128-3p/NFAT5轴抑制破骨细胞分化
Pub Date : 2022-05-19 DOI: 10.18632/aging.204088
Hengshuo Zhang, Lu Chen, Ziyu Wang, Zhen Sun, Yu Shan, Qinghui Li, Linzeng Qi, Hongliang Wang, Yunzhen Chen
Noncoding RNAs play an important role in regulating osteoclast differentiation. We investigated whether and how potassium voltage-gated channel subfamily Q member 1 overlapping transcript 1 (KCNQ1OT1), a long noncoding RNA, regulates osteoclast differentiation. We found that the expression of KCNQ1OT1 was downregulated in osteoporotic bone tissue. Then transfection of KCNQ1OT1 overexpression vectors or small interfering RNAs showed that the proliferation, migration, and osteoclast differentiation of RAW 264.7 cells were inhibited by KCNQ1OT1 upregulation, while they were promoted by KCNQ1OT1 knockdown. Interestingly, we found and confirmed that miR-128-3p was a target of KCNQ1OT1 using online databases, dual luciferase reporter assays and quantitative real-time polymerase chain reaction, and that it inhibited the expression of miR-128-3p. Moreover, we confirmed that miR-128-3p directly targeted nuclear factor of activated T cell 5 (NFAT5), a protein that combines with osteoprotegerin and thus regulates osteoclastogenesis with the presence of the receptor activator of nuclear factor κB ligand. Furthermore, we demonstrated that both the knockdown of KCNQ1OT1 and the overexpression of miR-128-3p attenuate the expression of NFAT5, while upregulating the osteoclastogenesis markers c-Fos, NFATc1, and Ctsk. The results from overexpression of KCNQ1OT1 and the inhibition of miR-128-3p were contrary to the above. Finally, we found that the inhibition of osteoclast differentiation by KCNQ1OT1 overexpression could be rescued using a miR-128-3p mimic, while the enhancement of migration and osteoclast differentiation by si-NFAT5 could be reversed with a miR-128-3p inhibitor. These results suggested that KCNQ1OT1 regulates the osteoclast differentiation via the miR-128-3p/NFAT5 axis.
非编码rna在调节破骨细胞分化中发挥重要作用。我们研究了钾电压门控通道亚家族Q成员1重叠转录本1 (kcnq10t1),一种长链非编码RNA,是否以及如何调节破骨细胞分化。我们发现kcnq10t1在骨质疏松骨组织中表达下调。转染KCNQ1OT1过表达载体或小干扰rna后发现,KCNQ1OT1上调可抑制RAW 264.7细胞的增殖、迁移和破骨细胞分化,而KCNQ1OT1下调可促进细胞增殖、迁移和破骨细胞分化。有趣的是,我们通过在线数据库、双荧光素酶报告基因检测和实时定量聚合酶链反应发现并证实了miR-128-3p是kcnq10t1的靶标,并且抑制了miR-128-3p的表达。此外,我们证实miR-128-3p直接靶向活化T细胞5核因子(NFAT5),这是一种与骨保护素结合的蛋白,在核因子κB配体受体激活剂的存在下调节破骨细胞的发生。此外,我们证明了kcnq10t1的敲低和miR-128-3p的过表达都减弱了NFAT5的表达,同时上调了破骨细胞生成标志物c-Fos、NFATc1和Ctsk。kcnq10t1过表达和miR-128-3p抑制的结果与上述相反。最后,我们发现kcnq10t1过表达对破骨细胞分化的抑制可以通过miR-128-3p模拟物恢复,而si-NFAT5对迁移和破骨细胞分化的增强可以通过miR-128-3p抑制剂逆转。这些结果表明kcnq10t1通过miR-128-3p/NFAT5轴调控破骨细胞分化。
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引用次数: 4
Combined impacts of histamine receptor H1 gene polymorphisms and an environmental carcinogen on the susceptibility to and progression of oral squamous cell carcinoma 组胺受体H1基因多态性与环境致癌物对口腔鳞状细胞癌易感性和进展的综合影响
Pub Date : 2022-05-19 DOI: 10.18632/aging.204089
Yi Ding, Yung‐Wei Lin, W. Chiu, Chiao-Wen Lin, Yi-Chieh Yang, L. Chang, Jungshan Chang, Shun-Fa Yang, M. Chien
Oral squamous cell carcinoma (OSCC) is the most frequently encountered type of oral cancer. Histamine receptor H1 (HRH1) was reported to play a crucial role in OSCC carcinogenesis, but impacts of genetic variants of HRH1 on OSCC remain unclear. Herein, we investigated the association between functional single-nucleotide polymorphisms (SNPs) of HRH1 and OSCC susceptibility or clinicopathologic variables by logistic regression models. HRH1 genotypes at four loci (rs346074, rs346076, rs901865, and rs2606731) were analyzed by a TaqMan allelic discrimination assay, and we found that patients harboring HRH1 rs901865 T and rs346074 T alleles had a significantly lower risk of developing larger tumor sizes (>T2) under a dominant model. Based on the environmental carcinogen exposure status, we observed that HRH1 rs901865 polymorphic variants were also associated with a lower risk of developing more-advanced clinical stages (III or IV) in patients with a betel-quid-chewing habit. Moreover, genotype screening of rs901865 and rs346074 in OSCC cell lines showed that cells respectively carrying the CT and TT genotypes expressed lower HRH1 levels compared to cells carrying the CC genotype of rs901865 and rs346074. Furthermore, analyses of TCGA and GEO databases revealed that HRH1 expression levels were upregulated in head and neck squamous cell carcinoma (HNSCC) and OSCC tissues compared to normal tissues and were correlated with larger tumor sizes and poorer prognoses. These results indicated the involvement of HRH1 SNPs rs901865 and rs346074 in OSCC development and support the interaction between HRH1 gene polymorphisms and an environmental carcinogen as a predisposing factor for OSCC progression.
口腔鳞状细胞癌(OSCC)是最常见的口腔癌。据报道,组胺受体H1 (HRH1)在OSCC的癌变中起着至关重要的作用,但HRH1基因变异对OSCC的影响尚不清楚。在此,我们通过逻辑回归模型研究了HRH1的功能单核苷酸多态性(snp)与OSCC易感性或临床病理变量之间的关系。采用TaqMan等位基因鉴别法分析了4个位点(rs346074、rs346076、rs901865和rs2606731)的HRH1基因型,发现在显性模型下,携带HRH1 rs901865 T和rs346074 T等位基因的患者发生较大肿瘤(>T2)的风险显著降低。基于环境致癌物暴露状态,我们观察到HRH1 rs901865多态性变异也与嚼槟榔习惯患者发展为更晚期临床阶段(III或IV)的风险较低相关。此外,在OSCC细胞系中对rs901865和rs346074进行基因型筛选发现,分别携带CT和TT基因型的细胞比携带rs901865和rs346074 CC基因型的细胞表达更低的HRH1水平。此外,TCGA和GEO数据库的分析显示,与正常组织相比,HRH1表达水平在头颈部鳞状细胞癌(HNSCC)和OSCC组织中上调,并且与较大的肿瘤大小和较差的预后相关。这些结果表明HRH1 snp rs901865和rs346074参与了OSCC的发展,并支持HRH1基因多态性与环境致癌物之间的相互作用是OSCC进展的易感因素。
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引用次数: 0
Molecular markers associated with cognitive impairment in centenarians 与百岁老人认知障碍相关的分子标记
Pub Date : 2022-05-18 DOI: 10.18632/aging.204094
T. Stevnsner, Inés Sánchez-Román
degenerative diseases. Therefore, unravelling the basic mechanisms of aging is essential to improve the quality of life of older people. Among others, mitochondrial dysfunction and genomic instability have been considered key hallmarks of aging, and these deficiencies seem to play important roles in age associated cognitive decline [1]. Mitochondrial bioenergetic deterioration together with reactive oxygen species (ROS) induced mitochondrial DNA damage have been shown to accumulate with aging [2]. DNA repair pathways, which are involved in maintaining genomic stability, also seem to change with aging. Most oxidative DNA lesions are repaired by the Base Excision Repair (BER) pathway, in which the major endonuclease at the limiting step is AP endonuclease 1 (APE1), which has also been linked to cognitive decline [3]. Mitochondrial function and DNA repair activity are affected by nicotinamide adenine dinucleotide (NAD) depletion, which is also observed with aging. NAD is an essential co-enzyme involved in mitochondrial health and functions as a cofactor for the DNA repair protein poly (ADP-ribose) polymerase 1 (PARP-1) [4]. Another factor that has been shown to decline with aging and be reduced in neurodegenerative diseases is brain derived neurotrophic factor (BDNF). Importantly, BDNF has been shown to enhance neuronal DNA repair by stimulating APE1 expression and activity [5].
退化性疾病。因此,揭示衰老的基本机制对于提高老年人的生活质量至关重要。其中,线粒体功能障碍和基因组不稳定被认为是衰老的关键标志,这些缺陷似乎在年龄相关的认知能力下降中起着重要作用[1]。线粒体生物能量退化以及活性氧(ROS)诱导的线粒体DNA损伤已被证明随着年龄的增长而累积[2]。参与维持基因组稳定性的DNA修复途径似乎也随着年龄的增长而改变。大多数氧化性DNA损伤是通过碱基切除修复(BER)途径修复的,其中限制步骤的主要内切酶是AP内切酶1 (APE1),它也与认知能力下降有关[3]。线粒体功能和DNA修复活性受到烟酰胺腺嘌呤二核苷酸(NAD)耗竭的影响,这也随着年龄的增长而观察到。NAD是参与线粒体健康的重要辅酶,并作为DNA修复蛋白多聚(adp -核糖)聚合酶1 (PARP-1)的辅助因子[4]。另一个已被证明随着年龄增长而下降并在神经退行性疾病中减少的因素是脑源性神经营养因子(BDNF)。重要的是,BDNF已被证明通过刺激APE1的表达和活性来增强神经元DNA修复[5]。
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引用次数: 0
NcRNAs-mediated P2RX1 expression correlates with clinical outcomes and immune infiltration in patients with breast invasive carcinoma ncrnas介导的P2RX1表达与乳腺浸润性癌患者的临床结局和免疫浸润相关
Pub Date : 2022-05-18 DOI: 10.18632/aging.204087
Yiyue Xu, B. Zou, B. Fan, Butuo Li, Jinming Yu, Linlin Wang, Jin Zhang
The development of novel treatments for breast invasive carcinoma (BC) has been stagnant. P2RX1, a member of the purinergic receptor family, has been found to have a prognostic impact in several tumors. Therefore, we analyzed the expression pattern of P2RX1 in pan-cancers including BC and its impact on survival and found that the expression level of P2RX1 was lower in BC compared with para-cancerous tissues, and higher P2RX1 expression indicated better prognoses. But real-time quantitative reverse transcription PCR (RT-qPCR) and Western blot detected that the P2RX1 expression in normal mammary epithelial cells was lower than that in tumor cells. Then we comprehensively analyzed the regulatory mechanism and protein-protein interaction network, and found that P2RX1 was significantly positively linked with immune cell infiltration and immune checkpoints.
乳腺浸润性癌(BC)新疗法的发展一直停滞不前。P2RX1是嘌呤能受体家族的一员,已被发现在几种肿瘤中具有预后影响。因此,我们分析了P2RX1在包括BC在内的泛癌中的表达模式及其对生存的影响,发现P2RX1在BC中的表达水平低于癌旁组织,P2RX1的表达水平越高,预后越好。但实时定量反转录PCR (RT-qPCR)和Western blot检测发现,P2RX1在正常乳腺上皮细胞中的表达低于肿瘤细胞。综合分析其调控机制和蛋白-蛋白相互作用网络,发现P2RX1与免疫细胞浸润和免疫检查点呈显著正相关。
{"title":"NcRNAs-mediated P2RX1 expression correlates with clinical outcomes and immune infiltration in patients with breast invasive carcinoma","authors":"Yiyue Xu, B. Zou, B. Fan, Butuo Li, Jinming Yu, Linlin Wang, Jin Zhang","doi":"10.18632/aging.204087","DOIUrl":"https://doi.org/10.18632/aging.204087","url":null,"abstract":"The development of novel treatments for breast invasive carcinoma (BC) has been stagnant. P2RX1, a member of the purinergic receptor family, has been found to have a prognostic impact in several tumors. Therefore, we analyzed the expression pattern of P2RX1 in pan-cancers including BC and its impact on survival and found that the expression level of P2RX1 was lower in BC compared with para-cancerous tissues, and higher P2RX1 expression indicated better prognoses. But real-time quantitative reverse transcription PCR (RT-qPCR) and Western blot detected that the P2RX1 expression in normal mammary epithelial cells was lower than that in tumor cells. Then we comprehensively analyzed the regulatory mechanism and protein-protein interaction network, and found that P2RX1 was significantly positively linked with immune cell infiltration and immune checkpoints.","PeriodicalId":7669,"journal":{"name":"Aging (Albany NY)","volume":"41 1","pages":"4471 - 4485"},"PeriodicalIF":0.0,"publicationDate":"2022-05-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85460259","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Are beta blockers effective in preventing stroke-associated infections? - a systematic review and meta-analysis 受体阻滞剂对预防卒中相关感染有效吗?-系统回顾和荟萃分析
Pub Date : 2022-05-18 DOI: 10.18632/aging.204086
Li Yang, Wen-ping Xiang, Jinfeng Zhang, Jiangxia Pang, Jingbo Wang, Baojun Wang
Background: Excessive sympathoexcitation could lead to stroke associated infection. Inhibiting sympathetic excitation may reduce the infection risk after stroke. Thus, the present study aimed to determine the protective effect of beta blockers on stroke associated infection through systematic review and meta-analysis. Methods: A systematic search of multiple databases were performed up to February 2022. The included studies required beta blockers therapy in stroke patients and assessed the incidence of stroke-associated infections. Outcomes of interest included infections, pneumonia, urinary tract infection and sepsis. Random-effects model was used for analysis. Heterogeneity was evaluated using I2 statistics and publication bias was evaluated by the funnel plot. Result: A total of 83 potentially relevant publications was identified in the initial search. Six studies met the inclusion criteria for meta-analysis. The risk of bias in the included articles satisfies the quality requirement of meta-analysis. No significant associations between beta blockers therapy and the prevention of stroke associated infection, stroke associated pneumonia and septicemia were found, However, subgroup analyses revealed an association between beta blockers treatment and the increased risk of post-stroke urinary tract infection or stroke associated pneumonia in some stroke patients (OR = 1.69 [1.33, 2.14], P < 0.0001; OR = 1.85 [1.51, 2.26], P < 0.0001). Conclusion: Due to the lack of robust evidence, this meta-analysis may not support the preventive effect of beta blockers on stroke associated infection. But beta blockers treatment may be associated with development of post-stroke urinary tract infection and stroke associated pneumonia in some stroke patients.
背景:过度交感神经兴奋可导致卒中相关感染。抑制交感神经兴奋可降低卒中后感染风险。因此,本研究旨在通过系统回顾和荟萃分析来确定-受体阻滞剂对卒中相关感染的保护作用。方法:系统检索截至2022年2月的多个数据库。纳入的研究要求对中风患者进行-受体阻滞剂治疗,并评估卒中相关感染的发生率。研究结果包括感染、肺炎、尿路感染和败血症。采用随机效应模型分析。异质性采用I2统计量评估,发表偏倚采用漏斗图评估。结果:在最初的搜索中,总共发现了83篇可能相关的出版物。6项研究符合meta分析的纳入标准。纳入文章的偏倚风险满足meta分析的质量要求。未发现-受体阻滞剂治疗与预防脑卒中相关感染、脑卒中相关肺炎和败血症之间存在显著相关性,但亚组分析显示-受体阻滞剂治疗与部分脑卒中患者脑卒中后尿路感染或脑卒中相关肺炎风险增加存在相关性(or = 1.69 [1.33, 2.14], P < 0.0001;Or = 1.85 [1.51, 2.26], p < 0.0001)。结论:由于缺乏强有力的证据,本荟萃分析可能不支持-受体阻滞剂对卒中相关感染的预防作用。但在一些中风患者中,受体阻滞剂治疗可能与卒中后尿路感染和卒中相关性肺炎的发生有关。
{"title":"Are beta blockers effective in preventing stroke-associated infections? - a systematic review and meta-analysis","authors":"Li Yang, Wen-ping Xiang, Jinfeng Zhang, Jiangxia Pang, Jingbo Wang, Baojun Wang","doi":"10.18632/aging.204086","DOIUrl":"https://doi.org/10.18632/aging.204086","url":null,"abstract":"Background: Excessive sympathoexcitation could lead to stroke associated infection. Inhibiting sympathetic excitation may reduce the infection risk after stroke. Thus, the present study aimed to determine the protective effect of beta blockers on stroke associated infection through systematic review and meta-analysis. Methods: A systematic search of multiple databases were performed up to February 2022. The included studies required beta blockers therapy in stroke patients and assessed the incidence of stroke-associated infections. Outcomes of interest included infections, pneumonia, urinary tract infection and sepsis. Random-effects model was used for analysis. Heterogeneity was evaluated using I2 statistics and publication bias was evaluated by the funnel plot. Result: A total of 83 potentially relevant publications was identified in the initial search. Six studies met the inclusion criteria for meta-analysis. The risk of bias in the included articles satisfies the quality requirement of meta-analysis. No significant associations between beta blockers therapy and the prevention of stroke associated infection, stroke associated pneumonia and septicemia were found, However, subgroup analyses revealed an association between beta blockers treatment and the increased risk of post-stroke urinary tract infection or stroke associated pneumonia in some stroke patients (OR = 1.69 [1.33, 2.14], P < 0.0001; OR = 1.85 [1.51, 2.26], P < 0.0001). Conclusion: Due to the lack of robust evidence, this meta-analysis may not support the preventive effect of beta blockers on stroke associated infection. But beta blockers treatment may be associated with development of post-stroke urinary tract infection and stroke associated pneumonia in some stroke patients.","PeriodicalId":7669,"journal":{"name":"Aging (Albany NY)","volume":"104 1","pages":"4459 - 4470"},"PeriodicalIF":0.0,"publicationDate":"2022-05-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77381438","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Intra-tumoral angiogenesis correlates with immune features and prognosis in glioma 胶质瘤的肿瘤内血管生成与免疫特征和预后相关
Pub Date : 2022-05-17 DOI: 10.18632/aging.204079
Qing Zhang, Yao Guo, Wan-Lin Zhang, H. Lian, Natasha Iranzad, Endi Wang, Ying-Chun Li, Hai Tong, Le-Yao Li, Ling-Yun Dong, Lian-He Yang, Shuang Ma
Gliomas are the most common malignant tumor in the brain. As with other tumors, the progression of glioma depends on intra-tumoral angiogenesis. However, the effect of angiogenesis on gliomas is still not fully understood. In this study, we developed an angiogenesis pathway score using Gene Set Variation Analysis (GSAV) in R to assess the status of intra-glioma angiogenesis in The Cancer Genome Atlas (TCGA), Chinese Glioma Genome Atlas (CGGA mRNAseq_325, CGGA mRNA-array), and GSE16011 datasets. We found that the angiogenesis pathway score not only accurately predicted the prognosis of glioma patients, but also accurately distinguished the malignant phenotype and immune characteristics of gliomas. In addition, as an independent prognostic factor, the score could predict glioma sensitivity to radiotherapy and chemotherapy. In summary, we used the angiogenesis pathway score to reveal the relationship between glioma angiogenesis and the malignant phenotype, immune characteristics, and prognosis of glioma.
胶质瘤是脑部最常见的恶性肿瘤。与其他肿瘤一样,胶质瘤的进展依赖于肿瘤内的血管生成。然而,血管生成对胶质瘤的影响仍未完全了解。在这项研究中,我们使用基因集变异分析(GSAV)在R中建立了血管生成途径评分,以评估肿瘤基因组图谱(TCGA)、中国胶质瘤基因组图谱(CGGA mRNAseq_325, CGGA mRNA-array)和GSE16011数据集中胶质瘤内血管生成的状态。我们发现血管生成通路评分不仅可以准确预测胶质瘤患者的预后,还可以准确区分胶质瘤的恶性表型和免疫特征。此外,作为一个独立的预后因素,评分可以预测胶质瘤对放疗和化疗的敏感性。综上所述,我们使用血管生成通路评分来揭示胶质瘤血管生成与胶质瘤的恶性表型、免疫特征和预后之间的关系。
{"title":"Intra-tumoral angiogenesis correlates with immune features and prognosis in glioma","authors":"Qing Zhang, Yao Guo, Wan-Lin Zhang, H. Lian, Natasha Iranzad, Endi Wang, Ying-Chun Li, Hai Tong, Le-Yao Li, Ling-Yun Dong, Lian-He Yang, Shuang Ma","doi":"10.18632/aging.204079","DOIUrl":"https://doi.org/10.18632/aging.204079","url":null,"abstract":"Gliomas are the most common malignant tumor in the brain. As with other tumors, the progression of glioma depends on intra-tumoral angiogenesis. However, the effect of angiogenesis on gliomas is still not fully understood. In this study, we developed an angiogenesis pathway score using Gene Set Variation Analysis (GSAV) in R to assess the status of intra-glioma angiogenesis in The Cancer Genome Atlas (TCGA), Chinese Glioma Genome Atlas (CGGA mRNAseq_325, CGGA mRNA-array), and GSE16011 datasets. We found that the angiogenesis pathway score not only accurately predicted the prognosis of glioma patients, but also accurately distinguished the malignant phenotype and immune characteristics of gliomas. In addition, as an independent prognostic factor, the score could predict glioma sensitivity to radiotherapy and chemotherapy. In summary, we used the angiogenesis pathway score to reveal the relationship between glioma angiogenesis and the malignant phenotype, immune characteristics, and prognosis of glioma.","PeriodicalId":7669,"journal":{"name":"Aging (Albany NY)","volume":"57 1","pages":"4402 - 4424"},"PeriodicalIF":0.0,"publicationDate":"2022-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88570723","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Identification of combined biomarkers for predicting the risk of osteoporosis using machine learning 利用机器学习识别预测骨质疏松风险的联合生物标志物
Pub Date : 2022-05-17 DOI: 10.18632/aging.204084
Zhenlong Zheng, Xianglan Zhang, Bong-Kyeong Oh, Ki-Yeol Kim
Osteoporosis is a severe chronic skeletal disorder that affects older individuals, especially postmenopausal women. However, molecular biomarkers for predicting the risk of osteoporosis are not well characterized. The aim of this study was to identify combined biomarkers for predicting the risk of osteoporosis using machine learning methods. We merged three publicly available gene expression datasets (GSE56815, GSE13850, and GSE2208) to obtain expression data for 6354 unique genes in postmenopausal women (45 with high bone mineral density and 45 with low bone mineral density). All machine learning methods were implemented in R, with the GEOquery and limma packages, for dataset download and differentially expressed gene identification, and a nomogram for predicting the risk of osteoporosis was constructed. We detected 378 significant differentially expressed genes using the limma package, representing 15 major biological pathways. The performance of the predictive models based on combined biomarkers (two or three genes) was superior to that of models based on a single gene. The best predictive gene set among two-gene sets included PLA2G2A and WRAP73. The best predictive gene set among three-gene sets included LPN1, PFDN6, and DOHH. Overall, we demonstrated the advantages of using combined versus single biomarkers for predicting the risk of osteoporosis. Further, the predictive nomogram constructed using combined biomarkers could be used by clinicians to identify high-risk individuals and in the design of efficient clinical trials to reduce the incidence of osteoporosis.
骨质疏松症是一种严重的慢性骨骼疾病,影响老年人,尤其是绝经后妇女。然而,预测骨质疏松风险的分子生物标志物尚未得到很好的表征。本研究的目的是利用机器学习方法确定预测骨质疏松症风险的联合生物标志物。我们合并了三个公开可用的基因表达数据集(GSE56815、GSE13850和GSE2208),获得了6354个绝经后妇女(45个高骨密度和45个低骨密度)独特基因的表达数据。所有机器学习方法均在R语言中实现,使用GEOquery和limma软件包进行数据集下载和差异表达基因鉴定,并构建预测骨质疏松风险的nomogram。我们使用limma包检测到378个显著差异表达基因,代表了15个主要的生物学途径。基于组合生物标志物(两个或三个基因)的预测模型的性能优于基于单个基因的预测模型。两组基因中预测效果最好的是PLA2G2A和WRAP73。其中,LPN1、PFDN6、DOHH为最佳预测基因。总的来说,我们证明了使用联合与单一生物标志物预测骨质疏松症风险的优势。此外,使用联合生物标志物构建的预测图可被临床医生用于识别高风险个体,并用于设计有效的临床试验以减少骨质疏松症的发生率。
{"title":"Identification of combined biomarkers for predicting the risk of osteoporosis using machine learning","authors":"Zhenlong Zheng, Xianglan Zhang, Bong-Kyeong Oh, Ki-Yeol Kim","doi":"10.18632/aging.204084","DOIUrl":"https://doi.org/10.18632/aging.204084","url":null,"abstract":"Osteoporosis is a severe chronic skeletal disorder that affects older individuals, especially postmenopausal women. However, molecular biomarkers for predicting the risk of osteoporosis are not well characterized. The aim of this study was to identify combined biomarkers for predicting the risk of osteoporosis using machine learning methods. We merged three publicly available gene expression datasets (GSE56815, GSE13850, and GSE2208) to obtain expression data for 6354 unique genes in postmenopausal women (45 with high bone mineral density and 45 with low bone mineral density). All machine learning methods were implemented in R, with the GEOquery and limma packages, for dataset download and differentially expressed gene identification, and a nomogram for predicting the risk of osteoporosis was constructed. We detected 378 significant differentially expressed genes using the limma package, representing 15 major biological pathways. The performance of the predictive models based on combined biomarkers (two or three genes) was superior to that of models based on a single gene. The best predictive gene set among two-gene sets included PLA2G2A and WRAP73. The best predictive gene set among three-gene sets included LPN1, PFDN6, and DOHH. Overall, we demonstrated the advantages of using combined versus single biomarkers for predicting the risk of osteoporosis. Further, the predictive nomogram constructed using combined biomarkers could be used by clinicians to identify high-risk individuals and in the design of efficient clinical trials to reduce the incidence of osteoporosis.","PeriodicalId":7669,"journal":{"name":"Aging (Albany NY)","volume":"107 1","pages":"4270 - 4280"},"PeriodicalIF":0.0,"publicationDate":"2022-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81470323","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Sperm DNA integrity is critically impacted by male age but does not influence outcomes of artificial insemination by husband in the Chinese infertile couples 在中国不育夫妇中,精子DNA完整性受到男性年龄的严重影响,但不影响丈夫人工授精的结果
Pub Date : 2022-05-17 DOI: 10.18632/aging.204058
Yumei Luo, Shunhong Wu, Mimi Zhang, Hua Zhou, Jingru Yuan, Yiying Yang, Yufang Zhong, Qing Li, Xiaofang Sun, Xia Xu, Detu Zhu
The sperm chromatin structure assay (SCSA) is crucial for assessing male fertility. However, the predictive value of the SCSA parameters, including the DNA fragment indices (DFI) and the percentages of high DNA stainability (HDS), for outcomes of artificial insemination by husband (AIH) remains controversial. This study aims to evaluate the correlations between SCSA parameters and male aging as well as other routine semen parameters, and explore their prognostic powers on AIH outcomes of the Chinese infertile couples. A total of 809 AIH cycles were retrospectively analyzed. The results showed that DFI in the age groups < 35 years were significantly lower than that in the age groups ≥ 35 years (P < 0.001). Meanwhile, there was no statistical difference in HDS between the age groups (P = 0.063). DFI and HDS are negatively correlated with most routine semen parameters (all P < 0.05). The chi-square and generalized linear model tests indicated that neither DFI nor HDS influenced the clinical pregnancy rate of AIH. In summary, this study found that aging is a critical factor leading to increased sperm DFI but not HDS. DFI and HDS are negatively correlated with most semen parameters but do not significantly influence AIH outcomes.
精子染色质结构分析(SCSA)是评估男性生育能力的关键。然而,SCSA参数,包括DNA片段指数(DFI)和高DNA染色率(HDS)百分比,对丈夫人工授精(AIH)结果的预测价值仍然存在争议。本研究旨在评估SCSA参数与男性年龄及其他常规精液参数的相关性,并探讨其对中国不育夫妇AIH结局的预测作用。回顾性分析共809个AIH周期。结果显示,< 35岁组DFI显著低于≥35岁组(P < 0.001)。不同年龄组HDS差异无统计学意义(P = 0.063)。DFI、HDS与大部分精液常规指标呈负相关(均P < 0.05)。卡方检验和广义线性模型检验表明,DFI和HDS均不影响AIH的临床妊娠率。综上所述,本研究发现,衰老是导致精子DFI增加的关键因素,而不是HDS。DFI和HDS与大多数精液参数负相关,但对AIH结局无显著影响。
{"title":"Sperm DNA integrity is critically impacted by male age but does not influence outcomes of artificial insemination by husband in the Chinese infertile couples","authors":"Yumei Luo, Shunhong Wu, Mimi Zhang, Hua Zhou, Jingru Yuan, Yiying Yang, Yufang Zhong, Qing Li, Xiaofang Sun, Xia Xu, Detu Zhu","doi":"10.18632/aging.204058","DOIUrl":"https://doi.org/10.18632/aging.204058","url":null,"abstract":"The sperm chromatin structure assay (SCSA) is crucial for assessing male fertility. However, the predictive value of the SCSA parameters, including the DNA fragment indices (DFI) and the percentages of high DNA stainability (HDS), for outcomes of artificial insemination by husband (AIH) remains controversial. This study aims to evaluate the correlations between SCSA parameters and male aging as well as other routine semen parameters, and explore their prognostic powers on AIH outcomes of the Chinese infertile couples. A total of 809 AIH cycles were retrospectively analyzed. The results showed that DFI in the age groups < 35 years were significantly lower than that in the age groups ≥ 35 years (P < 0.001). Meanwhile, there was no statistical difference in HDS between the age groups (P = 0.063). DFI and HDS are negatively correlated with most routine semen parameters (all P < 0.05). The chi-square and generalized linear model tests indicated that neither DFI nor HDS influenced the clinical pregnancy rate of AIH. In summary, this study found that aging is a critical factor leading to increased sperm DFI but not HDS. DFI and HDS are negatively correlated with most semen parameters but do not significantly influence AIH outcomes.","PeriodicalId":7669,"journal":{"name":"Aging (Albany NY)","volume":"121 1","pages":"4326 - 4335"},"PeriodicalIF":0.0,"publicationDate":"2022-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76706211","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 7
Senescence-associated morphological profiles (SAMPs): an image-based phenotypic profiling method for evaluating the inter and intra model heterogeneity of senescence 衰老相关形态学特征(SAMPs):一种基于图像的表型分析方法,用于评估衰老的模型间和模型内异质性
Pub Date : 2022-05-16 DOI: 10.18632/aging.204072
Ryan Wallis, Deborah A. Milligan, Bethany K Hughes, Hannah Mizen, J. López-Domínguez, Ugochim Eduputa, E. Tyler, M. Serrano, C. Bishop
Senescence occurs in response to a number of damaging stimuli to limit oncogenic transformation and cancer development. As no single, universal senescence marker has been discovered, the confident classification of senescence induction requires the parallel assessment of a series of hallmarks. Therefore, there is a growing need for “first-pass” tools of senescence identification to streamline experimental workflows and complement conventional markers. Here, we utilise a high content, multidimensional phenotypic profiling-based approach, to assess the morphological profiles of senescent cells induced via a range of stimuli. In the context of senescence, we refer to these as senescence-associated morphological profiles (SAMPs), as they facilitate distinction between senescent and proliferating cells. The complexity of the profiles generated also allows exploration of the heterogeneity both between models of senescence and within an individual senescence model, providing a level of insight at the single cell level. Furthermore, we also demonstrate that these models are applicable to the assessment of senescence in vivo, which remains a key challenge for the field. Therefore, we believe SAMPs has the potential to serve as a useful addition in the repertoire of senescence researchers, either as a first-pass tool or as part of the established senescence hallmarks.
衰老是对一些限制致癌转化和癌症发展的破坏性刺激的反应。由于没有发现单一的、通用的衰老标记,因此对衰老诱导的可靠分类需要对一系列标志进行平行评估。因此,越来越需要衰老鉴定的“第一次通过”工具来简化实验工作流程并补充传统标记。在这里,我们利用高含量,多维表型分析为基础的方法,以评估通过一系列刺激诱导的衰老细胞的形态学特征。在衰老的背景下,我们将这些称为衰老相关形态谱(SAMPs),因为它们有助于区分衰老细胞和增殖细胞。生成的复杂概况也允许探索衰老模型之间和个体衰老模型内的异质性,提供单细胞水平的洞察力。此外,我们还证明了这些模型适用于体内衰老的评估,这仍然是该领域的一个关键挑战。因此,我们相信SAMPs有潜力作为衰老研究人员的有用补充,无论是作为第一次通过的工具还是作为已建立的衰老标志的一部分。
{"title":"Senescence-associated morphological profiles (SAMPs): an image-based phenotypic profiling method for evaluating the inter and intra model heterogeneity of senescence","authors":"Ryan Wallis, Deborah A. Milligan, Bethany K Hughes, Hannah Mizen, J. López-Domínguez, Ugochim Eduputa, E. Tyler, M. Serrano, C. Bishop","doi":"10.18632/aging.204072","DOIUrl":"https://doi.org/10.18632/aging.204072","url":null,"abstract":"Senescence occurs in response to a number of damaging stimuli to limit oncogenic transformation and cancer development. As no single, universal senescence marker has been discovered, the confident classification of senescence induction requires the parallel assessment of a series of hallmarks. Therefore, there is a growing need for “first-pass” tools of senescence identification to streamline experimental workflows and complement conventional markers. Here, we utilise a high content, multidimensional phenotypic profiling-based approach, to assess the morphological profiles of senescent cells induced via a range of stimuli. In the context of senescence, we refer to these as senescence-associated morphological profiles (SAMPs), as they facilitate distinction between senescent and proliferating cells. The complexity of the profiles generated also allows exploration of the heterogeneity both between models of senescence and within an individual senescence model, providing a level of insight at the single cell level. Furthermore, we also demonstrate that these models are applicable to the assessment of senescence in vivo, which remains a key challenge for the field. Therefore, we believe SAMPs has the potential to serve as a useful addition in the repertoire of senescence researchers, either as a first-pass tool or as part of the established senescence hallmarks.","PeriodicalId":7669,"journal":{"name":"Aging (Albany NY)","volume":"89 1","pages":"4220 - 4246"},"PeriodicalIF":0.0,"publicationDate":"2022-05-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83868106","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 9
期刊
Aging (Albany NY)
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