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Effects of melatonin on the Bisphenol-A- induced cytotoxicity and genetic toxicity in colon cancer cell lines, normal gingival cell lines, and bone marrow stem cell lines. 褪黑素对结肠癌细胞系、正常牙龈细胞系和骨髓干细胞双酚a诱导的细胞毒性和遗传毒性的影响。
IF 2 Q2 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2021-11-17 eCollection Date: 2021-01-01 DOI: 10.1177/11769351211056295
Rouya Ebrahimi, Mohammad Shokrzadeh, Nasrin Ghassemi Barghi

Bisphenol-A (BPA) is a synthetic chemical that has widely been used in the production of polycarbonate plastic and epoxy resins in the manufacture of consumer products. The most common path of human exposure to BPA is by oral intake that involves genotoxicity, oxidative stress, endocrine disruption, mutagenicity, and carcinogenicity in both in vitro and in vivo models. Melatonin is known as a free-radical scavenger and a powerful antioxidant agent. This study aimed to investigate the effects of melatonin on viability and genetic disorders of normal Human Gingival Fibroblasts (HGF), colon cancer (MKN45), and bone marrow stem cell (MSC) lines exposed to BPA. For this purpose, MTT and Comet assays were performed to evaluate the cytotoxicity and genotoxicity properties of BPA and the role of melatonin. The results showed that BPA exposure resulted in increased oxidative stress parameters including MDA and ROS, and decreased GSH content. The current study demonstrated the cytotoxicity and genotoxicity effects of BPA and the protective role of melatonin in preventing cytotoxicity and DNA damage are induced by BPA.

双酚a (BPA)是一种合成化学物质,广泛用于生产消费品中的聚碳酸酯塑料和环氧树脂。人体接触双酚a最常见的途径是通过口服摄入,在体外和体内模型中均涉及遗传毒性、氧化应激、内分泌干扰、诱变性和致癌性。褪黑素是一种自由基清除剂和强大的抗氧化剂。本研究旨在探讨褪黑素对暴露于BPA的正常人牙龈成纤维细胞(HGF)、结肠癌(MKN45)和骨髓干细胞(MSC)系的生存能力和遗传疾病的影响。为此,我们采用MTT和Comet试验来评估BPA的细胞毒性和遗传毒性以及褪黑激素的作用。结果表明,BPA暴露导致MDA和ROS等氧化应激参数升高,GSH含量降低。本研究证实了双酚a的细胞毒性和遗传毒性作用,以及褪黑素在防止双酚a诱导的细胞毒性和DNA损伤中的保护作用。
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引用次数: 4
Study of Selected Flavonoid Structures and Their Potential Activity as Breast Anticancer Agents. 部分黄酮类化合物结构及其抗乳腺癌活性的研究。
IF 2 Q2 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2021-11-14 eCollection Date: 2021-01-01 DOI: 10.1177/11769351211055160
Mohammed Hadi Ali Al-Jumaili, Muqdad Khairi Yahya Al Hdeethi

Flavonoids contain pharmacological effects that help to protect cells from damage. However, the anticancer activity of flavonoids is related to their modulation of signal transduction pathways within cancer cells. Natural substances such as flavonoids have immune-stimulating anti-tumor effect that could lower breast cancer risk. However, various diseases included Alzheimer's and cancer disease are associated with flavonoids intake due to their ability as antioxidant agent to alter essential cellular enzyme's function. Therefore, through interaction between flavonoids and Cytochrome P450 (CYP) family enzymes led to make them chemopreventive agents for breast cancer. In this analysis, the chemo-informatics properties of 5 selective flavonoid derivatives and their efficiency as anti-breast cancer drugs were evaluated. Flavonoid ligands were docked with the predicted protein, which is human placental aromatase complexes with exemestane, a breast cancer drug (3S7S). Based on various docking energies, the molecular characteristics and bioactivity score of the following components, C15H12O6 2-(3,4-dihydroxyphenyl)-5,7-dihydroxy-2,3-dihydro-4H-chromen-4-one and C15H12O5 5,8-dihydroxy-2-(4-hydroxyphenyl)-2,3-dihydro-4H-chromen-4-one showed greatest molecular properties and bioactivity docking scores of -8.633117 and -8.633117 kcal/mol respectively. Therefore, both compounds could be considered antitumor agent.

类黄酮含有保护细胞免受损害的药理作用。然而,黄酮类化合物的抗癌活性与其调节癌细胞内的信号转导通路有关。类黄酮等天然物质具有刺激免疫的抗肿瘤作用,可以降低患乳腺癌的风险。然而,包括阿尔茨海默氏症和癌症在内的各种疾病都与黄酮类化合物的摄入有关,因为它们具有抗氧化剂的能力,可以改变基本细胞酶的功能。因此,通过黄酮类化合物与细胞色素P450 (CYP)家族酶的相互作用,使其成为乳腺癌的化学预防药物。本文对5种选择性类黄酮衍生物的化学信息学特性及其作为抗乳腺癌药物的有效性进行了评价。黄酮类配体与预测的蛋白对接,该蛋白是人胎盘芳香化酶与乳腺癌药物依西美坦(3S7S)的复合物。基于不同的对接能,C15H12O6 2-(3,4-二羟基苯基)-5,7-二羟基-2,3-二氢- 4h - chromen4 -one和C15H12O5 5,8-二羟基-2-(4-羟基苯基)-2,3-二氢- 4h - chromen4 -one的分子特性和生物活性对接得分最高,分别为-8.633117和-8.633117 kcal/mol。因此,这两种化合物都可以被认为是抗肿瘤药物。
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引用次数: 5
Analysis of Aneuploidy Spectrum From Whole-Genome Sequencing Provides Rapid Assessment of Clonal Variation Within Established Cancer Cell Lines. 全基因组测序的非整倍体谱分析提供了在已建立的癌细胞系内克隆变异的快速评估。
IF 2 Q2 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2021-10-16 eCollection Date: 2021-01-01 DOI: 10.1177/11769351211049236
Ahmed Ibrahim Samir Khalil, Anupam Chattopadhyay, Amartya Sanyal

Background: The revolution in next-generation sequencing (NGS) technology has allowed easy access and sharing of high-throughput sequencing datasets of cancer cell lines and their integrative analyses. However, long-term passaging and culture conditions introduce high levels of genomic and phenotypic diversity in established cell lines resulting in strain differences. Thus, clonal variation in cultured cell lines with respect to the reference standard is a major barrier in systems biology data analyses. Therefore, there is a pressing need for a fast and entry-level assessment of clonal variations within cell lines using their high-throughput sequencing data.

Results: We developed a Python-based software, AStra, for de novo estimation of the genome-wide segmental aneuploidy to measure and visually interpret strain-level similarities or differences of cancer cell lines from whole-genome sequencing (WGS). We demonstrated that aneuploidy spectrum can capture the genetic variations in 27 strains of MCF7 breast cancer cell line collected from different laboratories. Performance evaluation of AStra using several cancer sequencing datasets revealed that cancer cell lines exhibit distinct aneuploidy spectra which reflect their previously-reported karyotypic observations. Similarly, AStra successfully identified large-scale DNA copy number variations (CNVs) artificially introduced in simulated WGS datasets.

Conclusions: AStra provides an analytical and visualization platform for rapid and easy comparison between different strains or between cell lines based on their aneuploidy spectra solely using the raw BAM files representing mapped reads. We recommend AStra for rapid first-pass quality assessment of cancer cell lines before integrating scientific datasets that employ deep sequencing. AStra is an open-source software and is available at https://github.com/AISKhalil/AStra.

背景:下一代测序(NGS)技术的革命使癌症细胞系的高通量测序数据集及其综合分析能够轻松访问和共享。然而,长期传代和培养条件在已建立的细胞系中引入了高水平的基因组和表型多样性,从而导致菌株差异。因此,培养细胞系相对于参考标准的克隆变异是系统生物学数据分析的主要障碍。因此,迫切需要使用细胞系的高通量测序数据对细胞系内的克隆变异进行快速和入门级的评估。结果:我们开发了一种基于Python的软件AStra,用于全基因组节段非整倍性的从头估计,以测量和直观地解释癌症细胞系全基因组测序(WGS)的菌株级相似性或差异。我们证明,非整倍体谱可以捕捉来自不同实验室的27株MCF7乳腺癌症细胞系的遗传变异。使用几个癌症测序数据集对AStra进行的性能评估显示,癌症细胞系表现出不同的非整倍性光谱,这反映了其先前报道的核型观察结果。同样,AStra成功地识别了在模拟WGS数据集中人工引入的大规模DNA拷贝数变异(CNVs)。结论:AStra提供了一个分析和可视化平台,仅使用表示映射读数的原始BAM文件,就可以根据不同菌株或细胞系的非整倍体光谱快速、方便地进行不同菌株之间或细胞系之间的比较。我们建议AStra在整合采用深度测序的科学数据集之前,对癌症细胞系进行快速一级质量评估。AStra是一款开源软件,可在https://github.com/AISKhalil/AStra.
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引用次数: 0
Lymph Node Ratio after Neoadjuvant Chemotherapy for Stage II/III Breast Cancer: Prognostic Value Measured with Gini's Mean Difference of Restricted Mean Survival Times. II/III期乳腺癌新辅助化疗后淋巴结比例:用限制平均生存时间的基尼平均差衡量预后价值
IF 2 Q2 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2021-10-12 eCollection Date: 2021-01-01 DOI: 10.1177/11769351211051675
Bhumsuk Keam, Olena Gorobets, Vincent Vinh-Hung, Seock-Ah Im

Restricted mean survival time (RMST), recommended for reporting survival, lacks a tool to evaluate multilevel factors. The potential of the Gini's mean difference of RMSTs (Δ) is explored in a comparison of a lymph node ratio-based classification (LNRc) versus a number-based classification (ypN) applied to stage II/III breast cancer patients who received neoadjuvant chemotherapy and underwent axillary dissection. Number of positive nodes (npos) classified patients into ypN0, npos = 0, ypN1, npos = [1,3], ypN2, npos = [4,9], and ypN3, npos ⩾ 10. Ratio npos/(number of nodes examined) of 0, (0,0.20], (0.20,0.65], and >0.65, classified patients into Lnr0 to Lnr3, respectively. Unadjusted and Cox-adjusted RMSTs were computed for the ypN and LNRc's. At a follow-up time horizon of 72 months for 114 node-negative and 254 node-positive patients, unadjusted ypN0-ypN3 RMSTs were 62.4-41.4 months, Δ = 11.9 months (95%CI: 7.4-16.9), and Lnr0-Lnr3 62.4 to 36.3 months, Δ = 14.0 months (95%CI: 10.1-18.1). Cox models' ypN1-ypN3 hazard ratios were 1.81-3.30, and Lnr1-Lnr3 1.52-4.39. Δ from Cox-fitted survival were ypN 8.1 months (95%CI: 5.9-10.5), LNRc 10.5 months (95%CI: 8.4-12.8). In conclusion, Gini's mean difference is applicable to well established data in keeping with the literature on LNRc. It provides an alternative view on the improvement gained with a lymph node ratio-classification over using a number-classification.

限制平均生存时间(RMST),推荐用于报告生存,缺乏评估多水平因素的工具。在对接受新辅助化疗并进行腋窝清扫的II/III期乳腺癌患者进行基于淋巴结比例的分类(LNRc)与基于数字的分类(ypN)的比较中,探讨RMSTs的基尼平均差异(Δ)的潜力。阳性淋巴结数(npos)将患者分为ypN0, npos = 0, ypN1, npos = [1,3], ypN2, npos =[4,9]和ypN3, npos小于或等于10。npos/(检查淋巴结数)比值为0、(0,0.20)、(0.20,0.65)和>0.65,分别将患者分为Lnr0和Lnr3。计算ypN和LNRc的未经调整和cox调整的rmst。114例淋巴结阴性和254例淋巴结阳性患者的随访时间为72个月,未调整的ypN0-ypN3 RMSTs为62.4-41.4个月,Δ = 11.9个月(95%CI: 7.4-16.9), Lnr0-Lnr3为62.4- 36.3个月,Δ = 14.0个月(95%CI: 10.1-18.1)。Cox模型的ypN1-ypN3风险比为1.81 ~ 3.30,Lnr1-Lnr3风险比为1.52 ~ 4.39。通过cox -拟合生存Δ, ypN为8.1个月(95%CI: 5.9-10.5), LNRc为10.5个月(95%CI: 8.4-12.8)。综上所述,基尼平均差值适用于与LNRc文献一致的成熟数据。它提供了另一种观点,以改善获得与淋巴结比例分类使用数字分类。
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引用次数: 1
Computational Evaluation of Bioactive Compounds from Colocasia affinis Schott as a Novel EGFR Inhibitor for Cancer Treatment. 将来自 Colocasia affinis Schott 的生物活性化合物作为治疗癌症的新型表皮生长因子受体抑制剂的计算评估。
IF 2 Q2 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2021-10-08 eCollection Date: 2021-01-01 DOI: 10.1177/11769351211049244
Toheeb A Balogun, Nureni Ipinloju, Olayemi T Abdullateef, Segun I Moses, Damilola A Omoboyowa, Akinwumi C James, Oluwatosin A Saibu, Wumi F Akinyemi, Ebenezer A Oni

Introduction: Epidermal growth factor receptor (EGFR) is a transmembrane protein that belongs to the ErbB/HER-family of tyrosine kinase receptors. Somatic mutations and overexpression of EGFR have been reported to play a vital role in cancer cell development and progression, including cell proliferation, differentiation, angiogenesis, apoptosis, and metastatic spread. Hence, EGFR is an important therapeutic target for the treatment of various types of epithelial cancers. Somatic mutations have led to resistance to clinically approved synthetic EGFR inhibitors. Furthermore, synthetic EGFR inhibitors have been associated with several side effects. Thus, there is a need to develop novel EGFR inhibitors with an acceptable biosafety profile and high efficacy.

Methods: Herein, we employed structural bioinformatics and theoretical chemistry techniques via molecular docking, molecular mechanics generalized Born surface area (MM-GBSA) calculation, density functional theory analysis (DFT), and pharmacokinetic study to identify novel EGFR inhibitors.

Results: The stringent molecular docking and MM-GBSA calculations identified MET 793, LYS 745, PHE 723, ASP 855, ARG 411, and THR 854 as principal amino acid residues for EGFR-ligands interactions. Furthermore, Colocasia affinis Schott compounds exhibited higher binding energy and more stable interactions than the reference compound (gefitinib). DFT analysis also ascertains better bioactivity and chemical reactivity of C. affinis Schott with favorable intramolecular charge transfer between electron-donor and electron acceptor groups. The pharmacokinetic profile of C. affinis Schott bioactive compounds satisfies Lipinski's rule of five assessment.

Conclusion: Collectively, C. affinis Schott compounds demonstrated higher inhibitory potentials against EGFR and better pharmacological properties when compared with gefitinib. C. affinis Schott compounds are therefore suggested as promising therapeutic EGFR inhibitors for cancer treatment.

导言:表皮生长因子受体(EGFR)是一种跨膜蛋白,属于酪氨酸激酶受体的ErbB/HER家族。据报道,表皮生长因子受体(EGFR)的体细胞突变和过表达在癌细胞的发育和进展中起着至关重要的作用,包括细胞增殖、分化、血管生成、凋亡和转移扩散。因此,表皮生长因子受体是治疗各类上皮癌的重要治疗靶点。体细胞突变导致了对临床批准的合成表皮生长因子受体抑制剂的耐药性。此外,合成表皮生长因子受体抑制剂还伴有多种副作用。方法:在本文中,我们采用了结构生物信息学和理论化学技术,通过分子对接、分子力学广义伯恩表面积(MM-GBSA)计算、密度泛函理论分析(DFT)和药代动力学研究来鉴定新型表皮生长因子受体抑制剂:严格的分子对接和 MM-GBSA 计算确定 MET 793、LYS 745、PHE 723、ASP 855、ARG 411 和 THR 854 为表皮生长因子受体与配体相互作用的主要氨基酸残基。此外,与参考化合物(吉非替尼)相比,Colocasia affinis Schott 化合物表现出更高的结合能和更稳定的相互作用。DFT 分析还确定,C. affinis Schott 具有更好的生物活性和化学反应活性,电子供体和电子受体基团之间的分子内电荷转移非常有利。C. affinis Schott 生物活性化合物的药代动力学特征符合利宾斯基的五项评估规则:总之,与吉非替尼相比,C. affinis Schott化合物对表皮生长因子受体具有更高的抑制潜力和更好的药理特性。因此,C. affinis Schott 化合物有望成为治疗癌症的表皮生长因子受体抑制剂。
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引用次数: 0
Identifying and Validating Networks of Oncology Biomarkers Mined From the Scientific Literature 识别和验证从科学文献中挖掘的肿瘤学生物标志物网络
IF 2 Q2 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2021-10-01 DOI: 10.1177/11769351221086441
K. Wager, Dheepa Chari, Steffan Ho, Tomas J Rees, O. Penner, B. Schijvenaars
Biomarkers, as measurements of defined biological characteristics, can play a pivotal role in estimations of disease risk, early detection, differential diagnosis, assessment of disease progression and outcomes prediction. Studies of cancer biomarkers are published daily; some are well characterized, while others are of growing interest. Managing this flow of information is challenging for scientists and clinicians. We sought to develop a novel text-mining method employing biomarker co-occurrence processing applied to a deeply indexed full-text database to generate time-interval–delimited biomarker co-occurrence networks. Biomarkers across 6 cancer sites and a cancer-agnostic network were successfully characterized in terms of their emergence in the published literature and the context in which they are described. Our approach, which enables us to find publications based on biomarker relationships, identified biomarker relationships not known to existing interaction networks. This search method finds relevant literature that could be missed with keyword searches, even if full text is available. It enables users to extract relevant biological information and may provide new biological insights that could not be achieved by individual review of papers.
生物标志物作为对已定义生物学特征的测量,可以在疾病风险估计、早期检测、鉴别诊断、疾病进展评估和结果预测中发挥关键作用。癌症生物标志物的研究每天出版;一些人的特点很好,而另一些人则越来越感兴趣。管理这种信息流对科学家和临床医生来说是一项挑战。我们试图开发一种新的文本挖掘方法,将生物标志物共生处理应用于深度索引的全文数据库,以生成时间间隔定界的生物标志物共存网络。6个癌症位点的生物标志物和一个癌症诊断网络在已发表的文献中的出现及其描述的背景方面得到了成功的表征。我们的方法使我们能够找到基于生物标志物关系的出版物,确定了现有相互作用网络不知道的生物标志物的关系。这种搜索方法可以找到关键字搜索可能遗漏的相关文献,即使全文可用。它使用户能够提取相关的生物学信息,并可能提供个人审查论文所无法实现的新的生物学见解。
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引用次数: 0
Determinants of Intraocular Pressure and Time to Blindness for Glaucoma Patients at Felege Hiwot Referral Hospital, Bahir Bar, Ethiopia: A Comparison of Separate and Joint Models. 埃塞俄比亚Bahir Bar的Felege Hiwot转诊医院青光眼患者眼压和致盲时间的决定因素:独立模型和联合模型的比较
IF 2 Q2 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2021-09-18 eCollection Date: 2021-01-01 DOI: 10.1177/11769351211045975
Mitiku Wale Muluneh, Awoke Seyoum Tegegne

Background: Due to the substantial increase in the number of glaucoma cases within the next several decades, glaucoma is a significant public health issue. The main objective of this study was to investigate the determinant factors of intraocular pressure and time to blindness of glaucoma patients under treatment at Felege Hiwot Referral Hospital, Bahir Dar, Ethiopia.

Methods: A retrospective study design was conducted on 328 randomly selected glaucoma patients using simple random sampling based on the identification number of patients in an ophthalmology clinic at the hospital under the follow-up period from January 2014 to December 2018. A linear mixed effects model for intraocular pressure data, a semi-parametric survival model for the time-to-blindness data and joint modeling of the 2 responses were used for data analysis. However, the primary outcome was survival time of glaucoma patients.

Results: The comparison of joint and separate models revealed that joint model was more adequate and efficient inferences because of its smaller standard errors in parameter estimations. This was also approved using AIC, BIC, and based on a significant likelihood ratio test as well. The estimated association parameter (α) in the joint model was .0160 and statistically significant (P-value = .0349). This indicated that there was strong evidence for positive association between the effects of intraocular pressure and the risk of blindness. The result indicated that the higher value of intraocular pressure was associated with the higher risk of blindness. Age, hypertension, type of medication, cup-disk ratio significantly affects both average intraocular pressure and survival time of glaucoma patients (P-value < .05).

Conclusion: The predictors; age, hypertension, type of medication, and cup-disk ratio were significantly associated with the 2 responses of glaucoma patients. Health professionals give more attention to patients who have blood pressure and cup-disk ratio greater than 0.7 during the follow-up time to reduce the risk of blindness of glaucoma patients.

背景:由于青光眼病例数量在未来几十年内大幅增加,青光眼是一个重大的公共卫生问题。本研究的主要目的是调查在埃塞俄比亚Bahir Dar的Felege Hiwot转诊医院接受治疗的青光眼患者眼压和致盲时间的决定因素。方法:采用简单随机抽样的方法,根据2014年1月至2018年12月在该院眼科门诊就诊的患者识别号,随机抽取328例青光眼患者进行回顾性研究设计。眼压数据采用线性混合效应模型,失明时间数据采用半参数生存模型,两种反应联合建模进行数据分析。然而,主要结局是青光眼患者的生存时间。结果:联合模型与独立模型的比较表明,联合模型在参数估计上的标准误差较小,是更充分、更有效的推断。这也被批准使用AIC, BIC,并基于显著似然比检验。联合模型估计的关联参数(α)为0.0160,具有统计学意义(p值= 0.049)。这表明有强有力的证据表明眼压的影响与失明的风险之间存在正相关。结果表明,眼压值越高,致盲风险越高。年龄、高血压、用药类型、杯盘比对青光眼患者的平均眼压和生存时间均有显著影响(p值)。年龄、高血压、用药类型、杯盘比与青光眼患者的两种反应有显著相关。医护人员在随访期间对血压和杯盘比大于0.7的患者给予更多的关注,以降低青光眼患者失明的风险。
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引用次数: 1
Histone Methyltransferases Useful in Gastric Cancer Research. 组蛋白甲基转移酶在胃癌研究中的应用
IF 2 Q2 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2021-08-14 eCollection Date: 2021-01-01 DOI: 10.1177/11769351211039862
Dafne Alejandra Reyes, Victor Manuel Saure Sarría, Marcela Salazar-Viedma, Vívian D'Afonseca

Gastric cancer (GC) is one of the most frequent tumors in the world. Stomach adenocarcinoma is a heterogeneous tumor, turning the prognosis prediction and patients' clinical management difficult. Some diagnosis tests for GC are been development using knowledge based in polymorphisms, somatic copy number alteration (SCNA) and aberrant histone methylation. This last event, a posttranslational modification that occurs at the chromatin level, is an important epigenetic alteration seen in several tumors including stomach adenocarcinoma. Histone methyltransferases (HMT) are the proteins responsible for the methylation in specific amino acids residues of histones tails. Here, were presented several HMTs that could be relating to GC process. We use public data from 440 patients with stomach adenocarcinoma. We evaluated the alterations as SCNAs, mutations, and genes expression level of HMTs in these aforementioned samples. As results, it was identified the 10 HMTs most altered (up to 30%) in stomach adenocarcinoma samples, which are the PRDM14, PRDM9, SUV39H2, NSD2, SMYD5, SETDB1, PRDM12, SUV39H1, NSD3, and EHMT2 genes. The PRDM9 gene is among most mutated and amplified HMTs within the data set studied. PRDM14 is downregulated in 79% of the samples and the SUV39H2 gene is down expressed in patients with recurred/progressed disease. Several HMTs are altered in many cancers. It is important to generate a genetic atlas of alterations of cancer-related genes to improve the understanding of tumorigenesis events and to propose novel tools of diagnosis and prognosis for the cancer control.

胃癌是世界上最常见的肿瘤之一。胃腺癌是一种异质性肿瘤,给患者的预后预测和临床治疗带来了困难。利用基因多态性、体细胞拷贝数改变(SCNA)和异常组蛋白甲基化的知识,开发了一些胃癌的诊断检测方法。最后一个事件是发生在染色质水平上的翻译后修饰,是在包括胃腺癌在内的几种肿瘤中看到的重要表观遗传改变。组蛋白甲基转移酶(HMT)是负责组蛋白尾部特定氨基酸残基甲基化的蛋白质。这里介绍了几个可能与GC过程相关的hmt。我们使用440例胃腺癌患者的公开数据。我们评估了上述样品中hmt的SCNAs、突变和基因表达水平的变化。结果,在胃腺癌样本中鉴定出10个改变最多的hmt(高达30%),它们是PRDM14、PRDM9、SUV39H2、NSD2、SMYD5、SETDB1、PRDM12、SUV39H1、NSD3和EHMT2基因。PRDM9基因是研究数据集中突变和扩增最多的hmt之一。PRDM14在79%的样本中下调,SUV39H2基因在复发/进展的疾病患者中下调表达。在许多癌症中,有几个hmt发生了改变。生成癌症相关基因改变的遗传图谱对于提高对肿瘤发生事件的理解,并为癌症控制提供新的诊断和预后工具具有重要意义。
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引用次数: 5
Pan-Cancer Survival Classification With Clinicopathological and Targeted Gene Expression Features. 泛肿瘤生存分类与临床病理和靶向基因表达特征。
IF 2 Q2 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2021-07-28 eCollection Date: 2021-01-01 DOI: 10.1177/11769351211035137
Daniel Zhao, Daniel Y Kim, Peter Chen, Patrick Yu, Sophia Ho, Stephanie W Cheng, Cindy Zhao, Jimmy A Guo, Yun R Li

Prognostication for patients with cancer is important for clinical planning and management, but remains challenging given the large number of factors that can influence outcomes. As such, there is a need to identify features that can robustly predict patient outcomes. We evaluated 8608 patient tumor samples across 16 cancer types from The Cancer Genome Atlas and generated distinct survival classifiers for each using clinical and histopathological data accessible to standard oncology workflows. For cancers that had poor model performance, we deployed a random-forest-embedded sequential forward selection approach that began with an initial subset of the 15 most predictive clinicopathological features before sequentially appending the next most informative gene as an additional feature. With classifiers derived from clinical and histopathological features alone, we observed cancer-type-dependent model performance and an area under the receiver operating curve (AUROC) range of 0.65 to 0.91 across all 16 cancer types for 1- and 3-year survival prediction, with some classifiers consistently outperforming those for others. As such, for cancers that had poor model performance, we posited that the addition of more complex biomolecular features could enhance our ability to prognose patients where clinicopathological features were insufficient. With the inclusion of gene expression data, model performance for 3 select cancers (glioblastoma, stomach/gastric adenocarcinoma, ovarian serous carcinoma) markedly increased from initial AUROC scores of 0.66, 0.69, and 0.67 to 0.76, 0.77, and 0.77, respectively. As a whole, this study provides a thorough examination of the relative contributions of clinical, pathological, and gene expression data in predicting overall survival and reveals cancer types for which clinical features are already strong predictors and those where additional biomolecular information is needed.

癌症患者的预后对临床规划和管理很重要,但由于影响预后的因素很多,仍然具有挑战性。因此,有必要确定能够可靠地预测患者预后的特征。我们评估了来自癌症基因组图谱的16种癌症类型的8608例患者肿瘤样本,并使用标准肿瘤学工作流程可访问的临床和组织病理学数据为每种癌症生成不同的生存分类器。对于模型表现不佳的癌症,我们采用随机森林嵌入顺序正向选择方法,从15个最具预测性的临床病理特征的初始子集开始,然后依次添加下一个最具信息量的基因作为附加特征。通过仅基于临床和组织病理学特征的分类器,我们观察到所有16种癌症类型的1年和3年生存预测的癌症类型依赖模型性能和接受者工作曲线下面积(AUROC)范围为0.65至0.91,其中一些分类器的表现始终优于其他分类器。因此,对于模型表现较差的癌症,我们认为添加更复杂的生物分子特征可以增强我们对临床病理特征不足的患者的预后能力。在纳入基因表达数据后,3种肿瘤(胶质母细胞瘤、胃/胃腺癌、卵巢浆液性癌)的模型性能分别从初始AUROC评分0.66、0.69和0.67显著提高到0.76、0.77和0.77。总的来说,本研究提供了临床、病理和基因表达数据在预测总生存率方面的相对贡献的全面检查,并揭示了临床特征已经是强有力的预测因素的癌症类型,以及需要额外生物分子信息的癌症类型。
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引用次数: 3
Establishing and Evaluating Cancer Surveillance System in KwaZulu-Natal, South Africa. 南非夸祖鲁-纳塔尔省癌症监测系统的建立与评价。
IF 2 Q2 MATHEMATICAL & COMPUTATIONAL BIOLOGY Pub Date : 2021-07-13 eCollection Date: 2021-01-01 DOI: 10.1177/11769351211029967
Noluthando P Mbeje, Themba G Ginindza, Nkosana Jafta

Background: The increasing cancer burden remains a public health challenge. Quality and accurate population data is important to improve cancer control, screening, and treatment programmes for the sub-Saharan Africa region.

Aim: The aim of this study was to establish hospital-based cancer surveillance system, thereby reporting the burden that cancer diagnosis and treatment place on 3 hospitals - an approach of health systems strengthening.

Methods: A hospital-based cancer surveillance was established in 3 public health facilities that provide oncology services in KwaZulu-Natal. An active method was used for finding cancer cases. The cancer surveillance database was evaluated according to the criteria recommended for cancer registries. Analyses of data included descriptive and crude incidence rates.

Results: A total of 2307 newly diagnosed cancer cases were reported in 2018, with a majority from Inkosi Albert Luthuli Central hospital (65.3%), followed by Greys hospital (30.8%) and then Addington hospital (3.94%). Most of the cancer cases were from the 2 major urban areas of the province (eThekwini and uMgungundlovu district). The most commonly diagnosed cancers from all combined 3 facilities for both sexes were breast, cervix, colorectal, Kaposi Sarcoma, and lung. Approximately half of the cancer cases had no staging, and 12.8% of the cases were diagnosed at stage 4. The mostly prescribed treatments for the patients were radiotherapy and chemotherapy.

Conclusions: Based on our hospital-based surveillance, cancer burden is high in the 3 facilities. Strengthening cancer screening and diagnostic policies and procedures that will allow expansion of accurate cancer surveillance system is essential in KwaZulu-Natal and South Africa as a whole.

背景:不断增加的癌症负担仍然是一项公共卫生挑战。高质量和准确的人口数据对于改善撒哈拉以南非洲地区的癌症控制、筛查和治疗规划非常重要。目的:本研究的目的是建立以医院为基础的癌症监测系统,从而报告癌症诊断和治疗给3家医院带来的负担-一种卫生系统加强的方法。方法:在夸祖鲁-纳塔尔省提供肿瘤服务的3个公共卫生机构中建立了以医院为基础的癌症监测。积极的方法被用于发现癌症病例。癌症监测数据库是根据癌症登记处推荐的标准进行评估的。数据分析包括描述性和粗发生率。结果:2018年共报告新诊断癌症病例2307例,以Inkosi Albert Luthuli中心医院(65.3%)居多,其次是Greys医院(30.8%),其次是Addington医院(3.94%)。大多数癌症病例发生在该省的两个主要城市地区(德班尼和乌姆贡贡lovu区)。在所有综合机构中,最常见的诊断癌症是乳腺癌、宫颈癌、结直肠癌、卡波西肉瘤和肺癌。大约一半的癌症病例没有分期,12.8%的病例在第4阶段被诊断出来。主要的治疗方法是放疗和化疗。结论:根据我院的监测结果,3家医院的肿瘤负担较高。在夸祖鲁-纳塔尔省和整个南非,加强癌症筛查和诊断政策和程序以扩大准确的癌症监测系统至关重要。
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引用次数: 3
期刊
Cancer Informatics
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