来自杂志 Genome Medicine 的文献。
当前共找到 2 篇文献分享。
1.
sqc
(2025-07-31 23:53):
#paper, 《A global cancer data integrator reveals principles of synthetic lethality, sex disparity and immunotherapy》, 10.1186/s13073-021-00987-8,
本研究开发了一个名为 Cancer Data Integrator(CanDI)的 Python 框架,用于整合来自 CCLE、DepMap、PICKLES、CORUM 等多源公开数据,实现跨组学(基因组、转录组、蛋白组、代谢组)与功能基因组数据的无缝查询与联合分析。作者通过统一索引与类对象抽象,使用户无需数据库背景即可快速完成复杂条件筛选与可视化。利用 CanDI,研究者在卵巢癌和乳腺癌模型中发现了 BRCA1 突变背景下 Fanconi Anemia 通路的合成致死性;在 KRAS 与 EGFR 突变 NSCLC 模型中评估了基因条件必需性;首次系统揭示了男性与女性 KRAS 突变结直肠癌、胰腺癌和肺癌模型中的性别差异必需基因;并整合外部支气管上皮 RNA-seq 数据,提名了 12 个定位于细胞膜、在 KRAS/EGFR 突变 NSCLC 中显著上调的潜在免疫治疗靶点。CanDI 以灵活、可扩展的方式降低了大规模癌症数据整合门槛,为发现新靶点、解释性别差异及设计联合治疗策略提供了高效工具。
Genome Medicine,
2021-12.
DOI: 10.1186/s13073-021-00987-8
Abstract:
AbstractBackgroundAdvances in cancer biology are increasingly dependent on integration of heterogeneous datasets. Large-scale efforts have systematically mapped many aspects of cancer cell biology; however, it remains challenging for individual scientists …
>>>
AbstractBackgroundAdvances in cancer biology are increasingly dependent on integration of heterogeneous datasets. Large-scale efforts have systematically mapped many aspects of cancer cell biology; however, it remains challenging for individual scientists to effectively integrate and understand this data.ResultsWe have developed a new data retrieval and indexing framework that allows us to integrate publicly available data from different sources and to combine publicly available data with new or bespoke datasets. Our approach, which we have named the cancer data integrator (CanDI), is straightforward to implement, is well documented, and is continuously updated which should enable individual users to take full advantage of efforts to map cancer cell biology. We show that CanDI empowered testable hypotheses of new synthetic lethal gene pairs, genes associated with sex disparity, and immunotherapy targets in cancer.ConclusionsCanDI provides a flexible approach for large-scale data integration in cancer research enabling rapid generation of hypotheses. The CanDI data integrator is available athttps://github.com/GilbertLabUCSF/CanDI.
<<<
翻译
2.
徐炳祥
(2023-12-30 09:37):
#paper doi: 10.1186/s13073-020-00810-w Genome Medicine, 2023, DNA methylation and body mass index from birth to adolescence: meta-analyses of epigenome-wide association studies。成人中DNA甲基化图谱与肥胖间存在关联这一事实已为人们所知,然而此关联性是否在少儿期存在,二者间是否存在因果关系尚不明确。本文作为一项Meta分析,检查了来自全球23项研究的超过1万名儿童青少年参与者,分析了其血液DNA甲基化图谱和体重指数(BMI)的关系。通过横断面研究识别了在儿童青少年时期与BMI有显著关联的DNA甲基化位点,通过纵向研究探讨了其因果性。结果发现,仅少量血液DNA甲基化位点与BMI显著关联,且有证据显示其可能为高BMI的结果。本研究是一项典型的分子流行病学研究,其结构和方法有很多可取之处。
Abstract:
AbstractBackgroundDNA methylation has been shown to be associated with adiposity in adulthood. However, whether similar DNA methylation patterns are associated with childhood and adolescent body mass index (BMI) is largely …
>>>
AbstractBackgroundDNA methylation has been shown to be associated with adiposity in adulthood. However, whether similar DNA methylation patterns are associated with childhood and adolescent body mass index (BMI) is largely unknown. More insight into this relationship at younger ages may have implications for future prevention of obesity and its related traits.MethodsWe examined whether DNA methylation in cord blood and whole blood in childhood and adolescence was associated with BMI in the age range from 2 to 18 years using both cross-sectional and longitudinal models. We performed meta-analyses of epigenome-wide association studies including up to 4133 children from 23 studies. We examined the overlap of findings reported in previous studies in children and adults with those in our analyses and calculated enrichment.ResultsDNA methylation at three CpGs (cg05937453, cg25212453, and cg10040131), each in a different age range, was associated with BMI at Bonferroni significance,P < 1.06 × 10−7, with a 0.96 standard deviation score (SDS) (standard error (SE) 0.17), 0.32 SDS (SE 0.06), and 0.32 BMI SDS (SE 0.06) higher BMI per 10% increase in methylation, respectively. DNA methylation at nine additional CpGs in the cross-sectional childhood model was associated with BMI at false discovery rate significance. The strength of the associations of DNA methylation at the 187 CpGs previously identified to be associated with adult BMI, increased with advancing age across childhood and adolescence in our analyses. In addition, correlation coefficients between effect estimates for those CpGs in adults and in children and adolescents also increased. Among the top findings for each age range, we observed increasing enrichment for the CpGs that were previously identified in adults (birthPenrichment = 1; childhoodPenrichment = 2.00 × 10−4; adolescencePenrichment = 2.10 × 10−7).ConclusionsThere were only minimal associations of DNA methylation with childhood and adolescent BMI. With the advancing age of the participants across childhood and adolescence, we observed increasing overlap with altered DNA methylation loci reported in association with adult BMI. These findings may be compatible with the hypothesis that DNA methylation differences are mostly a consequence rather than a cause of obesity.
<<<
翻译