An Integrative Omics Approach to Identify Biomarkers Related to Preeclampsia and Breast Cancer Risks
识别与先兆子痫和乳腺癌风险相关的生物标志物的综合组学方法
基本信息
- 批准号:10076552
- 负责人:
- 金额:$ 49.88万
- 依托单位:
- 依托单位国家:美国
- 项目类别:
- 财政年份:2016
- 资助国家:美国
- 起止时间:2016-08-19 至 2023-07-31
- 项目状态:已结题
- 来源:
- 关键词:AFP geneAdultBig DataBioinformaticsBiologicalBiological MarkersBirthBloodBlood specimenBreast Cancer Risk FactorChildbirthChronic DiseaseClassificationComputing MethodologiesDNADNA MethylationDataData AnalysesDiseaseEnvironmentEpigenetic ProcessEthicsEtiologyFemaleGenesGenomicsGoalsHawaiiHormonesHumanHypertensionIndividualInterventionLevel of EvidenceLifeLinkLongterm Follow-upMalignant NeoplasmsMediator of activation proteinMedicalModelingMolecularMorbidity - disease rateMothersNested Case-Control StudyPathway interactionsPhysical ExercisePilot ProjectsPlacentaPlayPopulationPre-EclampsiaPredispositionPregnancyPregnancy ComplicationsPregnant WomenPreventionProgesteroneProteinuriaProteomeProteomicsResearch PersonnelRoleSamplingTamoxifenTestingThe Cancer Genome AtlasTissuesUmbilical Cord BloodUniversitiesWomananti-cancerbiobankbioinformatics pipelinecancer preventioncase controlcohortdata integrationepidemiology studyepigenetic regulationepigenomeepigenomicsexperimental studyfollow-upgenetic signaturegenome-wideimprovedin uteromalignant breast neoplasmmedical schoolsmethylomemortalitynoveloffspringperipheral bloodprotective effectsecretory proteintargeted biomarkertheoriestherapeutic targettooltranscriptometranscriptome sequencingunborn child
项目摘要
PROJECT SUMMARY
Preeclampsia is the medical condition characterized by hypertension and proteinuria in pregnant women. It
occurs in 5 to 8% of all pregnancies (as common as breast cancer) and is the leading cause of morbidity and
mortality for both the mother and the unborn child. Surprisingly, epidemiological studies have shown strong
evidence that women associated with preeclamptic pregnancies have almost 50% reduced rate of breast
cancers decades later. However, due to ethical and practical reasons, direct evidence from long-term follow up
in human population is lacking. Moreover, the underlying mechanism to explain the lasting effect of
preeclampsia remains unknown. Here we propose an alternative and integrative omics approach to investigate
the molecular links between preeclampsia and breast cancer risks later in life. We will conduct a nested case
control study to investigate the epigenome, RNA-Seq transcriptome and proteomics differences in the placenta
and matched maternal blood DNA samples associated with preeclampsia. The de-identified samples will be
collected through the Hawaii Biorepository (HiBR), and they reflect the unique multi-ethnic population of
Hawaii. We will construct bioinformatics pipelines to analyze all three types of omics data individually, and
develop new computational methods for omics data integration. We will identify coherent genes, modules and
biological pathways as the biomarkers of preeclampsia. Moreover, we will compare our data with the DNA
methylome, RNA-Seq transcriptome, and proteomics data of the breast cancer samples from The Cancer
Genome Atlas. Through such comparison, we will uncover the cancer-related genes, modules and biological
pathways within the preeclampsia samples. This will provide direct molecular-level evidence to link
preeclampsia and breast cancer risks later in life, which is practically impossible using the approach of
population follow-up. It will also identify biomarkers of breast cancer susceptibility as early as a child's birth, for
the purpose of cancer prevention.
项目概要
先兆子痫是一种以孕妇高血压和蛋白尿为特征的疾病。它
发生在所有妊娠中的 5% 至 8%(与乳腺癌一样常见),是发病率和死亡率的主要原因
母亲和未出生婴儿的死亡率。令人惊讶的是,流行病学研究表明,
有证据表明,患有先兆子痫的女性的乳房发育率会降低近 50%
几十年后癌症。然而,由于伦理和实践原因,长期随访的直接证据
人口中缺乏。此外,解释持久效应的根本机制
先兆子痫仍然未知。在这里,我们提出了一种替代和综合组学方法来研究
先兆子痫与晚年乳腺癌风险之间的分子联系。我们将进行嵌套案例
对照研究探讨胎盘表观基因组、RNA-Seq 转录组和蛋白质组差异
并匹配与先兆子痫相关的母体血液 DNA 样本。去识别化后的样本将
通过夏威夷生物储存库 (HiBR) 收集,它们反映了夏威夷独特的多种族人口
夏威夷。我们将构建生物信息学管道来单独分析所有三种类型的组学数据,并且
开发组学数据集成的新计算方法。我们将识别连贯的基因、模块和
生物途径作为先兆子痫的生物标志物。此外,我们会将我们的数据与 DNA 进行比较
The Cancer 乳腺癌样本的甲基化组、RNA-Seq 转录组和蛋白质组数据
基因组图谱。通过这样的比较,我们将揭示与癌症相关的基因、模块和生物学特性。
先兆子痫样本中的通路。这将为链接提供直接的分子水平证据
先兆子痫和乳腺癌在以后的生活中存在风险,而使用以下方法实际上是不可能的
人口跟踪。它还将在孩子出生时就识别出乳腺癌易感性的生物标志物,
达到预防癌症的目的。
项目成果
期刊论文数量(50)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)
Computational Methods for Single-cell Multi-omics Integration and Alignment.
- DOI:10.1016/j.gpb.2022.11.013
- 发表时间:2022-10
- 期刊:
- 影响因子:9.5
- 作者:Stanojevic, Stefan;Li, Yijun;Ristivojevic, Aleksandar;Garmire, Lana X.
- 通讯作者:Garmire, Lana X.
Single cell transcriptome research in human placenta.
- DOI:10.1530/rep-20-0231
- 发表时间:2020-12
- 期刊:
- 影响因子:0
- 作者:Li H;Huang Q;Liu Y;Garmire LX
- 通讯作者:Garmire LX
Two-stage Cox-nnet: biologically interpretable neural-network model for prognosis prediction and its application in liver cancer survival using histopathology and transcriptomic data.
- DOI:10.1093/nargab/lqab015
- 发表时间:2021-03
- 期刊:
- 影响因子:4.6
- 作者:Zhan Z;Jing Z;He B;Hosseini N;Westerhoff M;Choi EY;Garmire LX
- 通讯作者:Garmire LX
More Is Better: Recent Progress in Multi-Omics Data Integration Methods.
- DOI:10.3389/fgene.2017.00084
- 发表时间:2017
- 期刊:
- 影响因子:3.7
- 作者:Huang S;Chaudhary K;Garmire LX
- 通讯作者:Garmire LX
Lilikoi V2.0: a deep learning-enabled, personalized pathway-based R package for diagnosis and prognosis predictions using metabolomics data.
- DOI:10.1093/gigascience/giaa162
- 发表时间:2021-01-23
- 期刊:
- 影响因子:9.2
- 作者:Fang X;Liu Y;Ren Z;Du Y;Huang Q;Garmire LX
- 通讯作者:Garmire LX
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Lana X Garmire其他文献
Lana X Garmire的其他文献
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{{ truncateString('Lana X Garmire', 18)}}的其他基金
DR. EPS: Drug Repurposing for Extended Patient Survival
博士。
- 批准号:
10022322 - 财政年份:2019
- 资助金额:
$ 49.88万 - 项目类别:
DR. EPS: Drug Repurposing for Extended Patient Survival
博士。
- 批准号:
10186808 - 财政年份:2019
- 资助金额:
$ 49.88万 - 项目类别:
DR. EPS: Drug Repurposing for Extended Patient Survival
博士。
- 批准号:
10465034 - 财政年份:2019
- 资助金额:
$ 49.88万 - 项目类别:
An Integrative Bioinformatics Platform with Application in Single Cancer Cells
应用于单个癌细胞的综合生物信息学平台
- 批准号:
9321082 - 财政年份:2016
- 资助金额:
$ 49.88万 - 项目类别:
An Integrative Bioinformatics Platform with Application in Single Cancer Cells
应用于单个癌细胞的综合生物信息学平台
- 批准号:
10004166 - 财政年份:2016
- 资助金额:
$ 49.88万 - 项目类别:
Cancer precision medicine through spatially informative single cell image and transcriptomics data analysis
通过空间信息单细胞图像和转录组学数据分析进行癌症精准医学
- 批准号:
10754028 - 财政年份:2016
- 资助金额:
$ 49.88万 - 项目类别:
An Integrative Bioinformatics Platform with Application in Single Cancer Cells
应用于单个癌细胞的综合生物信息学平台
- 批准号:
9160242 - 财政年份:2016
- 资助金额:
$ 49.88万 - 项目类别:
An Integrative Omics Approach to Identify Biomarkers Related to Preeclampsia and Breast Cancer Risks
识别与先兆子痫和乳腺癌风险相关的生物标志物的综合组学方法
- 批准号:
9162127 - 财政年份:2016
- 资助金额:
$ 49.88万 - 项目类别:
An Integrative Omics Approach to Identify Biomarkers Related to Preeclampsia and Breast Cancer Risks
识别与先兆子痫和乳腺癌风险相关的生物标志物的综合组学方法
- 批准号:
9542867 - 财政年份:2016
- 资助金额:
$ 49.88万 - 项目类别:
An Integrative Bioinformatics Approach to Study Single Cancer Cell Heterogeneity
研究单个癌细胞异质性的综合生物信息学方法
- 批准号:
9095313 - 财政年份:2014
- 资助金额:
$ 49.88万 - 项目类别:
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