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

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.
项目总结

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
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
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
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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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