Missing Value Imputation Approach for Mass Spectrometry-based Metabolomics Data
Author:
Publisher
Springer Science and Business Media LLC
Subject
Multidisciplinary
Link
http://www.nature.com/articles/s41598-017-19120-0.pdf
Reference34 articles.
1. Dettmer, K., Aronov, P. A. & Hammock, B. D. Mass spectrometry-based metabolomics. Mass Spectrom Rev 26, 51–78, https://doi.org/10.1002/mas.20108 (2007).
2. Bijlsma, S. et al. Large-scale human metabolomics studies: A strategy for data (pre-) processing and validation. Analytical Chemistry 78, 567–574, https://doi.org/10.1021/ac051495j (2006).
3. Hrydziuszko, O. & Viant, M. R. Missing values in mass spectrometry based metabolomics: an undervalued step in the data processing pipeline. Metabolomics 8, 161–174, https://doi.org/10.1007/s11306-011-0366-4 (2012).
4. Gelman, A. & Hill, J. Data analysis using regression and multilevel/hierarchical models. 529–542 (Cambridge University Press, 2006).
5. Little, R. J. A. & Rubin, D. B. Statistical Analysis with Missing Data. 11-19 (John Wiley & Sons, 2002).
Cited by 430 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
1. Machine Learning for Selecting Important Clinical Markers of Imaging Subgroups of Cerebral Small Vessel Disease Based on a Common Data Model;Tsinghua Science and Technology;2024-10
2. Baseline circulating biomarkers, their changes, and subsequent suicidal ideation and depression severity at 6 months: A prospective analysis in patients with mood disorders;Psychoneuroendocrinology;2024-10
3. Untargeted metabolomic analysis of human milk from healthy mothers reveals drivers of metabolite variability;Scientific Reports;2024-09-06
4. Two-episode mineralization in the Haerdaban Pb–Zn deposit, NW China: Insights from sulfide trace elements, in situ S–Pb isotopes, and Rb–Sr geochronology;Precambrian Research;2024-09
5. Multi-scale variational autoencoder for imputation of missing values in untargeted metabolomics using whole-genome sequencing data;Computers in Biology and Medicine;2024-09
1.学者识别学者识别
2.学术分析学术分析
3.人才评估人才评估
"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370
www.globalauthorid.com
TOP
Copyright © 2019-2024 北京同舟云网络信息技术有限公司 京公网安备11010802033243号 京ICP备18003416号-3