Real-time health monitoring through urine metabolomics
Current healthcare practices are reactive and based on limited physiological information collected months or years apart. By enabling patients and healthy consumers access to continuous measurements of health, wearable devices and digital medicine stand to realize highly personalized and preventativ...
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Published in | NPJ digital medicine Vol. 2; no. 1; p. 109 |
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Main Authors | , , , , , |
Format | Journal Article |
Language | English |
Published |
London
Nature Publishing Group UK
11.11.2019
Nature Publishing Group |
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Abstract | Current healthcare practices are reactive and based on limited physiological information collected months or years apart. By enabling patients and healthy consumers access to continuous measurements of health, wearable devices and digital medicine stand to realize highly personalized and preventative care. However, most current digital technologies provide information on a limited set of physiological traits, such as heart rate and step count, which alone offer little insight into the etiology of most diseases. Here we propose to integrate data from biohealth smartphone applications with continuous metabolic phenotypes derived from urine metabolites. This combination of molecular phenotypes with quantitative measurements of lifestyle reflect the biological consequences of human behavior in real time. We present data from an observational study involving two healthy subjects and discuss the challenges, opportunities, and implications of integrating this new layer of physiological information into digital medicine. Though our dataset is limited to two subjects, our analysis (also available through an interactive web-based visualization tool) provides an initial framework to monitor lifestyle factors, such as nutrition, drug metabolism, exercise, and sleep using urine metabolites. |
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AbstractList | Current healthcare practices are reactive and based on limited physiological information collected months or years apart. By enabling patients and healthy consumers access to continuous measurements of health, wearable devices and digital medicine stand to realize highly personalized and preventative care. However, most current digital technologies provide information on a limited set of physiological traits, such as heart rate and step count, which alone offer little insight into the etiology of most diseases. Here we propose to integrate data from biohealth smartphone applications with continuous metabolic phenotypes derived from urine metabolites. This combination of molecular phenotypes with quantitative measurements of lifestyle reflect the biological consequences of human behavior in real time. We present data from an observational study involving two healthy subjects and discuss the challenges, opportunities, and implications of integrating this new layer of physiological information into digital medicine. Though our dataset is limited to two subjects, our analysis (also available through an interactive web-based visualization tool) provides an initial framework to monitor lifestyle factors, such as nutrition, drug metabolism, exercise, and sleep using urine metabolites. Current healthcare practices are reactive and based on limited physiological information collected months or years apart. By enabling patients and healthy consumers access to continuous measurements of health, wearable devices and digital medicine stand to realize highly personalized and preventative care. However, most current digital technologies provide information on a limited set of physiological traits, such as heart rate and step count, which alone offer little insight into the etiology of most diseases. Here we propose to integrate data from biohealth smartphone applications with continuous metabolic phenotypes derived from urine metabolites. This combination of molecular phenotypes with quantitative measurements of lifestyle reflect the biological consequences of human behavior in real time. We present data from an observational study involving two healthy subjects and discuss the challenges, opportunities, and implications of integrating this new layer of physiological information into digital medicine. Though our dataset is limited to two subjects, our analysis (also available through an interactive web-based visualization tool) provides an initial framework to monitor lifestyle factors, such as nutrition, drug metabolism, exercise, and sleep using urine metabolites.Current healthcare practices are reactive and based on limited physiological information collected months or years apart. By enabling patients and healthy consumers access to continuous measurements of health, wearable devices and digital medicine stand to realize highly personalized and preventative care. However, most current digital technologies provide information on a limited set of physiological traits, such as heart rate and step count, which alone offer little insight into the etiology of most diseases. Here we propose to integrate data from biohealth smartphone applications with continuous metabolic phenotypes derived from urine metabolites. This combination of molecular phenotypes with quantitative measurements of lifestyle reflect the biological consequences of human behavior in real time. We present data from an observational study involving two healthy subjects and discuss the challenges, opportunities, and implications of integrating this new layer of physiological information into digital medicine. Though our dataset is limited to two subjects, our analysis (also available through an interactive web-based visualization tool) provides an initial framework to monitor lifestyle factors, such as nutrition, drug metabolism, exercise, and sleep using urine metabolites. |
ArticleNumber | 109 |
Author | Overmyer, Katherine A. Westphall, Michael S. Paulson, Brett R. Miller, Ian J. Coon, Joshua J. Peters, Sean R. |
Author_xml | – sequence: 1 givenname: Ian J. orcidid: 0000-0001-5084-9035 surname: Miller fullname: Miller, Ian J. organization: Department of Biomolecular Chemistry, University of Wisconsin-Madison – sequence: 2 givenname: Sean R. surname: Peters fullname: Peters, Sean R. organization: Department of Chemistry, University of Wisconsin-Madison – sequence: 3 givenname: Katherine A. surname: Overmyer fullname: Overmyer, Katherine A. organization: Morgridge Institute for Research – sequence: 4 givenname: Brett R. surname: Paulson fullname: Paulson, Brett R. organization: Department of Biomolecular Chemistry, University of Wisconsin-Madison – sequence: 5 givenname: Michael S. surname: Westphall fullname: Westphall, Michael S. organization: Department of Biomolecular Chemistry, University of Wisconsin-Madison – sequence: 6 givenname: Joshua J. surname: Coon fullname: Coon, Joshua J. email: jcoon@chem.wisc.edu organization: Department of Biomolecular Chemistry, University of Wisconsin-Madison, Department of Chemistry, University of Wisconsin-Madison |
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Cites_doi | 10.1371/journal.pone.0086223 10.1021/acs.analchem.8b04698 10.1021/es5002105 10.1038/nbt.3683 10.1038/nbt.3870 10.1038/s41586-019-1236-x 10.1038/s41591-019-0414-6 10.1038/nn.3648 10.1111/j.1748-1716.1991.tb09157.x 10.1016/j.clinbiochem.2013.05.049 10.1186/s12916-016-0681-8 10.1016/j.ejphar.2004.09.054 10.1126/scitranslmed.aaa3487 10.1038/srep13888 10.1586/14789450.2015.1094380 10.1371/journal.pbio.2001402 10.1038/551S48a 10.1021/acs.analchem.5b01503 10.1007/s11306-007-0082-2 10.1038/nrd.2016.32 10.1039/c1an15590c 10.3389/fpsyg.2017.00456 10.1002/bmc.3864 10.1371/journal.pone.0073076 10.21105/joss.01026 10.1021/acs.jafc.5b03040 10.1007/s13361-014-1026-5 10.1016/j.cell.2012.02.009 10.1093/alcalc/agn084 10.1039/C4FO00042K 10.1089/clinomi.01.03.07 10.3389/fpsyg.2012.00023 10.1021/ac0708588 10.2217/pme-2018-0044 10.1002/jms.768 10.1001/jama.2016.17217 10.1152/physiolgenomics.00194.2006 10.2217/pme.13.57 10.1002/mas.21455 10.1164/ajrccm/136.1.98 10.1016/S0891-5849(01)00506-8 10.1016/s2589-7500(19)30109-8 10.1007/978-3-319-24277-4 10.32614/CRAN.package.treemapify 10.1101/681742 |
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References | Kwiecien (CR27) 2015; 87 Pernet, Wilcox, Rousselet (CR34) 2012; 3 Salek (CR22) 2007; 29 Vallat (CR50) 2018; 3 Zhou (CR8) 2019; 569 Ketai, Simon, Kreit, Grum (CR38) 1987; 136 Helander, Böttcher, Fehr, Dahmen, Beck (CR37) 2009; 44 Yu (CR23) 2013; 46 Wishart (CR13) 2016; 15 CR32 Sumner (CR30) 2007; 3 Schüssler-Fiorenza Rose (CR9) 2019; 25 Lv, Hung, Chaturvedi, Hooton, Henderson (CR14) 2011; 136 Ludwig, Clifford, Lean, Ashihara, Crozier (CR36) 2014; 5 Mizuno (CR43) 2017; 31 Pedregosa (CR49) 2011; 12 CR5 Slupsky (CR41) 2007; 79 CR48 CR47 CR46 Bouatra (CR19) 2013; 8 Hood, Price (CR10) 2014; 1 Wu, Gao (CR20) 2015; 12 Shinomiya (CR40) 2004; 504 Beam, Kohane (CR4) 2016; 316 Li (CR6) 2017; 15 Schymanski (CR29) 2014; 48 Chen (CR7) 2012; 148 Shortt, Darrach, Holland, Chutjian (CR44) 2005; 40 Alonso (CR24) 2016; 14 Wald (CR16) 2017; 551 Rechner, Spencer, Kuhnle, Hahn, Rice-Evans (CR31) 2001; 30 Chen (CR45) 2015; 26 Kim (CR26) 2014; 9 CR17 CR15 CR11 Stefely (CR28) 2016; 34 CR51 Blaženović (CR21) 2019; 91 Luan (CR25) 2015; 5 Sahlin, Ekberg, Cizinsky (CR39) 1991; 142 Flores, Glusman, Brogaard, Price, Hood (CR12) 2013; 10 Aarts, Verhage, Veenvliet, Dolan, van der Sluis (CR42) 2014; 17 Dunn, Runge, Snyder (CR3) 2018; 15 Khamis, Adamko, El-Aneed (CR18) 2017; 36 Heinzmann, Holmes, Kochhar, Nicholson, Schmitt-Kopplin (CR35) 2015; 63 Bakdash, Marusich (CR33) 2017; 8 Steinhubl, Muse, Topol (CR2) 2015; 7 Price (CR1) 2017; 35 DS Wishart (185_CR13) 2016; 15 CM Slupsky (185_CR41) 2007; 79 SS Heinzmann (185_CR35) 2015; 63 M Flores (185_CR12) 2013; 10 R Vallat (185_CR50) 2018; 3 LW Sumner (185_CR30) 2007; 3 K Kim (185_CR26) 2014; 9 H Lv (185_CR14) 2011; 136 I Blaženović (185_CR21) 2019; 91 K Shinomiya (185_CR40) 2004; 504 EL Schymanski (185_CR29) 2014; 48 L Yu (185_CR23) 2013; 46 J Wu (185_CR20) 2015; 12 L Hood (185_CR10) 2014; 1 ND Price (185_CR1) 2017; 35 AR Rechner (185_CR31) 2001; 30 JZ Bakdash (185_CR33) 2017; 8 X Li (185_CR6) 2017; 15 185_CR47 R Chen (185_CR7) 2012; 148 185_CR46 185_CR48 K Sahlin (185_CR39) 1991; 142 AL Beam (185_CR4) 2016; 316 C-H Chen (185_CR45) 2015; 26 SM Schüssler-Fiorenza Rose (185_CR9) 2019; 25 NW Kwiecien (185_CR27) 2015; 87 E Aarts (185_CR42) 2014; 17 185_CR51 RM Salek (185_CR22) 2007; 29 185_CR11 IA Ludwig (185_CR36) 2014; 5 185_CR15 185_CR17 CR Pernet (185_CR34) 2012; 3 H Luan (185_CR25) 2015; 5 JA Stefely (185_CR28) 2016; 34 F Pedregosa (185_CR49) 2011; 12 SR Steinhubl (185_CR2) 2015; 7 C Wald (185_CR16) 2017; 551 S Bouatra (185_CR19) 2013; 8 A Helander (185_CR37) 2009; 44 A Alonso (185_CR24) 2016; 14 BJ Shortt (185_CR44) 2005; 40 185_CR5 MM Khamis (185_CR18) 2017; 36 H Mizuno (185_CR43) 2017; 31 W Zhou (185_CR8) 2019; 569 J Dunn (185_CR3) 2018; 15 LH Ketai (185_CR38) 1987; 136 185_CR32 |
References_xml | – volume: 9 year: 2014 ident: CR26 article-title: Mealtime, temporal, and daily variability of the human urinary and plasma metabolomes in a tightly controlled environment publication-title: PLoS ONE doi: 10.1371/journal.pone.0086223 – volume: 91 start-page: 2155 year: 2019 end-page: 2162 ident: CR21 article-title: Structure annotation of all mass spectra in untargeted metabolomics publication-title: Anal. Chem. doi: 10.1021/acs.analchem.8b04698 – ident: CR51 – volume: 48 start-page: 2097 year: 2014 end-page: 2098 ident: CR29 article-title: Identifying small molecules via high resolution mass spectrometry: communicating confidence publication-title: Environ. Sci. Technol. doi: 10.1021/es5002105 – volume: 34 start-page: 1191 year: 2016 end-page: 1197 ident: CR28 article-title: Mitochondrial protein functions elucidated by multi-omic mass spectrometry profiling publication-title: Nat. Biotechnol. doi: 10.1038/nbt.3683 – volume: 35 start-page: 747 year: 2017 end-page: 756 ident: CR1 article-title: A wellness study of 108 individuals using personal, dense, dynamic data clouds publication-title: Nat. Biotechnol. doi: 10.1038/nbt.3870 – volume: 569 start-page: 663 year: 2019 end-page: 671 ident: CR8 article-title: Longitudinal multi-omics of host–microbe dynamics in prediabetes publication-title: Nature doi: 10.1038/s41586-019-1236-x – volume: 25 start-page: 792 year: 2019 end-page: 804 ident: CR9 article-title: A longitudinal big data approach for precision health publication-title: Nat. Med. doi: 10.1038/s41591-019-0414-6 – ident: CR46 – ident: CR15 – volume: 17 start-page: 491 year: 2014 end-page: 496 ident: CR42 article-title: A solution to dependency: using multilevel analysis to accommodate nested data publication-title: Nat. Neurosci. doi: 10.1038/nn.3648 – volume: 142 start-page: 275 year: 1991 end-page: 281 ident: CR39 article-title: Changes in plasma hypoxanthine and free radical markers during exercise in man publication-title: Acta Physiol. Scand. doi: 10.1111/j.1748-1716.1991.tb09157.x – volume: 46 start-page: 1065 year: 2013 end-page: 1073 ident: CR23 article-title: Analysis of urinary metabolites for breast cancer patients receiving chemotherapy by CE-MS coupled with on-line concentration publication-title: Clin. Biochem. doi: 10.1016/j.clinbiochem.2013.05.049 – ident: CR11 – volume: 14 year: 2016 ident: CR24 article-title: Urine metabolome profiling of immune-mediated inflammatory diseases publication-title: BMC Med. doi: 10.1186/s12916-016-0681-8 – volume: 504 start-page: 185 year: 2004 end-page: 189 ident: CR40 article-title: Effects of chlorogenic acid and its metabolites on the sleep–wakefulness cycle in rats publication-title: Eur. J. Pharmacol. doi: 10.1016/j.ejphar.2004.09.054 – ident: CR32 – volume: 7 start-page: 283rv3 year: 2015 ident: CR2 article-title: The emerging field of mobile health publication-title: Sci. Transl. Med. doi: 10.1126/scitranslmed.aaa3487 – ident: CR5 – volume: 5 year: 2015 ident: CR25 article-title: Comprehensive urinary metabolomic profiling and identification of potential noninvasive marker for idiopathic Parkinson’s disease publication-title: Sci. Rep. doi: 10.1038/srep13888 – volume: 12 start-page: 623 year: 2015 end-page: 636 ident: CR20 article-title: Physiological conditions can be reflected in human urine proteome and metabolome publication-title: Expert Rev. Proteom. doi: 10.1586/14789450.2015.1094380 – volume: 15 year: 2017 ident: CR6 article-title: Digital health: tracking physiomes and activity using wearable biosensors reveals useful health-related information publication-title: PLoS Biol. doi: 10.1371/journal.pbio.2001402 – ident: CR47 – volume: 551 start-page: S48 year: 2017 end-page: S50 ident: CR16 article-title: Diagnostics: a flow of information publication-title: Nature doi: 10.1038/551S48a – volume: 87 start-page: 8328 year: 2015 end-page: 8335 ident: CR27 article-title: High-resolution filtering for improved small molecule identification via GC/MS publication-title: Anal. Chem. doi: 10.1021/acs.analchem.5b01503 – volume: 3 start-page: 211 year: 2007 end-page: 221 ident: CR30 article-title: Proposed minimum reporting standards for chemical analysis publication-title: Metabolomics doi: 10.1007/s11306-007-0082-2 – volume: 15 start-page: 473 year: 2016 end-page: 484 ident: CR13 article-title: Emerging applications of metabolomics in drug discovery and precision medicine publication-title: Nat. Rev. Drug Discov. doi: 10.1038/nrd.2016.32 – volume: 12 start-page: 2825 year: 2011 end-page: 2830 ident: CR49 article-title: Scikit-learn: machine learning in Python publication-title: J. Mach. Learn. Res. – volume: 136 start-page: 4752 year: 2011 end-page: 4763 ident: CR14 article-title: Development of an integrated metabolomic profiling approach for infectious diseases research publication-title: Analyst doi: 10.1039/c1an15590c – volume: 8 start-page: 456 year: 2017 ident: CR33 article-title: Repeated measures correlation publication-title: Front. Psychol. doi: 10.3389/fpsyg.2017.00456 – volume: 31 year: 2017 ident: CR43 article-title: The great importance of normalization of LC–MS data for highly-accurate non-targeted metabolomics publication-title: Biomed. Chromatogr. doi: 10.1002/bmc.3864 – volume: 8 year: 2013 ident: CR19 article-title: The human urine metabolome publication-title: PLoS ONE doi: 10.1371/journal.pone.0073076 – volume: 3 start-page: 331 year: 2018 ident: CR50 article-title: Pingouin: statistics in Python publication-title: J. Open Source Softw. doi: 10.21105/joss.01026 – volume: 63 start-page: 8615 year: 2015 end-page: 8621 ident: CR35 article-title: 2-Furoylglycine as a candidate biomarker of coffee consumption publication-title: J. Agric. Food Chem. doi: 10.1021/acs.jafc.5b03040 – volume: 26 start-page: 240 year: 2015 end-page: 247 ident: CR45 article-title: Design of portable mass spectrometers with handheld probes: aspects of the sampling and miniature pumping systems publication-title: J. Am. Soc. Mass Spectrom. doi: 10.1007/s13361-014-1026-5 – volume: 148 start-page: 1293 year: 2012 end-page: 1307 ident: CR7 article-title: Personal omics profiling reveals dynamic molecular and medical phenotypes publication-title: Cell doi: 10.1016/j.cell.2012.02.009 – volume: 44 start-page: 55 year: 2009 end-page: 61 ident: CR37 article-title: Detection times for urinary ethyl glucuronide and ethyl sulfate in heavy drinkers during alcohol detoxification publication-title: Alcohol Alcoholism. doi: 10.1093/alcalc/agn084 – volume: 5 start-page: 1695 year: 2014 end-page: 1717 ident: CR36 article-title: Coffee: biochemistry and potential impact on health publication-title: Food Funct. doi: 10.1039/C4FO00042K – volume: 1 start-page: 20 year: 2014 end-page: 23 ident: CR10 article-title: Promoting wellness and demystifying disease: the 100K project publication-title: Clin. OMICs doi: 10.1089/clinomi.01.03.07 – volume: 3 start-page: 606 year: 2012 ident: CR34 article-title: Robust correlation analyses: false positive and power validation using a new open source matlab toolbox publication-title: Front. Psychol. doi: 10.3389/fpsyg.2012.00023 – volume: 79 start-page: 6995 year: 2007 end-page: 7004 ident: CR41 article-title: Investigations of the effects of gender, diurnal variation, and age in human urinary metabolomic profiles publication-title: Anal. Chem. doi: 10.1021/ac0708588 – ident: CR48 – ident: CR17 – volume: 15 start-page: 429 year: 2018 end-page: 448 ident: CR3 article-title: Wearables and the medical revolution publication-title: Per. Med. doi: 10.2217/pme-2018-0044 – volume: 40 start-page: 36 year: 2005 end-page: 42 ident: CR44 article-title: Miniaturized system of a gas chromatograph coupled with a Paul ion trap mass spectrometer publication-title: J. Mass Spectrom. doi: 10.1002/jms.768 – volume: 316 start-page: 2368 year: 2016 end-page: 2369 ident: CR4 article-title: Translating artificial intelligence into clinical care publication-title: JAMA doi: 10.1001/jama.2016.17217 – volume: 29 start-page: 99 year: 2007 end-page: 108 ident: CR22 article-title: A metabolomic comparison of urinary changes in type 2 diabetes in mouse, rat, and human publication-title: Physiol. Genom. doi: 10.1152/physiolgenomics.00194.2006 – volume: 10 start-page: 565 year: 2013 end-page: 576 ident: CR12 article-title: P4 medicine: how systems medicine will transform the healthcare sector and society publication-title: Per. Med. doi: 10.2217/pme.13.57 – volume: 36 start-page: 115 year: 2017 end-page: 134 ident: CR18 article-title: Mass spectrometric based approaches in urine metabolomics and biomarker discovery publication-title: Mass Spectrom. Rev. doi: 10.1002/mas.21455 – volume: 136 start-page: 98 year: 1987 end-page: 101 ident: CR38 article-title: Plasma hypoxanthine and exercise publication-title: Am. Rev. Respiratory Dis. doi: 10.1164/ajrccm/136.1.98 – volume: 30 start-page: 1213 year: 2001 end-page: 1222 ident: CR31 article-title: Novel biomarkers of the metabolism of caffeic acid derivatives in vivo publication-title: Free Radic. Biol. Med. doi: 10.1016/S0891-5849(01)00506-8 – volume: 12 start-page: 2825 year: 2011 ident: 185_CR49 publication-title: J. Mach. Learn. Res. – volume: 8 start-page: 456 year: 2017 ident: 185_CR33 publication-title: Front. Psychol. doi: 10.3389/fpsyg.2017.00456 – volume: 5 start-page: 1695 year: 2014 ident: 185_CR36 publication-title: Food Funct. doi: 10.1039/C4FO00042K – volume: 25 start-page: 792 year: 2019 ident: 185_CR9 publication-title: Nat. Med. doi: 10.1038/s41591-019-0414-6 – volume: 5 year: 2015 ident: 185_CR25 publication-title: Sci. Rep. doi: 10.1038/srep13888 – volume: 148 start-page: 1293 year: 2012 ident: 185_CR7 publication-title: Cell doi: 10.1016/j.cell.2012.02.009 – volume: 569 start-page: 663 year: 2019 ident: 185_CR8 publication-title: Nature doi: 10.1038/s41586-019-1236-x – volume: 15 start-page: 473 year: 2016 ident: 185_CR13 publication-title: Nat. Rev. Drug Discov. doi: 10.1038/nrd.2016.32 – volume: 12 start-page: 623 year: 2015 ident: 185_CR20 publication-title: Expert Rev. Proteom. doi: 10.1586/14789450.2015.1094380 – ident: 185_CR46 doi: 10.1016/s2589-7500(19)30109-8 – volume: 1 start-page: 20 year: 2014 ident: 185_CR10 publication-title: Clin. OMICs doi: 10.1089/clinomi.01.03.07 – volume: 551 start-page: S48 year: 2017 ident: 185_CR16 publication-title: Nature doi: 10.1038/551S48a – volume: 142 start-page: 275 year: 1991 ident: 185_CR39 publication-title: Acta Physiol. Scand. doi: 10.1111/j.1748-1716.1991.tb09157.x – ident: 185_CR47 doi: 10.1007/978-3-319-24277-4 – volume: 10 start-page: 565 year: 2013 ident: 185_CR12 publication-title: Per. Med. doi: 10.2217/pme.13.57 – volume: 48 start-page: 2097 year: 2014 ident: 185_CR29 publication-title: Environ. Sci. Technol. doi: 10.1021/es5002105 – ident: 185_CR48 doi: 10.32614/CRAN.package.treemapify – volume: 30 start-page: 1213 year: 2001 ident: 185_CR31 publication-title: Free Radic. Biol. Med. doi: 10.1016/S0891-5849(01)00506-8 – volume: 15 year: 2017 ident: 185_CR6 publication-title: PLoS Biol. doi: 10.1371/journal.pbio.2001402 – ident: 185_CR17 – volume: 3 start-page: 211 year: 2007 ident: 185_CR30 publication-title: Metabolomics doi: 10.1007/s11306-007-0082-2 – volume: 29 start-page: 99 year: 2007 ident: 185_CR22 publication-title: Physiol. Genom. doi: 10.1152/physiolgenomics.00194.2006 – volume: 35 start-page: 747 year: 2017 ident: 185_CR1 publication-title: Nat. Biotechnol. doi: 10.1038/nbt.3870 – volume: 3 start-page: 331 year: 2018 ident: 185_CR50 publication-title: J. Open Source Softw. doi: 10.21105/joss.01026 – volume: 136 start-page: 98 year: 1987 ident: 185_CR38 publication-title: Am. Rev. Respiratory Dis. doi: 10.1164/ajrccm/136.1.98 – volume: 31 year: 2017 ident: 185_CR43 publication-title: Biomed. Chromatogr. doi: 10.1002/bmc.3864 – volume: 8 year: 2013 ident: 185_CR19 publication-title: PLoS ONE doi: 10.1371/journal.pone.0073076 – volume: 9 year: 2014 ident: 185_CR26 publication-title: PLoS ONE doi: 10.1371/journal.pone.0086223 – volume: 79 start-page: 6995 year: 2007 ident: 185_CR41 publication-title: Anal. Chem. doi: 10.1021/ac0708588 – volume: 316 start-page: 2368 year: 2016 ident: 185_CR4 publication-title: JAMA doi: 10.1001/jama.2016.17217 – volume: 44 start-page: 55 year: 2009 ident: 185_CR37 publication-title: Alcohol Alcoholism. doi: 10.1093/alcalc/agn084 – volume: 3 start-page: 606 year: 2012 ident: 185_CR34 publication-title: Front. Psychol. doi: 10.3389/fpsyg.2012.00023 – volume: 46 start-page: 1065 year: 2013 ident: 185_CR23 publication-title: Clin. Biochem. doi: 10.1016/j.clinbiochem.2013.05.049 – volume: 7 start-page: 283rv3 year: 2015 ident: 185_CR2 publication-title: Sci. Transl. Med. doi: 10.1126/scitranslmed.aaa3487 – volume: 91 start-page: 2155 year: 2019 ident: 185_CR21 publication-title: Anal. Chem. doi: 10.1021/acs.analchem.8b04698 – volume: 87 start-page: 8328 year: 2015 ident: 185_CR27 publication-title: Anal. Chem. doi: 10.1021/acs.analchem.5b01503 – ident: 185_CR5 – volume: 26 start-page: 240 year: 2015 ident: 185_CR45 publication-title: J. Am. Soc. Mass Spectrom. doi: 10.1007/s13361-014-1026-5 – volume: 40 start-page: 36 year: 2005 ident: 185_CR44 publication-title: J. Mass Spectrom. doi: 10.1002/jms.768 – volume: 15 start-page: 429 year: 2018 ident: 185_CR3 publication-title: Per. Med. doi: 10.2217/pme-2018-0044 – volume: 504 start-page: 185 year: 2004 ident: 185_CR40 publication-title: Eur. J. Pharmacol. doi: 10.1016/j.ejphar.2004.09.054 – ident: 185_CR51 doi: 10.1101/681742 – volume: 34 start-page: 1191 year: 2016 ident: 185_CR28 publication-title: Nat. Biotechnol. doi: 10.1038/nbt.3683 – volume: 136 start-page: 4752 year: 2011 ident: 185_CR14 publication-title: Analyst doi: 10.1039/c1an15590c – volume: 36 start-page: 115 year: 2017 ident: 185_CR18 publication-title: Mass Spectrom. Rev. doi: 10.1002/mas.21455 – ident: 185_CR11 – volume: 17 start-page: 491 year: 2014 ident: 185_CR42 publication-title: Nat. Neurosci. doi: 10.1038/nn.3648 – volume: 14 year: 2016 ident: 185_CR24 publication-title: BMC Med. doi: 10.1186/s12916-016-0681-8 – ident: 185_CR32 – ident: 185_CR15 – volume: 63 start-page: 8615 year: 2015 ident: 185_CR35 publication-title: J. Agric. Food Chem. doi: 10.1021/acs.jafc.5b03040 |
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