Information about the NMR metabolomics landscape of overall, and common cancers is still limited. Based on a cohort of 83,290 participants from the UK Biobank, we used multivariate Cox regression to assess the associations between each of the 168 metabolites with the risks of overall cancer and 20 specific types of cancer. Then, we applied LASSO to identify important metabolites for overall cancer risk and obtained their associations using multivariate cox regression. We further conducted mediation analysis to evaluate the mediated role of metabolites in the effects of traditional factors on overall cancer risk. Finally, we included the 13 identified metabolites as predictors in prediction models, and compared the accuracies of our traditional models. We found that there were commonalities among the metabolic profiles of overall and specific types of cancer: the top 20 frequently identified metabolites for 20 specific types of cancer were all associated with overall cancer; most of the specific types of cancer had common identified metabolites. Meanwhile, the associations between the same metabolite with different types of cancer can vary based on the site of origin. We identified 13 metabolic biomarkers associated with overall cancer, and found that they mediated the effects of traditional factors. The accuracies of prediction models improved when we added 13 identified metabolites in models. This study is helpful to understand the metabolic mechanisms of overall and a wide range of cancers, and our results also indicate that NMR metabolites are potential biomarkers in cancer diagnosis and prevention. Nuclear magnetic resonance (NMR) enables detailed quantification and qualitative study of associations between metabolites and cancer. Owing to high reproducibility in particular, NMR could greatly facilitate the identification of biomarkers for cancer detection and prognosis. In this study, using a cohort from the UK Biobank, the authors explored associations between NMR metabolites and risk of 20 common cancers. Each of the 20 most frequently identified metabolites were associated with overall cancer risk. Relationships between the same metabolite and different cancer types varied by tumor site. Mediation effects on traditional risk factors, including age and diet, were observed for 13 metabolites. image
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[1]
Allen Naomi E, 2020, Wellcome Open Res, V5, P222, DOI 10.12688/wellcomeopenres.16171.1
机构:
Univ Oxford, Clin Trial Serv Unit, Nuffield Dept Populat Hlth, Old Rd Campus, Oxford OX3 7LF, England
Univ Oxford, Epidemiol Studies Unit, Nuffield Dept Populat Hlth, Old Rd Campus, Oxford OX3 7LF, EnglandUniv Word, Nuffield Dept Populat Hlth, MRC Populat Hlth Res Unit, Old Rd Campus, Oxford OX3 7LF, England
Trichia, Eirini
Aguilar-Ramirez, Diego
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Univ Oxford, Clin Trial Serv Unit, Nuffield Dept Populat Hlth, Old Rd Campus, Oxford OX3 7LF, England
Univ Oxford, Epidemiol Studies Unit, Nuffield Dept Populat Hlth, Old Rd Campus, Oxford OX3 7LF, EnglandUniv Word, Nuffield Dept Populat Hlth, MRC Populat Hlth Res Unit, Old Rd Campus, Oxford OX3 7LF, England
Aguilar-Ramirez, Diego
Besevic, Jelena
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h-index: 0
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Univ Oxford, Clin Trial Serv Unit, Nuffield Dept Populat Hlth, Old Rd Campus, Oxford OX3 7LF, England
Univ Oxford, Epidemiol Studies Unit, Nuffield Dept Populat Hlth, Old Rd Campus, Oxford OX3 7LF, EnglandUniv Word, Nuffield Dept Populat Hlth, MRC Populat Hlth Res Unit, Old Rd Campus, Oxford OX3 7LF, England
Besevic, Jelena
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Lewington, Sarah
Emberson, Jonathan
论文数: 0引用数: 0
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机构:
Univ Word, Nuffield Dept Populat Hlth, MRC Populat Hlth Res Unit, Old Rd Campus, Oxford OX3 7LF, England
Univ Oxford, Clin Trial Serv Unit, Nuffield Dept Populat Hlth, Old Rd Campus, Oxford OX3 7LF, England
Univ Oxford, Epidemiol Studies Unit, Nuffield Dept Populat Hlth, Old Rd Campus, Oxford OX3 7LF, EnglandUniv Word, Nuffield Dept Populat Hlth, MRC Populat Hlth Res Unit, Old Rd Campus, Oxford OX3 7LF, England
机构:
Charite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Buergel, Thore
Steinfeldt, Jakob
论文数: 0引用数: 0
h-index: 0
机构:
Charite Univ Med Berlin, Dept Cardiol, Campus Benjamin Franklin, Berlin, Germany
Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Steinfeldt, Jakob
Ruyoga, Greg
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h-index: 0
机构:
Charite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Ruyoga, Greg
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Pietzner, Maik
Bizzarri, Daniele
论文数: 0引用数: 0
h-index: 0
机构:
LUMC, Mol Epidemiol, Leiden, Netherlands
LUMC, Leiden Computat Biol Ctr, Leiden, NetherlandsCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Bizzarri, Daniele
Vojinovic, Dina
论文数: 0引用数: 0
h-index: 0
机构:
Erasmus MC Univ Med Ctr, Dept Epidemiol, Rotterdam, Netherlands
Leiden Univ Med Ctr, Dept Biomed Data Sci, Mol Epidemiol, Leiden, NetherlandsCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Vojinovic, Dina
zu Belzen, Julius Upmeier
论文数: 0引用数: 0
h-index: 0
机构:
Charite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
zu Belzen, Julius Upmeier
Loock, Lukas
论文数: 0引用数: 0
h-index: 0
机构:
Charite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Loock, Lukas
Kittner, Paul
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Charite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Kittner, Paul
Christmann, Lara
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Charite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Christmann, Lara
Hollmann, Noah
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Charite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Hollmann, Noah
Strangalies, Henrik
论文数: 0引用数: 0
h-index: 0
机构:
Charite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Strangalies, Henrik
Braunger, Jana M.
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Charite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Braunger, Jana M.
Wild, Benjamin
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Charite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Wild, Benjamin
Chiesa, Scott T.
论文数: 0引用数: 0
h-index: 0
机构:
UCL, Inst Cardiovasc Sci, London, EnglandCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Chiesa, Scott T.
Spranger, Joachim
论文数: 0引用数: 0
h-index: 0
机构:
Berlin Inst Hlth, Berlin, Germany
Charite Univ Med Berlin, Dept Endocrinol & Metab, Berlin, Germany
Charite Univ Med Berlin, Ctr Cardiovasc Res, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Spranger, Joachim
Klostermann, Fabian
论文数: 0引用数: 0
h-index: 0
机构:
Humboldt Univ, Dept Neurol, Berlin, Germany
Charite Univ Med Berlin, Berlin Inst Hlth, Berlin, Germany
Humboldt Univ, Sch Mind & Brain, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
机构:
Leiden Univ Med Ctr, Dept Internal Med, Div Gerontol & Geriatr, Leiden, Netherlands
Leiden Univ Med Ctr, Dept Cardiol, Leiden, NetherlandsCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Trompet, Stella
Mooijaart, Simon P.
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h-index: 0
机构:
Leiden Univ Med Ctr, Dept Internal Med, Div Gerontol & Geriatr, Leiden, NetherlandsCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Mooijaart, Simon P.
Sattar, Naveed
论文数: 0引用数: 0
h-index: 0
机构:
Univ Glasgow, Cardiovasc Res Ctr, Inst Cardiovasc & Med Sci, Glasgow, Lanark, ScotlandCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Sattar, Naveed
Jukema, J. Wouter
论文数: 0引用数: 0
h-index: 0
机构:
Leiden Univ Med Ctr, Dept Cardiol, Leiden, Netherlands
Netherlands Heart Inst, Utrecht, NetherlandsCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Jukema, J. Wouter
Lavrijssen, Birgit
论文数: 0引用数: 0
h-index: 0
机构:
Erasmus MC Univ Med Ctr, Dept Epidemiol, Rotterdam, Netherlands
Erasmus MC Univ Med Ctr, Dept Surg, Rotterdam, NetherlandsCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Lavrijssen, Birgit
Kavousi, Maryam
论文数: 0引用数: 0
h-index: 0
机构:
Erasmus MC Univ Med Ctr, Dept Epidemiol, Rotterdam, NetherlandsCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Kavousi, Maryam
Ghanbari, Mohsen
论文数: 0引用数: 0
h-index: 0
机构:
Erasmus MC Univ Med Ctr, Dept Epidemiol, Rotterdam, NetherlandsCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Ghanbari, Mohsen
Ikram, Mohammad A.
论文数: 0引用数: 0
h-index: 0
机构:
Erasmus MC Univ Med Ctr, Dept Epidemiol, Rotterdam, NetherlandsCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Ikram, Mohammad A.
Slagboom, Eline
论文数: 0引用数: 0
h-index: 0
机构:
LUMC, Mol Epidemiol, Leiden, Netherlands
Max Planck Inst Biol Ageing, Cologne, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Slagboom, Eline
Kivimaki, Mika
论文数: 0引用数: 0
h-index: 0
机构:
UCL, Dept Epidemiol & Publ Hlth, London, England
Univ Helsinki, Fac Med, Clinicum, Helsinki, FinlandCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Kivimaki, Mika
Langenberg, Claudia
论文数: 0引用数: 0
h-index: 0
机构:
Charite Univ Med Berlin, Berlin Inst Hlth, Computat Med, Berlin, Germany
Univ Cambridge, Inst Metab Sci, MRC Epidemiol Unit, Cambridge, EnglandCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Langenberg, Claudia
Deanfield, John
论文数: 0引用数: 0
h-index: 0
机构:
UCL, Inst Cardiovasc Sci, London, EnglandCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Deanfield, John
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机构:
Eils, Roland
Landmesser, Ulf
论文数: 0引用数: 0
h-index: 0
机构:
Charite Univ Med Berlin, Dept Cardiol, Campus Benjamin Franklin, Berlin, Germany
Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
机构:
Univ Napoli Parthenope, Dipartimento Sci Motorie & Benessere, Via Medina 40, I-80133 Naples, ItalyUniv Napoli Parthenope, Dipartimento Sci Motorie & Benessere, Via Medina 40, I-80133 Naples, Italy
D'Angelo, Stefania
Motti, Maria Letizia
论文数: 0引用数: 0
h-index: 0
机构:
Univ Napoli Parthenope, Dipartimento Sci Motorie & Benessere, Via Medina 40, I-80133 Naples, ItalyUniv Napoli Parthenope, Dipartimento Sci Motorie & Benessere, Via Medina 40, I-80133 Naples, Italy
Motti, Maria Letizia
Meccariello, Rosaria
论文数: 0引用数: 0
h-index: 0
机构:
Univ Napoli Parthenope, Dipartimento Sci Motorie & Benessere, Via Medina 40, I-80133 Naples, ItalyUniv Napoli Parthenope, Dipartimento Sci Motorie & Benessere, Via Medina 40, I-80133 Naples, Italy
机构:
Harvard Med Sch, Dept Cell Biol, Blavatnik Inst, Boston, MA 02115 USA
Harvard Med Sch, Ludwig Canc Ctr, Boston, MA 02115 USAHarvard Med Sch, Dept Cell Biol, Blavatnik Inst, Boston, MA 02115 USA
Elia, Ilaria
Haigis, Marcia C.
论文数: 0引用数: 0
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机构:
Harvard Med Sch, Dept Cell Biol, Blavatnik Inst, Boston, MA 02115 USA
Harvard Med Sch, Ludwig Canc Ctr, Boston, MA 02115 USAHarvard Med Sch, Dept Cell Biol, Blavatnik Inst, Boston, MA 02115 USA
机构:
Kermanshah Univ Med Sci, Med Biol Res Ctr, Hlth Technol Inst, Kermanshah, IranKermanshah Univ Med Sci, Med Biol Res Ctr, Hlth Technol Inst, Kermanshah, Iran
Farhadi, Pegah
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机构:
Yarani, Reza
Valipour, Elahe
论文数: 0引用数: 0
h-index: 0
机构:
Kermanshah Univ Med Sci, Med Technol Res Ctr, Hlth Technol Inst, Kermanshah, IranKermanshah Univ Med Sci, Med Biol Res Ctr, Hlth Technol Inst, Kermanshah, Iran
Valipour, Elahe
Kiani, Sarah
论文数: 0引用数: 0
h-index: 0
机构:
Kermanshah Univ Med Sci, Med Biol Res Ctr, Hlth Technol Inst, Kermanshah, IranKermanshah Univ Med Sci, Med Biol Res Ctr, Hlth Technol Inst, Kermanshah, Iran
Kiani, Sarah
Hoseinkhani, Zohreh
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Kermanshah Univ Med Sci, Med Biol Res Ctr, Hlth Technol Inst, Kermanshah, IranKermanshah Univ Med Sci, Med Biol Res Ctr, Hlth Technol Inst, Kermanshah, Iran
机构:
Univ Oxford, Clin Trial Serv Unit, Nuffield Dept Populat Hlth, Old Rd Campus, Oxford OX3 7LF, England
Univ Oxford, Epidemiol Studies Unit, Nuffield Dept Populat Hlth, Old Rd Campus, Oxford OX3 7LF, EnglandUniv Word, Nuffield Dept Populat Hlth, MRC Populat Hlth Res Unit, Old Rd Campus, Oxford OX3 7LF, England
Trichia, Eirini
Aguilar-Ramirez, Diego
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oxford, Clin Trial Serv Unit, Nuffield Dept Populat Hlth, Old Rd Campus, Oxford OX3 7LF, England
Univ Oxford, Epidemiol Studies Unit, Nuffield Dept Populat Hlth, Old Rd Campus, Oxford OX3 7LF, EnglandUniv Word, Nuffield Dept Populat Hlth, MRC Populat Hlth Res Unit, Old Rd Campus, Oxford OX3 7LF, England
Aguilar-Ramirez, Diego
Besevic, Jelena
论文数: 0引用数: 0
h-index: 0
机构:
Univ Oxford, Clin Trial Serv Unit, Nuffield Dept Populat Hlth, Old Rd Campus, Oxford OX3 7LF, England
Univ Oxford, Epidemiol Studies Unit, Nuffield Dept Populat Hlth, Old Rd Campus, Oxford OX3 7LF, EnglandUniv Word, Nuffield Dept Populat Hlth, MRC Populat Hlth Res Unit, Old Rd Campus, Oxford OX3 7LF, England
Besevic, Jelena
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Lewington, Sarah
Emberson, Jonathan
论文数: 0引用数: 0
h-index: 0
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Univ Word, Nuffield Dept Populat Hlth, MRC Populat Hlth Res Unit, Old Rd Campus, Oxford OX3 7LF, England
Univ Oxford, Clin Trial Serv Unit, Nuffield Dept Populat Hlth, Old Rd Campus, Oxford OX3 7LF, England
Univ Oxford, Epidemiol Studies Unit, Nuffield Dept Populat Hlth, Old Rd Campus, Oxford OX3 7LF, EnglandUniv Word, Nuffield Dept Populat Hlth, MRC Populat Hlth Res Unit, Old Rd Campus, Oxford OX3 7LF, England
机构:
Charite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Buergel, Thore
Steinfeldt, Jakob
论文数: 0引用数: 0
h-index: 0
机构:
Charite Univ Med Berlin, Dept Cardiol, Campus Benjamin Franklin, Berlin, Germany
Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Steinfeldt, Jakob
Ruyoga, Greg
论文数: 0引用数: 0
h-index: 0
机构:
Charite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Ruyoga, Greg
论文数: 引用数:
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机构:
Pietzner, Maik
Bizzarri, Daniele
论文数: 0引用数: 0
h-index: 0
机构:
LUMC, Mol Epidemiol, Leiden, Netherlands
LUMC, Leiden Computat Biol Ctr, Leiden, NetherlandsCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Bizzarri, Daniele
Vojinovic, Dina
论文数: 0引用数: 0
h-index: 0
机构:
Erasmus MC Univ Med Ctr, Dept Epidemiol, Rotterdam, Netherlands
Leiden Univ Med Ctr, Dept Biomed Data Sci, Mol Epidemiol, Leiden, NetherlandsCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Vojinovic, Dina
zu Belzen, Julius Upmeier
论文数: 0引用数: 0
h-index: 0
机构:
Charite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
zu Belzen, Julius Upmeier
Loock, Lukas
论文数: 0引用数: 0
h-index: 0
机构:
Charite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Loock, Lukas
Kittner, Paul
论文数: 0引用数: 0
h-index: 0
机构:
Charite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Kittner, Paul
Christmann, Lara
论文数: 0引用数: 0
h-index: 0
机构:
Charite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Christmann, Lara
Hollmann, Noah
论文数: 0引用数: 0
h-index: 0
机构:
Charite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Hollmann, Noah
Strangalies, Henrik
论文数: 0引用数: 0
h-index: 0
机构:
Charite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Strangalies, Henrik
Braunger, Jana M.
论文数: 0引用数: 0
h-index: 0
机构:
Charite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Braunger, Jana M.
Wild, Benjamin
论文数: 0引用数: 0
h-index: 0
机构:
Charite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Wild, Benjamin
Chiesa, Scott T.
论文数: 0引用数: 0
h-index: 0
机构:
UCL, Inst Cardiovasc Sci, London, EnglandCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Chiesa, Scott T.
Spranger, Joachim
论文数: 0引用数: 0
h-index: 0
机构:
Berlin Inst Hlth, Berlin, Germany
Charite Univ Med Berlin, Dept Endocrinol & Metab, Berlin, Germany
Charite Univ Med Berlin, Ctr Cardiovasc Res, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Spranger, Joachim
Klostermann, Fabian
论文数: 0引用数: 0
h-index: 0
机构:
Humboldt Univ, Dept Neurol, Berlin, Germany
Charite Univ Med Berlin, Berlin Inst Hlth, Berlin, Germany
Humboldt Univ, Sch Mind & Brain, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
机构:
Leiden Univ Med Ctr, Dept Internal Med, Div Gerontol & Geriatr, Leiden, Netherlands
Leiden Univ Med Ctr, Dept Cardiol, Leiden, NetherlandsCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Trompet, Stella
Mooijaart, Simon P.
论文数: 0引用数: 0
h-index: 0
机构:
Leiden Univ Med Ctr, Dept Internal Med, Div Gerontol & Geriatr, Leiden, NetherlandsCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Mooijaart, Simon P.
Sattar, Naveed
论文数: 0引用数: 0
h-index: 0
机构:
Univ Glasgow, Cardiovasc Res Ctr, Inst Cardiovasc & Med Sci, Glasgow, Lanark, ScotlandCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Sattar, Naveed
Jukema, J. Wouter
论文数: 0引用数: 0
h-index: 0
机构:
Leiden Univ Med Ctr, Dept Cardiol, Leiden, Netherlands
Netherlands Heart Inst, Utrecht, NetherlandsCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Jukema, J. Wouter
Lavrijssen, Birgit
论文数: 0引用数: 0
h-index: 0
机构:
Erasmus MC Univ Med Ctr, Dept Epidemiol, Rotterdam, Netherlands
Erasmus MC Univ Med Ctr, Dept Surg, Rotterdam, NetherlandsCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Lavrijssen, Birgit
Kavousi, Maryam
论文数: 0引用数: 0
h-index: 0
机构:
Erasmus MC Univ Med Ctr, Dept Epidemiol, Rotterdam, NetherlandsCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Kavousi, Maryam
Ghanbari, Mohsen
论文数: 0引用数: 0
h-index: 0
机构:
Erasmus MC Univ Med Ctr, Dept Epidemiol, Rotterdam, NetherlandsCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Ghanbari, Mohsen
Ikram, Mohammad A.
论文数: 0引用数: 0
h-index: 0
机构:
Erasmus MC Univ Med Ctr, Dept Epidemiol, Rotterdam, NetherlandsCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Ikram, Mohammad A.
Slagboom, Eline
论文数: 0引用数: 0
h-index: 0
机构:
LUMC, Mol Epidemiol, Leiden, Netherlands
Max Planck Inst Biol Ageing, Cologne, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Slagboom, Eline
Kivimaki, Mika
论文数: 0引用数: 0
h-index: 0
机构:
UCL, Dept Epidemiol & Publ Hlth, London, England
Univ Helsinki, Fac Med, Clinicum, Helsinki, FinlandCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Kivimaki, Mika
Langenberg, Claudia
论文数: 0引用数: 0
h-index: 0
机构:
Charite Univ Med Berlin, Berlin Inst Hlth, Computat Med, Berlin, Germany
Univ Cambridge, Inst Metab Sci, MRC Epidemiol Unit, Cambridge, EnglandCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Langenberg, Claudia
Deanfield, John
论文数: 0引用数: 0
h-index: 0
机构:
UCL, Inst Cardiovasc Sci, London, EnglandCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
Deanfield, John
论文数: 引用数:
h-index:
机构:
Eils, Roland
Landmesser, Ulf
论文数: 0引用数: 0
h-index: 0
机构:
Charite Univ Med Berlin, Dept Cardiol, Campus Benjamin Franklin, Berlin, Germany
Berlin Inst Hlth, Berlin, GermanyCharite Univ Med Berlin, Ctr Digital Hlth, Berlin Inst Hlth, Berlin, Germany
机构:
Univ Napoli Parthenope, Dipartimento Sci Motorie & Benessere, Via Medina 40, I-80133 Naples, ItalyUniv Napoli Parthenope, Dipartimento Sci Motorie & Benessere, Via Medina 40, I-80133 Naples, Italy
D'Angelo, Stefania
Motti, Maria Letizia
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Univ Napoli Parthenope, Dipartimento Sci Motorie & Benessere, Via Medina 40, I-80133 Naples, ItalyUniv Napoli Parthenope, Dipartimento Sci Motorie & Benessere, Via Medina 40, I-80133 Naples, Italy
Motti, Maria Letizia
Meccariello, Rosaria
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Univ Napoli Parthenope, Dipartimento Sci Motorie & Benessere, Via Medina 40, I-80133 Naples, ItalyUniv Napoli Parthenope, Dipartimento Sci Motorie & Benessere, Via Medina 40, I-80133 Naples, Italy
机构:
Harvard Med Sch, Dept Cell Biol, Blavatnik Inst, Boston, MA 02115 USA
Harvard Med Sch, Ludwig Canc Ctr, Boston, MA 02115 USAHarvard Med Sch, Dept Cell Biol, Blavatnik Inst, Boston, MA 02115 USA
Elia, Ilaria
Haigis, Marcia C.
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Harvard Med Sch, Dept Cell Biol, Blavatnik Inst, Boston, MA 02115 USA
Harvard Med Sch, Ludwig Canc Ctr, Boston, MA 02115 USAHarvard Med Sch, Dept Cell Biol, Blavatnik Inst, Boston, MA 02115 USA
机构:
Kermanshah Univ Med Sci, Med Biol Res Ctr, Hlth Technol Inst, Kermanshah, IranKermanshah Univ Med Sci, Med Biol Res Ctr, Hlth Technol Inst, Kermanshah, Iran
Farhadi, Pegah
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Yarani, Reza
Valipour, Elahe
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Kermanshah Univ Med Sci, Med Technol Res Ctr, Hlth Technol Inst, Kermanshah, IranKermanshah Univ Med Sci, Med Biol Res Ctr, Hlth Technol Inst, Kermanshah, Iran
Valipour, Elahe
Kiani, Sarah
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Kermanshah Univ Med Sci, Med Biol Res Ctr, Hlth Technol Inst, Kermanshah, IranKermanshah Univ Med Sci, Med Biol Res Ctr, Hlth Technol Inst, Kermanshah, Iran
Kiani, Sarah
Hoseinkhani, Zohreh
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Kermanshah Univ Med Sci, Med Biol Res Ctr, Hlth Technol Inst, Kermanshah, IranKermanshah Univ Med Sci, Med Biol Res Ctr, Hlth Technol Inst, Kermanshah, Iran