https://t.co/Gtvytr6lTP Deep biomarkers of human aging: Application of deep neural networks to biomarker development #science

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School of Systems Biology, George Mason University (GMU), Fairfax, VA 22030, USA https://t.co/vv4EZzXrko

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Computer Technologies Lab, ITMO University, St. Petersburg 197101, Russia https://t.co/KCa79zec5a

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Computer Technologies Lab, ITMO University, St. Petersburg 197101, Russia https://t.co/llFrnu0XjZ

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Department of Genetics, Albert Einstein College of Medicine, Bronx, NY 10461, USA https://t.co/9SG6C7L72y

Department of Biomedical Engineering, Boston University, Boston, MA 02215, USA https://t.co/1a5vYbJ6fs

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Computer Technologies Lab, ITMO University, St. Petersburg 197101, Russia https://t.co/xgNWgSRJfT

Pharma.AI Department, Insilico Medicine, Inc, Baltimore, MD 21218, USA https://t.co/9wL71HuBxD

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Pharma.AI Department, Insilico Medicine, Inc, Baltimore, MD 21218, USA https://t.co/AAI3DRVTPg

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measured to track the effectiveness of therapeutic interventions https://t.co/SKJRn7KADy

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Department of Genetics, Albert Einstein College of Medicine, Bronx, NY 10461, USA https://t.co/OHeNFb5Dpv

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School of Systems Biology, George Mason University (GMU), Fairfax, VA 22030, USA https://t.co/BtZzYMZBsN

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Computer Technologies Lab, ITMO University, St. Petersburg 197101, Russia https://t.co/OuhZECting

RT @AgingJrnl: Article - https://t.co/atwOwMuz4B Altmetric article report - https://t.co/2m9oSzTJvn

multi-modal data linked to chronological age and sex that may lead to simple, minimally invasive https://t.co/OuhZECting

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To allow for public testing and evaluate real-life performance of the predictor https://t.co/BtZzYMZBsN

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we used over 60,000 samples from common blood biochemistry https://t.co/OHeNFb5Dpv

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therapeutic interventions. In this study, we designed a modular ensemble https://t.co/SKJRn7KADy

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actionable set of biomarkers that may be targeted and measured to track the effectivenes https://t.co/9wL71HuBxD

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https://t.co/xgNWgSRJfT One of the major impediments in human aging research is the absence of a comprehensive

School of Systems Biology, George Mason University (GMU), Fairfax, VA 22030, USA https://t.co/1a5vYbJ6fs

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The Biogerontology Research Foundation, Oxford, UK https://t.co/9SG6C7L72y

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Pharma.AI Department, Insilico Medicine, Inc, Baltimore, MD 21218, USA https://t.co/llFrnu0XjZ

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Deep learned aging biomarkers published by my colleagues. https://t.co/nTrBmVUQVj

RT @AgingJrnl: Article - https://t.co/atwOwMuz4B Altmetric article report - https://t.co/2m9oSzTJvn

RT @AgingJrnl: Article - https://t.co/atwOwMuz4B Altmetric article report - https://t.co/2m9oSzTJvn

RT @AgingJrnl: Article - https://t.co/atwOwMuz4B Altmetric article report - https://t.co/2m9oSzTJvn

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The ensemble also identified the 5 most important markers for predicting https://t.co/SKJRn7KADy

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To allow for public testing and evaluate real-life performance of the predictor https://t.co/AAI3DRVTPg

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The ensemble approach may facilitate integration of multi-modal data linked https://t.co/9wL71HuBxD

chronological age and sex that may lead to simple, minimally invasive https://t.co/xgNWgSRJfT

performing cross-species feature importance analysis. https://t.co/1a5vYbJ6fs

measured to track the effectiveness of therapeutic interventions. In this study, https://t.co/9SG6C7L72y

One of the major impediments in human aging research https://t.co/llFrnu0XjZ

Department of Biomedical Engineering, Boston University, Boston, MA 02215, USA https://t.co/KCa79zec5a

School of Systems Biology, George Mason University (GMU), Fairfax, VA 22030, USA https://t.co/vv4EZzXrko

Article - https://t.co/atwOwMuz4B Altmetric article report - https://t.co/2m9oSzTJvn

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7 Department of Genetics, Albert Einstein College of Medicine, https://t.co/OHeNFb5Dpv

7 Department of Genetics, Albert Einstein College https://t.co/OHeNFb5Dpv

7 Department of Genetics, Albert https://t.co/OHeNFb5Dpv

6 Department of Biomedical Engineering, Boston University, Boston, MA 02215, USA https://t.co/OHeNFb5Dpv

6 Department of Biomedical Engineering, Boston Un https://t.co/OHeNFb5Dpv

6 Department of Biomedical Engineering, Boston University, Boston, MA 02215 https://t.co/OHeNFb5Dpv

, Boston University, Boston, MA 02215, https://t.co/OHeNFb5Dpv

6 Department of Biomedical Engineering https://t.co/OHeNFb5Dpv

5 Invitro Laboratory, Ltd, Moscow 125047, Russia https://t.co/OHeNFb5Dpv

5 Invitro Laboratory, Ltd, Moscow 12 https://t.co/OHeNFb5Dpv

5 Invitro Laboratory, Ltd, Moscow https://t.co/OHeNFb5Dpv

Invitro Laboratory, Ltd, https://t.co/OHeNFb5Dpv

, VA 22030, USA https://t.co/OHeNFb5Dpv

University (GMU), Fairfax, https://t.co/OHeNFb5Dpv

George Mason Univers https://t.co/OHeNFb5Dpv

4 School of Systems Biology https://t.co/OHeNFb5Dpv

4 School of Systems B https://t.co/OHeNFb5Dpv

, Oxford, UK https://t.co/OHeNFb5Dpv

y Research Foundation, https://t.co/OHeNFb5Dpv

The Biogerontology https://t.co/OHeNFb5Dpv

Petersburg 197101, Russia https://t.co/OHeNFb5Dpv

St. Petersburg 197 https://t.co/OHeNFb5Dpv

, ITMO University, St. Pe https://t.co/OHeNFb5Dpv

2 Computer Technologies La https://t.co/OHeNFb5Dpv

, Baltimore, MD 21218, USA https://t.co/OHeNFb5Dpv

Insilico Medicine, Inc, Baltim https://t.co/OHeNFb5Dpv

Pharma.AI Department, https://t.co/OHeNFb5Dpv

Alex Zhavoronko https://t.co/OHeNFb5Dpv

Jan Vijg 7 https://t.co/OHeNFb5Dpv

Charles Canto https://t.co/OHeNFb5Dpv

Alexander Ostrovskiy https://t.co/OHeNFb5Dpv

Alexey Kolosov 5 https://t.co/OHeNFb5Dpv

Alexey Moskalev https://t.co/OHeNFb5Dpv

Evgeny Putin https://t.co/OHeNFb5Dpv