Extracting biological age from biomedical data via deep learning: too much of a good thing?

DNA methylation-based forensic age prediction using artificial neural networks and next generation sequencing

(2017) Athina Vidaki et al.   Forensic Science International-Genetics

Predicting age by mining electronic medical records with deep learning characterizes differences between chronological and physiological age

(2017) Zichen Wang et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Strehler-Mildvan correlation is a degenerate manifold of Gompertz fit

(2017) Andrei E. Tarkhov et al.   JOURNAL OF THEORETICAL BIOLOGY

A Review of Activity Trackers for Senior Citizens: Research Perspectives, Commercial Landscape and the Role of the Insurance Industry

(2017) et al.   SENSORS

Precision Radiology: Predicting longevity using feature engineering and deep learning methods in a radiomics framework

(2017) Luke Oakden-Rayner et al.   Scientific Reports

Deep biomarkers of aging are population-dependent

(2016) Alan Cohen et al.   Aging-US

Age-related changes in gut microbiota composition from newborn to centenarian: a cross-sectional study

(2016) Toshitaka Odamaki et al.   BMC MICROBIOLOGY

Deep Convolutional and LSTM Recurrent Neural Networks for Multimodal Wearable Activity Recognition

(2016) Francisco Ordóñez et al.   SENSORS

DNA methylation age is associated with mortality in a longitudinal Danish twin study

(2015) Lene Christiansen et al.   AGING CELL

Accelerated epigenetic aging in Down syndrome

(2015) Steve Horvath et al.   AGING CELL

Decreased epigenetic age of PBMCs from Italian semi-supercentenarians and their offspring

(2015) Steve Horvath et al.   Aging-US

HIV-1 Infection Accelerates Age According to the Epigenetic Clock

(2015) Steve Horvath et al.   JOURNAL OF INFECTIOUS DISEASES

The transcriptional landscape of age in human peripheral blood

(2015) Marjolein J. Peters et al.   Nature Communications

Protein profiling reveals consequences of lifestyle choices on predicted biological aging

(2015) Stefan Enroth et al.   Scientific Reports

UK Biobank: An Open Access Resource for Identifying the Causes of a Wide Range of Complex Diseases of Middle and Old Age

(2015) Cathie Sudlow et al.   PLOS MEDICINE

DNA methylation age of blood predicts all-cause mortality in later life

(2015) Riccardo E Marioni et al.   GENOME BIOLOGY

Obesity accelerates epigenetic aging of human liver

(2014) S. Horvath et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Glycans Are a Novel Biomarker of Chronological and Biological Ages

(2013) Jasminka Krištić et al.   JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES

DNA methylation age of human tissues and cell types

(2013) Steve Horvath   GENOME BIOLOGY

Modeling the Rate of Senescence: Can Estimated Biological Age Predict Mortality More Accurately Than Chronological Age?

(2012) M. E. Levine   JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES

Genome-wide Methylation Profiles Reveal Quantitative Views of Human Aging Rates

(2012) Gregory Hannum et al.   MOLECULAR CELL

A dictionary of behavioral motifs reveals clusters of genes affecting Caenorhabditis elegans locomotion

(2012) A. E. X. Brown et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Age-Dependent Changes in the Cerebrospinal Fluid Proteome by Slow Off-Rate Modified Aptamer Array

(2011) Geoffrey S. Baird et al.   AMERICAN JOURNAL OF PATHOLOGY

The Law of Mortality Revisited: Interspecies Comparisons of Mortality

(2009) S.J. Olshansky   JOURNAL OF COMPARATIVE PATHOLOGY