Multimodal machine learning in precision health: A scoping review

A Kline, H Wang, Y Li, S Dennis, M Hutch, Z Xu - npj Digital , 2022 - nature.com
Abstract Machine learning is frequently being leveraged to tackle problems in the health
sector including utilization for clinical decision-support. Its use has historically been focused 

Hallmarks of health

C Lpez-Otn, G Kroemer - Cell, 2021 - cell.com
Health is usually defined as the absence of pathology. Here, we endeavor to define health
as a compendium of organizational and dynamic features that maintain physiology. The 

Metabolomic profiles predict individual multidisease outcomes

T Buergel, J Steinfeldt, G Ruyoga, M Pietzner - Nature medicine, 2022 - nature.com
Risk stratification is critical for the early identification of high-risk individuals and disease
prevention. Here we explored the potential of nuclear magnetic resonance (NMR) 

[HTML][HTML] Nonlinear dynamics of multi-omics profiles during human aging

X Shen, C Wang, X Zhou, W Zhou, D Hornburg, S Wu - Nature aging, 2024 - nature.com
Aging is a complex process associated with nearly all diseases. Understanding the
molecular changes underlying aging and identifying therapeutic targets for aging-related 

Microbiome definition re-visited: old concepts and new challenges

G Berg, D Rybakova, D Fischer, T Cernava - Microbiome, 2020 - Springer
The field of microbiome research has evolved rapidly over the past few decades and has
become a topic of great scientific and public interest. As a result of this rapid growth in 

Multi-omics profiling for health

M Babu, M Snyder - Molecular & Cellular Proteomics, 2023 - ASBMB
The world has witnessed a steady rise in both non-infectious and infectious chronic
diseases, prompting a cross-disciplinary approach to understand and treating disease 

[HTML][HTML] Chronic inflammation in the etiology of disease across the life span

D Furman, J Campisi, E Verdin, P Carrera-Bastos - Nature medicine, 2019 - nature.com
Although intermittent increases in inflammation are critical for survival during physical injury
and infection, recent research has revealed that certain social, environmental and lifestyle 

The gut microbiota in prediabetes and diabetes: a population-based cross-sectional study

H Wu, V Tremaroli, C Schmidt, A Lundqvist, LM Olsson - Cell metabolism, 2020 - cell.com
The link between the gut microbiota and type 2 diabetes (T2D) warrants further investigation
because of known confounding effects from antidiabetic treatment. Here, we profiled the gut 

The integrative human microbiome project

HMP Integrative, LM Proctor, HH Creasy - , 2019 - ui.adsabs.harvard.edu
Abstract The NIH Human Microbiome Project (HMP) has been carried out over ten years and
two phases to provide resources, methods, and discoveries that link interactions between 

[HTML][HTML] The foundation and architecture of precision medicine in neurology and psychiatry

H Hampel, P Gao, J Cummings, N Toschi - Trends in , 2023 - cell.com
Neurological and psychiatric diseases have high degrees of genetic and pathophysiological
heterogeneity, irrespective of clinical manifestations. Traditional medical paradigms have