Using MetaboAnalyst 5.0 for LC–HRMS spectra processing, multi-omics integration and covariate adjustment of global metabolomics data

Z Pang, G Zhou, J Ewald, L Chang, O Hacariz… - Nature protocols, 2022 - nature.com
Liquid chromatography coupled with high-resolution mass spectrometry (LC–HRMS) has
become a workhorse in global metabolomics studies with growing applications across …

Proteogenomic data and resources for pan-cancer analysis

Y Li, Y Dou, FDV Leprevost, Y Geffen, AP Calinawan… - Cancer cell, 2023 - cell.com
Summary The National Cancer Institute's Clinical Proteomic Tumor Analysis Consortium
(CPTAC) investigates tumors from a proteogenomic perspective, creating rich multi-omics …

Molecular basis of astrocyte diversity and morphology across the CNS in health and disease

F Endo, A Kasai, JS Soto, X Yu, Z Qu, H Hashimoto… - Science, 2022 - science.org
Astrocytes, a type of glia, are abundant and morphologically complex cells. Here, we report
astrocyte molecular profiles, diversity, and morphology across the mouse central nervous …

Single-cell RNA-seq reveals cell type–specific molecular and genetic associations to lupus

RK Perez, MG Gordon, M Subramaniam, MC Kim… - Science, 2022 - science.org
Systemic lupus erythematosus (SLE) is a heterogeneous autoimmune disease. Knowledge
of circulating immune cell types and states associated with SLE remains incomplete. We …

Single-cell eQTL mapping identifies cell type–specific genetic control of autoimmune disease

S Yazar, J Alquicira-Hernandez, K Wing, A Senabouth… - Science, 2022 - science.org
The human immune system displays substantial variation between individuals, leading to
differences in susceptibility to autoimmune disease. We present single-cell RNA sequencing …

Heterogeneous aging across multiple organ systems and prediction of chronic disease and mortality

YE Tian, V Cropley, AB Maier, NT Lautenschlager… - Nature medicine, 2023 - nature.com
Biological aging of human organ systems reflects the interplay of age, chronic disease,
lifestyle and genetic risk. Using longitudinal brain imaging and physiological phenotypes …

Intestinal microbiota signatures of clinical response and immune-related adverse events in melanoma patients treated with anti-PD-1

JA McCulloch, D Davar, RR Rodrigues, JH Badger… - Nature medicine, 2022 - nature.com
Ample evidence indicates that the gut microbiome is a tumor-extrinsic factor associated with
antitumor response to anti-programmed cell death protein-1 (PD-1) therapy, but …

Current progress and open challenges for applying deep learning across the biosciences

N Sapoval, A Aghazadeh, MG Nute… - Nature …, 2022 - nature.com
Deep Learning (DL) has recently enabled unprecedented advances in one of the grand
challenges in computational biology: the half-century-old problem of protein structure …

Predicting cancer outcomes with radiomics and artificial intelligence in radiology

K Bera, N Braman, A Gupta, V Velcheti… - Nature reviews Clinical …, 2022 - nature.com
The successful use of artificial intelligence (AI) for diagnostic purposes has prompted the
application of AI-based cancer imaging analysis to address other, more complex, clinical …

A cellular hierarchy framework for understanding heterogeneity and predicting drug response in acute myeloid leukemia

AGX Zeng, S Bansal, L Jin, A Mitchell, WC Chen… - Nature medicine, 2022 - nature.com
The treatment landscape of acute myeloid leukemia (AML) is evolving, with promising
therapies entering clinical translation, yet patient responses remain heterogeneous, and …