Machine learning for integrating data in biology and medicine: Principles, practice, and opportunities

M Zitnik, F Nguyen, B Wang, J Leskovec… - Information …, 2019 - Elsevier
New technologies have enabled the investigation of biology and human health at an
unprecedented scale and in multiple dimensions. These dimensions include a myriad of …

Mass spectrometry‐based protein–protein interaction networks for the study of human diseases

AL Richards, M Eckhardt, NJ Krogan - Molecular systems biology, 2021 - embopress.org
A better understanding of the molecular mechanisms underlying disease is key for
expediting the development of novel therapeutic interventions. Disease mechanisms are …

OpenCell: Endogenous tagging for the cartography of human cellular organization

NH Cho, KC Cheveralls, AD Brunner, K Kim… - Science, 2022 - science.org
Elucidating the wiring diagram of the human cell is a central goal of the postgenomic era.
We combined genome engineering, confocal live-cell imaging, mass spectrometry, and data …

[HTML][HTML] Dual proteome-scale networks reveal cell-specific remodeling of the human interactome

EL Huttlin, RJ Bruckner, J Navarrete-Perea, JR Cannon… - Cell, 2021 - cell.com
Thousands of interactions assemble proteins into modules that impart spatial and functional
organization to the cellular proteome. Through affinity-purification mass spectrometry, we …

STRING v11: protein–protein association networks with increased coverage, supporting functional discovery in genome-wide experimental datasets

D Szklarczyk, AL Gable, D Lyon, A Junge… - Nucleic acids …, 2019 - academic.oup.com
Proteins and their functional interactions form the backbone of the cellular machinery. Their
connectivity network needs to be considered for the full understanding of biological …

CORUM: the comprehensive resource of mammalian protein complexes—2019

M Giurgiu, J Reinhard, B Brauner… - Nucleic acids …, 2019 - academic.oup.com
CORUM is a database that provides a manually curated repository of experimentally
characterized protein complexes from mammalian organisms, mainly human (67%), mouse …

[HTML][HTML] High-density proximity mapping reveals the subcellular organization of mRNA-associated granules and bodies

JY Youn, WH Dunham, SJ Hong, JDR Knight… - Molecular cell, 2018 - cell.com
Summary mRNA processing, transport, translation, and ultimately degradation involve a
series of dedicated protein complexes that often assemble into large membraneless …

Massive mining of publicly available RNA-seq data from human and mouse

A Lachmann, D Torre, AB Keenan, KM Jagodnik… - Nature …, 2018 - nature.com
RNA sequencing (RNA-seq) is the leading technology for genome-wide transcript
quantification. However, publicly available RNA-seq data is currently provided mostly in raw …

Proteomic and interactomic insights into the molecular basis of cell functional diversity

I Bludau, R Aebersold - Nature Reviews Molecular Cell Biology, 2020 - nature.com
The ability of living systems to adapt to changing conditions originates from their capacity to
change their molecular constitution. This is achieved by multiple mechanisms that modulate …

KEA3: improved kinase enrichment analysis via data integration

MV Kuleshov, Z Xie, ABK London, J Yang… - Nucleic acids …, 2021 - academic.oup.com
Phosphoproteomics and proteomics experiments capture a global snapshot of the cellular
signaling network, but these methods do not directly measure kinase state. Kinase …