Ensemble deep learning in bioinformatics

Y Cao, TA Geddes, JYH Yang, P Yang - Nature Machine Intelligence, 2020 - nature.com
The remarkable flexibility and adaptability of ensemble methods and deep learning models
have led to the proliferation of their application in bioinformatics research. Traditionally …

Paving the way to single-molecule protein sequencing

L Restrepo-Pérez, C Joo, C Dekker - Nature nanotechnology, 2018 - nature.com
Proteins are major building blocks of life. The protein content of a cell and an organism
provides key information for the understanding of biological processes and disease. Despite …

Progress in top-down proteomics and the analysis of proteoforms

TK Toby, L Fornelli, NL Kelleher - Annual review of analytical …, 2016 - annualreviews.org
From a molecular perspective, enactors of function in biology are intact proteins that can be
variably modified at the genetic, transcriptional, or post-translational level. Over the past 30 …

Six alternative proteases for mass spectrometry–based proteomics beyond trypsin

P Giansanti, L Tsiatsiani, TY Low, AJR Heck - Nature protocols, 2016 - nature.com
Protein digestion using a dedicated protease represents a key element in a typical mass
spectrometry (MS)-based shotgun proteomics experiment. Up to now, digestion has been …

Targeted data extraction of the MS/MS spectra generated by data-independent acquisition: a new concept for consistent and accurate proteome analysis

LC Gillet, P Navarro, S Tate, H Röst, N Selevsek… - Molecular & Cellular …, 2012 - ASBMB
Most proteomic studies use liquid chromatography coupled to tandem mass spectrometry to
identify and quantify the peptides generated by the proteolysis of a biological sample …

Multidimensional proteomics for cell biology

M Larance, AI Lamond - Nature reviews Molecular cell biology, 2015 - nature.com
The proteome is a dynamic system in which each protein has interconnected properties—
dimensions—that together contribute to the phenotype of a cell. Measuring these properties …

The one hour yeast proteome

AS Hebert, AL Richards, DJ Bailey, A Ulbrich… - Molecular & Cellular …, 2014 - ASBMB
We describe the comprehensive analysis of the yeast proteome in just over one hour of
optimized analysis. We achieve this expedited proteome characterization with improved …

Mass spectrometry-based proteomics using Q Exactive, a high-performance benchtop quadrupole Orbitrap mass spectrometer

A Michalski, E Damoc, JP Hauschild, O Lange… - Molecular & cellular …, 2011 - ASBMB
Mass spectrometry-based proteomics has greatly benefitted from enormous advances in
high resolution instrumentation in recent years. In particular, the combination of a linear ion …

Measuring protein structural changes on a proteome-wide scale using limited proteolysis-coupled mass spectrometry

S Schopper, A Kahraman, P Leuenberger, Y Feng… - Nature protocols, 2017 - nature.com
Protein structural changes induced by external perturbations or internal cues can profoundly
influence protein activity and thus modulate cellular physiology. A number of biophysical …

Quantitative, high-resolution proteomics for data-driven systems biology

J Cox, M Mann - Annual review of biochemistry, 2011 - annualreviews.org
Systems biology requires comprehensive data at all molecular levels. Mass spectrometry
(MS)-based proteomics has emerged as a powerful and universal method for the global …