Spatial multi-omics: deciphering technological landscape of integration of multi-omics and its applications

X Liu, T Peng, M Xu, S Lin, B Hu, T Chu, B Liu… - Journal of Hematology & …, 2024 - Springer
The emergence of spatial multi-omics has helped address the limitations of single-cell
sequencing, which often leads to the loss of spatial context among cell populations …

Positive-unlabeled learning in bioinformatics and computational biology: a brief review

F Li, S Dong, A Leier, M Han, X Guo, J Xu… - Briefings in …, 2022 - academic.oup.com
Conventional supervised binary classification algorithms have been widely applied to
address significant research questions using biological and biomedical data. This …

Analysis of DIA proteomics data using MSFragger-DIA and FragPipe computational platform

F Yu, GC Teo, AT Kong, K Fröhlich, GX Li… - Nature …, 2023 - nature.com
Liquid chromatography (LC) coupled with data-independent acquisition (DIA) mass
spectrometry (MS) has been increasingly used in quantitative proteomics studies. Here, we …

Protein interaction landscapes revealed by advanced in vivo cross-linking–mass spectrometry

A Wheat, C Yu, X Wang, AM Burke… - Proceedings of the …, 2021 - National Acad Sciences
Defining protein–protein interactions (PPIs) in their native environment is crucial to
understanding protein structure and function. Cross-linking–mass spectrometry (XL-MS) has …

Tapioca: a platform for predicting de novo protein–protein interactions in dynamic contexts

TJ Reed, MD Tyl, A Tadych, OG Troyanskaya… - Nature …, 2024 - nature.com
Protein–protein interactions (PPIs) drive cellular processes and responses to environmental
cues, reflecting the cellular state. Here we develop Tapioca, an ensemble machine learning …

DIP-MS: ultra-deep interaction proteomics for the deconvolution of protein complexes

F Frommelt, A Fossati, F Uliana, F Wendt, P Xue… - Nature …, 2024 - nature.com
Most proteins are organized in macromolecular assemblies, which represent key functional
units regulating and catalyzing most cellular processes. Affinity purification of the protein of …

State of the interactomes: an evaluation of molecular networks for generating biological insights

SN Wright, S Colton, LV Schaffer, RT Pillich… - Molecular Systems …, 2025 - embopress.org
Advancements in genomic and proteomic technologies have powered the creation of large
gene and protein networks (“interactomes”) for understanding biological systems. However …

Meta-analysis defines principles for the design and analysis of co-fractionation mass spectrometry experiments

MA Skinnider, LJ Foster - Nature Methods, 2021 - nature.com
Co-fractionation mass spectrometry (CF-MS) has emerged as a powerful technique for
interactome mapping. However, there is little consensus on optimal strategies for the design …

Next-generation proteomics for quantitative Jumbophage-bacteria interaction mapping

A Fossati, D Mozumdar, C Kokontis… - Nature …, 2023 - nature.com
Host-pathogen interactions are pivotal in regulating establishment, progression, and
outcome of an infection. While affinity-purification mass spectrometry has become …

Improved in situ characterization of protein complex dynamics at scale with thermal proximity co-aggregation

S Sun, Z Zheng, J Wang, F Li, A He, K Lai… - Nature …, 2023 - nature.com
Cellular activities are carried out vastly by protein complexes but large repertoire of protein
complexes remains functionally uncharacterized which necessitate new strategies to …