Diagnostics and correction of batch effects in large‐scale proteomic studies: a tutorial

J Čuklina, CH Lee, EG Williams, T Sajic… - Molecular systems …, 2021 - embopress.org
Advancements in mass spectrometry‐based proteomics have enabled experiments
encompassing hundreds of samples. While these large sample sets deliver much‐needed …

Comprehensive overview of bottom-up proteomics using mass spectrometry

Y Jiang, DAB Rex, D Schuster, BA Neely… - ACS Measurement …, 2024 - ACS Publications
Proteomics is the large scale study of protein structure and function from biological systems
through protein identification and quantification.“Shotgun proteomics” or “bottom-up …

Deep proteomics network and machine learning analysis of human cerebrospinal fluid in Japanese encephalitis virus infection

T Bharucha, B Gangadharan, A Kumar… - Journal of Proteome …, 2023 - ACS Publications
Japanese encephalitis virus is a leading cause of neurological infection in the Asia-Pacific
region with no means of detection in more remote areas. We aimed to test the hypothesis of …

Accounting for multiple imputation-induced variability for differential analysis in mass spectrometry-based label-free quantitative proteomics

M Chion, C Carapito, F Bertrand - PLOS Computational Biology, 2022 - journals.plos.org
Imputing missing values is common practice in label-free quantitative proteomics. Imputation
aims at replacing a missing value with a user-defined one. However, the imputation itself …

FedRBE--a decentralized privacy-preserving federated batch effect correction tool for omics data based on limma

Y Burankova, J Klemm, JJG Lohmann, A Taheri… - arXiv preprint arXiv …, 2024 - arxiv.org
Batch effects in omics data obscure true biological signals and constitute a major challenge
for privacy-preserving analyses of distributed patient data. Existing batch effect correction …

Privacy-Preserving Multi-Center Differential Protein Abundance Analysis with FedProt

Y Burankova, M Abele, M Bakhtiari, C von Törne… - arXiv preprint arXiv …, 2024 - arxiv.org
Quantitative mass spectrometry has revolutionized proteomics by enabling simultaneous
quantification of thousands of proteins. Pooling patient-derived data from multiple institutions …

Protein promise? Application of mass spectrometry-based proteomics techniques to identify cerebrospinal fluid biomarkers for diagnosing suspected central nervous …

TM Bharucha - 2022 - ora.ox.ac.uk
Neurological infections account for considerable death and disability worldwide. Even in the
best-resourced settings, existing diagnostic tests are inadequate and adversely affect patient …