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CoPPIs algorithm: a tool to unravel protein cooperative strategies in pathophysiological conditions.

作者信息

Lomagno Andrea, Yusuf Ishak, Tosadori Gabriele, Bonanomi Dario, Luigi Mauri Pietro, Di Silvestre Dario

机构信息

Clinical Proteomics Laboratory, Elixir Infrastructure, Institute for Biomedical Technologies - National Research Council, F.lli Cervi 93, 20054 Segrate, Milan, Italy.

Institute of Microbiology, Czech Academy of Sciences, Vídeňská 1083, 14200 Praha 4, Czech Republic.

出版信息

Brief Bioinform. 2025 Mar 4;26(2). doi: 10.1093/bib/bbaf146.


DOI:10.1093/bib/bbaf146
PMID:40194557
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11975363/
Abstract

We present here the co-expressed protein-protein interactions algorithm. In addition to minimizing correlation-causality imbalance and contextualizing protein-protein interactions to the investigated systems, it combines protein-protein interactions and protein co-expression networks to identify differentially correlated functional modules. To test the algorithm, we processed a set of proteomic profiles from different brain regions of controls and subjects affected by idiopathic Parkinson's disease or carrying a GBA1 mutation. Its robustness was supported by the extraction of functional modules, related to translation and mitochondria, whose involvement in Parkinson's disease pathogenesis is well documented. Furthermore, the selection of hubs and bottlenecks from the weightedprotein-protein interactions networks provided molecular clues consistent with the Parkinson pathophysiology. Of note, like quantification, the algorithm revealed less variations when comparing disease groups than when comparing diseased and controls. However, correlation and quantification results showed low overlap, suggesting the complementarity of these measures. An observation that opens the way to a new investigation strategy that takes into account not only protein expression, but also the level of coordination among proteins that cooperate to perform a given function.

摘要
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4f07/11975363/c0320f1d0312/bbaf146f7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4f07/11975363/bf4d1e0cba5d/bbaf146f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4f07/11975363/d7f77635606e/bbaf146f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4f07/11975363/4edb05e9fb83/bbaf146f3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4f07/11975363/413e17d7ce73/bbaf146f4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4f07/11975363/99d34fea0062/bbaf146f5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4f07/11975363/2c3a1c9a2c34/bbaf146f6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4f07/11975363/c0320f1d0312/bbaf146f7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4f07/11975363/bf4d1e0cba5d/bbaf146f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4f07/11975363/d7f77635606e/bbaf146f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4f07/11975363/4edb05e9fb83/bbaf146f3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4f07/11975363/413e17d7ce73/bbaf146f4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4f07/11975363/99d34fea0062/bbaf146f5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4f07/11975363/2c3a1c9a2c34/bbaf146f6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4f07/11975363/c0320f1d0312/bbaf146f7.jpg

相似文献

[1]
CoPPIs algorithm: a tool to unravel protein cooperative strategies in pathophysiological conditions.

Brief Bioinform. 2025-3-4

[2]
Construction and analysis of the protein-protein interaction networks based on gene expression profiles of Parkinson's disease.

PLoS One. 2014-8-29

[3]
Comparing GBA1-Parkinson's disease and idiopathic Parkinson's disease: α-Synuclein oligomers and synaptic density as biomarkers in the skin biopsy.

Brain Pathol. 2024-11

[4]
-Associated Parkinson's Disease Is a Distinct Entity.

Int J Mol Sci. 2024-6-28

[5]
Disturbed Mitochondria-Lysosome Crosstalk in GBA1-Associated Parkinson's Disease.

Mov Disord. 2021-8

[6]
The annotation of has been concealed by its protein-coding pseudogene .

Sci Adv. 2024-6-28

[7]
Reduced glucocerebrosidase is associated with increased α-synuclein in sporadic Parkinson's disease.

Brain. 2014-1-28

[8]
Dysregulation of mitochondria-lysosome contacts by GBA1 dysfunction in dopaminergic neuronal models of Parkinson's disease.

Nat Commun. 2021-3-22

[9]
Functional module search in protein networks based on semantic similarity improves the analysis of proteomics data.

Mol Cell Proteomics. 2014-7

[10]
LRRK2 and GBA Variants Exert Distinct Influences on Parkinson's Disease-Specific Metabolic Networks.

Cereb Cortex. 2020-5-14

本文引用的文献

[1]
-Associated Parkinson's Disease Is a Distinct Entity.

Int J Mol Sci. 2024-6-28

[2]
Isolation and quantification of L1CAM-positive extracellular vesicles on a chip as a potential biomarker for Parkinson's Disease.

J Extracell Vesicles. 2024-6

[3]
Mitochondrial complex I deficiency stratifies idiopathic Parkinson's disease.

Nat Commun. 2024-4-29

[4]
Large-scale proteomics analysis of five brain regions from Parkinson's disease patients with a GBA1 mutation.

NPJ Parkinsons Dis. 2024-2-8

[5]
Ubiquitin Carboxyl-Terminal Hydrolase L1 and Its Role in Parkinson's Disease.

Int J Mol Sci. 2024-1-21

[6]
Mitochondrial dysfunction in Parkinson's disease - a key disease hallmark with therapeutic potential.

Mol Neurodegener. 2023-11-11

[7]
USP7 attenuates endoplasmic reticulum stress-induced apoptotic cell death through deubiquitination and stabilization of FBXO7.

PLoS One. 2023

[8]
A computational framework for the inference of protein complex remodeling from whole-proteome measurements.

Nat Methods. 2023-10

[9]
Differentially Expressed Genes, miRNAs and Network Models: A Strategy to Shed Light on Molecular Interactions Driving HNSCC Tumorigenesis.

Cancers (Basel). 2023-9-4

[10]
Mitochondrial Neurodegenerative Diseases: Three Mitochondrial Ribosomal Proteins as Intermediate Stage in the Pathway That Associates Damaged Genes with Alzheimer's and Parkinson's.

Biology (Basel). 2023-7-8

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