PXD062479 is an
original dataset announced via ProteomeXchange.
Dataset Summary
Title | Mapping the Toxoplasma gondii cytosolic interactome by crosslinking mass spectrometry and machine learning |
Description | Protein–protein interactions (PPIs) are fundamental to cellular processes and pathogen biology, yet remain undercharacterized in the human parasite Toxoplasma gondii. Here, we apply crosslinking mass spectrometry (XL-MS) to map the cytosolic interactome of T. gondii tachyzoites at proteome scale. Using an optimized workflow that combines MS-cleavable and non-cleavable crosslinker searches, we identified 391 PPIs and over 5,000 residue-residue contacts, including known complexes such as the ribosome and proteasome, as well as novel interactions among dense granule proteins. Structural mapping confirmed the spatial plausibility of crosslinks, while detection of homo-dimers and transient interactions highlighted the sensitivity of our approach. We further employed machine learning using LightGBM to rescue lower-confidence interactions by integrating large-scale biological data including gene expression, subcellular localization, and known functional associations. The model achieved 98.7% accuracy and enabled expanded interactome reconstruction. This study establishes XL-MS as a powerful tool for characterizing PPIs in parasites and provides a foundational interactome for T. gondii, with implications for understanding parasite biology and host-pathogen interactions. |
HostingRepository | PRIDE |
AnnounceDate | 2025-07-26 |
AnnouncementXML | Submission_2025-07-26_05:56:49.888.xml |
DigitalObjectIdentifier | |
ReviewLevel | Peer-reviewed dataset |
DatasetOrigin | Original dataset |
RepositorySupport | Unsupported dataset by repository |
PrimarySubmitter | Simone Sidoli |
SpeciesList | scientific name: Toxoplasma gondii type I; NCBI TaxID: 1209525; |
ModificationList | No PTMs are included in the dataset |
Instrument | Orbitrap Exploris 480 |
Dataset History
Revision | Datetime | Status | ChangeLog Entry |
0 | 2025-04-01 13:39:12 | ID requested | |
⏵ 1 | 2025-07-26 05:56:50 | announced | |
Publication List
Dataset with its publication pending |
Keyword List
submitter keyword: machine learning, cytosol, protein–protein interactions, dense granule proteins, crosslinking mass spectrometry, interactome, DSBSO, host-pathogen interactions, structural mapping,Toxoplasma gondii, LightGBM, parasite proteomics, ribosome, proteasome |
Contact List
Simone Sidoli |
contact affiliation | Department of Biochemistry, Albert Einstein College of Medicine, Bronx, NY 10461, United States |
contact email | simone.sidoli@einsteinmed.edu |
lab head | |
Simone Sidoli |
contact affiliation | Albert Einstein College of Medicine |
contact email | simone.sidoli@gmail.com |
dataset submitter | |
Full Dataset Link List
Dataset FTP location
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PRIDE project URI |
Repository Record List
[ + ]
[ - ]
- PRIDE
- PXD062479
- Label: PRIDE project
- Name: Mapping the Toxoplasma gondii cytosolic interactome by crosslinking mass spectrometry and machine learning