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While identifying novel drug targets is vital, the process is delayed due to a lack of functional information on many of the pathogen\u2019s proteins. Accordingly, this paper presents a computational framework for prioritizing drug targets within the editosome, a vital molecular machinery responsible for mitochondrial RNA processing in <jats:italic>T. brucei<\/jats:italic>. Importantly, this framework may eliminate the need for prior gene or protein characterization, potentially accelerating drug discovery efforts.<\/jats:p>\n              <\/jats:sec><jats:sec>\n                <jats:title>Results<\/jats:title>\n                <jats:p>By integrating protein-protein interaction (PPI) network analysis, PPI structural modeling, and residue interaction network (RIN) analysis, we quantitatively ranked and identified top hub editosome proteins, their key interaction interfaces, and hotspot residues. Our findings were cross-validated and further prioritized by incorporating them into gene set analysis and differential expression analysis of existing quantitative proteomics data across various life stages of <jats:italic>T. brucei<\/jats:italic>. In doing so, we highlighted PPIs such as KREL2-KREPA1, RESC2-RESC1, RESC12A-RESC13, and RESC10-RESC6 as top candidates for further investigation. This includes examining their interfaces and hotspot residues, which could guide drug candidate selection and functional studies.<\/jats:p>\n              <\/jats:sec><jats:sec>\n                <jats:title>Conclusion<\/jats:title>\n                <jats:p>RNA editing offers promise for target-based drug discovery, particularly with proteins and interfaces that play central roles in the pathogen\u2019s life cycle. This study introduces an integrative drug target identification workflow combining information from the PPI network, PPI 3D structure, and reside-level information of their interface which can be applicable to diverse pathogens. In the case of <jats:italic>T. brucei<\/jats:italic>, via this pipeline, the present study suggested potential drug targets with residue-resolution from RNA editing machinery. However, experimental validation is needed to fully realize its potential in advancing urgently needed antiparasitic drug development.<\/jats:p>\n              <\/jats:sec>","DOI":"10.1186\/s12860-024-00499-4","type":"journal-article","created":{"date-parts":[[2024,1,26]],"date-time":"2024-01-26T08:02:03Z","timestamp":1706256123000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Prioritization of Trypanosoma brucei editosome protein interactions interfaces at residue resolution through proteome-scale network analysis"],"prefix":"10.1186","volume":"25","author":[{"given":"Naghmeh","family":"Poorinmohammad","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Reza","family":"Salavati","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,1,26]]},"reference":[{"key":"499_CR1","doi-asserted-by":"publisher","first-page":"283","DOI":"10.1242\/jcs.01649","volume":"118","author":"KR Matthews","year":"2005","unstructured":"Matthews KR. 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