{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"institution":[{"name":"bioRxiv"}],"indexed":{"date-parts":[[2026,1,15]],"date-time":"2026-01-15T23:20:43Z","timestamp":1768519243938,"version":"3.49.0"},"posted":{"date-parts":[[2024,11,18]]},"group-title":"Systems Biology","reference-count":58,"publisher":"openRxiv","license":[{"start":{"date-parts":[[2024,11,18]],"date-time":"2024-11-18T00:00:00Z","timestamp":1731888000000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"accepted":{"date-parts":[[2024,11,19]]},"abstract":"<jats:title>ABSTRACT<\/jats:title>\n                <jats:p>\n                  <jats:italic>Treponema pallidum<\/jats:italic>\n                  , the causative agent of syphilis, poses a significant global health threat. Its strict intracellular lifestyle and challenges in\n                  <jats:italic>in vitro<\/jats:italic>\n                  cultivation have impeded detailed metabolic characterization. In this study, we present iTP251, the first genome-scale metabolic model of\n                  <jats:italic>T. pallidum<\/jats:italic>\n                  , reconstructed and extensively curated to capture its unique metabolic features. These refinements included the curation of key reactions such as pyrophosphate-dependent phosphorylation and pathways for nucleotide synthesis, amino acid synthesis, and cofactor metabolism. The model demonstrated high predictive accuracy, validated by a MEMOTE score of 92%. To further enhance its predictive capabilities, we developed ec-iTP251, an enzyme-constrained version of iTP251, incorporating enzyme turnover rate and molecular weight information for all reactions having gene-protein-reaction associations. Ec-iTP251 provides detailed insights into protein allocation across carbon sources, showing strong agreement with proteomics data (Pearson\u2019s correlation of 0.88) in the central carbon pathway. Moreover, the thermodynamic analysis revealed that lactate uptake serves as an additional ATP-generating strategy to utilize unused proteomes, albeit at the cost of reducing the driving force of the central carbon pathway by 27%. Subsequent analysis identified glycerol-3-phosphate dehydrogenase as an alternative electron sink, compensating for the absence of a conventional electron transport chain while maintaining cellular redox balance. These findings highlight\n                  <jats:italic>T. pallidum<\/jats:italic>\n                  \u2019s metabolic adaptations for survival and redox balance in intracellular environments, providing a foundation for future research into its unique bioenergetics.\n                <\/jats:p>\n                <jats:sec>\n                  <jats:title>IMPORTANCE<\/jats:title>\n                  <jats:p>\n                    This study advances our understanding of\n                    <jats:italic>Treponema pallidum<\/jats:italic>\n                    , the syphilis-causing pathogen, through the reconstruction of iTP251, the first genome-scale metabolic model for this organism, and its enzyme-constrained version, ec-iTP251. The work addresses challenges of studying\n                    <jats:italic>T. pallidum<\/jats:italic>\n                    due to its strict intracellular nature and difficulties in\n                    <jats:italic>in vitro<\/jats:italic>\n                    cultivation. Validated with strong agreement to proteomics data, the model demonstrates high predictive reliability. Key insights include unique metabolic adaptations such as lactate uptake for ATP production and alternative redox-balancing mechanisms. These findings provide a robust framework for future studies aimed at unraveling the pathogen\u2019s survival strategies and identifying potential metabolic vulnerabilities.\n                  <\/jats:p>\n                <\/jats:sec>","DOI":"10.1101\/2024.11.17.624049","type":"posted-content","created":{"date-parts":[[2024,11,18]],"date-time":"2024-11-18T21:55:12Z","timestamp":1731966912000},"source":"Crossref","is-referenced-by-count":0,"title":["Enzyme-constrained Metabolic Model of\n                  <i>Treponema pallidum<\/i>\n                  Identified Glycerol-3-phosphate Dehydrogenase as an Alternate Electron Sink"],"prefix":"10.64898","author":[{"given":"Nabia","family":"Shahreen","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Niaz Bahar","family":"Chowdhury","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Edward","family":"Stone","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Elle","family":"Knobbe","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2974-0243","authenticated-orcid":false,"given":"Rajib","family":"Saha","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"54368","reference":[{"key":"2024112206250513000_2024.11.17.624049v2.1","doi-asserted-by":"publisher","DOI":"10.1038\/nrmicro.2016.141"},{"key":"2024112206250513000_2024.11.17.624049v2.2","unstructured":"Fraser CM , Norris SJ , Weinstock GM , White O , Sutton GG , Dodson R , Gwinn M , Hickey EK , Clayton R , Ketchum KA , Sodergren E , Hardham JM , Mcleod MP , Salzberg S , Peterson J , Khalak H , Richardson D , Howell JK , Chidambaram M , Utterback T , Mcdonald L , Artiach P , Bowman C , Cotton MD , Fujii C , Garland S , Hatch B , Horst K , Roberts K , Sandusky M , Weidman J , Smith HO , Venter JC. 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