Submitted:
29 February 2024
Posted:
01 March 2024
You are already at the latest version
Abstract
Keywords:
1. Introduction

2. Materials and Methods
2.1. Protein Sequences
2.2. Sequence Alignment
2.3. Phylogenetic Analyses
2.4. Screening Selected Proteomes Against HMM Profile Libraries
2.5. Gene Enrichment Analysis
3. Results
3.1. BLAST Pilot Experiment
3.2. Distribution of PFOR and Control Proteins along the Tree of Life
3.3. Phylogenetic Tree of PFOR
3.5. Proteome-Wide BLAST Surveys
3.6. GO Term Enrichment Analysis
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Data Availability Statement
Conflicts of Interest
References
- Hucho F. The pyruvate dehydrogenase multienzyme complex. Angew Chem Int Ed Engl. 1975 Sep;14(9):591-601. PMID: 811134. [CrossRef]
- Chabrière, E., M. H. Charon, A. Volbeda, L. Pieulle, E. C. Hatchikian and J. C. Fontecilla-Camps (1999). "Crystal structures of the key anaerobic enzyme pyruvate:ferredoxin oxidoreductase, free and in complex with pyruvate." Nat Struct Biol 6(2): 182-190.
- Charon, M. H., A. Volbeda, E. Chabriere, L. Pieulle and J. C. Fontecilla-Camps (1999). "Structure and electron transfer mechanism of pyruvate:ferredoxin oxidoreductase." Curr Opin Struct Biol 9(6): 663-669. [CrossRef]
- Gibson MI, Chen PY, Drennan CL. A structural phylogeny for understanding 2-oxoacid oxidoreductase function. Curr Opin Struct Biol. 2016 Dec;41:54-61. Epub 2016 Jun 14. PMID: 27315560; PMCID: PMC5381805. [CrossRef]
- Marczak, R., T. E. Gorrell and M. Müller (1983). "Hydrogenosomal ferredoxin of the anaerobic protozoon, Tritrichomonas foetus." J Biol Chem 258(20): 12427-12433.
- Moreno, S. N. and R. Docampo (1985). "Mechanism of toxicity of nitro compounds used in the chemotherapy of trichomoniasis." Environ Health Perspect 64: 199-208.
- Blamey, J. M. and M. W. Adams (1993). "Purification and characterization of pyruvate ferredoxin oxidoreductase from the hyperthermophilic archaeon Pyrococcus furiosus." Biochim Biophys Acta 1161(1): 19-27. [CrossRef]
- Hrdý, I. and M. Müller (1995). "Primary structure and eubacterial relationships of the pyruvate:ferredoxin oxidoreductase of the amitochondriate eukaryote Trichomonas vaginalis." J Mol Evol 41(3): 388-396.
- Embley, T. M., M. van der Giezen, D. S. Horner, P. L. Dyal and P. Foster (2003). "Mitochondria and hydrogenosomes are two forms of the same fundamental organelle." Philos Trans R Soc Lond B Biol Sci 358(1429): 191-201; discussion 201-192. [CrossRef]
- Müller, M. (1993). "The hydrogenosome." J Gen Microbiol 139(12): 2879-2889.
- Kulda, J. (1999). "Trichomonads, hydrogenosomes and drug resistance." Int J Parasitol 29(2): 199-212. [CrossRef]
- Benchimol, M. (2009). "Hydrogenosomes under microscopy." Tissue Cell 41(3): 151-168. [CrossRef]
- Benchimol, M., J. C. Almeida and W. de Souza (1996). "Further studies on the organization of the hydrogenosome in Tritrichomonas foetus." Tissue Cell 28(3): 287-299. [CrossRef]
- Roger, A. J., C. G. Clark and W. F. Doolittle (1996). "A possible mitochondrial gene in the early-branching amitochondriate protist Trichomonas vaginalis." Proc Natl Acad Sci U S A 93(25): 14618-14622. [CrossRef]
- Hrdy, I., R. P. Hirt, P. Dolezal, L. Bardonová, P. G. Foster, J. Tachezy and T. M. Embley (2004). "Trichomonas hydrogenosomes contain the NADH dehydrogenase module of mitochondrial complex I." Nature 432(7017): 618-622. [CrossRef]
- Makiuchi, T. and T. Nozaki (2014). "Highly divergent mitochondrion-related organelles in anaerobic parasitic protozoa." Biochimie 100: 3-17. [CrossRef]
- Lindmark, D. G. and M. Müller (1973). "Hydrogenosome, a cytoplasmic organelle of the anaerobic flagellate Tritrichomonas foetus, and its role in pyruvate metabolism." J Biol Chem 248(22): 7724-7728. [CrossRef]
- Hackstein, J. H., A. Akhmanova, B. Boxma, H. R. Harhangi and F. G. Voncken (1999). "Hydrogenosomes: eukaryotic adaptations to anaerobic environments." Trends Microbiol 7(11): 441-447. [CrossRef]
- Boxma, B., R. M. de Graaf, G. W. van der Staay, T. A. van Alen, G. Ricard, T. Gabaldón, A. H. van Hoek, S. Y. Moon-van der Staay, W. J. Koopman, J. J. van Hellemond, A. G. Tielens, T. Friedrich, M. Veenhuis, M. A. Huynen and J. H. Hackstein (2005). "An anaerobic mitochondrion that produces hydrogen." Nature 434(7029): 74-79. [CrossRef]
- Noth, J., D. Krawietz, A. Hemschemeier and T. Happe (2013). "Pyruvate:ferredoxin oxidoreductase is coupled to light-independent hydrogen production in Chlamydomonas reinhardtii." J Biol Chem 288(6): 4368-4377. [CrossRef]
- van Lis, R., C. Baffert, Y. Couté, W. Nitschke and A. Atteia (2013). "Chlamydomonas reinhardtii chloroplasts contain a homodimeric pyruvate:ferredoxin oxidoreductase that functions with FDX1." Plant Physiol 161(1): 57-71. [CrossRef]
- Rotte, C., F. Stejskal, G. Zhu, J. S. Keithly and W. Martin (2001). "Pyruvate : NADP+ oxidoreductase from the mitochondrion of Euglena gracilis and from the apicomplexan Cryptosporidium parvum: a biochemical relic linking pyruvate metabolism in mitochondriate and amitochondriate protists." Mol Biol Evol 18(5): 710-720. [CrossRef]
- Horner, D. S., R. P. Hirt and T. M. Embley (1999). "A single eubacterial origin of eukaryotic pyruvate: ferredoxin oxidoreductase genes: implications for the evolution of anaerobic eukaryotes." Mol Biol Evol 16(9): 1280-1291. [CrossRef]
- Juhas, M. (2015). "Horizontal gene transfer in human pathogens." Crit Rev Microbiol 41(1): 101-108. [CrossRef]
- Deng, Y., H. Xu, Y. Su, S. Liu, L. Xu, Z. Guo, J. Wu, C. Cheng and J. Feng (2019). "Horizontal gene transfer contributes to virulence and antibiotic resistance of Vibrio harveyi 345 based on complete genome sequence analysis." BMC Genomics 20(1): 761. [CrossRef]
- Wyres, K. L., R. R. Wick, L. M. Judd, R. Froumine, A. Tokolyi, C. L. Gorrie, M. M. C. Lam, S. Duchêne, A. Jenney and K. E. Holt (2019). "Distinct evolutionary dynamics of horizontal gene transfer in drug resistant and virulent clones of Klebsiella pneumoniae." PLoS Genet 15(4): e1008114. [CrossRef]
- Keeling, P. J. and J. D. Palmer (2008). "Horizontal gene transfer in eukaryotic evolution." Nat Rev Genet 9(8): 605-618. [CrossRef]
- Lacroix, B. and V. Citovsky (2016). "Transfer of DNA from Bacteria to Eukaryotes." mBio 7(4).
- Lacroix, B. and V. Citovsky (2018). "Beyond Agrobacterium-Mediated Transformation: Horizontal Gene Transfer from Bacteria to Eukaryotes." Curr Top Microbiol Immunol 418: 443-462.
- Ricard, G., N. R. McEwan, B. E. Dutilh, J. P. Jouany, D. Macheboeuf, M. Mitsumori, F. M. McIntosh, T. Michalowski, T. Nagamine, N. Nelson, C. J. Newbold, E. Nsabimana, A. Takenaka, N. A. Thomas, K. Ushida, J. H. Hackstein and M. A. Huynen (2006). "Horizontal gene transfer from Bacteria to rumen Ciliates indicates adaptation to their anaerobic, carbohydrates-rich environment." BMC Genomics 7: 22.
- Eme, L., E. Gentekaki, B. Curtis, J. M. Archibald and A. J. Roger (2017). "Lateral Gene Transfer in the Adaptation of the Anaerobic Parasite Blastocystis to the Gut." Curr Biol 27(6): 807-820.
- Doolittle, W. F. (1998). "You are what you eat: a gene transfer ratchet could account for bacterial genes in eukaryotic nuclear genomes." Trends Genet 14(8): 307-311. [CrossRef]
- Field, J., B. Rosenthal and J. Samuelson (2000). "Early lateral transfer of genes encoding malic enzyme, acetyl-CoA synthetase and alcohol dehydrogenases from anaerobic prokaryotes to Entamoeba histolytica." Mol Microbiol 38(3): 446-455.
- Hedges, S. B., H. Chen, S. Kumar, D. Y. Wang, A. S. Thompson and H. Watanabe (2001). "A genomic timescale for the origin of eukaryotes." BMC Evol Biol 1: 4. [CrossRef]
- Keeling, P. J. (2009). "Functional and ecological impacts of horizontal gene transfer in eukaryotes." Curr Opin Genet Dev 19(6): 613-619. [CrossRef]
- Schönknecht, G., W. H. Chen, C. M. Ternes, G. G. Barbier, R. P. Shrestha, M. Stanke, A. Bräutigam, B. J. Baker, J. F. Banfield, R. M. Garavito, K. Carr, C. Wilkerson, S. A. Rensing, D. Gagneul, N. E. Dickenson, C. Oesterhelt, M. J. Lercher and A. P. Weber (2013). "Gene transfer from bacteria and archaea facilitated evolution of an extremophilic eukaryote." Science 339(6124): 1207-1210. [CrossRef]
- Husnik, F. and J. P. McCutcheon (2018). "Functional horizontal gene transfer from bacteria to eukaryotes." Nat Rev Microbiol 16(2): 67-79. [CrossRef]
- Sibbald, S. J., L. Eme, J. M. Archibald and A. J. Roger (2020). "Lateral Gene Transfer Mechanisms and Pan-genomes in Eukaryotes." Trends Parasitol 36(11): 927-941. [CrossRef]
- Van Etten, J. and D. Bhattacharya (2020). "Horizontal Gene Transfer in Eukaryotes: Not if, but How Much?" Trends Genet 36(12): 915-925.
- Nixon, J. E., A. Wang, J. Field, H. G. Morrison, A. G. McArthur, M. L. Sogin, B. J. Loftus and J. Samuelson (2002). "Evidence for lateral transfer of genes encoding ferredoxins, nitroreductases, NADH oxidase, and alcohol dehydrogenase 3 from anaerobic prokaryotes to Giardia lamblia and Entamoeba histolytica." Eukaryot Cell 1(2): 181-190.
- Alsmark, U. C., T. Sicheritz-Ponten, P. G. Foster, R. P. Hirt and T. M. Embley (2009). "Horizontal gene transfer in eukaryotic parasites: a case study of Entamoeba histolytica and Trichomonas vaginalis." Methods Mol Biol 532: 489-500.
- Wittlin S, Mäser P. From Magic Bullet to Magic Bomb: Reductive Bioactivation of Antiparasitic Agents. ACS Infect Dis. 2021 Oct 8;7(10):2777-2786. Epub 2021 Sep 2. PMID: 3447283. [CrossRef]
- Upcroft, P. and J. A. Upcroft (2001). "Drug targets and mechanisms of resistance in the anaerobic protozoa." Clin Microbiol Rev 14(1): 150-164. [CrossRef]
- Pal, D., S. Banerjee, J. Cui, A. Schwartz, S. K. Ghosh and J. Samuelson (2009). "Giardia, Entamoeba, and Trichomonas enzymes activate metronidazole (nitroreductases) and inactivate metronidazole (nitroimidazole reductases)." Antimicrob Agents Chemother 53(2): 458-464.
- Lamp, K. C., C. D. Freeman, N. E. Klutman and M. K. Lacy (1999). "Pharmacokinetics and pharmacodynamics of the nitroimidazole antimicrobials." Clin Pharmacokinet 36(5): 353-373. [CrossRef]
- 46. Dingsdag SA, Hunter N. Metronidazole: an update on metabolism, structure-cytotoxicity and resistance mechanisms. J Antimicrob Chemother. 2018 Feb 1;73(2):265-279. PMID: 29077920. [CrossRef]
- Dan, M., A. L. Wang and C. C. Wang (2000). "Inhibition of pyruvate-ferredoxin oxidoreductase gene expression in Giardia lamblia by a virus-mediated hammerhead ribozyme." Mol Microbiol 36(2): 447-456. [CrossRef]
- Leitsch, D., A. G. Burgess, L. A. Dunn, K. G. Krauer, K. Tan, M. Duchêne, P. Upcroft, L. Eckmann and J. A. Upcroft (2011). "Pyruvate:ferredoxin oxidoreductase and thioredoxin reductase are involved in 5-nitroimidazole activation while flavin metabolism is linked to 5-nitroimidazole resistance in Giardia lamblia." J Antimicrob Chemother 66(8): 1756-1765. [CrossRef]
- Ansell, B. R., L. Baker, S. J. Emery, M. J. McConville, S. G. Svärd, R. B. Gasser and A. R. Jex (2017). "Transcriptomics Indicates Active and Passive Metronidazole Resistance Mechanisms in Three Seminal Giardia Lines." Front Microbiol 8: 398. [CrossRef]
- Müller, J., S. Braga, M. Heller and N. Müller (2019). "Resistance formation to nitro drugs in Giardia lamblia: No common markers identified by comparative proteomics." Int J Parasitol Drugs Drug Resist 9: 112-119. [CrossRef]
- Lopes-Oliveira, L. A. P., M. Fantinatti and A. M. Da-Cruz (2020). "In vitro-induction of metronidazole-resistant Giardia duodenalis is not associated with nucleotide alterations in the genes involved in pro-drug activation." Mem Inst Oswaldo Cruz 115: e200303. [CrossRef]
- Rasoloson, D., S. Vanacova, E. Tomkova, J. Razga, I. Hrdy, J. Tachezy and J. Kulda (2002). "Mechanisms of in vitro development of resistance to metronidazole in Trichomonas vaginalis." Microbiology (Reading) 148(Pt 8): 2467-2477. [CrossRef]
- Hrdý, I., R. Cammack, P. Stopka, J. Kulda and J. Tachezy (2005). "Alternative pathway of metronidazole activation in Trichomonas vaginalis hydrogenosomes." Antimicrob Agents Chemother 49(12): 5033-5036. [CrossRef]
- Altschul, S. F., T. L. Madden, A. A. Schäffer, J. Zhang, Z. Zhang, W. Miller and D. J. Lipman (1997). "Gapped BLAST and PSI-BLAST: a new generation of protein database search programs." Nucleic Acids Res 25(17): 3389-3402. [CrossRef]
- Altschul, S. F., J. C. Wootton, E. M. Gertz, R. Agarwala, A. Morgulis, A. A. Schäffer and Y. K. Yu (2005). "Protein database searches using compositionally adjusted substitution matrices." Febs j 272(20): 5101-5109. [CrossRef]
- Kumar, S., G. Stecher, M. Li, C. Knyaz and K. Tamura (2018). "MEGA X: Molecular Evolutionary Genetics Analysis across Computing Platforms." Mol Biol Evol 35(6): 1547-1549. [CrossRef]
- Saitou, N. and M. Nei (1987). "The neighbor-joining method: a new method for reconstructing phylogenetic trees." Mol Biol Evol 4(4): 406-425. [CrossRef]
- Felsenstein, J. (1985). "Confidence limits on phylogenies: An approach using the bootstrap." Evolution 39(4): 783-791.
- 59. Ashburner M, Ball CA, Blake JA, Botstein D, Butler H, Cherry JM, Davis AP, Dolinski K, Dwight SS, Eppig JT, Harris MA, Hill DP, Issel-Tarver L, Kasarskis A, Lewis S, Matese JC, Richardson JE, Ringwald M, Rubin GM, Sherlock G. Gene ontology: tool for the unification of biology. The Gene Ontology Consortium. Nat Genet. 2000 May;25(1):25-9. PMID: 10802651; PMCID: PMC3037419. [CrossRef]
- 60. Aleksander SA, Balhoff J, Carbon S, Cherry JM, Drabkin HJ, Ebert D, Feuermann M, Gaudet P, Harris NL, Hill DP, Lee R, Mi H, Moxon S, Mungall CJ, Muruganugan A, Mushayahama T, Sternberg PW, Thomas PD, Van Auken K, Ramsey J, Siegele DA, Chisholm RL, Fey P, Aspromonte MC, Nugnes MV, Quaglia F, Tosatto S, Giglio M, Nadendla S, Antonazzo G, Attrill H, Dos Santos G, Marygold S, Strelets V, Tabone CJ, Thurmond J, Zhou P, Ahmed SH, Asanitthong P, Luna Buitrago D, Erdol MN, Gage MC, Ali Kadhum M, Li KYC, Long M, Michalak A, Pesala A, Pritazahra A, Saverimuttu SCC, Su R, Thurlow KE, Lovering RC, Logie C, Oliferenko S, Blake J, Christie K, Corbani L, Dolan ME, Drabkin HJ, Hill DP, Ni L, Sitnikov D, Smith C, Cuzick A, Seager J, Cooper L, Elser J, Jaiswal P, Gupta P, Jaiswal P, Naithani S, Lera-Ramirez M, Rutherford K, Wood V, De Pons JL, Dwinell MR, Hayman GT, Kaldunski ML, Kwitek AE, Laulederkind SJF, Tutaj MA, Vedi M, Wang SJ, D'Eustachio P, Aimo L, Axelsen K, Bridge A, Hyka-Nouspikel N, Morgat A, Aleksander SA, Cherry JM, Engel SR, Karra K, Miyasato SR, Nash RS, Skrzypek MS, Weng S, Wong ED, Bakker E, Berardini TZ, Reiser L, Auchincloss A, Axelsen K, Argoud-Puy G, Blatter MC, Boutet E, Breuza L, Bridge A, Casals-Casas C, Coudert E, Estreicher A, Livia Famiglietti M, Feuermann M, Gos A, Gruaz-Gumowski N, Hulo C, Hyka-Nouspikel N, Jungo F, Le Mercier P, Lieberherr D, Masson P, Morgat A, Pedruzzi I, Pourcel L, Poux S, Rivoire C, Sundaram S, Bateman A, Bowler-Barnett E, Bye-A-Jee H, Denny P, Ignatchenko A, Ishtiaq R, Lock A, Lussi Y, Magrane M, Martin MJ, Orchard S, Raposo P, Speretta E, Tyagi N, Warner K, Zaru R, Diehl AD, Lee R, Chan J, Diamantakis S, Raciti D, Zarowiecki M, Fisher M, James-Zorn C, Ponferrada V, Zorn A, Ramachandran S, Ruzicka L, Westerfield M. The Gene Ontology knowledgebase in 2023. Genetics. 2023 May 4;224(1):iyad031. PMID: 36866529; PMCID: PMC10158837. [CrossRef]
- 61. Saavedra E, Encalada R, Pineda E, Jasso-Chávez R, Moreno-Sánchez R. Glycolysis in Entamoeba histolytica. Biochemical characterization of recombinant glycolytic enzymes and flux control analysis. FEBS J. 2005 Apr;272(7):1767-83. PMID: 15794763. [CrossRef]
- Higuera, A., X. Villamizar, G. Herrera, J. C. Giraldo, A. L. Vasquez, P. Urbano, O. Villalobos, C. Tovar and J. D. Ramírez (2020). "Molecular detection and genotyping of intestinal protozoa from different biogeographical regions of Colombia." PeerJ 8: e8554. [CrossRef]
- Benchimol, M., I. de Andrade Rosa, R. da Silva Fontes and A. J. Burla Dias (2008). "Trichomonas adhere and phagocytose sperm cells: adhesion seems to be a prominent stage during interaction." Parasitol Res 102(4): 597-604. [CrossRef]
- Chapwanya, A., A. Y. Usman and P. C. Irons (2016). "Comparative aspects of immunity and vaccination in human and bovine trichomoniasis: a review." Trop Anim Health Prod 48(1): 1-7. [CrossRef]






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