ASAFind 2.0: multi-class protein targeting prediction for diatoms and algae with complex plastids
Jazyk angličtina Země Anglie, Velká Británie Médium print
Typ dokumentu časopisecké články
Grantová podpora
Parazitologický ústav, Akademie Věd České Republiky
National Science Foundation
LM2023055
Ministry of Education, Youth and Science
21-26115S
Czech Science Foundation
23-06203S
Czech Science Foundation
PubMed
40464854
PubMed Central
PMC12136025
DOI
10.1111/tpj.70138
Knihovny.cz E-zdroje
- Klíčová slova
- chloroplast, diatoms, evolution, gene transfer, genome annotation, mitochondria, organelle, periplastidic compartment, protein transport, secretory pathway, technical advance,
- MeSH
- bílkoviny řas * metabolismus MeSH
- plastidy * metabolismus MeSH
- proteom MeSH
- Rhodophyta metabolismus MeSH
- rozsivky * metabolismus genetika MeSH
- software * MeSH
- výpočetní biologie * metody MeSH
- Publikační typ
- časopisecké články MeSH
- Názvy látek
- bílkoviny řas * MeSH
- proteom MeSH
Plastids of diatoms and related algae with complex plastids of red algal origin are surrounded by four membranes, which also define the periplastidic compartment (PPC), the space between the second and third membranes. Metabolic reactions as well as cell biological processes take place in the PPC; however, genome-wide predictions of the proteins targeted to this compartment were so far based on manual annotation work. Using published experimental protein localizations as reference data, we developed the first automatic prediction method for PPC proteins, which we included as a new feature in an updated version of the plastid protein predictor ASAFind. With our method, at least a subset of the PPC proteins can be predicted with high specificity, with an estimate of at least 81 proteins (0.7% of the predicted proteome) targeted to the PPC in the model diatom Phaeodactylum tricornutum. The proportion of PPC proteins varies, since 180 PPC proteins (1.3% of the predicted proteome) were predicted in the genome of the diatom Thalassiosira pseudonana. The new ASAFind version can also generate a newly designed graphical output that visualizes the contribution of each position in the sequence to the score and accepts the output of the recent versions of SignalP (5.0) and TargetP (2.0) as input data. Furthermore, we release a script to calculate custom scoring matrices that can be used for predictions in a simplified score cut-off mode. This allows for adjustments of the method to other groups of algae.
Biology Centre Institute of Parasitology Czech Academy of Sciences České Budějovice Czech Republic
Faculty of Science University of South Bohemia České Budějovice Czech Republic
School of Oceanography University of Washington Seattle Washington USA
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Allen, A.E. , Dupont, C.L. , Oborník, M. , Horak, A. , Nunes‐Nesi, A. , McCrow, J.P. et al. (2011) Evolution and metabolic significance of the urea cycle in photosynthetic diatoms. Nature, 473, 203–207. Available from: 10.1038/nature10074 PubMed DOI
Allen, A.E. , Moustafa, A. , Montsant, A. , Eckert, A. , Kroth, P.G. & Bowler, C. (2012) Evolution and functional diversification of fructose bisphosphate aldolase genes in photosynthetic marine diatoms. Molecular Biology and Evolution, 29, 367–379. Available from: 10.1093/molbev/msr223 PubMed DOI PMC
Almagro Armenteros, J.J. , Salvatore, M. , Emanuelsson, O. , Winther, O. , von Heijne, G. , Elofsson, A. et al. (2019) Detecting sequence signals in targeting peptides using deep learning. Life Science Alliance, 2, e201900429. Available from: 10.26508/lsa.201900429 PubMed DOI PMC
Almagro Armenteros, J.J. , Tsirigos, K.D. , Sønderby, C.K. , Petersen, T.N. , Winther, O. , Brunak, S. et al. (2019) SignalP 5.0 improves signal peptide predictions using deep neural networks. Nature Biotechnology, 37, 420–423. Available from: 10.1038/s41587-019-0036-z PubMed DOI
Altschul, S.F. , Madden, T.L. , Schaffer, A.A. , Zhang, J. , Zhang, Z. , Miller, W. et al. (1997) Gapped BLAST and PSI‐BLAST: a new generation of protein database search programs. Nucleic Acids Research, 25, 3389–3402. Available from: 10.1093/nar/25.17.3389 PubMed DOI PMC
Apt, K.E. , Zaslavkaia, L. , Lippmeier, J.C. , Lang, M. , Kilian, O. , Wetherbee, R. et al. (2002) I PubMed DOI
Archibald, J.M. (2009) The puzzle of plastid evolution. Current Biology, 19, R81–R88. Available from: 10.1016/j.cub.2008.11.067 PubMed DOI
Archibald, J.M. (2015) Endosymbiosis and eukaryotic cell evolution. Current Biology: CB, 25, R911–R921. Available from: 10.1016/j.cub.2015.07.055 PubMed DOI
Armbrust, E.V. , Berges, J.A. , Bowler, C. , Green, B.R. , Martinez, D. , Putnam, N.H. et al. (2004) The genome of the diatom PubMed DOI
Ast, M. , Gruber, A. , Schmitz‐Esser, S. , Neuhaus, H.E. , Kroth, P.G. , Horn, M. et al. (2009) Diatom plastids depend on nucleotide import from the cytosol. Proceedings of the National Academy of Sciences of the United States of America, 106, 3621–3626. Available from: 10.1073/pnas.0808862106 PubMed DOI PMC
Balamurugan, S. , Wang, X. , Wang, H.‐L. , An, C.‐J. , Li, H. , Li, D.‐W. et al. (2017) Occurrence of plastidial triacylglycerol synthesis and the potential regulatory role of AGPAT in the model diatom PubMed DOI PMC
Baldi, P. , Brunak, S. , Chauvin, Y. , Andersen, C.A. & Nielsen, H. (2000) Assessing the accuracy of prediction algorithms for classification: an overview. Bioinformatics, 16, 412–424. Available from: 10.1093/bioinformatics/16.5.412 PubMed DOI
Bendtsen, J.D. , Nielsen, H. , von Heijne, G. & Brunak, S. (2004) Improved prediction of signal peptides: SignalP 3.0. Journal of Molecular Biology, 340(4), 783–795. Available from: 10.1016/j.jmb.2004.05.028 PubMed DOI
Bowler, C. , Allen, A.E. , Badger, J.H. , Grimwood, J. , Jabbari, K. , Kuo, A. et al. (2008) The Phaeodactylum genome reveals the evolutionary history of diatom genomes. Nature, 456(7219), 239–244. Available from: 10.1038/nature07410 PubMed DOI
Bruckner, C.G. , Rehm, C. , Grossart, H.P. & Kroth, P.G. (2011) Growth and release of extracellular organic compounds by benthic diatoms depend on interactions with bacteria. Environmental Microbiology, 13, 1052–1063. Available from: 10.1111/j.1462-2920.2010.02411.x PubMed DOI
Buhmann, M.T. , Schulze, B. , Förderer, A. , Schleheck, D. & Kroth, P.G. (2016) Bacteria may induce the secretion of mucin‐like proteins by the diatom PubMed DOI
Bullmann, L. , Haarmann, R. , Mirus, O. , Bredemeier, R. , Hempel, F. , Maier, U.G. et al. (2010) Filling the gap, evolutionarily conserved Omp85 in plastids of chromalveolates. The Journal of Biological Chemistry, 285, 6848–6856. Available from: 10.1074/jbc.M109.074807 PubMed DOI PMC
Burmeister, C. (2009) Lokalisation möglicher periplastidärer Proteine in der Diatomee Phaeodactylum tricornutum (in German). Konstanz: University of Konstanz.
Chen, Z. , Luo, L. , Chen, R. , Hu, H. , Pan, Y. , Jiang, H. et al. (2018) Acetylome profiling reveals extensive lysine acetylation of the fatty acid metabolism pathway in the diatom PubMed DOI PMC
Crooks, G.E. , Hon, G. , Chandonia, J.M. & Brenner, S.E. (2004) WebLogo: a sequence logo generator. Genome Research, 14, 1188–1190. Available from: 10.1101/gr.849004 PubMed DOI PMC
Curtis, B.A. , Tanifuji, G. , Burki, F. , Gruber, A. , Irimia, M. , Maruyama, S. et al. (2012) Algal genomes reveal evolutionary mosaicism and the fate of nucleomorphs. Nature, 492, 59–65. Available from: 10.1038/nature11681 PubMed DOI
de Vargas, C. , Audic, S. , Henry, N. , Decelle, J. , Mahé, F. , Logares, R. et al. (2015) Eukaryotic plankton diversity in the sunlit ocean. Science, 348, 1261605. Available from: 10.1126/science.1261605 PubMed DOI
Dell'Aquila, G. , Zauner, S. , Heimerl, T. , Kahnt, J. , Samel‐Gondesen, V. , Runge, S. et al. (2020) Mobilization and cellular distribution of phosphate in the diatom PubMed DOI PMC
Domergue, F. , Spiekermann, P. , Lerchl, J. , Beckmann, C. , Kilian, O. , Kroth, P.G. et al. (2003) New insight into PubMed DOI PMC
Dorrell, R.G. , Gile, G. , McCallum, G. , Méheust, R. , Bapteste, E.P. , Klinger, C.M. et al. (2017) Chimeric origins of ochrophytes and haptophytes revealed through an ancient plastid proteome. eLife, 6, e23717. Available from: 10.7554/eLife.23717 PubMed DOI PMC
Emanuelsson, O. , Brunak, S. , von, H.G. & Nielsen, H. (2007) Locating proteins in the cell using TargetP, SignalP and related tools. Nature Protocols, 2(4), 953–971. Available from: 10.1038/nprot.2007.131 PubMed DOI
Erdene‐Ochir, E. , Shin, B.‐K. , Kwon, B. , Jung, C. & Pan, C.‐H. (2019) Identification and characterisation of the novel endogenous promoter HASP1 and its signal peptide from PubMed DOI PMC
Ewe, D. , Tachibana, M. , Kikutani, S. , Gruber, A. , Bartulos, C.R. , Konert, G. et al. (2018) The intracellular distribution of inorganic carbon fixing enzymes does not support the presence of a C4 pathway in the diatom PubMed DOI
Felsner, G. , Sommer, M.S. & Maier, U.G. (2010) The physical and functional borders of transit peptide‐like sequences in secondary endosymbionts. BMC Plant Biology, 10, 223. Available from: 10.1186/1471-2229-10-223 PubMed DOI PMC
Flori, S. , Jouneau, P.H. , Finazzi, G. , Maréchal, E. & Falconet, D. (2016) Ultrastructure of the periplastidial compartment of the diatom PubMed DOI
Füssy, Z. , Faitová, T. & Oborník, M. (2019) Subcellular compartments interplay for carbon and nitrogen allocation in PubMed DOI PMC
Gile, G.H. , Moog, D. , Slamovits, C.H. , Maier, U.‐G. & Archibald, J.M. (2015) Dual organellar targeting of aminoacyl‐tRNA synthetases in diatoms and Cryptophytes. Genome Biology and Evolution, 7, 1728–1742. Available from: 10.1093/gbe/evv095 PubMed DOI PMC
Goecks, J. , Nekrutenko, A. , Taylor, J. & The Galaxy, T. (2010) Galaxy: a comprehensive approach for supporting accessible, reproducible, and transparent computational research in the life sciences. Genome Biology, 11, R86. Available from: 10.1186/gb-2010-11-8-r86 PubMed DOI PMC
Gorodkin, J. (2004) Comparing two K‐category assignments by a K‐category correlation coefficient. Computational Biology and Chemistry, 28, 367–374. Available from: 10.1016/j.compbiolchem.2004.09.006 PubMed DOI
Gould, S.B. , Sommer, M.S. , Hadfi, K. , Zauner, S. , Kroth, P.G. & Maier, U.G. (2006) Protein targeting into the complex plastid of cryptophytes. Journal of Molecular Evolution, 62, 674–681. Available from: 10.1007/s00239-005-0099-y PubMed DOI
Gould, S.B. , Sommer, M.S. , Kroth, P.G. , Gile, G.H. , Keeling, P.J. & Maier, U.G. (2006) Nucleus‐to‐nucleus gene transfer and protein retargeting into a remnant cytoplasm of cryptophytes and diatoms. Molecular Biology and Evolution, 23, 2413–2422. Available from: 10.1093/molbev/msl113 PubMed DOI
Gould, S.B. , Waller, R.F. & McFadden, G.I. (2008) Plastid evolution. Annual Review of Plant Biology, 59, 491–517. Available from: 10.1146/annurev.arplant.59.032607.092915 PubMed DOI
Grouneva, I. , Rokka, A. & Aro, E.M. (2011) The thylakoid membrane proteome of two marine diatoms outlines both diatom‐specific and species‐specific features of the photosynthetic machinery. Journal of Proteome Research, 10, 5338–5353. Available from: 10.1021/Pr200600f PubMed DOI
Gruber, A. & Kroth, P.G. (2014) Deducing intracellular distributions of metabolic pathways from genomic data. Methods in Molecular Biology (Clifton, N.J.), 1083, 187–211. Available from: 10.1007/978-1-62703-661-0_12 PubMed DOI
Gruber, A. & Kroth, P.G. (2017) Intracellular metabolic pathway distribution in diatoms and tools for genome‐enabled experimental diatom research. Philosophical Transactions of the Royal Society, B: Biological Sciences, 372, 20160402. Available from: 10.1098/rstb.2016.0402 PubMed DOI PMC
Gruber, A. & Kroth, P.G. (2024) Translocation of proteins into four membrane‐bound complex plastids of red algal origin. In: Schwartzbach, S. , Kroth, P.G. & Oborník, M. (Eds.) Endosymbiotic organelle acquisition: solutions to the problem of protein localization and membrane passage. Cham: Springer International Publishing, pp. 433–463. Available from: 10.1007/978-3-031-57446-7_15 DOI
Gruber, A. , McKay, C. , Rocap, G. & Oborník, M. (2020) Comparison of different versions of SignalP and TargetP for diatom plastid protein predictions with ASAFind. Matters, e202005000001. Available from: 10.48550/arXiv.2303.02509 DOI
Gruber, A. & Medlin, L.K. (2023) Complex plastids and the evolution of the marine phytoplankton. Journal of Marine Science and Engineering, 11, 1903. Available from: 10.3390/jmse11101903 DOI
Gruber, A. & Oborník, M. (2024) Evolution of plastids and mitochondria in diatoms. In: Goessling, J.W. , Serôdio, J. & Lavaud, J. (Eds.) Diatom photosynthesis: from primary production to high value. Beverly: Scrivener Publishing LLC, pp. 81–111. Available from: 10.1002/9781119842156.ch3 DOI
Gruber, A. , Rocap, G. , Kroth, P.G. , Armbrust, E.V. & Mock, T. (2015) Plastid proteome prediction for diatoms and other algae with secondary plastids of the red lineage. The Plant Journal, 81, 519–528. Available from: 10.1111/tpj.12734 PubMed DOI PMC
Gruber, A. , Vugrinec, S. , Hempel, F. , Gould, S.B. , Maier, U.G. & Kroth, P.G. (2007) Protein targeting into complex diatom plastids: functional characterisation of a specific targeting motif. Plant Molecular Biology, 64, 519–530. Available from: 10.1007/s11103-007-9171-x PubMed DOI
Gruber, A. , Weber, T. , Río Bártulos, C. , Vugrinec, S. & Kroth, P.G. (2009) Intracellular distribution of the reductive and oxidative pentose phosphate pathways in two diatoms. Journal of Basic Microbiology, 49, 58–72. Available from: 10.1002/jobm.200800339 PubMed DOI
Gschloessl, B. , Guermeur, Y. & Cock, J.M. (2008) HECTAR: a method to predict subcellular targeting in heterokonts. BMC Bioinformatics, 9, 393. Avaialable from: 10.1186/1471-2105-9-393 PubMed DOI PMC
Hao, X. , Luo, L. , Jouhet, J. , Rébeillé, F. , Maréchal, E. , Hu, H. et al. (2018) Enhanced triacylglycerol production in the diatom PubMed DOI PMC
Hempel, F. , Bullmann, L. , Lau, J. , Zauner, S. & Maier, U.G. (2009) ERAD‐derived preprotein transport across the second outermost plastid membrane of diatoms. Molecular Biology and Evolution, 26, 1781–1790. Available from: 10.1093/molbev/msp079 PubMed DOI
Hempel, F. , Felsner, G. & Maier, U.G. (2010) New mechanistic insights into pre‐protein transport across the second outermost plastid membrane of diatoms. Molecular Microbiology, 76, 793–801. Available from: 10.1111/j.1365-2958.2010.07142.x PubMed DOI
Huang, W. , Haferkamp, I. , Lepetit, B. , Molchanova, M. , Hou, S. , Jeblick, W. et al. (2018) Reduced vacuolar β‐1,3‐glucan synthesis affects carbohydrate metabolism as well as plastid homeostasis and structure in PubMed DOI PMC
Huang, W. , Río Bártulos, C. & Kroth, P.G. (2016) Diatom vacuolar 1,6‐β‐transglycosylases can functionally complement the respective yeast mutants. Journal of Eukaryotic Microbiology, 63, 536–546. Available from: 10.1111/jeu.12298 PubMed DOI
Jallet, D. , Xing, D. , Hughes, A. , Moosburner, M. , Simmons, M.P. , Allen, A.E. et al. (2020) Mitochondrial fatty acid β‐oxidation is required for storage‐lipid catabolism in a marine diatom. New Phytologist, 228, 946–958. Available from: 10.1111/nph.16744 PubMed DOI
Joshi‐Deo, J. , Schmidt, M. , Gruber, A. , Weisheit, W. , Mittag, M. , Kroth, P.G. et al. (2010) Characterization of a trimeric light‐harvesting complex in the diatom PubMed DOI PMC
Kilian, O. & Kroth, P.G. (2004) Presequence acquisition during secondary endocytobiosis and the possible role of introns. Journal of Molecular Evolution, 58, 712–721. Available from: 10.1007/s00239-004-2593-z PubMed DOI
Kilian, O. & Kroth, P.G. (2005) Identification and characterization of a new conserved motif within the presequence of proteins targeted into complex diatom plastids. The Plant Journal, 41, 175–183. Available from: 10.1111/j.1365-313X.2004.02294.x PubMed DOI
Kitao, Y. , Harada, H. & Matsuda, Y. (2008) Localization and targeting mechanisms of two chloroplastic beta‐carbonic anhydrases in the marine diatom PubMed DOI
Kitao, Y. & Matsuda, Y. (2009) Formation of macromolecular complexes of carbonic anhydrases in the chloroplast of a marine diatom by the action of the C‐terminal helix. The Biochemical Journal, 419, 681–688. Available from: 10.1042/BJ20082315 PubMed DOI
Kroth, P.G. (2002) Protein transport into secondary plastids and the evolution of primary and secondary plastids. International Review of Cytology, 221, 191–255. Available from: 10.1016/S0074-7696(02)21013-X PubMed DOI
Kroth, P.G. , Schroers, Y. & Kilian, O. (2005) The peculiar distribution of class I and class II aldolases in diatoms and in red algae. Current Genetics, 48, 389–400. Available from: 10.1007/s00294-005-0033-2 PubMed DOI
Lau, J.B. , Stork, S. , Moog, D. , Schulz, J. & Maier, U.G. (2016) Protein–protein interactions indicate composition of a 480 kDa SELMA complex in the second outermost membrane of diatom complex plastids. Molecular Microbiology, 100, 76–89. Available from: 10.1111/mmi.13302 PubMed DOI
Lau, J.B. , Stork, S. , Moog, D. , Sommer, M.S. & Maier, U.G. (2015) N‐terminal lysines are essential for protein translocation via a modified ERAD system in complex plastids. Molecular Microbiology, 96, 609–620. Available from: 10.1111/mmi.12959 PubMed DOI
Lepetit, B. , Volke, D. , Szabo, M. , Hoffmann, R. , Garab, G. , Wilhelm, C. et al. (2007) Spectroscopic and molecular characterization of the oligomeric antenna of the diatom PubMed DOI
Leyland, B. , Zarka, A. , Didi‐Cohen, S. , Boussiba, S. & Khozin‐Goldberg, I. (2020) High resolution proteome of lipid droplets isolated from the pennate diatom PubMed DOI
Liaud, M.F. , Lichtle, C. , Apt, K. , Martin, W. & Cerff, R. (2000) Compartment‐specific isoforms of TPI and GAPDH are imported into diatom mitochondria as a fusion protein: evidence in favor of a mitochondrial origin of the eukaryotic glycolytic pathway. Molecular Biology and Evolution, 17, 213–223. Available from: 10.1093/oxfordjournals.molbev.a026301 PubMed DOI
Liu, X. , Hempel, F. , Stork, S. , Bolte, K. , Moog, D. , Heimerl, T. et al. (2016) Addressing various compartments of the diatom model organism DOI
Marter, P. , Schmidt, S. , Kiontke, S. & Moog, D. (2020) Optimized mRuby3 is a suitable fluorescent protein for in vivo co‐localization studies with GFP in the diatom PubMed DOI
Materna, A.C. (2006) Development of molecular tools in the diatom Phaeodactylum tricornutum. Konstanz: University of Konstanz. Available from: http://nbn‐resolving.de/urn:nbn:de:bsz:352‐opus‐52997
Matthews, B.W. (1975) Comparison of the predicted and observed secondary structure of T4 phage lysozyme. Biochimica et Biophysica Acta (BBA) ‐ Protein Structure, 405(2), 442–451. Available from: 10.1016/0005-2795(75)90109-9 PubMed DOI
Mix, A.‐K. , Cenci, U. , Heimerl, T. , Marter, P. , Wirkner, M.‐L. & Moog, D. (2018) Identification and localization of peroxisomal biogenesis proteins indicates the presence of peroxisomes in the Cryptophyte PubMed DOI PMC
Montsant, A. , Maheswari, U. , Bowler, C. & Lopez, P.J. (2005) Diatomics: toward diatom functional genomics. Journal of Nanoscience and Nanotechnology, 5, 5–14. Available from: 10.1166/jnn.2005.003 PubMed DOI
Moog, D. (2018) In silico tools for the prediction of protein import into secondary plastids. Methods in Molecular Biology, 1829, 381–394. Available from: 10.1007/978-1-4939-8654-5_25 PubMed DOI
Moog, D. , Rensing, S.A. , Archibald, J.M. , Maier, U.G. & Ullrich, K.K. (2015) Localization and evolution of putative triose phosphate translocators in the diatom PubMed DOI PMC
Moog, D. , Stork, S. , Zauner, S. & Maier, U.G. (2011) In silico and in vivo investigations of proteins of a minimized eukaryotic cytoplasm. Genome Biology and Evolution, 3, 375–382. Available from: 10.1093/gbe/evr031 PubMed DOI PMC
Moriya, Y. , Itoh, M. , Okuda, S. , Yoshizawa, A.C. & Kanehisa, M. (2007) KAAS: an automatic genome annotation and pathway reconstruction server. Nucleic Acids Research, 35, W182–W185. Available from: 10.1093/nar/gkm321 PubMed DOI PMC
Nielsen, H. (2017) In: Kihara, D. (Ed.) Protein function prediction: methods and protocols. New York, NY: Springer New York, pp. 59–73. Available from: 10.1007/978-1-4939-7015-5_6 DOI
Nielsen, H. , Tsirigos, K.D. , Brunak, S. & von Heijne, G. (2019) A brief history of protein sorting prediction. The Protein Journal, 38, 200–216. Available from: 10.1007/s10930-019-09838-3 PubMed DOI PMC
Niu, Y.‐F. , Wang, X. , Hu, D.‐X. , Balamurugan, S. , Li, D.‐W. , Yang, W.‐D. et al. (2016) Molecular characterization of a glycerol‐3‐phosphate acyltransferase reveals key features essential for triacylglycerol production in PubMed DOI PMC
Novák Vanclová, A.M.G. , Zoltner, M. , Kelly, S. , Soukal, P. , Záhonová, K. , Füssy, Z. et al. (2020) Metabolic quirks and the colourful history of the PubMed DOI
Oborník, M. (2019) Endosymbiotic evolution of algae, secondary heterotrophy and parasitism. Biomolecules, 9, 266. Available from: 10.3390/biom9070266 PubMed DOI PMC
Patron, N.J. & Waller, R.F. (2007) Transit peptide diversity and divergence: a global analysis of plastid targeting signals. BioEssays: News and Reviews in Molecular, Cellular and Developmental Biology, 29, 1048–1058. Available from: 10.1002/bies.20638 PubMed DOI
Patron, N.J. , Waller, R.F. , Archibald, J.M. & Keeling, P.J. (2005) Complex protein targeting to dinoflagellate plastids. Journal of Molecular Biology, 348, 1015–1024. Available from: 10.1016/j.jmb.2005.03.030 PubMed DOI
Pedregosa, F. , Varoquaux, G. , Gramfort, G. , Michel, V. , Thirion, B. , Grisel, O. et al. (2011) Scikit‐learn: machine learning in python. Journal of Machine Learning Research, 12, 2825–2830. Available from: http://jmlr.org/papers/v12/pedregosa11a.html
Peschke, M. , Moog, D. , Klingl, A. , Maier, U.G. & Hempel, F. (2013) Evidence for glycoprotein transport into complex plastids. Proceedings of the National Academy of Sciences of the United States of America, 110, 10860–10865. Available from: 10.1073/pnas.1301945110 PubMed DOI PMC
Petersen, T.N. , Brunak, S. , von Heijne, G. & Nielsen, H. (2011) SignalP 4.0: discriminating signal peptides from transmembrane regions. Nature Methods, 8, 785–786. Available from: 10.1038/nmeth.1701 PubMed DOI
Poulsen, N. , Scheffel, A. , Sheppard, V.C. , Chesley, P.M. & Kroger, N. (2013) Pentalysine clusters mediate silica targeting of silaffins in PubMed DOI PMC
Richtová, J. , Sheiner, L. , Gruber, A. , Yang, S.‐M. , Kořený, L. , Striepen, B. et al. (2021) Using diatom and apicomplexan models to study the heme pathway of PubMed DOI PMC
Río Bártulos, C. , Rogers, M.B. , Williams, T.A. , Gentekaki, E. , Brinkmann, H. , Cerff, R. et al. (2018) Mitochondrial glycolysis in a major lineage of eukaryotes. Genome Biology and Evolution, 10, 2310–2325. Available from: 10.1093/gbe/evy164 PubMed DOI PMC
Samukawa, M. , Shen, C. , Hopkinson, B.M. & Matsuda, Y. (2014) Localization of putative carbonic anhydrases in the marine diatom, PubMed DOI
Schellenberger Costa, B. , Sachse, M. , Jungandreas, A. , Bartulos, C.R. , Gruber, A. , Jakob, T. et al. (2013) Aureochrome 1a is involved in the photoacclimation of the diatom PubMed DOI PMC
Schneider, T.D. & Stephens, R.M. (1990) Sequence logos: a new way to display consensus sequences. Nucleic Acids Research, 18, 6097–6100. Available from: 10.1093/nar/18.20.6097 PubMed DOI PMC
Schneider, T.D. , Stormo, G.D. , Gold, L. & Ehrenfeucht, A. (1986) Information content of binding sites on nucleotide sequences. Journal of Molecular Biology, 188, 415–431. Available from: 10.1016/0022-2836(86)90165-8 PubMed DOI
Schober, A.F. , Río Bártulos, C. , Bischoff, A. , Lepetit, B. , Gruber, A. & Kroth, P.G. (2019) Organelle studies and proteome analyses of mitochondria and plastids fractions from the diatom PubMed DOI PMC
Schreiber, V. , Dersch, J. , Puzik, K. , Bäcker, O. , Liu, X. , Stork, S. et al. (2017) The central vacuole of the diatom PubMed DOI
Schwartzbach, S.D. , Kroth, P.G. & Oborník, M. (2024) Endosymbiotic organelle acquisition: solutions to the problem of protein localization and membrane passage, 1st edition. Cham: Springer. Available from: 10.1007/978-3-031-57446-7 DOI
Seo, S. , Kim, J. , Lee, J.W. , Nam, O. , Chang, K.S. & Jin, E. (2020) Enhanced pyruvate metabolism in plastids by overexpression of putative plastidial pyruvate transporter in PubMed DOI PMC
Shao, Z. , Thomas, Y. , Hembach, L. , Xing, X. , Duan, D. , Moerschbacher, B.M. et al. (2019) Comparative characterization of putative chitin deacetylases from PubMed DOI
Siaut, M. , Heijde, M. , Mangogna, M. , Montsant, A. , Coesel, S. , Allen, A. et al. (2007) Molecular toolbox for studying diatom biology in PubMed DOI
Sommer, M.S. , Gould, S.B. , Lehmann, P. , Gruber, A. , Przyborski, J.M. & Maier, U.‐G. (2007) Der1‐mediated preprotein import into the periplastid compartment of chromalveolates? Molecular Biology and Evolution, 24, 918–928. Available from: 10.1093/molbev/msm008 PubMed DOI
Stork, S. , Moog, D. , Przyborski, J.M. , Wilhelmi, I. , Zauner, S. & Maier, U.G. (2012) Distribution of the SELMA translocon in secondary plastids of red algal origin and predicted uncoupling of ubiquitin‐dependent translocation from degradation. Eukaryotic Cell, 11, 1472–1481. Available from: 10.1128/ec.00183-12 PubMed DOI PMC
Sturm, S. , Engelken, J. , Gruber, A. , Vugrinec, S. , Kroth, P.G. , Adamska, I. et al. (2013) A novel type of light‐harvesting antenna protein of red algal origin in algae with secondary plastids. BMC Evolutionary Biology, 13, 159. Available from: 10.1186/1471-2148-13-159 PubMed DOI PMC
Tachibana, M. , Allen, A.E. , Kikutani, S. , Endo, Y. , Bowler, C. & Matsuda, Y. (2011) Localization of putative carbonic anhydrases in two marine diatoms, PubMed DOI
Tanaka, R. , Kikutani, S. , Mahardika, A. & Matsuda, Y. (2014) Localization of enzymes relating to C4 organic acid metabolisms in the marine diatom, PubMed DOI
Tanaka, Y. , Nakatsuma, D. , Harada, H. , Ishida, M. & Matsuda, Y. (2005) Localization of soluble beta‐carbonic anhydrase in the marine diatom PubMed DOI PMC
von Heijne, G. (1983) Patterns of amino acids near signal‐sequence cleavage sites. European Journal of Biochemistry, 133, 17–21. Available from: 10.1111/j.1432-1033.1983.tb07424.x PubMed DOI
Vugrinec, S. , Gruber, A. & Kroth, P.G. (2011) Protein targeting into complex plastids ‐ support for the translocator model. Journal of Endocytobiosis and Cell Research, 21, 59–63. Available from: http://zs.thulb.uni‐jena.de/receive/jportal_jparticle_00230476
Wang, X. , Dong, H.‐P. , Wei, W. , Balamurugan, S. , Yang, W.‐D. , Liu, J.‐S. et al. (2018) Dual expression of plastidial GPAT1 and LPAT1 regulates triacylglycerol production and the fatty acid profile in PubMed DOI PMC
Weber, T. , Gruber, A. & Kroth, P.G. (2009) The presence and localization of thioredoxins in diatoms, unicellular algae of secondary endosymbiotic origin. Molecular Plant, 2, 468–477. Available from: 10.1093/mp/ssp010 PubMed DOI
Wetherbee, R. , Jackson, C.J. , Repetti, S.I. , Clementson, L.A. , Costa, J.F. , van de Meene, A. et al. (2019) The golden paradox – a new heterokont lineage with chloroplasts surrounded by two membranes. Journal of Phycology, 55(2), 257–278. Available from: 10.1111/jpy.12822 PubMed DOI
Yang, S.‐M. , Gruber, A. , Jiroutová, K. , Richtová, J. , Vancová, M. , Tesařová, M. et al. (2025) Localization of heme biosynthesis in the diatom PubMed DOI PMC
Yu, G. , Nakajima, K. , Gruber, A. , Rio Bartulos, C. , Schober, A.F. , Lepetit, B. et al. (2022) Mitochondrial phosphoenolpyruvate carboxylase contributes to carbon fixation in the diatom PubMed DOI