Fottea 2025, 25(1):1-11 | DOI: 10.5507/fot.2024.009
Diatom studies three decades into the molecular age: a bibliometric analysis reveals genetic underexploration of diatoms compared to other taxa
- 1 Department of Ecology, Faculty of Science, Charles University, Vinièná 7, CZ-12844, Prague, Czech Republic; *Corresponding author e-mail: jan.kollar.phd@gmail.com
- 2 Department of Phycology, Institute of Botany, Czech Academy of Sciences, Dukelská 135, CZ-37901, Tĝeboò, Czech Republic
Diatoms are among the most diverse and environmentally significant protists on Earth. Like many other organismal groups, a large portion of their diversity appears to lie beyond the resolution of the traditional light microscopy-based methods routinely and sometimes exclusively utilized in their investigation. Although the technological and conceptual developments in the fields of molecular biology and bioinformatics unlocked a remarkable opportunity to study diatoms in a previously unimagined depth and breadth, molecular diatomists anecdotally claim that diatoms remain genetically understudied compared to other taxa. However, this claim has never been quantified and rigorously tested. Therefore, we performed a bibliometric analysis of over 42,000 WoS-indexed diatom documents published in the past 35 years, between 1988 and 2023. The claim is confirmed: only ~15% of the analyzed diatom literature incorporated molecular data, about half compared to other groups, including other algae, cyanobacteria, plants, fungi, and animals. Interestingly, research for all groups seems to asymptotically saturate with molecular methods once they are used in about one-third of the documents annually, an observation which has important implications. In addition, past trends in the use of molecular data in diatomology were explored and some future ones were predicted.
Keywords: diatoms, Bacillariophyta, barcoding, DNA, genetics, omics, molecular data, molecular phylogenetics, molecular taxonomy, RNA
Received: June 18, 2024; Revised: July 30, 2024; Accepted: September 24, 2024; Prepublished online: January 24, 2025; Published: April 1, 2025 Show citation
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References
- Alverson, J.A.; Jansen, R.K. & Theriot, E.C. (2007): Bridging the Rubicon: phylogenetic analysis reveals repeated colonizations of marine and fresh waters by thalassiosiroid diatoms. - Molecular Phylogenetics and Evolution 45: 193-210.
Go to original source...
- Andersen, R.A. (1992): Diversity of eukaryotic algae. - Biodiversity Conservation 1: 267-292.
Go to original source...
- Aria, M. & Cuccurullo, C. (2017): bibliometrix: An R-tool for comprehensive science mapping analysis. - Journal of Informetrics 11: 959-975.
Go to original source...
- Armbrust, E.V.; Berges, J.A.; Bowler, C.; Green, B.R.; Martinez, D.; Putnam, N.H.; Zhou, S.; Allen, A.E.; Apt, K.E.; Bechner, M.; Brzezinski, M.A.; Chaal, B.K.; Chiovitti, A.; Davis, A.K.; Demarest, M.S.; Detter, J.C.; Glavina, T.; Goodstein, D.; Hadi, M.Z.; Hellsten, U.; Hildebrand, M.; Jenkins, B.D.; Jurka, J.; Kapitonov, V.V.; Kröger, N.; Lau, W.W.Y.; Lane, T.W.; Larimer, F.W.; Lippmeier, J.C.; Lucas, S.; Medina, M.; Montsant, A.; Obornik, M.; Schnitzler Parker, M.; Palenik, B.; Pazour, G.J.; Richardson, P.M., Rynearson, T.A.; Saito, M.A.; Schwartz, D.C.; Thamatrakoln, K.; Valentin, K.; Vardi, A.; Wilkerson, F.P. & Rokhsar, D.S. (2004): The genome of the diatom Thalassiosira pseudonana: Ecology, evolution, and metabolism. - Science 306: 79-86.
Go to original source...
- Bornmann, L. & Haunschild, R. (2016): Citation score normalized by cited references (CSNCR): The introduction of a new citation impact indicator. - Journal of Informetrics 10: 875-887.
Go to original source...
- Bowler, C.; Allen, A.E.; Badger, J.H.; Grimwood, J.; Jabbari, K.; Kuo, A.; Maheswari, U.; Martens, C.; Maumus, f., Otillar, R.P.; Rayko, E.; Salamov, A.; Vandepoele, K.; Beszteri, B.; Gruber, A.; Heijde, M.; Katinka, M.; Mock, T., Valentin, K.; Verret, F.; Berges, J.A.; Brownlee, C.; Cadoret, J.-P.; Chiovitti, A; Choi, C.J.; Coesel, S.; De Martino, A.; Detter, J.C.; Durkin, C., Falciatore, A., Fournet, J.; Haruta, M., Huysman, M.J.J.; Jenkins, B.D.; Jiroutova, K.; Jorgensen, R.E., Joubert, Y.; Kaplan, A.; Kröger, N.; Kroth, P.G.; La Roche, J.; Lindquist, E.; Lommer, M.; Martin-Jézéquel, V.; Lopez, P.J.; Lucas, S.; Mangogna, M.; McGinnis, K.; Medlin, L.K.; Montsant, A.; Oudot-Le Secq, M.-P.; Napoli, C.; Obornik, M.; Schnitzler Parker, M.; Petit, J.-L.; Porcel, B.M.; Poulsen, N.; Robison, M.; Rychlewski, L.; Rynearson, T.A.; Schmutz, J.; Shapiro, H.; Siaut, M.; Stanley, M.; Sussman, M.R.; Taylor, A.R.; Vardi, A.; von Dassow, P.; Vyverman, W.; Willis, A.; Wyrwicz, L.S.; Rokhsar, D.S.; Weissenbach, J.; Armbrust, E.V.; Green, B.R.; Van de Peer, Y. & Grigoriev, I.V. (2008): The Phaeodactylum genome reveals the evolutionary history of diatom genomes. - Nature 456: 239-244.
Go to original source...
- Bradford, S. (1934): Sources of information on specific subjects. - Engineering 26: 85-86.
- Callon, M.; Courtial, J.P. & Laville, F. (1991): Co-word analysis as a tool for describing the network of interactions between basic and technological research: The case of polymer chemistry. - Scientometrics 22: 155-205.
Go to original source...
- Chonova, T.; Rimet, F.; Bouchez, A.; Kahlert, M.; Schneider, S.C.; Bailet, B.; Eulin-Garrigue, A.; Gassiole, G.; Monnier, O.; Ouattara, A.; Rey, S.; Rhoné, M. & Keck, F. (2023): Revisiting global diversity and biogeography of freshwater diatoms: New insights from molecular data. - Environmental DNA 5: 1505-1515.
Go to original source...
- Darwin, C.R. (1866): On the origin of species by means of natural selection, or the preservation of favoured races in the struggle for life (4th ed.). - 593 pp., John Murray, London.
- Drum, R.W. & Gordon, R. (2003): Star Trek replicators and diatom nanotechnology. - Trends in Biotechnology 21: 325-328.
Go to original source...
- Ebach, M.C.; Valdecasas, A.G. & Wheeler, Q.D. (2011): Impediments to taxonomy and users of taxonomy: accessibility and impact evaluation. - Cladistics 27: 550-557.
Go to original source...
- Falkowski, P.G.; Barber, R.T. & Smetacek, V. (1998): Biogeochemical controls and feedbacks on ocean primary production. - Science 281: 200-206.
Go to original source...
- Ficetola, G.; Miaud, C.; Pompanon, F. & Taberlet, P. (2008): Species detection using environmental DNA from water samples. - Biological Letters 4: 423-425.
Go to original source...
- Fortunato, S.; Bergstrom, C.T.; Börner, K.; Evans, J.A.; Helbig, D.; Milojeviĉ, S.; Petersen, A.M., Radicchi, F.; Sinatra, R.; Uzzi, B.; Vespignani, A.; Waltman, L.; Wang, D. & Barabási A.-L. (2018): Science of science. - Science 359: 1-7.
Go to original source...
- Harwani, D. (2012): The Great Plate Count Anomaly and the unculturable Bacteria. - International Journal of Scientific Research 2: 350-351.
Go to original source...
- Hebert, P.D.N.; Cywinska, A.; Ball, S.L. & deWaard, J.R. (2003): Biological identifications through DNA barcodes. - Proceedings of the Royal Society B: Biological Sciences 270: 313-321.
Go to original source...
- Hu, Q.; Sommerfeld, M.; Jarvis, E.; Ghirardi, M.; Posewitz, M.; Seibert, M. & Darzins A. (2008): Microalgal triacylglycerols as feedstocks for biofuel production: Perspectives and advances. - The Plant Journal 54: 621-639.
Go to original source...
- Kollár, J.; Pinseel, E.; Vanormelingen, P.; Poulíèková, A.; Souffreau, C.; Dvoĝák, P. & Vyverman, W. (2019): A Polyphasic approach to the delimitation of diatom species: a case study for the genus Pinnularia (Bacillariophyta). - Journal of Phycology 55: 365-379.
Go to original source...
- Kristiansen, J. (2005): Golden algae: a biology of chrysophytes. - 167 pp., A.R.G. Gantner Verlag, Königstein.
- Larsen, B.; Elizabeth, C.; Matthew, K. & Wiens, J. (2017): Inordinate fondness multiplied and redistributed: the number of species on Earth and the new pie of life. - The Quarternary Review of Biology 92: 229-265.
Go to original source...
- Lewis, A.R.; Marchant, D.R.; Ashworth, A.C.; Hedenäs, L.; Hemming, S.R.; Johnson, J.V.; Leng, M.J.; Machlus, M.L.; Newton, A.E.; Raine, J.I.; Willenbring, J.K.; Williams, M. & Wolfe, A.P. (2008): Mid-Miocene cooling and the extinction of tundra in continental Antarctica. - PNAS 105: 10676-10680.
Go to original source...
- Löbl, I.; Klausnitzer, B.; Hartmann, M. & Krell, F.T. (2023): The silent extinction of species and taxonomists - an appeal to science policymakers and legislators. - Diversity 15: 1-17.
Go to original source...
- Lotka, A.J. (1926): The frequency distribution of scientific productivity. - Journal of Washington Academy of Science 16: 317-323.
- Malviya, S.; Scalco, E.; Audic, S.; Vincent, F.; Veluchamy, A.; Poulain, J.; Wincker, P.; Iudicone, D.; de Vargas, C.; Bittner, L.; Zingone, A. & Bowler, C. (2016): Insights into global diatom distribution and diversity in the world's ocean. - PNAS 113: 1516-1525.
Go to original source...
- Mann, D.G. & Chepurnov, V.A. (2004): What have the Romans ever done for us? The past and future contribution of culture studies to diatom systematics. - Nova Hedwigia 79: 237-291.
Go to original source...
- Mann, D.G. & Droop, S.J.M. (1996): Biodiversity, biogeography and conservation of diatoms. - Hydrobiologia 336: 19-32.
Go to original source...
- Mann, D.G. & Evans, K.M. (2008): The species concept and cryptic diversity. - Proceedings of the 12th International Conference on Harmful Algae: 262-268.
- Mann, D.G.; Sato, S.; Trobajo, R.; Vanormelingen, P. & Souffreau, C. (2010): DNA barcoding for species identification and discovery in diatoms. - Cryptogamie Algologie 31: 557-577.
- Mann, D.G. & Vanormelingen, P. (2013): An inordinate fondness? The number, distributions, and origins of diatom species. - Journal of Eukaryotic Microbiology 60: 414-420.
Go to original source...
- Mardis, E. (2013): Next-generation sequencing platforms. - Annual Reviews in Analytical Chemistry 6: 287-303.
Go to original source...
- Medlin, L.; Elwood, H.J.; Stickel, S. & Sogin, M.L. (1988): The characterization of enzymatically amplified eukaryotic 16S-like rRNA-coding regions. - Gene 71: 491-499.
Go to original source...
- Mullis, K.; Faloona, F.; Scharf, S.; Saiki, R.; Horn, G. & Erlich, H. (1986): Specific enzymatic amplification of DNA in vitro: the polymerase chain reaction. - Cold Spring Harbor Symposia Quantitative Biology 51: 263-273.
Go to original source...
- Nakov, T.; Beaulieu, J.M. & Alverson, A.J. (2018): Accelerated diversification is related to life history and locomotion in a hyperdiverse lineage of microbial eukaryotes (Diatoms, Bacillariophyta). - New Phytologist 219: 462-473.
Go to original source...
- Naser, I.; Yabu, Y.; Maeda, Y. & Tanaka, T. (2022): Highly efficient genetic transformation methods for the marine oleaginous diatom Fistulifera solaris. - Marine Biotechnology 25: 657-665.
Go to original source...
- Okada, K.; Morimoto, Y.; Shiraishi, Y.; Tamura, T.; Mayama, S.; Kadono, T.; Adachi, M.; Ifuku, K. & Nemoto, M. (2023): Nuclear transformation of the marine pennate diatom Nitzschia sp. strain NIES-4635 by multi-pulse electroporation. - Marine Biotechnology 25: 1208-1219.
Go to original source...
- Oliveira, E.A.; Oliveira, M.C.L.; Colosimo, E.A.; Martelli, D.B.; Silva, L.R.; Silva, A.C.S.E. & Martelli-Júnior, H. (2022): Global scientific production in the pre-Covid-19 Era: An analysis of 53 countries for 22 years. - Anais da Academia Brasileira Ciencias 94: 1-11.
Go to original source...
- Pawlowski, J.; Audic, S.; Adl, S.; Bass, D.; Belbahri, L.; Berney, C.; Bowser, S.S.; Cepicka, I.; Decelle, J.; Dunthorn, M.; Fiore-Donno, A.M.; Gile, G.H.; Holzmann, M.; Jahn, R.; Jirkù, M.; Keeling, P.J.; Kostka, M.; Kudryavtsev, A.; Lara, E.; Lukeı, J.; Mann, D.G.; Mitchell, E.A.; Nitsche, F.; Romeralo, M.; Saunders, G.W.; Simpson, A.G.; Smirnov, A.V.; Spouge, J.L.; Stern, R.F.; Stoeck, T.; Zimmermann, J.; Schindel, D. & de Vargas, C. (2012): CBOL protist working group: barcoding Eukaryotic richness beyond the animal, plant, and fungal kingdoms. - PLoS Biology 10: e1001419.
Go to original source...
- Pedersen, T. (2024): ggraph: An implementation of grammar of graphics for graphs and networks. - R package.
- Pinseel, E.; Janssens, S.B.; Verleyen, E.; Vanormelingen, P.; Kohler, T.J.; Biersma, E.M.; Sabbe, K.; van de Vijver, B. & Vyverman, W. (2020): Global radiation in a rare biosphere soil diatom. - Nature Communications 11: 1-19.
Go to original source...
- R Core Team (2022): R: A language and environment for statistical computing. - R Foundation for Statistical Computing Vienna, Austria.
- Round, F.E.; Crawford, R.M. & Mann, D.G. (1990): The diatoms - biology and morphology of the genera. - 747 pp., Cambridge University Press, Cambridge.
- Sanger, F.; Niclen, S. & Coulson, A. (1977): DNA sequencing with chain-terminating inhibitors. - PNAS 74: 5463-5467.
Go to original source...
- Satam, H.; Joshi, K.; Mangrolia, U.; Waghoo, S.; Zaidi, G.; Rawool, S.; Thakare, R.P.; Banday, S.; Mishra, A.K.; Das, G. & Malonia, S.K. (2023): Next-Generation Sequencing technology: current trends and advancements. - Biology 12: 997.
Go to original source...
- Smol, J.P. & Stoermer, E.F. (2010): The diatoms: applications for the environmental and Earth sciences (2nd ed.). - 667 pp., Cambridge University Press, Cambridge.
Go to original source...
- Theissinger, K.; Fernandes, C.; Formenti, G.; Bista, I.; Berg, P.R.; Bleidorn, C.; Bombarely, A.; Crottini, A.; Gallo, G.R.; Godoy, J.; Jentoft, S.; Malukiewicz, J.; Mouton, A.; Oomen, R.A.; Paez, S.; Palsbøll, P.J.; Pampoulie, C.; Ruiz-López, M.J.; Secomandi, S.; Svardal, H.; Theofanopoulou, C.; de Vries, J.; Waldvogel, A.M.; Zhang, G.; Jarvis, E.D.; Bálint, M.; Ciofi, C.; Waterhouse, R.M.; Mazzoni, C.J. & Höglund, J. (2023): How genomics can help biodiversity conservation. - Trends in Genetics 39: 545-559.
Go to original source...
- Theriot, E.C.; Ashworth, M.; Ruck, E.; Nakov, T. & Jansen, R.K. (2010): A preliminary multi gene phylogeny of the diatoms (Bacillariophyta): challenges for future research. - Plant Ecology and Evolution 143: 278-296.
Go to original source...
- Wang, Y.; Zhao, Y.; Bollas, A.; Wang, Y. & Au, K.F. (2021): Nanopore sequencing technology, bioinformatics and applications. - Nature Biotechnoogy 39: 1348-1365.
Go to original source...
- Watson, J. & Crick, F. (1953): Molecular structure of nucleic acids: a structure for deoxyribose nucleic acid. - Nature 171: 737-738.
Go to original source...
- Wickham, H.; Averick, M.; Bryan, J.; Chang, W.; McGowan, L.; François, R.; Grolemund, G.; Hayes, A.; Henry, L.; Hester, J.; Kuhn, M.; Lin Pedersen, T.; Miller, E.; Milton Bache, S.; Müller, K.; Ooms, J.; Robinson, D.; Seidel, D.P.; Spinu, V.; Takahashi, K.; Vaughan, D.; Wilke, C.; Woo, K. & Yutani, H. (2019): Welcome to the Tidyverse. - Journal of Open Source Software 4: 1686.
Go to original source...
- Wickham, H.; François, R.; Henry, L.; Müller, K. & Vaughan, D. (2023): dplyr: a grammar of data manipulation. - R package.
- Witkowski, J.; Williams, D. & Kociolek, J.P. (2015): Diatoms and the continuing relevance of morphology to studies on taxonomy, systematics and biogeography. - Nova Hedwigia. 144: 228.