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Shazib SUA, Ahsan R, Leleu M, McManus GB, Katz LA, Santoferrara LF. Phylogenomic workflow for uncultivable microbial eukaryotes using single-cell RNA sequencing - A case study with planktonic ciliates (Ciliophora, Oligotrichea). Mol Phylogenet Evol 2024:108239. [PMID: 39551225 DOI: 10.1016/j.ympev.2024.108239] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2024] [Revised: 10/25/2024] [Accepted: 11/10/2024] [Indexed: 11/19/2024]
Abstract
Phylogenetic analyses increasingly rely on genomic and transcriptomic data to produce better supported inferences on the evolutionary relationships among microbial eukaryotes. Such phylogenomic analyses, however, require robust workflows, bioinformatic expertise and computational power. Microbial eukaryotes pose additional challenges given the complexity of their genomes and the presence of non-target sequences (e.g., symbionts, prey) in data obtained from single cells of uncultivable lineages. To address these challenges, we developed a phylogenomic workflow based on single-cell RNA sequencing, integrating all essential steps from cell isolation to data curation and species tree inference. We assessed our workflow by using publicly available and newly generated transcriptomes (11 and 28, respectively) from the Oligotrichea, a diverse group of marine planktonic ciliates. This group's phylogenetic relationships have been relatively well-studied based on ribosomal RNA gene markers, which we reconstructed by read mapping of transcriptome sequences and compared to our phylogenomic inferences. We also compared phylogenomic analyses based on single-copy protein-coding genes (well-curated orthologs) and multi-copy genes (including paralogs) by sequence concatenation and a coalescence approach (Asteroid), respectively. Finally, using subsets of up to 1,014 gene families (GFs), we assessed the influence of missing data in our phylogenomic inferences. All our analyses yielded similar results, and most inferred relationships were consistent and well-supported. Overall, we found that Asteroid provides robust support for species tree inferences, while simplifying curation steps, minimizing the effects of missing data and maximizing the number of GFs represented in the analyses. Our workflow can be adapted for phylogenomic analyses based on single-cell RNA sequencing of other uncultivable microbial eukaryotes.
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Affiliation(s)
- Shahed U A Shazib
- Department of Biological Sciences, Smith College, Northampton, MA, USA
| | - Ragib Ahsan
- Department of Biological Sciences, Smith College, Northampton, MA, USA; University of Massachusetts Amherst, Program in Organismic and Evolutionary Biology, Amherst, MA, USA
| | - Marie Leleu
- Department of Biological Sciences, Smith College, Northampton, MA, USA
| | - George B McManus
- Department of Marine Sciences, University of Connecticut, Groton, CT, USA
| | - Laura A Katz
- Department of Biological Sciences, Smith College, Northampton, MA, USA; University of Massachusetts Amherst, Program in Organismic and Evolutionary Biology, Amherst, MA, USA.
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Lyu L, Zhang X, Gao Y, Zhang T, Fu J, Stover NA, Gao F. From germline genome to highly fragmented somatic genome: genome-wide DNA rearrangement during the sexual process in ciliated protists. MARINE LIFE SCIENCE & TECHNOLOGY 2024; 6:31-49. [PMID: 38433968 PMCID: PMC10901763 DOI: 10.1007/s42995-023-00213-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/02/2023] [Accepted: 11/27/2023] [Indexed: 03/05/2024]
Abstract
Genomes are incredibly dynamic within diverse eukaryotes and programmed genome rearrangements (PGR) play important roles in generating genomic diversity. However, genomes and chromosomes in metazoans are usually large in size which prevents our understanding of the origin and evolution of PGR. To expand our knowledge of genomic diversity and the evolutionary origin of complex genome rearrangements, we focus on ciliated protists (ciliates). Ciliates are single-celled eukaryotes with highly fragmented somatic chromosomes and massively scrambled germline genomes. PGR in ciliates occurs extensively by removing massive amounts of repetitive and selfish DNA elements found in the silent germline genome during development of the somatic genome. We report the partial germline genomes of two spirotrich ciliate species, namely Strombidium cf. sulcatum and Halteria grandinella, along with the most compact and highly fragmented somatic genome for S. cf. sulcatum. We provide the first insights into the genome rearrangements of these two species and compare these features with those of other ciliates. Our analyses reveal: (1) DNA sequence loss through evolution and during PGR in S. cf. sulcatum has combined to produce the most compact and efficient nanochromosomes observed to date; (2) the compact, transcriptome-like somatic genome in both species results from extensive removal of a relatively large number of shorter germline-specific DNA sequences; (3) long chromosome breakage site motifs are duplicated and retained in the somatic genome, revealing a complex model of chromosome fragmentation in spirotrichs; (4) gene scrambling and alternative processing are found throughout the core spirotrichs, offering unique opportunities to increase genetic diversity and regulation in this group. Supplementary Information The online version contains supplementary material available at 10.1007/s42995-023-00213-x.
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Affiliation(s)
- Liping Lyu
- Key Laboratory of Evolution & Marine Biodiversity (Ministry of Education), and Institute of Evolution & Marine Biodiversity, Ocean University of China, Qingdao, 266003 China
| | - Xue Zhang
- Key Laboratory of Evolution & Marine Biodiversity (Ministry of Education), and Institute of Evolution & Marine Biodiversity, Ocean University of China, Qingdao, 266003 China
| | - Yunyi Gao
- Key Laboratory of Evolution & Marine Biodiversity (Ministry of Education), and Institute of Evolution & Marine Biodiversity, Ocean University of China, Qingdao, 266003 China
| | - Tengteng Zhang
- Key Laboratory of Evolution & Marine Biodiversity (Ministry of Education), and Institute of Evolution & Marine Biodiversity, Ocean University of China, Qingdao, 266003 China
| | - Jinyu Fu
- Key Laboratory of Evolution & Marine Biodiversity (Ministry of Education), and Institute of Evolution & Marine Biodiversity, Ocean University of China, Qingdao, 266003 China
| | - Naomi A. Stover
- Department of Biology, Bradley University, Peoria, IL 61625 USA
| | - Feng Gao
- Key Laboratory of Evolution & Marine Biodiversity (Ministry of Education), and Institute of Evolution & Marine Biodiversity, Ocean University of China, Qingdao, 266003 China
- Laoshan Laboratory, Qingdao, 266237 China
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Konstantinov DK, Menzorov A, Krivenko O, Doroshkov AV. Isolation and transcriptome analysis of a biotechnologically promising Black Sea protist, Thraustochytrium aureum ssp. strugatskii. PeerJ 2022; 10:e12737. [PMID: 35287351 PMCID: PMC8917795 DOI: 10.7717/peerj.12737] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Accepted: 12/13/2021] [Indexed: 01/07/2023] Open
Abstract
Background Marine protists are an important part of the ocean ecosystem. They may possess unique sets of biosynthetic pathways and, thus, be promising model organisms for metabolic engineering for producing substances for the pharmaceutical, cosmetic, and perfume industries. Currently, full-genome data are available just for a limited number of protists hampering their use in biotechnology. Methods We characterized the morphology of a new cultured strain of Thraustochytriaceae isolated from the Black Sea ctenophore Beroe ovata using phase-contrast microscopy. Cell culture was performed in the FAND culture medium based on fetal bovine serum and DMEM. Phylogenetic analysis was performed using the 18S rRNA sequence. We also conducted a transcriptome assembly and compared the data with the closest species. Results The protist belongs to the genus Thraustochytrium based on the 18S rRNA sequence analysis. We designated the isolated protist as T. aureum ssp. strugatskii. The closest species with the genome assembly is Schizochytrium aggregatum. Transcriptome analysis revealed the majority of the fatty acid synthesis enzymes. Conclusion Our findings suggest that the T. aureum ssp. strugatskii is a promising candidate for biotechnological use. Together with the previously available, our data would allow the establishment of an accurate phylogeny of the family Thraustochytriaceae. Also, it could be a reference point for studying the evolution of the enzyme families.
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Affiliation(s)
- Dmitrii K. Konstantinov
- Novosibirsk State University, Novosibirsk, Russia,Institute of Cytology and Genetics Siberian Branch of the Russian Academy of Sciences, Novosibirsk, Russia
| | - Aleksei Menzorov
- Novosibirsk State University, Novosibirsk, Russia,Institute of Cytology and Genetics Siberian Branch of the Russian Academy of Sciences, Novosibirsk, Russia
| | - Olga Krivenko
- A.O. Kovalevsky Institute of Biology of the Southern Seas of RAS, Sevastopol, Russia
| | - Alexey V. Doroshkov
- Novosibirsk State University, Novosibirsk, Russia,Institute of Cytology and Genetics Siberian Branch of the Russian Academy of Sciences, Novosibirsk, Russia,Siberian Federal University, Krasnoyarsk, Russia
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Li Y, Wang Y, Zhang S, Maurer-Alcalá XX, Yan Y. How Ciliated Protists Survive by Cysts: Some Key Points During Encystment and Excystment. Front Microbiol 2022; 13:785502. [PMID: 35250922 PMCID: PMC8891572 DOI: 10.3389/fmicb.2022.785502] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2021] [Accepted: 01/11/2022] [Indexed: 11/30/2022] Open
Abstract
Forming cysts is a common and important bionomic strategy for microorganisms to persist in harsh environments. In ciliated protists, many species have been reported to form cysts when facing unfavorable conditions. Despite traditional studies on the morphological features of cysts and the chemical composition of cyst wall, recent research has focused more on the molecular mechanisms of encystment. The present work reviews studies on developmental features and molecular information of resting cysts in ciliates, and pays more attention to the following questions: what are the inducing factors of encystment and excystment? How does the cell change morphologically during these dynamic processes? And what molecular mechanisms underlie those changes? We also present and summarize the characteristics of cysts from diverse ciliate lineages in a phylogenetic framework, aiming to provide new perspectives for studies on adaptive evolution of unicellular eukaryotes.
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Affiliation(s)
- Yuqing Li
- Institute of Evolution and Marine Biodiversity, Ocean University of China, Qingdao, China
| | - Yurui Wang
- Institute of Evolution and Marine Biodiversity, Ocean University of China, Qingdao, China
- Laboratory of Protozoological Biodiversity and Evolution in Wetland, College of Life Sciences, Shaanxi Normal University, Xi’an, China
| | - Shijing Zhang
- Institute of Evolution and Marine Biodiversity, Ocean University of China, Qingdao, China
| | - Xyrus X. Maurer-Alcalá
- Division of Invertebrate Zoology, American Museum of Natural History, New York, NY, United States
- Sackler Institute for Comparative Genomics, American Museum of Natural History, New York, NY, United States
| | - Ying Yan
- Institute of Evolution and Marine Biodiversity, Ocean University of China, Qingdao, China
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Wu W, Dong J, Long Y, Warren A, Chen L, Qiu H. Redescription and phylogenetic position of the terrestrial ciliates Gastrostylides dorsicirratus and Heterourosomoida lanceolata (Hypotricha, Dorsomarginalia). Eur J Protistol 2021; 82:125859. [DOI: 10.1016/j.ejop.2021.125859] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2021] [Revised: 11/16/2021] [Accepted: 12/13/2021] [Indexed: 11/30/2022]
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Zhang T, Li C, Zhang X, Wang C, Roger AJ, Gao F. Characterization and Comparative Analyses of Mitochondrial Genomes in Single-Celled Eukaryotes to Shed Light on the Diversity and Evolution of Linear Molecular Architecture. Int J Mol Sci 2021; 22:ijms22052546. [PMID: 33802618 PMCID: PMC7961746 DOI: 10.3390/ijms22052546] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Revised: 02/23/2021] [Accepted: 02/26/2021] [Indexed: 11/16/2022] Open
Abstract
Determination and comparisons of complete mitochondrial genomes (mitogenomes) are important to understand the origin and evolution of mitochondria. Mitogenomes of unicellular protists are particularly informative in this regard because they are gene-rich and display high structural diversity. Ciliates are a highly diverse assemblage of protists and their mitogenomes (linear structure with high A+T content in general) were amongst the first from protists to be characterized and have provided important insights into mitogenome evolution. Here, we report novel mitogenome sequences from three representatives (Strombidium sp., Strombidium cf. sulcatum, and Halteria grandinella) in two dominant ciliate lineages. Comparative and phylogenetic analyses of newly sequenced and previously published ciliate mitogenomes were performed and revealed a number of important insights. We found that the mitogenomes of these three species are linear molecules capped with telomeric repeats that differ greatly among known species. The genomes studied here are highly syntenic, but larger in size and more gene-rich than those of other groups. They also all share an AT-rich tandem repeat region which may serve as the replication origin and modulate initiation of bidirectional transcription. More generally we identified a split version of ccmf, a cytochrome c maturation-related gene that might be a derived character uniting taxa in the subclasses Hypotrichia and Euplotia. Finally, our mitogenome comparisons and phylogenetic analyses support to reclassify Halteria grandinella from the subclass Oligotrichia to the subclass Hypotrichia. These results add to the growing literature on the unique features of ciliate mitogenomes, shedding light on the diversity and evolution of their linear molecular architecture.
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Affiliation(s)
- Tengteng Zhang
- Institute of Evolution & Marine Biodiversity and College of Fisheries, Ocean University of China, Qingdao 266003, China; (T.Z.); (C.L.); (X.Z.); (C.W.)
- Key Laboratory of Mariculture (OUC), Ministry of Education, Qingdao 266003, China
- Centre for Comparative Genomics and Evolutionary Bioinformatics, Department of Biochemistry and Molecular Biology, Dalhousie University, Halifax, NS B3H 4R2, Canada;
| | - Chao Li
- Institute of Evolution & Marine Biodiversity and College of Fisheries, Ocean University of China, Qingdao 266003, China; (T.Z.); (C.L.); (X.Z.); (C.W.)
| | - Xue Zhang
- Institute of Evolution & Marine Biodiversity and College of Fisheries, Ocean University of China, Qingdao 266003, China; (T.Z.); (C.L.); (X.Z.); (C.W.)
| | - Chundi Wang
- Institute of Evolution & Marine Biodiversity and College of Fisheries, Ocean University of China, Qingdao 266003, China; (T.Z.); (C.L.); (X.Z.); (C.W.)
| | - Andrew J. Roger
- Centre for Comparative Genomics and Evolutionary Bioinformatics, Department of Biochemistry and Molecular Biology, Dalhousie University, Halifax, NS B3H 4R2, Canada;
| | - Feng Gao
- Institute of Evolution & Marine Biodiversity and College of Fisheries, Ocean University of China, Qingdao 266003, China; (T.Z.); (C.L.); (X.Z.); (C.W.)
- Key Laboratory of Mariculture (OUC), Ministry of Education, Qingdao 266003, China
- Laboratory for Marine Biology and Biotechnology, Qingdao National Laboratory for Marine Science and Technology, Qingdao 266033, China
- Correspondence:
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Wang C, Gao Y, Lu B, Chi Y, Zhang T, El-Serehy HA, Al-Farraj SA, Li L, Song W, Gao F. Large-scale phylogenomic analysis provides new insights into the phylogeny of the class Oligohymenophorea (Protista, Ciliophora) with establishment of a new subclass Urocentria nov. subcl. Mol Phylogenet Evol 2021; 159:107112. [PMID: 33609708 DOI: 10.1016/j.ympev.2021.107112] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2020] [Revised: 01/28/2021] [Accepted: 02/08/2021] [Indexed: 02/06/2023]
Abstract
The class Oligohymenophorea is one of the most diverse assemblage of ciliated protists, which are particularly important in fundamental biological studies including understanding the evolutionary relationships among the lineages. Phylogenetic relationships within the class remain largely elusive, especially within the subclass Peniculia, which contains the long-standing problematic taxa Urocentrum and Paranassula. In the present study, we sequenced the genomes and/or transcriptomes of six non-culturable oligohymenophoreans using single-cell sequencing techniques. Phylogenomic analysis was performed based on expanded taxon sampling of 85 taxa, including 157 nuclear genes encoding 36,953 amino acids. The results indicate that: (1) urocentrids form an independent branch that is sister to the clade formed by Scuticociliatia and Hymenostomatia, which, together with the morphological data, supports the establishment of a new subclass, Urocentria n. subcl., within Oligohymenophorea; (2) phylogenomic analysis and ortholog comparison reveal a close relationship between Paranassula and peniculines, providing corroborative evidence for removing Paranassula from Nassulida and elevating it as an order, Paranassulida, within the subclass Peniculia; (3) based on the phylogenomic analyses and morphological data, we hypothesize that Peritrichia is the earliest diverging clade within Oligohymenophorea while Scuticociliatia and Hymenostomatia share the most common ancestor, followed successively by Urocentria and Peniculia. In addition, stop codon analyses indicate that oligohymenophoreans widely use UGA as the stop codon, while UAR are reassigned to glutamate (peritrichs) or glutamine (others), supporting the evolutionary hypothesis.
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Affiliation(s)
- Chundi Wang
- Laboratory of Marine Protozoan Biodiversity & Evolution, Ocean College, Shandong University, Weihai 264209, China; Institute of Evolution & Marine Biodiversity and College of Fisheries, Ocean University of China, Qingdao 266003, China
| | - Yunyi Gao
- Institute of Evolution & Marine Biodiversity and College of Fisheries, Ocean University of China, Qingdao 266003, China
| | - Borong Lu
- Institute of Evolution & Marine Biodiversity and College of Fisheries, Ocean University of China, Qingdao 266003, China
| | - Yong Chi
- Institute of Evolution & Marine Biodiversity and College of Fisheries, Ocean University of China, Qingdao 266003, China
| | - Tengteng Zhang
- Institute of Evolution & Marine Biodiversity and College of Fisheries, Ocean University of China, Qingdao 266003, China
| | - Hamed A El-Serehy
- Zoology Department, College of Science, King Saud University, Riyadh 11451, Saudi Arabia
| | - Saleh A Al-Farraj
- Zoology Department, College of Science, King Saud University, Riyadh 11451, Saudi Arabia
| | - Lifang Li
- Laboratory of Marine Protozoan Biodiversity & Evolution, Ocean College, Shandong University, Weihai 264209, China
| | - Weibo Song
- Laboratory of Marine Protozoan Biodiversity & Evolution, Ocean College, Shandong University, Weihai 264209, China; Institute of Evolution & Marine Biodiversity and College of Fisheries, Ocean University of China, Qingdao 266003, China; Laboratory for Marine Biology and Biotechnology, Qingdao National Laboratory for Marine Science and Technology, Qingdao 266237, China
| | - Feng Gao
- Institute of Evolution & Marine Biodiversity and College of Fisheries, Ocean University of China, Qingdao 266003, China; Laboratory for Marine Biology and Biotechnology, Qingdao National Laboratory for Marine Science and Technology, Qingdao 266237, China.
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Liao W, Campello-Nunes PH, Gammuto L, Abreu Viana T, de Oliveira Marchesini R, da Silva Paiva T, da Silva-Neto ID, Modeo L, Petroni G. Incorporating mitogenome sequencing into integrative taxonomy: The multidisciplinary redescription of the ciliate Thuricola similis (Peritrichia, Vaginicolidae) provides new insights into the evolutionary relationships among Oligohymenophorea subclasses. Mol Phylogenet Evol 2021; 158:107089. [PMID: 33545277 DOI: 10.1016/j.ympev.2021.107089] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2020] [Revised: 01/13/2021] [Accepted: 01/26/2021] [Indexed: 10/22/2022]
Abstract
The evolutionary relationships among Oligohymenophorea subclasses are under debate as the phylogenomic analysis using a large dataset of nuclear coding genes is significantly different to the 18S rDNA phylogeny, and it is unfortunately not stable within and across different published studies. In addition to nuclear genes, the faster-evolving mitochondrial genes have also shown the ability to solve phylogenetic problems in many ciliated taxa. However, due to the paucity of mitochondrial data, the corresponding work is scarce, let alone the phylogenomic analysis based on mitochondrial gene dataset. In this work, we presented the characterization on Thuricola similis Bock, 1963, a loricate peritrich (Oligohymenophorea), incorporating mitogenome sequencing into integrative taxonomy. As the first mitogenome for the subclass Peritrichia, it is linear, 38,802 bp long, and contains two rRNAs, 12 tRNAs, and 43 open reading frames (ORFs). As a peculiarity, it includes a central repeated region composed of tandemly repeated A-T rich units working as a bi-transcriptional start. Moreover, taking this opportunity, the phylogenomic analyses based on a set of mitochondrial genes were also performed, revealing that T. similis, as a representative of Peritrichia subclass, branches basally to other three Oligohymenophorea subclasses, namely Hymenostomatia, Peniculia, and Scuticociliatia. Evolutionary relationships among those Oligohymenophorea subclasses were discussed, also in the light of recent phylogenomic reconstructions based on a set of nuclear genes. Besides, as a little-known species, T. similis was also redescribed and neotypified based on data from two populations collected from wastewater treatment plants (WWTPs) in Brazil and Italy, by means of integrative methods (i.e., living observation, silver staining methods, scanning and transmission electron microscopy, and 18S rDNA phylogeny). After emended diagnosis, it is characterized by: (1) the sewage habitat; (2) the lorica with a single valve and small undulations; (3) the 7-22 µm-long inner stalk; and (4) the presence of only a single postciliary microtubule on the left side of the aciliferous row in the haplokinety. Among Vaginicolidae family, our 18S rRNA gene-based phylogenetic analysis revealed that Thuricola and Cothurnia are monophyletic genera, and Vaginicola could be a polyphyletic genus.
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Affiliation(s)
- Wanying Liao
- Department of Biology, University of Pisa, Via A. Volta 4/6, 56126 Pisa, Italy
| | - Pedro Henrique Campello-Nunes
- Laboratório de Protistologia, Instituto de Biologia, Departamento de Zoologia, Universidade Federal do Rio de Janeiro, CEP: 21941-902 Ilha do Fundão, Rio de Janeiro, Brazil
| | - Leandro Gammuto
- Department of Biology, University of Pisa, Via A. Volta 4/6, 56126 Pisa, Italy
| | - Tiago Abreu Viana
- Laboratório de Protistologia, Instituto de Biologia, Departamento de Zoologia, Universidade Federal do Rio de Janeiro, CEP: 21941-902 Ilha do Fundão, Rio de Janeiro, Brazil
| | - Roberto de Oliveira Marchesini
- Laboratório de Protistologia, Instituto de Biologia, Departamento de Zoologia, Universidade Federal do Rio de Janeiro, CEP: 21941-902 Ilha do Fundão, Rio de Janeiro, Brazil
| | - Thiago da Silva Paiva
- Laboratório de Protistologia, Instituto de Biologia, Departamento de Zoologia, Universidade Federal do Rio de Janeiro, CEP: 21941-902 Ilha do Fundão, Rio de Janeiro, Brazil
| | - Inácio Domingos da Silva-Neto
- Laboratório de Protistologia, Instituto de Biologia, Departamento de Zoologia, Universidade Federal do Rio de Janeiro, CEP: 21941-902 Ilha do Fundão, Rio de Janeiro, Brazil
| | - Letizia Modeo
- Department of Biology, University of Pisa, Via A. Volta 4/6, 56126 Pisa, Italy; CISUP, Centro per l'Integrazione della Strumentazione Scientifica dell'Università di Pisa, Lungarno Pacinotti 43, 56126 Pisa, Italy.
| | - Giulio Petroni
- Department of Biology, University of Pisa, Via A. Volta 4/6, 56126 Pisa, Italy; CISUP, Centro per l'Integrazione della Strumentazione Scientifica dell'Università di Pisa, Lungarno Pacinotti 43, 56126 Pisa, Italy.
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