Quantification of complex modular architecture in plants.

Morphometrics, the assignment of quantities to biological shapes, is a powerful tool to address taxonomic, evolutionary, functional and developmental questions. We propose a novel method for shape quantification of complex modular architecture in thalloid plants, whose extremely reduced morphologies, combined with the lack of a formal framework for thallus description, have long rendered taxonomic and evolutionary studies extremely challenging. Using graph theory, thalli are described as hierarchical series of nodes and edges, allowing for accurate, homologous and repeatable measurements of widths, lengths and angles. The computer program MorphoSnake was developed to extract the skeleton and contours of a thallus and automatically acquire, at each level of organization, width, length, angle and sinuosity measurements. Through the quantification of leaf architecture in Hymenophyllum ferns (Polypodiopsida) and a fully worked example of integrative taxonomy in the taxonomically challenging thalloid liverwort genus Riccardia, we show that MorphoSnake is applicable to all ramified plants. This new possibility of acquiring large numbers of quantitative traits in plants with complex modular architectures opens new perspectives of applications, from the development of rapid species identification tools to evolutionary analyses of adaptive plasticity.

[1]  Michael Balke,et al.  Accelerated species inventory on Madagascar using coalescent-based models of species delineation. , 2009, Systematic biology.

[2]  J. Jacod,et al.  Estimating the Integrated Volatility with Tick Observations , 2015 .

[3]  C. Edelin,et al.  Multiple innovations underpinned branching form diversification in mosses , 2017, The New phytologist.

[4]  Mathieu Javaux,et al.  Root System Markup Language: Toward a Unified Root Architecture Description Language1[OPEN] , 2015, Plant Physiology.

[5]  Arezki Boudaoud,et al.  Multiscale quantification of morphodynamics: MorphoLeaf software for 2D shape analysis , 2016, Development.

[6]  Craig Moritz,et al.  Coalescent-based species delimitation in an integrative taxonomy. , 2012, Trends in ecology & evolution.

[7]  D. Merhof,et al.  Computer vision applied to herbarium specimens of German trees: testing the future utility of the millions of herbarium specimen images for automated identification , 2016, BMC Evolutionary Biology.

[8]  Choong Yeun Liong,et al.  Comparison of linear discriminant analysis and logistic regression for data classification , 2013 .

[9]  A. N. Strahler Hypsometric (area-altitude) analysis of erosional topography. , 1952 .

[10]  D. Fontaneto,et al.  Guidelines for DNA taxonomy, with a focus on the meiofauna , 2015, Marine Biodiversity.

[11]  Michael S. Y. Lee,et al.  The botanical and zoological codes impede biodiversity research by discouraging publication of unnamed new species , 2010 .

[12]  M. Newton,et al.  Estimating the Integrated Likelihood via Posterior Simulation Using the Harmonic Mean Identity , 2006 .

[13]  R. Vilà,et al.  Factors affecting species delimitations with the GMYC model: insights from a butterfly survey , 2013 .

[14]  Loïc Pagès,et al.  A Novel Image-Analysis Toolbox Enabling Quantitative Analysis of Root System Architecture1[W][OA] , 2011, Plant Physiology.

[15]  M. Rajeevan,et al.  Nowcasting severe convective activity over southeast India using ground‐based microwave radiometer observations , 2013 .

[16]  Dong Xie,et al.  BEAST 2: A Software Platform for Bayesian Evolutionary Analysis , 2014, PLoS Comput. Biol..

[17]  T. Barraclough,et al.  Delimiting Species Using Single-Locus Data and the Generalized Mixed Yule Coalescent Approach: A Revised Method and Evaluation on Simulated Data Sets , 2013, Systematic biology.

[18]  Germinal Rouhan,et al.  Disentangling the diversity and taxonomy of Hymenophyllaceae (Hymenophyllales, Polypodiidae) in the Comoros , 2017 .

[19]  Donald W. Schaffner,et al.  Comparison of Logistic Regression and Linear Regression in Modeling Percentage Data , 2001, Applied and Environmental Microbiology.

[20]  Jaap A Kaandorp,et al.  Simulation and analysis of flow patterns around the scleractinian coral Madracis mirabilis (Duchassaing and Michelotti). , 2003, Philosophical transactions of the Royal Society of London. Series B, Biological sciences.

[21]  A. Rambaut,et al.  BEAST: Bayesian evolutionary analysis by sampling trees , 2007, BMC Evolutionary Biology.

[22]  Branching is a process, not a concept , 1987 .

[23]  Ilya Zaliapin,et al.  Are American rivers Tokunaga self‐similar? New results on fluvial network topology and its climatic dependence , 2013 .

[24]  Raúl Rojas,et al.  Extending the SIOX Algorithm : Alternative Clustering Methods , Sub-pixel Accurate Object Extraction from Still Images , and Generic Video Segmentation , 2006 .

[25]  B. Rossaro,et al.  Integrated Taxonomy and DNA Barcoding of Alpine Midges (Diptera: Chironomidae) , 2016, PloS one.

[26]  Jaap A. Kaandorp,et al.  Morphological analysis of growth forms of branching marine sessile organisms along environmental gradients , 1999 .

[27]  Chenhong Li,et al.  Species delimitation and phylogenetic reconstruction of the sinipercids (Perciformes: Sinipercidae) based on target enrichment of thousands of nuclear coding sequences. , 2017, Molecular phylogenetics and evolution.

[28]  Jaap A. Kaandorp,et al.  The Algorithmic Beauty of Seaweeds, Sponges and Corals , 2001, The Virtual Laboratory.

[29]  Jean‐François Flot champuru 1.0: a computer software for unraveling mixtures of two DNA sequences of unequal lengths , 2007 .

[30]  K. Yamato,et al.  Molecular Genetic Tools and Techniques for Marchantia polymorpha Research. , 2016, Plant & cell physiology.

[31]  Maja Pohar Perme,et al.  Comparison of logistic regression and linear discriminant analysis , 2004, Advances in Methodology and Statistics.

[32]  Kevin W Eliceiri,et al.  NIH Image to ImageJ: 25 years of image analysis , 2012, Nature Methods.

[33]  D. Fontaneto,et al.  Genetic Exchange among Bdelloid Rotifers Is More Likely Due to Horizontal Gene Transfer Than to Meiotic Sex , 2016, Current Biology.

[34]  Jean‐François Flot Species Delimitation's Coming of Age. , 2015, Systematic biology.

[35]  C. Cruaud,et al.  An integrative approach to species delimitation in Benthomangelia (Mollusca: Conoidea) , 2009 .

[36]  John L. Harper,et al.  The growth and form of modular organisms - Preface , 1986 .

[37]  C. Reeb,et al.  Studies on African Riccardia Types and Related Material , 2014 .

[38]  Jean‐François Flot seqphase: a web tool for interconverting phase input/output files and fasta sequence alignments , 2010, Molecular ecology resources.

[39]  L W Buss,et al.  Modern zoophytology: the growth and form of modular organisms. , 1987, Science.

[40]  J. Kaandorp,et al.  Quantitative morphological analysis of 2D images of complex-shaped branching biological growth forms: the example of branching thalli of liverworts , 2017, BMC Research Notes.

[41]  Bryan C. Carstens,et al.  How to fail at species delimitation , 2013, Molecular ecology.

[42]  Guillaume Lobet,et al.  Image Analysis in Plant Sciences: Publish Then Perish. , 2017, Trends in plant science.

[43]  Jean‐François Flot,et al.  Delimiting Species-Poor Data Sets using Single Molecular Markers: A Study of Barcode Gaps, Haplowebs and GMYC. , 2015, Systematic biology.

[44]  S. Martorelli,et al.  Integrative taxonomy of Peniculus, Metapeniculus, and Trifur (Siphonostomatoida: Pennellidae), copepod parasites of marine fishes from Chile: species delimitation analyses using DNA barcoding and morphological evidence , 2016 .

[45]  Johannes E. Schindelin,et al.  Fiji: an open-source platform for biological-image analysis , 2012, Nature Methods.

[46]  A. Lambert,et al.  ABGD, Automatic Barcode Gap Discovery for primary species delimitation , 2012, Molecular ecology.

[47]  Jiajie Zhang,et al.  A general species delimitation method with applications to phylogenetic placements , 2013, Bioinform..

[48]  B. Esteve-Altava In search of morphological modules: a systematic review , 2017, Biological reviews of the Cambridge Philosophical Society.

[49]  Yan Guo,et al.  Heatmap3: an improved heatmap package with more powerful and convenient features , 2014, BMC Bioinformatics.

[50]  A. Couloux,et al.  Haplowebs as a graphical tool for delimiting species: a revival of Doyle's "field for recombination" approach and its application to the coral genus Pocillopora in Clipperton , 2010, BMC Evolutionary Biology.

[51]  S. Samadi,et al.  Phase determination from direct sequencing of length‐variable DNA regions , 2006 .

[52]  Paolo Remagnino,et al.  Plant species identification using digital morphometrics: A review , 2012, Expert Syst. Appl..

[53]  J. Dubuisson,et al.  New insights into the phylogeny and relationships within the worldwide genus Riccardia (Aneuraceae, Marchantiophytina) , 2017 .

[54]  Ching Y. Suen,et al.  A fast parallel algorithm for thinning digital patterns , 1984, CACM.

[55]  Z. Forsman,et al.  A genomic glance through the fog of plasticity and diversification in Pocillopora , 2017, Scientific Reports.

[56]  E. Pante,et al.  From integrative taxonomy to species description: one step beyond. , 2015, Systematic biology.

[57]  R. Liere,et al.  A computational method for quantifying morphological variation in scleractinian corals , 2007, Coral Reefs.

[58]  Jonathan Y. Clark,et al.  Automatic Extraction of Leaf Characters from Herbarium Specimens , 2012 .

[59]  W. John Kress,et al.  A DNA barcode for land plants , 2009, Proceedings of the National Academy of Sciences.

[60]  A. Matsumoto Heterogeneous and compensatory growth in Melithaea flabellifera (Octocorallia : Melithaeidae) in Japan , 2004 .

[61]  N. Wickett,et al.  New insights in the evolution of the liverwort family aneuraceae (Metzgeriales, Marchantiophyta), with emphasis on the genus Lobatiriccardia , 2010 .

[62]  Shane S. Sturrock,et al.  Geneious Basic: An integrated and extendable desktop software platform for the organization and analysis of sequence data , 2012, Bioinform..

[63]  A. P. Dawid,et al.  Parameter inference for stochastic kinetic models of bacterial gene regulation : a Bayesian approach to systems biology , 2010 .

[64]  D. Stanton,et al.  Morphogeometric Approaches to Non-vascular Plants , 2016, Front. Plant Sci..

[65]  J. Doyle The Irrelevance of Allele Tree Topologies for Species Delimitation, and a Non-Topological Alternative , 1995 .

[66]  J. Heinrichs,et al.  By how much do we underestimate species diversity of liverworts using morphological evidence? An example from Australasian Plagiochila (Plagiochilaceae: Jungermanniopsida). , 2017, Molecular phylogenetics and evolution.

[67]  S. J. Press,et al.  Choosing between Logistic Regression and Discriminant Analysis , 1978 .

[68]  R. Horton EROSIONAL DEVELOPMENT OF STREAMS AND THEIR DRAINAGE BASINS; HYDROPHYSICAL APPROACH TO QUANTITATIVE MORPHOLOGY , 1945 .