Bacterial Communities of Two Ubiquitous Great Barrier Reef Corals Reveals Both Site- and Species-Specificity of Common Bacterial Associates

Background: Coral-associated bacteria are increasingly considered to be important in coral health, and altered bacterial community structures have been linked to both coral disease and bleaching. Despite this, assessments of bacterial communities on corals rarely apply sufficient replication to adequately describe the natural variability. Replicated data such as these are crucial in determining potential roles of bacteria on coral

Genetic Divergence across Habitats in the Widespread Coral Seriatopora hystrix and Its Associated Symbiodinium

Background: Coral reefs are hotspots of biodiversity, yet processes of diversification in these ecosystems are poorly understood. The environmental heterogeneity of coral reef environments could be an important contributor to diversification, however, evidence supporting ecological speciation in corals is sparse. Here, we present data from a widespread coral species that reveals a strong association of host and symbiont lineages with specific habitats, consistent with distinct, sympatric gene pools that are maintained through ecologically-based selection.\ud \ud Methodology/Principal Findings: Populations of a common brooding coral, Seriatopora hystrix, were sampled from three adjacent reef habitats (spanning a ~30 m depth range) at three locations on the Great Barrier Reef (n = 336). The populations were assessed for genetic structure using a combination of mitochondrial (putative control region) and nuclear (three microsatellites) markers for the coral host, and the ITS2 region of the ribosomal DNA for the algal symbionts (Symbiodinium). Our results show concordant genetic partitioning of both the coral host and its symbionts across the different habitats, independent of sampling location.\ud \ud Conclusions/Significance: This study demonstrates that coral populations and their associated symbionts can be highly structured across habitats on a single reef. Coral populations from adjacent habitats were found to be genetically isolated from each other, whereas genetic similarity was maintained across similar habitat types at different locations. The most parsimonious explanation for the observed genetic partitioning across habitats is that adaptation to the local environment has caused ecological divergence of distinct genetic groups within S. hystrix

Detección de Melanoma en Imágenes de Lesiones Cutáneas usando Visión por Computadora y Aprendizaje Profundo

Introduction: The problem to be addressed in this work is the detection of melanoma, which is one of the different skin cancers that exist, which has a high mortality rate. Objective: This document presents a research project in Artificial Intelligence whose objective is the detection of melanoma through image analysis using Deep learning. Method: Initially, morphological operations are applied to the image to leave only the object of interest. This image is then fed into a convolutional neural network, which has been trained for melanoma detection. Results:  The proposed convolutional network architecture presents acceptable results in the accuracy metric for the identification of malignant or bening melanoma. However, it is proposed to carry out future experiments that can improve these results. Conclusions: Thanks to Deep Learning techniques with this class of tools, a very powerful and useful system is being offered when it comes to determining the diagnosis of this type of disease.Introducción: La problemática a tratar en este trabajo es la detección de melanoma, el cual es uno de los distintos cánceres de piel que existen, el cual presenta una alta tasa de mortalidad. Objetivo: En este documento se presenta un proyecto de investigación en el área de Inteligencia Artificial cuyo objetivo es la detección de melanoma por medio del análisis de imágenes utilizando Deep learning. Método: Inicialmente se aplican operaciones morfológicas sobre la imagen para dejar solo el objeto de interés. Luego esta imagen se ingresa a una red neuronal convolucional, la cual ha sido entrenada para la detección de melanomas. Resultados: La arquitectura de red convolucional propuesta presenta unos resultados aceptables en la métrica de accuracy para la identificación de melanoma maligno o benigno. Sin embargo, se propone realizar futuros experimentos que puedan mejorar estos resultados. Conclusiones: Gracias a las técnicas de Deep Learning con esta clase de herramientas se está ofreciendo un sistema muy poderoso y útil a la hora de determinar el diagnóstico de este tipo de enfermedades.    &nbsp

Building consensus around the assessment and interpretation of Symbiodiniaceae diversity

Within microeukaryotes, genetic variation and functional variation sometimes accumulate more quickly than morphological differences. To understand the evolutionary history and ecology of such lineages, it is key to examine diversity at multiple levels of organization. In the dinoflagellate family Symbiodiniaceae, which can form endosymbioses with cnidarians (e.g., corals, octocorals, sea anemones, jellyfish), other marine invertebrates (e.g., sponges, molluscs, flatworms), and protists (e.g., foraminifera), molecular data have been used extensively over the past three decades to describe phenotypes and to make evolutionary and ecological inferences. Despite advances in Symbiodiniaceae genomics, a lack of consensus among researchers with respect to interpreting genetic data has slowed progress in the field and acted as a barrier to reconciling observations. Here, we identify key challenges regarding the assessment and interpretation of Symbiodiniaceae genetic diversity across three levels: species, populations, and communities. We summarize areas of agreement and highlight techniques and approaches that are broadly accepted. In areas where debate remains, we identify unresolved issues and discuss technologies and approaches that can help to fill knowledge gaps related to genetic and phenotypic diversity. We also discuss ways to stimulate progress, in particular by fostering a more inclusive and collaborative research community. We hope that this perspective will inspire and accelerate coral reef science by serving as a resource to those designing experiments, publishing research, and applying for funding related to Symbiodiniaceae and their symbiotic partnerships.journal articl

An Indo-Pacifc coral spawning database

The discovery of multi-species synchronous spawning of scleractinian corals on the Great Barrier Reef in the 1980s stimulated an extraordinary effort to document spawning times in other parts of the globe. Unfortunately, most of these data remain unpublished which limits our understanding of regional and global reproductive patterns. The Coral Spawning Database (CSD) collates much of these disparate data into a single place. The CSD includes 6178 observations (3085 of which were unpublished) of the time or day of spawning for over 300 scleractinian species in 61 genera from 101 sites in the Indo-Pacific. The goal of the CSD is to provide open access to coral spawning data to accelerate our understanding of coral reproductive biology and to provide a baseline against which to evaluate any future changes in reproductive phenology

Building consensus around the assessment and interpretation of Symbiodiniaceae diversity

Within microeukaryotes, genetic variation and functional variation sometimes accumulate more quickly than morphological differences. To understand the evolutionary history and ecology of such lineages, it is key to examine diversity at multiple levels of organization. In the dinoflagellate family Symbiodiniaceae, which can form endosymbioses with cnidarians (e.g., corals, octocorals, sea anemones, jellyfish), other marine invertebrates (e.g., sponges, molluscs, flatworms), and protists (e.g., foraminifera), molecular data have been used extensively over the past three decades to describe phenotypes and to make evolutionary and ecological inferences. Despite advances in Symbiodiniaceae genomics, a lack of consensus among researchers with respect to interpreting genetic data has slowed progress in the field and acted as a barrier to reconciling observations. Here, we identify key challenges regarding the assessment and interpretation of Symbiodiniaceae genetic diversity across three levels: species, populations, and communities. We summarize areas of agreement and highlight techniques and approaches that are broadly accepted. In areas where debate remains, we identify unresolved issues and discuss technologies and approaches that can help to fill knowledge gaps related to genetic and phenotypic diversity. We also discuss ways to stimulate progress, in particular by fostering a more inclusive and collaborative research community. We hope that this perspective will inspire and accelerate coral reef science by serving as a resource to those designing experiments, publishing research, and applying for funding related to Symbiodiniaceae and their symbiotic partnerships

Diversity and ecology of Symbiodinium in pocilloporid corals

The decline of coral reefs is well documented, yet a detailed understanding of the processes involved in the establishment, persistence, and ecology of the coral-dinoflagellate associations still remains largely unknown. The advent of molecular techniques has resulted in significant advances in understanding the molecular diversity present of symbiotic dinoflagellates from the genus Symbiodinium, but information concerning the functional, ecological, and biogeographical significance of this expanding symbiont diversity remains limited. This thesis therefore used molecular methodologies to uncover Symbiodinium diversity in Stylophora pistillata, Pocillopora damicornis, and Seriatopora hystrix at ecological scales, in response to thermal stress, and to long-term environmental shifts. In addition, all the molecular methods currently used in Symbiodinium research are critically reviewed to provide an important baseline for future studies. The application of ITS2-DGGE coupled with the integration of alternate speciation concepts and analyses showed great merit in assessing Symbiodinium diversity in S. pistillata, P. damicornis, and S. hystrix along a depth gradient (3 m to 18 m) at Heron Island on the Great Barrier Reef (Australia), and emphasizes that sampling regimes should focus on the role of symbionts within their functional habitat. S. pistillata associates with symbionts C78 or C35/a in shallow areas and C79 in the deep, but also harbors a generalist type C8/a that can be found at all depths. P. damicornis harbors C42/a in shallow areas while C33/a is generally found in deeper reef zones, although it is occasionally observed in the shallows. On the other hand, S. hystrix only harbors a single symbiont (C3/t) at all depths. The data from Chapter 2 therefore shows that closely related symbionts within a single clade can diverge rapidly under influence of ecological differentiation whereby each symbiont represents a separately evolving lineage that occupies a specific ecological niche. As such, closely related symbionts are likely to have evolved specializations that optimize performance within their environmental range. Previous studies have sought to explain the bleaching susceptibility of scleractinian corals as a function of the presence or absence of six major clades of Symbiodinium. In chapter 3 it is shown that sub-cladal types of clade C in S. pistillata differ in their response to thermal stress, and these differences are as large as those previously reported between different clades. Molecular (ITS2-DGGE) data is integrated with physiological measurements (PAM fluorometry, host protein, symbiont cell density) to investigate the response to stress (bleaching) and is directly related to fine-scale differences in symbiont-types. This suggests that the cladal distinction of Symbiodinium is insufficient to explain the highly variable responses commonly seen in reef-building corals. Furthermore, the results highlight that shifts in symbiont community within a host population are due to differential mortality rather than the uptake of novel symbionts. It therefore appears that changes in the thermal tolerance of corals by acquiring novel more resistant Symbiodinium to meet the challenges of global warming may be restricted, and as such cannot be expected to prevent large-scale reef degradation. Whilst most Symbiodinium cladal studies have focused on bleaching, Chapter 4 combines molecular (ITS2-DGGE) and physiological analyses (PAM fluorometry) to assess the flexibility of the coral–symbiont assemblages in S. pistillata, P. damicornis, and S. hystrix when faced with long-term shifts in key environmental conditions. To test this, a 32 month reciprocal transplant experiment was set-up on Heron Island, whereby corals were transplanted to a new light environment, i.e. shallow to deep, or deep to shallow. Although some host-symbiont combinations were able to shuffle sub-cladal symbiont types, almost all colonies reverted back to their original type within 7 to 12 months. Interestingly, transplanted colonies showed a broad acclimatory response by adjusting their physiological responses to those of the control colonies at the transplanted depth. However, those that persisted with sub-optimal symbiont types suffered disproportionate rates of mortality at the onset of additional stress (bleaching). This suggests that, despite their large acclimatory capacity, the holobiont was likely living at the limits of its tolerance range. As such, it appears that coral species cannot readily form a novel symbiotic unit by changing their symbiotic partner in response to prolonged periods of change, and it is therefore unlikely that they will be able to adjust their symbionts in an attempt to cope with changing global conditions. Finally, Chapter 5 reviews the different DNA markers (18S, 28S, ITS1, ITS2, cp23S) and screening methods (RFLP, LICOR, SSCP, DGGE, cloning-sequencing) currently applied to uncovering Symbiodinium diversity. Current rDNA markers are used to identify ancient or more recent evolutionary lineages and separate symbionts into broad groups such as clades, as well as uncovering fine-scale differences between ecologically different sub-cladal types. The 18S and 28S rDNA in combination with RFLP are appropriate for studies that focus on large groupings at the cladal level and may uncover broad biogeographical. However, studies on the ecology or physiology of host-symbiont associations clearly benefit from the capacity to detect the full level of variability present within a community (e.g. 28S-SSCP, ITS2-DGGE). Despite the suitability of the rDNA, it is an imperative that sequence information is combined with ecological data in order to accurately predict how each hostsymbiont combinations responds as a unit that is optimized to function within the range of its distribution. Symbiont types present in individual hosts are shown to be distinct cohesive groups that are not interchangeable on an ecological, functional and evolutionary scale. In summary, this thesis expands on the current knowledge of the role of Symbiodinium on coral reefs and introduces a number of novel concepts. It is imperative that effort and resources continue to be channelled to combine genetic and ecological studies on Symbiodinium, as they appear to be an important factor driving responses of their host. Although diversity assessments would benefit from the development of a single-copy molecular marker, it is important to continue utilizing current methodologies to increase our knowledge of coral-symbiont diversity if we are to understand and manage coral reefs in the short-term as environmental conditions continue to change

Symbiodinium identity alters the temperature-dependent settlement behaviour of Acropora millepora coral larvae before the onset of symbiosis

The global distribution of marine species, many of which disperse during the larval stages, is influenced by ocean temperature regimes. Here, we test how temperature and the coral symbionts (Symbiodinium) affect survival, symbiont uptake, settlement success and habitat choice of Acropora millepora larvae. Experiments were conducted at Heron Island (Australia), where larvae were exposed to 22.5, 24.5, 26.5 and 28.5 degrees C. Within each temperature treatment, larvae were offered symbionts with distinct characteristics: (i) homologous Symbiodinium type C3, (ii) regionally homologous thermo-tolerant type D1, and (iii) heterologous thermo-tolerant type C15, as well as controls of (iv) un-filtered and (v) filtered seawater. Results show that lower instead of higher temperatures adversely affected recruitment by reducing larval survival and settlement. Low temperatures also reduced recruit habitat choice and initial symbiont densities, both of which impact on post-settlement survival. At lower temperatures, larvae increasingly settle away from preferred vertical surfaces and not on crustose coralline algae (CCA). Surprisingly, substrate preference to CCA was modified by the presence of specific symbiont genotypes that were present ex-hospite (outside the coral larvae). When different symbionts were mixed, the outcomes were non-additive, indicating that symbiont interactions modify the response. We propose that the observed influence of ex-hospite symbionts on settlement behaviour may have evolved through ecological facilitation and the study highlights the importance of biological processes during coral settlement