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Mushegian AA, Neupane N, Batz Z, Mogi M, Tuno N, Toma T, Miyagi I, Ries L, Armbruster PA. Ecological mechanism of climate-mediated selection in a rapidly evolving invasive species. Ecol Lett 2021; 24:698-707. [PMID: 33554374 PMCID: PMC8045958 DOI: 10.1111/ele.13686] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2020] [Revised: 11/10/2020] [Accepted: 12/17/2020] [Indexed: 12/23/2022]
Abstract
Recurring seasonal changes can lead to the evolution of phenological cues. For example, many arthropods undergo photoperiodic diapause, a programmed developmental arrest induced by short autumnal day length. The selective mechanisms that determine the timing of autumnal diapause initiation have not been empirically identified. We quantified latitudinal clines in genetically determined diapause timing of an invasive mosquito, Aedes albopictus, on two continents. We show that variation in diapause timing within and between continents is explained by a novel application of a growing degree day (GDD) model that delineates a location-specific deadline after which it is not possible to complete an additional full life cycle. GDD models are widely used to predict spring phenology by modelling growth and development as physiological responses to ambient temperatures. Our results show that the energy accumulation dynamics represented by GDD models have also led to the evolution of an anticipatory life-history cue in autumn.
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Affiliation(s)
| | - Naresh Neupane
- Department of BiologyGeorgetown University3700 O St NWWashingtonDC20057USA
| | - Zachary Batz
- Department of BiologyGeorgetown University3700 O St NWWashingtonDC20057USA
| | - Motoyoshi Mogi
- Division of ParasitologyFaculty of MedicineSaga UniversityNabeshima 5‐1‐1Saga849‐8501Japan
| | - Nobuko Tuno
- Laboratory of EcologyGraduate School of Natural Science and TechnologyKanazawa UniversityKanazawaJapan
| | - Takako Toma
- University Museum (Fujukan)University of the Ryukyus1 SenbaruNishiharaOkinawa903‐0213Japan
| | - Ichiro Miyagi
- University Museum (Fujukan)University of the Ryukyus1 SenbaruNishiharaOkinawa903‐0213Japan
| | - Leslie Ries
- Department of BiologyGeorgetown University3700 O St NWWashingtonDC20057USA
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Pelusi A, De Luca P, Manfellotto F, Thamatrakoln K, Bidle KD, Montresor M. Virus-induced spore formation as a defense mechanism in marine diatoms. New Phytol 2021; 229:2251-2259. [PMID: 32978816 PMCID: PMC7894508 DOI: 10.1111/nph.16951] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/23/2020] [Accepted: 09/09/2020] [Indexed: 05/03/2023]
Abstract
Algal viruses are important contributors to carbon cycling, recycling nutrients and organic material through host lysis. Although viral infection has been described as a primary mechanism of phytoplankton mortality, little is known about host defense responses. We show that viral infection of the bloom-forming, planktonic diatom Chaetoceros socialis induces the mass formation of resting spores, a heavily silicified life cycle stage associated with carbon export due to rapid sinking. Although viral RNA was detected within spores, mature virions were not observed. 'Infected' spores were capable of germinating, but did not propagate or transmit infectious viruses. These results demonstrate that diatom spore formation is an effective defense strategy against viral-mediated mortality. They provide a possible mechanistic link between viral infection, bloom termination, and mass carbon export events and highlight an unappreciated role of viruses in regulating diatom life cycle transitions and ecological success.
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Affiliation(s)
- Angela Pelusi
- Department of Integrative Marine EcologyStazione Zoologica Anton DohrnVilla ComunaleNaples80121Italy
| | - Pasquale De Luca
- Research Infrastructures for Marine Biological ResourcesStazione Zoologica Anton DohrnVilla ComunaleNaples80121Italy
| | - Francesco Manfellotto
- Department of Integrative Marine EcologyStazione Zoologica Anton DohrnVilla ComunaleNaples80121Italy
| | | | - Kay D. Bidle
- Department of Marine and Coastal SciencesRutgers UniversityNew BrunswickNJ08901‐8520USA
| | - Marina Montresor
- Department of Integrative Marine EcologyStazione Zoologica Anton DohrnVilla ComunaleNaples80121Italy
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Hayes RA, Rebolleda‐Gómez M, Butela K, Cabo LF, Cullen N, Kaufmann N, O'Neill S, Ashman T. Spatially explicit depiction of a floral epiphytic bacterial community reveals role for environmental filtering within petals. Microbiologyopen 2021; 10:e1158. [PMID: 33650801 PMCID: PMC7859501 DOI: 10.1002/mbo3.1158] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Revised: 12/21/2020] [Accepted: 12/22/2020] [Indexed: 01/04/2023] Open
Abstract
The microbiome of flowers (anthosphere) is an understudied compartment of the plant microbiome. Within the flower, petals represent a heterogeneous environment for microbes in terms of resources and environmental stress. Yet, little is known of drivers of structure and function of the epiphytic microbial community at the within-petal scale. We characterized the petal microbiome in two co-flowering plants that differ in the pattern of ultraviolet (UV) absorption along their petals. Bacterial communities were similar between plant hosts, with only rare phylogenetically distant species contributing to differences. The epiphyte community was highly culturable (75% of families) lending confidence in the spatially explicit isolation and characterization of bacteria. In one host, petals were heterogeneous in UV absorption along their length, and in these, there was a negative relationship between growth rate and position on the petal, as well as lower UV tolerance in strains isolated from the UV-absorbing base than from UV reflecting tip. A similar pattern was not seen in microbes isolated from a second host whose petals had uniform patterning along their length. Across strains, the variation in carbon usage and chemical tolerance followed common phylogenetic patterns. This work highlights the value of petals for spatially explicit explorations of bacteria of the anthosphere.
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Affiliation(s)
- Rebecca A. Hayes
- Department of Biological SciencesUniversity of PittsburghPittsburghPAUSA
| | - Maria Rebolleda‐Gómez
- Department of Biological SciencesUniversity of PittsburghPittsburghPAUSA
- Department of Ecology and Evolutionary BiologyYale UniversityNew HavenCTUSA
| | - Kristen Butela
- Department of Biological SciencesUniversity of PittsburghPittsburghPAUSA
| | - Leah F. Cabo
- Department of Biological SciencesUniversity of PittsburghPittsburghPAUSA
| | - Nevin Cullen
- Department of Biological SciencesUniversity of PittsburghPittsburghPAUSA
| | - Nancy Kaufmann
- Department of Biological SciencesUniversity of PittsburghPittsburghPAUSA
| | - Steffani O'Neill
- Department of Biological SciencesUniversity of PittsburghPittsburghPAUSA
| | - Tia‐Lynn Ashman
- Department of Biological SciencesUniversity of PittsburghPittsburghPAUSA
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Seshaiyer P, McNeely CL. Challenges and Opportunities From COVID-19 for Global Sustainable Development. World Med Health Policy 2020; 12:443-453. [PMID: 33362943 PMCID: PMC7753342 DOI: 10.1002/wmh3.380] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2020] [Revised: 08/20/2020] [Accepted: 09/02/2020] [Indexed: 11/30/2022]
Abstract
We live in unprecedented times, faced with a pandemic of monumental proportions. Not only has COVID‐19 wreaked havoc across the world, it also has exposed fundamental weaknesses in healthcare systems in a number of countries. We identify challenges and opportunities that COVID‐19 presents by connecting the immediate need to curb the spread of the disease to the United Nations sustainable development goals (SDGs). Considering broad social, political, and economic impacts, we focus on health disparities and the severe effects of the crisis on some populations, especially disadvantaged and underserved ones, and countries relative to others. In particular, we identify key targets for achieving SDG‐3 (Good Health and Wellbeing) that will help strengthen capacities for scaling up healthcare and policy responses to understand, combat, and control COVID‐19.
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Blob RW, Baumann T, Diamond KM, Young VKH, Schoenfuss HL. Functional correlations of axial muscle fiber type proportions in the waterfall-climbing Hawaiian stream fish Sicyopterus stimpsoni. J Anat 2020; 236:1160-1166. [PMID: 32092791 PMCID: PMC7219618 DOI: 10.1111/joa.13169] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2019] [Revised: 01/20/2020] [Accepted: 01/23/2020] [Indexed: 11/27/2022] Open
Abstract
Assessing the factors that contribute to successful locomotor performance can provide critical insight into how animals survive in challenging habitats. Locomotion is powered by muscles, so that differences in the relative proportions of red (slow-oxidative) vs. white (fast-glycolytic) fibers can have significant implications for locomotor performance. We compared the relative proportions of axial red muscle fibers between groups of juveniles of the amphidromous gobiid fish, Sicyopterus stimpsoni, from the Hawaiian Islands. Juveniles of this species migrate from the ocean into freshwater streams, navigating through a gauntlet of predators that require rapid escape responses, before reaching waterfalls which must be climbed (using a slow, inching behavior) to reach adult breeding habitats. We found that fish from Kaua'i have a smaller proportion of red fibers in their tail muscles than fish from Hawai'i, matching expectations based on the longer pre-waterfall stream reaches of Kaua'i that could increase exposure to predators, making reduction of red muscle and increases in white muscle advantageous. However, no difference in red muscle proportions was identified between fish that were either successful or unsuccessful in scaling model waterfalls during laboratory climbing trials, suggesting that proportions of red muscle are near a localized fitness peak among Hawaiian individuals.
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Affiliation(s)
- Richard W. Blob
- Department of Biological SciencesClemson UniversityClemsonSCUSA
| | - Travis Baumann
- Aquatic Toxicology LaboratorySt. Cloud State UniversitySt. CloudMNUSA
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Monaco G, Scott ELT, Zanasi R. Reversal of Clar's Aromatic-Sextet Rule in Ultrashort Single-End-Capped [5,5] Carbon Nanotubes. ChemistryOpen 2020; 9:616-622. [PMID: 32489766 PMCID: PMC7253069 DOI: 10.1002/open.202000091] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2020] [Revised: 05/06/2020] [Indexed: 12/18/2022] Open
Abstract
The three-fold HOMO-LUMO gap oscillation, typical of finite length armchair carbon nanotubes (CNT), has a major effect on the magnetic response of ultrashort, single-end-capped [5,5] carbon nanotubes to a perturbing magnetic field parallel to the main symmetry axis. For the CNT's containing 40, 70, and 100 carbon atoms, for which 100 % of the C=C double bonds can be grouped into aromatic-sextets, i. e., fully or complete Clar networks, large paratropic (antiaromatic) global circulations around the cylindrical axis are predicted at the DFT level of calculation. Local and semi-global diatropic (aromatic) currents of strengths not larger than that of the benzene molecule are determined for a perpendicular perturbing magnetic field. CNTs of intermediate lengths do not display this enhanced antiaromatic response. The paratropic current flow clearly shows that these complete Clar networks can be viewed as stacked cycloparaphenylene belts, each providing a double 4 n annulene circuit as a consequence of the quinoidal resonance structure that results from their closure. Paradoxically, the fully aromatic Clar structure itself is responsible for the enhanced global antiaromaticity.
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Affiliation(s)
- Guglielmo Monaco
- Dipartimento di Chimica e Biologia “A. Zambelli”Università degli studi di Salernovia Giovanni Paolo II 132Fisciano84084SAItaly
| | | | - Riccardo Zanasi
- Dipartimento di Chimica e Biologia “A. Zambelli”Università degli studi di Salernovia Giovanni Paolo II 132Fisciano84084SAItaly
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Weller RB, Wang Y, He J, Maddux FW, Usvyat L, Zhang H, Feelisch M, Kotanko P. Does Incident Solar Ultraviolet Radiation Lower Blood Pressure? J Am Heart Assoc 2020; 9:e013837. [PMID: 32106744 PMCID: PMC7335547 DOI: 10.1161/jaha.119.013837] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/05/2019] [Accepted: 12/12/2019] [Indexed: 12/21/2022]
Abstract
Background Hypertension remains a leading global cause for premature death and disease. Most treatment guidelines emphasize the importance of risk factors, but not all are known, modifiable, or easily avoided. Population blood pressure correlates with latitude and is lower in summer than winter. Seasonal variations in sunlight exposure account for these differences, with temperature believed to be the main contributor. Recent research indicates that UV light enhances nitric oxide availability by mobilizing storage forms in the skin, suggesting incident solar UV radiation may lower blood pressure. We tested this hypothesis by exploring the association between environmental UV exposure and systolic blood pressure (SBP) in a large cohort of chronic hemodialysis patients in whom SBP is determined regularly. Methods and Results We studied 342 457 patients (36% black, 64% white) at 2178 US dialysis centers over 3 years. Incident UV radiation and temperature data for each clinic location were retrieved from the National Oceanic and Atmospheric Administration database. Linear mixed effects models with adjustment for ambient temperature, sex/age, body mass index, serum Na+/K+ and other covariates were fitted to each location and combined estimates of associations calculated using the DerSimonian and Laird procedure. Pre-dialysis SBP varied by season and was ≈4 mm Hg higher in black patients. Temperature, UVA and UVB were all linearly and inversely associated with SBP. This relationship remained statistically significant after correcting for temperature. Conclusions In hemodialysis patients, in addition to environmental temperature, incident solar UV radiation is associated with lower SBP. This raises the possibility that insufficient sunlight is a new risk factor for hypertension, perhaps even in the general population.
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Affiliation(s)
- Richard B. Weller
- Center for Inflammation ResearchUniversity of EdinburghUnited Kingdom
| | - Yuedong Wang
- Department of Statistics & Applied ProbabilityUniversity of California ‐ Santa BarbaraSanta BarbaraCA
| | - Jingyi He
- Department of Statistics & Applied ProbabilityUniversity of California ‐ Santa BarbaraSanta BarbaraCA
| | | | - Len Usvyat
- Integrated Care AnalyticsFresenius Medical Care North AmericaWalthamMA
| | | | - Martin Feelisch
- Clinical & Experimental SciencesFaculty of Medicine, and Institute for Life SciencesSouthampton General HospitalUniversity of SouthamptonUnited Kingdom
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Malagón‐Romero A, Teunissen J, Stenbaek‐Nielsen HC, McHarg MG, Ebert U, Luque A. On the Emergence Mechanism of Carrot Sprites. Geophys Res Lett 2020; 47:e2019GL085776. [PMID: 32713973 PMCID: PMC7375058 DOI: 10.1029/2019gl085776] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/15/2019] [Revised: 12/18/2019] [Accepted: 12/18/2019] [Indexed: 06/11/2023]
Abstract
We investigate the launch of negative upward streamers from sprite glows. This phenomenon is readily observed in high-speed observations of sprites and underlies the classification of sprites into carrot or column types. First, we describe how an attachment instability leads to a sharply defined region in the upper part of the streamer channel. This region has an enhanced electric field, low conductivity and strongly emits in the first positive system of molecular nitrogen. We identify it as the sprite glow. We then show how, in the most common configuration of a carrot sprite, several upward streamers emerge close to the lower boundary of the glow, where negative charge gets trapped and the lateral electric field is high enough. These streamers cut off the current flowing toward the glow and lead to the optical deactivation of the glow above. Finally, we discuss how our results naturally explain angel sprites.
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Affiliation(s)
| | - J. Teunissen
- Multiscale Dynamics groupCentrum Wiskunde & Informatica (CWI)AmsterdamNetherlands
| | | | - M. G. McHarg
- Department of PhysicsUnited States Air Force AcademyColorado SpringsCOUSA
| | - U. Ebert
- Multiscale Dynamics groupCentrum Wiskunde & Informatica (CWI)AmsterdamNetherlands
- Department of Applied PhysicsEindhoven University of TechnologyEindhovenThe Netherlands
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Rutt CL, Jirinec V, Cohn‐Haft M, Laurance WF, Stouffer PC. Avian ecological succession in the Amazon: A long-term case study following experimental deforestation. Ecol Evol 2019; 9:13850-13861. [PMID: 31938486 PMCID: PMC6953691 DOI: 10.1002/ece3.5822] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2019] [Revised: 09/14/2019] [Accepted: 10/14/2019] [Indexed: 11/06/2022] Open
Abstract
Approximately 20% of the Brazilian Amazon has now been deforested, and the Amazon is currently experiencing the highest rates of deforestation in a decade, leading to large-scale land-use changes. Roads have consistently been implicated as drivers of ongoing Amazon deforestation and may act as corridors to facilitate species invasions. Long-term data, however, are necessary to determine how ecological succession alters avian communities following deforestation and whether established roads lead to a constant influx of new species.We used data across nearly 40 years from a large-scale deforestation experiment in the central Amazon to examine the avian colonization process in a spatial and temporal framework, considering the role that roads may play in facilitating colonization.Since 1979, 139 species that are not part of the original forest avifauna have been recorded, including more secondary forest species than expected based on the regional species pool. Among the 35 species considered to have colonized and become established, a disproportionate number were secondary forest birds (63%), almost all of which first appeared during the 1980s. These new residents comprise about 13% of the current community of permanent residents.Widespread generalists associated with secondary forest colonized quickly following deforestation, with few new species added after the first decade, despite a stable road connection. Few species associated with riverine forest or specialized habitats colonized, despite road connection to their preferred source habitat. Colonizing species remained restricted to anthropogenic habitats and did not infiltrate old-growth forests nor displace forest birds.Deforestation and expansion of road networks into terra firme rainforest will continue to create degraded anthropogenic habitat. Even so, the initial pulse of colonization by nonprimary forest bird species was not the beginning of a protracted series of invasions in this study, and the process appears to be reversible by forest succession.
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Affiliation(s)
- Cameron L. Rutt
- Biological Dynamics of Forest Fragments ProjectInstituto Nacional de Pesquisas da Amazônia (INPA)ManausBrazil
- School of Renewable Natural ResourcesLouisiana State University and Louisiana State University AgCenterBaton RougeLAUSA
| | - Vitek Jirinec
- Biological Dynamics of Forest Fragments ProjectInstituto Nacional de Pesquisas da Amazônia (INPA)ManausBrazil
- School of Renewable Natural ResourcesLouisiana State University and Louisiana State University AgCenterBaton RougeLAUSA
| | - Mario Cohn‐Haft
- Biological Dynamics of Forest Fragments ProjectInstituto Nacional de Pesquisas da Amazônia (INPA)ManausBrazil
- Coleções Zoológicas – INPAManausBrazil
| | - William F. Laurance
- Biological Dynamics of Forest Fragments ProjectInstituto Nacional de Pesquisas da Amazônia (INPA)ManausBrazil
- Centre for Tropical Environmental and Sustainability ScienceCollege of Science and EngineeringJames Cook UniversityCairnsQldAustralia
| | - Philip C Stouffer
- Biological Dynamics of Forest Fragments ProjectInstituto Nacional de Pesquisas da Amazônia (INPA)ManausBrazil
- School of Renewable Natural ResourcesLouisiana State University and Louisiana State University AgCenterBaton RougeLAUSA
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Zielezinski A, Girgis HZ, Bernard G, Leimeister CA, Tang K, Dencker T, Lau AK, Röhling S, Choi JJ, Waterman MS, Comin M, Kim SH, Vinga S, Almeida JS, Chan CX, James BT, Sun F, Morgenstern B, Karlowski WM. Benchmarking of alignment-free sequence comparison methods. Genome Biol 2019; 20:144. [PMID: 31345254 PMCID: PMC6659240 DOI: 10.1186/s13059-019-1755-7] [Citation(s) in RCA: 97] [Impact Index Per Article: 19.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2019] [Accepted: 07/03/2019] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND Alignment-free (AF) sequence comparison is attracting persistent interest driven by data-intensive applications. Hence, many AF procedures have been proposed in recent years, but a lack of a clearly defined benchmarking consensus hampers their performance assessment. RESULTS Here, we present a community resource (http://afproject.org) to establish standards for comparing alignment-free approaches across different areas of sequence-based research. We characterize 74 AF methods available in 24 software tools for five research applications, namely, protein sequence classification, gene tree inference, regulatory element detection, genome-based phylogenetic inference, and reconstruction of species trees under horizontal gene transfer and recombination events. CONCLUSION The interactive web service allows researchers to explore the performance of alignment-free tools relevant to their data types and analytical goals. It also allows method developers to assess their own algorithms and compare them with current state-of-the-art tools, accelerating the development of new, more accurate AF solutions.
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Affiliation(s)
- Andrzej Zielezinski
- Department of Computational Biology, Faculty of Biology, Adam Mickiewicz University Poznan, Uniwersytetu Poznańskiego 6, 61-614, Poznan, Poland
| | - Hani Z Girgis
- Tandy School of Computer Science, The University of Tulsa, 800 South Tucker Drive, Tulsa, OK, 74104, USA
| | | | - Chris-Andre Leimeister
- Department of Bioinformatics, Institute of Microbiology and Genetics, University of Göttingen, Goldschmidtstr. 1, 37077, Göttingen, Germany
| | - Kujin Tang
- Department of Biological Sciences, Quantitative and Computational Biology Program, University of Southern California, Los Angeles, CA, 90089, USA
| | - Thomas Dencker
- Department of Bioinformatics, Institute of Microbiology and Genetics, University of Göttingen, Goldschmidtstr. 1, 37077, Göttingen, Germany
| | - Anna Katharina Lau
- Department of Bioinformatics, Institute of Microbiology and Genetics, University of Göttingen, Goldschmidtstr. 1, 37077, Göttingen, Germany
| | - Sophie Röhling
- Department of Bioinformatics, Institute of Microbiology and Genetics, University of Göttingen, Goldschmidtstr. 1, 37077, Göttingen, Germany
| | - Jae Jin Choi
- Department of Chemistry, University of California, Berkeley, CA, 94720, USA
- Molecular Biophysics & Integrated Bioimaging Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Michael S Waterman
- Department of Biological Sciences, Quantitative and Computational Biology Program, University of Southern California, Los Angeles, CA, 90089, USA
- Centre for Computational Systems Biology, School of Mathematical Sciences, Fudan University, Shanghai, 200433, China
| | - Matteo Comin
- Department of Information Engineering, University of Padova, Padova, Italy
| | - Sung-Hou Kim
- Department of Chemistry, University of California, Berkeley, CA, 94720, USA
- Molecular Biophysics & Integrated Bioimaging Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Susana Vinga
- INESC-ID, Instituto Superior Técnico, Universidade de Lisboa, Av. Rovisco Pais 1, 1049-001, Lisbon, Portugal
- IDMEC, Instituto Superior Técnico, Universidade de Lisboa, Av. Rovisco Pais 1, 1049-001, Lisbon, Portugal
| | - Jonas S Almeida
- Division of Cancer Epidemiology and Genetics (DCEG), National Cancer Institute (NIH/NCI), Bethesda, USA
| | - Cheong Xin Chan
- Institute for Molecular Bioscience, and School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Benjamin T James
- Tandy School of Computer Science, The University of Tulsa, 800 South Tucker Drive, Tulsa, OK, 74104, USA
| | - Fengzhu Sun
- Department of Biological Sciences, Quantitative and Computational Biology Program, University of Southern California, Los Angeles, CA, 90089, USA
- Centre for Computational Systems Biology, School of Mathematical Sciences, Fudan University, Shanghai, 200433, China
| | - Burkhard Morgenstern
- Department of Bioinformatics, Institute of Microbiology and Genetics, University of Göttingen, Goldschmidtstr. 1, 37077, Göttingen, Germany
| | - Wojciech M Karlowski
- Department of Computational Biology, Faculty of Biology, Adam Mickiewicz University Poznan, Uniwersytetu Poznańskiego 6, 61-614, Poznan, Poland.
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