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Frazer SA, Baghbanzadeh M, Rahnavard A, Crandall KA, Oakley TH. Discovering genotype-phenotype relationships with machine learning and the Visual Physiology Opsin Database (VPOD). Gigascience 2024; 13:giae073. [PMID: 39460934 PMCID: PMC11512451 DOI: 10.1093/gigascience/giae073] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Revised: 06/25/2024] [Accepted: 09/01/2024] [Indexed: 10/28/2024] Open
Abstract
BACKGROUND Predicting phenotypes from genetic variation is foundational for fields as diverse as bioengineering and global change biology, highlighting the importance of efficient methods to predict gene functions. Linking genetic changes to phenotypic changes has been a goal of decades of experimental work, especially for some model gene families, including light-sensitive opsin proteins. Opsins can be expressed in vitro to measure light absorption parameters, including λmax-the wavelength of maximum absorbance-which strongly affects organismal phenotypes like color vision. Despite extensive research on opsins, the data remain dispersed, uncompiled, and often challenging to access, thereby precluding systematic and comprehensive analyses of the intricate relationships between genotype and phenotype. RESULTS Here, we report a newly compiled database of all heterologously expressed opsin genes with λmax phenotypes that we call the Visual Physiology Opsin Database (VPOD). VPOD_1.0 contains 864 unique opsin genotypes and corresponding λmax phenotypes collected across all animals from 73 separate publications. We use VPOD data and deepBreaks to show regression-based machine learning (ML) models often reliably predict λmax, account for nonadditive effects of mutations on function, and identify functionally critical amino acid sites. CONCLUSION The ability to reliably predict functions from gene sequences alone using ML will allow robust exploration of molecular-evolutionary patterns governing phenotype, will inform functional and evolutionary connections to an organism's ecological niche, and may be used more broadly for de novo protein design. Together, our database, phenotype predictions, and model comparisons lay the groundwork for future research applicable to families of genes with quantifiable and comparable phenotypes.
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Affiliation(s)
- Seth A Frazer
- Ecology, Evolution, and Marine Biology, University of California, Santa Barbara, California 93106, USA
| | - Mahdi Baghbanzadeh
- Computational Biology Institute, Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, The George Washington University, Washington, DC 20052, USA
| | - Ali Rahnavard
- Computational Biology Institute, Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, The George Washington University, Washington, DC 20052, USA
| | - Keith A Crandall
- Computational Biology Institute, Department of Biostatistics and Bioinformatics, Milken Institute School of Public Health, The George Washington University, Washington, DC 20052, USA
- Department of Invertebrate Zoology, National Museum of Natural History, Smithsonian Institution, Washington, DC 20012, USA
| | - Todd H Oakley
- Ecology, Evolution, and Marine Biology, University of California, Santa Barbara, California 93106, USA
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Palecanda S, Steck M, Porter ML. Increasing complexity of opsin expression across stomatopod development. Ecol Evol 2023; 13:e10121. [PMID: 37250447 PMCID: PMC10220389 DOI: 10.1002/ece3.10121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2022] [Revised: 03/15/2023] [Accepted: 05/09/2023] [Indexed: 05/31/2023] Open
Abstract
Stomatopods are well studied for their unique visual systems, which can consist of up to 16 different photoreceptor types and 33 opsin proteins expressed in the adults of some species. The light-sensing abilities of larval stomatopods are comparatively less well understood with limited information about the opsin repertoire of these early-life stages. Early work has suggested that larval stomatopods may not possess the extensive light detection abilities found in their adult counterparts. However, recent studies have shown that these larvae may have more complex photosensory systems than previously thought. To examine this idea at the molecular level, we characterized the expression of putative light-absorbing opsins across developmental stages, from embryo to adult, in the stomatopod species Pullosquilla thomassini using transcriptomic methods with a special focus on ecological and physiological transition periods. Opsin expression during the transition from the larval to the adult stage was further characterized in the species Gonodactylaceus falcatus. Opsin transcripts from short, middle, and long wavelength-sensitive clades were found in both species, and analysis of spectral tuning sites suggested differences in absorbance within these clades. This is the first study to document the changes in opsin repertoire across development in stomatopods, providing novel evidence for light detection across the visual spectrum in larvae.
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Affiliation(s)
- Sitara Palecanda
- School of Life SciencesUniversity of Hawaiʻi at MānoaHonoluluHawaiiUSA
| | - Mireille Steck
- School of Life SciencesUniversity of Hawaiʻi at MānoaHonoluluHawaiiUSA
| | - Megan L. Porter
- School of Life SciencesUniversity of Hawaiʻi at MānoaHonoluluHawaiiUSA
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McDonald MS, Feller KD, Porter ML. Investigation of the ultrastructures and retinal arrangements of larval stomatopod eyes. ARTHROPOD STRUCTURE & DEVELOPMENT 2023; 73:101251. [PMID: 36907144 DOI: 10.1016/j.asd.2023.101251] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Revised: 02/21/2023] [Accepted: 02/22/2023] [Indexed: 06/18/2023]
Abstract
Though the transparent apposition eyes of larval stomatopod crustaceans lack most of the unique retinal specializations known from their adult counterparts, increasing evidence suggests that these tiny pelagic organisms possess their own version of retinal complexity. In this paper, we examined the structural organization of larval eyes in six species of stomatopod crustaceans across three stomatopod superfamilies using transmission electron microscopy. The primary focus was to examine retinular cell arrangement of the larval eyes and characterize the presence of an eighth retinular cell (R8), which is typically responsible for UV vision in crustaceans. For all species investigated, we identified R8 photoreceptor cells positioned distal to the main rhabdom of R1-7 cells. This is the first evidence that R8 photoreceptor cells exist in larval stomatopod retinas, and among the first identified in any larval crustacean. Considering recent studies that identified UV sensitivity in larval stomatopods, we propose that this sensitivity is driven by this putative R8 photoreceptor cell. Additionally, we identified a potentially unique crystalline cone structure in each of the species examined, the function of which is still not understood.
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Affiliation(s)
- Marisa S McDonald
- School of Life Sciences, 2538 McCarthy Mall, Edmondson Hall 216, University of Hawai'i at Mānoa, Honolulu, HI, 96822, USA.
| | - Kathryn D Feller
- Biology Department, Integrated Science and Engineering Complex 319, Union College, Schenectady, NY, 12308, USA
| | - Megan L Porter
- School of Life Sciences, 2538 McCarthy Mall, Edmondson Hall 216, University of Hawai'i at Mānoa, Honolulu, HI, 96822, USA
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Shavit K, Wagner A, Schertel L, Farstey V, Akkaynak D, Zhang G, Upcher A, Sagi A, Yallapragada VJ, Haataja J, Palmer BA. A tunable reflector enabling crustaceans to see but not be seen. Science 2023; 379:695-700. [PMID: 36795838 DOI: 10.1126/science.add4099] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/18/2023]
Abstract
Many oceanic prey animals use transparent bodies to avoid detection. However, conspicuous eye pigments, required for vision, compromise the organisms' ability to remain unseen. We report the discovery of a reflector overlying the eye pigments in larval decapod crustaceans and show how it is tuned to render the organisms inconspicuous against the background. The ultracompact reflector is constructed from a photonic glass of crystalline isoxanthopterin nanospheres. The nanospheres' size and ordering are modulated to tune the reflectance from deep blue to yellow, enabling concealment in different habitats. The reflector may also function to enhance the acuity or sensitivity of the minute eyes by acting as an optical screen between photoreceptors. This multifunctional reflector offers inspiration for constructing tunable artificial photonic materials from biocompatible organic molecules.
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Affiliation(s)
- Keshet Shavit
- Department of Chemistry, Ben-Gurion University of the Negev, Beer-Sheva 8410501, Israel
| | - Avital Wagner
- Department of Chemistry, Ben-Gurion University of the Negev, Beer-Sheva 8410501, Israel
| | - Lukas Schertel
- Yusuf Hamied Department of Chemistry, University of Cambridge, Cambridge CB2 1EW, U.K.,Department of Physics, University of Fribourg, 1700 Fribourg, Switzerland
| | - Viviana Farstey
- The Interuniversity Institute for Marine Sciences, Eilat 8810302, Israel
| | - Derya Akkaynak
- The Interuniversity Institute for Marine Sciences, Eilat 8810302, Israel.,Hatter Department of Marine Technologies, University of Haifa, Haifa 3498838, Israel
| | - Gan Zhang
- Department of Chemistry, Ben-Gurion University of the Negev, Beer-Sheva 8410501, Israel
| | - Alexander Upcher
- Ilse Katz Institute for Nanoscale Science & Technology, Ben-Gurion University of the Negev, Be'er Sheba 8410501, Israel
| | - Amir Sagi
- Department of Life Sciences, Ben-Gurion University of the Negev, Beer-Sheva 8410501, Israel.,The National Institute for Biotechnology in the Negev, Ben-Gurion University of the Negev, Beer-Sheva 8410501, Israel
| | | | - Johannes Haataja
- Yusuf Hamied Department of Chemistry, University of Cambridge, Cambridge CB2 1EW, U.K
| | - Benjamin A Palmer
- Department of Chemistry, Ben-Gurion University of the Negev, Beer-Sheva 8410501, Israel
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Feller K, Porter M. Photonic tinkering in the open ocean. Science 2023; 379:643-644. [PMID: 36795808 DOI: 10.1126/science.adf2062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/18/2023]
Abstract
Light-manipulating materials are discovered in the eyeglitter of pelagic crustaceans.
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Affiliation(s)
- Kate Feller
- Department of Biological Sciences, Union College, Schenectady, NY, USA
| | - Megan Porter
- Department of Biological Sciences, Union College, Schenectady, NY, USA
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Cronin TW, Porter ML, Bok MJ, Caldwell RL, Marshall J. Colour vision in stomatopod crustaceans. Philos Trans R Soc Lond B Biol Sci 2022; 377:20210278. [PMID: 36058241 PMCID: PMC9441230 DOI: 10.1098/rstb.2021.0278] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Accepted: 12/15/2021] [Indexed: 11/12/2022] Open
Abstract
The stomatopod crustaceans, or mantis shrimps, are colourful marine invertebrate predators. Their unusual compound eyes have dorsal and ventral regions resembling typical crustacean apposition designs separated by a unique region called the midband that consists of from two to six parallel rows of ommatidia. In species with six-row midbands, the dorsal four rows are themselves uniquely specialized for colour analysis. Rhabdoms of ommatidia in these rows are longitudinally divided into three distinct regions: an apical ultraviolet (UV) receptor, a shorter-wavelength middle tier receptor and a longer-wavelength proximal tier receptor. Each of the total of 12 photoreceptors has a different spectral sensitivity, potentially contributing to a colour-vision system with 12 channels. Mantis shrimps can discriminate both human-visible and UV colours, but with limited precision compared to other colour-vision systems. Here, we review the structure and function of stomatopod colour vision, examining the types of receptors present in a species, the spectral tuning of photoreceptors both within and across species, the neural analysis of colour and the genetics underlying the multiple visual pigments used for colour vision. Even today, after many decades of research into the colour vision of stomatopods, much of its operation and its use in nature remain a mystery. This article is part of the theme issue 'Understanding colour vision: molecular, physiological, neuronal and behavioural studies in arthropods'.
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Affiliation(s)
- Thomas W. Cronin
- Department of Biological Sciences, University of Maryland Baltimore County, Baltimore, MD 20250, USA
| | - Megan L. Porter
- Department of Biology, University of Hawai'i at Mānoa, Honolulu, HI 96822, USA
| | - Michael J. Bok
- Department of Biology, Lund Vision Group, Lund University, Lund 22362, Sweden
| | - Roy L. Caldwell
- Department of Integrative Biology, University of California, Berkeley, CA 94720, USA
| | - Justin Marshall
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland 4072, Australia
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Zhao TH, Jacucci G, Chen X, Song DP, Vignolini S, Parker RM. Angular-Independent Photonic Pigments via the Controlled Micellization of Amphiphilic Bottlebrush Block Copolymers. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2020; 32:e2002681. [PMID: 33064337 DOI: 10.1002/adma.202002681] [Citation(s) in RCA: 51] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/21/2020] [Revised: 08/18/2020] [Indexed: 06/11/2023]
Abstract
Photonic materials with angular-independent structural color are highly desirable because they offer the broad viewing angles required for application as colorants in paints, cosmetics, textiles, or displays. However, they are challenging to fabricate as they require isotropic nanoscale architectures with only short-range correlation. Here, porous microparticles with such a structure are produced in a single, scalable step from an amphiphilic bottlebrush block copolymer. This is achieved by exploiting a novel "controlled micellization" self-assembly mechanism within an emulsified toluene-in-water droplet. By restricting water permeation through the droplet interface, the size of the pores can be precisely addressed, resulting in structurally colored pigments. Furthermore, the reflected color can be tuned to reflect across the full visible spectrum using only a single polymer (Mn = 290 kDa) by altering the initial emulsification conditions. Such "photonic pigments" have several key advantages over their crystalline analogues, as they provide isotropic structural coloration that suppresses iridescence and improves color purity without the need for either refractive index matching or the inclusion of a broadband absorber.
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Affiliation(s)
- Tianheng H Zhao
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Gianni Jacucci
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Xi Chen
- Tianjin Key Laboratory of Composite and Functional Materials, School of Materials Science and Engineering, Tianjin University, Tianjin, 300350, China
| | - Dong-Po Song
- Tianjin Key Laboratory of Composite and Functional Materials, School of Materials Science and Engineering, Tianjin University, Tianjin, 300350, China
| | - Silvia Vignolini
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
| | - Richard M Parker
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK
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Palecanda S, Feller KD, Porter ML. Using larval barcoding to estimate stomatopod species richness at Lizard Island, Australia for conservation monitoring. Sci Rep 2020; 10:10990. [PMID: 32620832 PMCID: PMC7335096 DOI: 10.1038/s41598-020-67696-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2019] [Accepted: 06/12/2020] [Indexed: 11/08/2022] Open
Abstract
Stomatopods (Crustacea, Stomatopoda) are well studied for their aggressive behavior and unique visual system as well as their commercial importance in Asian and European countries. Like many crustaceans, stomatopods undergo indirect development, passing though several larval stages before reaching maturity. Adult stomatopods can be difficult to catch due to their inaccessible habitats and cryptic coloration. By sampling larvae from the planktonic community, less effort is required to obtain accurate measures of species richness within a region. Stomatopod larvae were collected between 2006 and 2015 from the waters around the Lizard Island reef platform in Eastern Australia. Cytochrome oxidase I (COI) mitochondrial DNA sequences were generated from each larval sample and compared to a database of COI sequences tied to adult specimens. Of the 20 species collected from Lizard Island as adults which have COI data available, 18 species were identified from larval sampling. One additional species identified from larval samples, Busquilla plantei, was previously unknown from Lizard Island. Nine larval OTUs were found not to match any published adult sequences. Sampling larval stomatopod populations provides a comparable picture of the adult population to benthic sampling methods and may include species richness beyond what is measurable by sampling adult populations.
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Affiliation(s)
- Sitara Palecanda
- Department of Biology, University of Hawai'i at Mānoa, Honolulu, HI, USA.
| | - Kathryn D Feller
- Department of Biological Sciences, University of Bristol, Bristol, UK
- Department of Biological Sciences, Union College, Schenectady, NY, USA
| | - Megan L Porter
- Department of Biology, University of Hawai'i at Mānoa, Honolulu, HI, USA
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Animal Eyes: Filtering Out the Background. Curr Biol 2019; 29:R938-R941. [DOI: 10.1016/j.cub.2019.08.035] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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