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Perez‐Udell RA, Udell AT, Chang S. An automated pipeline for supervised classification of petal color from citizen science photographs. APPLICATIONS IN PLANT SCIENCES 2023; 11:e11505. [PMID: 36818779 PMCID: PMC9934523 DOI: 10.1002/aps3.11505] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Revised: 10/12/2022] [Accepted: 10/18/2022] [Indexed: 06/18/2023]
Abstract
Premise Petal color is an ecologically important trait, and uncovering color variation over a geographic range, particularly in species with large distributions and/or short bloom times, requires extensive fieldwork. We have developed an alternative method that segments images from citizen science repositories using Python and k-means clustering in the hue-saturation-value (HSV) color space. Methods Our method uses k-means clustering to aggregate like-color pixels in sample images to generate the HSV color space encapsulating the color range of petals. Using the HSV values, our method isolates photographs containing clusters in that range and bins them into a classification scheme based on user-defined categories. Results We demonstrate the application of this method using two species: one with a continuous range of variation of pink-purple petals in Geranium maculatum, and one with a binary classification of white versus blue in Linanthus parryae. We demonstrate results that are repeatable and accurate. Discussion This method provides a flexible, robust, and easily adjustable approach for the classification of color images from citizen science repositories. By using color to classify images, this pipeline sidesteps many of the issues encountered using more traditional computer vision applications. This approach provides a tool for making use of large citizen scientist data sets.
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Affiliation(s)
- Rachel A. Perez‐Udell
- Department of Plant BiologyUniversity of Georgia2502 Miller Plant Science, 120 Carlton St.AthensGeorgia30602USA
| | - Andrew T. Udell
- Department of Plant BiologyUniversity of Georgia2502 Miller Plant Science, 120 Carlton St.AthensGeorgia30602USA
| | - Shu‐Mei Chang
- Department of Plant BiologyUniversity of Georgia2502 Miller Plant Science, 120 Carlton St.AthensGeorgia30602USA
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Buide ML, Del Valle JC, Prado-Comesaña A, Narbona E. The effects of pollination, herbivory and autonomous selfing on the maintenance of flower colour variation in Silenelittorea. PLANT BIOLOGY (STUTTGART, GERMANY) 2021; 23:275-284. [PMID: 33179369 DOI: 10.1111/plb.13209] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/26/2020] [Accepted: 10/30/2020] [Indexed: 05/23/2023]
Abstract
Intraspecific flower colour variation has been generally proposed to evolve as a result of selection driven by biotic or abiotic agents. In a polymorphic population of Silene littorea with pink- and white-flowered plants, we studied pollinators, analysed flower colour perception and tested for differences in pollinator visitation. We also experimentally analysed pollinator limitation in fruit and seed set, and the degree of autonomous selfing. The incidence of florivory and leaf herbivory was compared over 3-4 years. Silene littorea is mainly pollinated by bees and butterflies. Pollinators preferred pink flowers, which did not show pollinator limitation. On the contrary, white flowers showed pollinator limitation in fruit set. White-flowered plants had less floral display and higher levels of florivory than pink plants. Flower colour morphs of S. littorea can reproduce in the absence of pollinators by autonomous selfing, setting 20% and 12% of fruit and seeds in the pink morph and 27% and 20% in the white morph, respectively. Fruit set of white flowers produced by autonomous selfing did not differ from open-pollinated flowers. In conclusion, S. littorea is pollinated by insects of different orders that more frequently visit pink flowers, which is reflected in pollinator limitation of fruit set in white flowers. Moreover, this species has a mixed mating system in which both colour morphs can reproduce in the absence of pollinators by autonomous selfing, although white flowers mainly produce fruits by autogamy. We suggest that reproductive assurance by autonomous selfing helps to maintain flower colour polymorphism in this population.
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Affiliation(s)
- M L Buide
- Department of Molecular Biology and Biochemical Engineering, Pablo de Olavide University, Seville, Spain
| | - J C Del Valle
- Department of Molecular Biology and Biochemical Engineering, Pablo de Olavide University, Seville, Spain
| | - A Prado-Comesaña
- Department of Analytical and Food Chemistry, University of Vigo, Vigo, Spain
| | - E Narbona
- Department of Molecular Biology and Biochemical Engineering, Pablo de Olavide University, Seville, Spain
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Jiménez-López FJ, Ortiz PL, Talavera M, Arista M. Reproductive Assurance Maintains Red-Flowered Plants of Lysimachia arvensis in Mediterranean Populations Despite Inbreeding Depression. FRONTIERS IN PLANT SCIENCE 2020; 11:563110. [PMID: 33324430 PMCID: PMC7725749 DOI: 10.3389/fpls.2020.563110] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/17/2020] [Accepted: 10/28/2020] [Indexed: 06/12/2023]
Abstract
Flower color polymorphism, an infrequent but phylogenetically widespread condition in plants, is captivating because it can only be maintained under a few selective regimes but also because it can drive intra-morph assortative mating and promote speciation. Lysimachia arvensis is a polymorphic species with red or blue flowered morphs. In polymorphic populations, which are mostly Mediterranean, pollinators prefer blue-flowered plants to the red ones, and abiotic factors also favors blue-flowered plants. We hypothesize that the red morph is maintained in Mediterranean areas due to its selfing capacity. We assessed inbreeding depression in both color morphs in two Mediterranean populations and genetic diversity was studied via SSR microsatellites in 20 natural populations. Results showed that only 44-47% of selfed progeny of the red plants reached reproduction while about 72-91% of blue morph progeny did it. Between-morph genetic differentiation was high and the red morph had a lower genetic diversity and a higher inbreeding coefficient, mainly in the Mediterranean. Results suggest that selfing maintaining the red morph in Mediterranean areas despite its inbreeding depression. In addition, genetic differentiation between morphs suggests a low gene flow between them, suggesting reproductive isolation.
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Affiliation(s)
- Francisco J. Jiménez-López
- Departamento de Biología Vegetal y Ecología, Facultad de Biología, Universidad de Sevilla, Seville, Spain
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Duncan TM, Rausher MD. Selection favors loss of floral pigmentation in a highly selfing morning glory. PLoS One 2020; 15:e0231263. [PMID: 32282839 PMCID: PMC7153891 DOI: 10.1371/journal.pone.0231263] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2019] [Accepted: 03/19/2020] [Indexed: 11/18/2022] Open
Abstract
A common evolutionary trend in highly selfing plants is the evolution of the “selfing syndrome”, in which traits associated with pollinator attraction are lost or greatly reduced. Limited information is available on whether these trait reductions are favored by natural selection or result from reduced purifying selection coupled with genetic drift. This study attempted to distinguish between these two possibilities for the evolutionary loss of floral pigmentation in the highly selfing species Ipomoea lacunosa. This study also tested the hypothesis that loss of floral pigmentation is caused by downregulation or loss of function in a tissue-specific anthocyanin transcription factor, as has been found in other plants. F2 individuals of a cross between white and pigmented individuals revealed segregation at two epistatically acting loci: one affecting pigmentation in both corolla throat and limbs (Anl1) and one affecting limb pigmentation (Anl2). Individuals that are homozygous for the “white” allele at Anl1 have white throats and limbs regardless of genotype at Anl2. In individuals with pigmented throats, homozygosity of the “white” allele at Anl2 produces white limbs. Flower color variation at Anl1 cosegregates with an R2R3-Myb anthocyanin transcription factor, which is down-regulated in white-flowers but not in pigmented flowers. Differential expression of the two alleles of this gene indicates that down regulation is caused by a cis-regulatory change. Finally, allele-frequency differences at Anl1 were substantially and significantly greater than differences in allele frequencies at four microsatellite loci. These results are consistent with the hypotheses that the identified R2R3-Myb gene corresponds to Anl1 and that evolutionary loss of pigmentation in I. lacunosa was caused by selection. They are also consistent with previous studies demonstrating that loss of floral pigmentation is usually caused by down-regulation or functional inactivation of an R2R3-Myb gene.
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Affiliation(s)
- Tanya M. Duncan
- Department of Biology, Duke University, Durham, NC, United States of America
| | - Mark D. Rausher
- Department of Biology, Duke University, Durham, NC, United States of America
- * E-mail:
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Kim ES, Zaya DN, Fant JB, Ashley MV. Reproductive trade-offs maintain bract color polymorphism in Scarlet Indian paintbrush (Castilleja coccinea). PLoS One 2019; 14:e0209176. [PMID: 30601846 PMCID: PMC6314579 DOI: 10.1371/journal.pone.0209176] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2018] [Accepted: 12/01/2018] [Indexed: 11/19/2022] Open
Abstract
Populations of scarlet Indian paintbrush (Castilleja coccinea) in the Midwestern United States exhibit a bract color polymorphism, with each population having predominantly yellow or scarlet bracts. We investigated a possible mechanism for this maintenance of bract color polymorphism in C. coccinea by conducting hand-pollination experiments in two nearby populations, one predominantly yellow and one predominantly scarlet. The hand-pollination treatments were either self-pollination or cross pollination using pollen from within and between populations. Both color morphs were used as pollen donors for the within and between crosses. We found that both color morphs of C. coccinea were self-compatible. When the scarlet morph was the maternal plant it had higher seed set. When pollinators were excluded, the yellow morph outperformed the scarlet morph in fruit set and seed set. The apparent trade-offs between a higher reproductive output in the scarlet morph and a reproductive assurance advantage in the yellow morph may explain the maintenance of the polymorphism in C. coccinea. While many previous studies have provided evidence for pollinator preference playing a role in floral color polymorphism, the results of the current study indicate that reproductive assurance, which would be important for fluctuations in pollinator abundance or colonizing new areas, may act as a selective agent to maintain such polymorphisms.
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Affiliation(s)
- Eun Sun Kim
- Department of Biological Sciences, University of Illinois at Chicago, Chicago, Illinois, United States of America
| | - David N. Zaya
- Illinois Natural History Survey, Champaign, Illinois, United States of America
| | - Jeremie B. Fant
- Institute for Plant Conservation, Chicago Botanic Garden, Glencoe, Illinois, United States of America
- Plant Biology and Conservation, Northwestern University, Evanston, Illinois, United States of America
| | - Mary V. Ashley
- Department of Biological Sciences, University of Illinois at Chicago, Chicago, Illinois, United States of America
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Chang S, Rausher MD. THE ROLE OF INBREEDING DEPRESSION IN MAINTAINING THE MIXED MATING SYSTEM OF THE COMMON MORNING GLORY,
IPOMOEA PURPUREA. Evolution 2017; 53:1366-1376. [DOI: 10.1111/j.1558-5646.1999.tb05401.x] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/1998] [Accepted: 04/20/1999] [Indexed: 10/19/2022]
Affiliation(s)
- Shu‐Mei Chang
- Department of Zoology Duke University Box 90325 Durham North Carolina 27708‐0325
| | - Mark D. Rausher
- Department of Zoology Duke University Box 90325 Durham North Carolina 27708‐0325
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Chappell TM, Rausher MD. Evolution of host range in Coleosporium ipomoeae, a plant pathogen with multiple hosts. Proc Natl Acad Sci U S A 2016; 113:5346-51. [PMID: 27114547 PMCID: PMC4868424 DOI: 10.1073/pnas.1522997113] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
Plants and their pathogens coevolve locally. Previous investigations of one host-one pathogen systems have demonstrated that natural selection favors pathogen genotypes that are virulent on a broad range of host genotypes. In the present study, we examine a system consisting of one pathogen species that infects three host species in the morning glory genus Ipomoea. We show that many pathogen genotypes can infect two or three of the host species when tested on plants from nonlocal communities. By contrast, pathogen genotypes are highly host-specific, infecting only one host species, when tested on host species from the local community. This pattern indicates that within-community evolution narrows the host breadth of pathogen genotypes. Possible evolutionary mechanisms include direct selection for narrow host breadth due to costs of virulence and evolution of ipomoea resistance in the host species.
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Affiliation(s)
| | - Mark D Rausher
- Department of Biology, Duke University, Durham, NC 27708
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Baucom RS, Chang SM, Kniskern JM, Rausher MD, Stinchcombe JR. Morning glory as a powerful model in ecological genomics: tracing adaptation through both natural and artificial selection. Heredity (Edinb) 2011; 107:377-85. [PMID: 21448228 PMCID: PMC3199921 DOI: 10.1038/hdy.2011.25] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2010] [Revised: 11/01/2010] [Accepted: 02/11/2011] [Indexed: 11/09/2022] Open
Abstract
Many diverse questions in ecology and evolution have been addressed using species belonging to the genus Ipomoea, commonly referred to as the morning glory genus. Ipomoea exhibits a wide range of diversity in floral color, growth form, mating system and tolerance to environmental factors, both within and among species, and as such has been a focal group of many investigations in the last 80 years. In this review, we highlight recent work to which Ipomoea species have contributed-from studies of the mating system, molecular evolution, plant-herbivore and plant-parasite interactions to their impact on and importance to agriculture. Genomic resources for this group are currently under development, and given the breadth of studies and history of this group, combined with an expanding genetics toolkit, we argue that Ipomoea should provide the next model organism for ecological genomics.
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Affiliation(s)
- R S Baucom
- Department of Biological Sciences, University of Cincinnati, Cincinnati, OH 45221, USA.
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Dufaÿ M, Hossaert-McKey M, Anstett MC. Temporal and sexual variation of leaf-produced pollinator-attracting odours in the dwarf palm. Oecologia 2004; 139:392-8. [PMID: 15021984 DOI: 10.1007/s00442-004-1538-y] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2002] [Accepted: 02/11/2004] [Indexed: 10/26/2022]
Abstract
Information on intra-specific variation in pollinator-attracting floral traits provides clues to selective pressures imposed by pollinators. However, these traits also reflect constraints related to floral phenology or morphology. The specific weevil pollinator Derelomus chamaeropsis of the dioecious Mediterranean dwarf palm Chamaerops humilis is attracted by volatile compounds that leaves, and not flowers, release during anthesis. Production of these olfactory cues is thus probably not constrained by any other floral function. This provides the opportunity to study variation of a "floral" trait that is not produced by a floral organ. We studied volatile compounds emitted by leaves of 12 individual C. humilis over the whole flowering season. The quantity of volatile compounds emitted by leaves reached a maximum when plants required pollinator visits. The relationship between odour emission and floral phenology was slightly different between male and female plants, probably reflecting differences in the exact time at which females and males benefit from pollinator visitation. Male plants produced higher quantities of volatile compounds than females. Odour composition was highly variable among individuals but did not differ between male and female plants. In this system, female C. humilis are pollinated by deceit and pollinators should be selected to avoid visiting them. The absence of sexual difference in blend composition may thus prevent pollinators from discriminating between male and female plants.
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Affiliation(s)
- Mathilde Dufaÿ
- Centre d'Ecologie Fonctionnelle et Evolutive, 1919 Route de Mende, 34293 Cedex 05, Montpellier, France.
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Coberly LC, Rausher MD. Analysis of a chalcone synthase mutant in Ipomoea purpurea reveals a novel function for flavonoids: amelioration of heat stress. Mol Ecol 2003; 12:1113-24. [PMID: 12694276 DOI: 10.1046/j.1365-294x.2003.01786.x] [Citation(s) in RCA: 107] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Flavonoids are thought to function in the plant stress response and male fertility in some, but not all, species. We examined the effects of a self-fertile chalcone synthase null allele, a, for the effects of heat and light stress on fertilization success and flower production in Ipomoea purpurea. Pollen recipients and pollen donors of both homozygous genotypes exhibit reduced fertilization success at high temperatures, indicating that high temperature acts as a stress-lowering fertilization success. Homozygous aa individuals exhibit reduced male and female fertilization success, compared to AA individuals, at high temperatures but not at low temperatures. In addition, aa individuals produce fewer flowers than AA individuals at low temperatures, but not at high temperatures. These results suggest that flavonoids alleviate heat stress on fertilization success. They also suggest that pleiotropic effects at the A locus may explain the low frequency of the a allele in natural populations.
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Affiliation(s)
- L C Coberly
- Department of Biology, Box 90338, Duke University, Durham, NC 27708, USA.
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Warren J, Mackenzie S. Why are all colour combinations not equally represented as flower-colour polymorphisms? THE NEW PHYTOLOGIST 2001; 151:237-241. [PMID: 33873384 DOI: 10.1046/j.1469-8137.2001.00159.x] [Citation(s) in RCA: 95] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
• Flower-colour polymorphism within the British flora appears more common in species whose flowers typically contain pink, purple or blue anthocyanin pigments rather than other coloured pigments. In this study we test the hypothesis that this variation in anthocyanin pigmentation may be maintained by selection related to environmental heterogeneity and stress tolerance. • Observations were made of stem pigmentation, shoot dry mass and seed production in five polymorphic species under different droughted and well watered conditions. • The results show that over both treatments the morphs did not differ in their fitness. However, a significant morph times treatment interaction revealed that the pigmented plants performed relatively better in the droughted conditions, while the unpigmented plants performed relatively better in the well watered treatment. • The results support the idea that anthocyanin based flower-colour polymorphisms may be better considered as polymorphism for the presence or absence of anthocyanin pigmentation throughout the entire plant. This variation may be maintained by selection related to environmental heterogeneity and stress tolerance.
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Affiliation(s)
- John Warren
- Institute of Rural Studies, Llanbadarn Fawr , University of Wales, Aberystwyth, Ceredigion SY23 3AL, UK
| | - Sally Mackenzie
- Conservation and Ecology Department, SAC Aberdeen, Craibstone, Bucksburn, Aberdeen AB2 9TS, UK
- present address: University of Brighton, Department of Pharmacy, Cockcroft Building, Lewes Road, Brighton, BN2 4GJ, UK
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Clegg MT, Durbin ML. Flower color variation: a model for the experimental study of evolution. Proc Natl Acad Sci U S A 2000; 97:7016-23. [PMID: 10860965 PMCID: PMC34378 DOI: 10.1073/pnas.97.13.7016] [Citation(s) in RCA: 81] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
We review the study of flower color polymorphisms in the morning glory as a model for the analysis of adaptation. The pathway involved in the determination of flower color phenotype is traced from the molecular and genetic levels to the phenotypic level. Many of the genes that determine the enzymatic components of flavonoid biosynthesis are redundant, but, despite this complexity, it is possible to associate discrete floral phenotypes with individual genes. An important finding is that almost all of the mutations that determine phenotypic differences are the result of transposon insertions. Thus, the flower color diversity seized on by early human domesticators of this plant is a consequence of the rich variety of mobile elements that reside in the morning glory genome. We then consider a long history of research aimed at uncovering the ecological fate of these various flower phenotypes in the southeastern U.S. A large body of work has shown that insect pollinators discriminate against white phenotypes when white flowers are rare in populations. Because the plant is self-compatible, pollinator bias causes an increase in self-fertilization in white maternal plants, which should lead to an increase in the frequency of white genes, according to modifier gene theory. Studies of geographical distributions indicate other, as yet undiscovered, disadvantages associated with the white phenotype. The ultimate goal of connecting ecology to molecular genetics through the medium of phenotype is yet to be attained, but this approach may represent a model for analyzing the translation between these two levels of biological organization.
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Affiliation(s)
- M T Clegg
- Department of Botany and Plant Sciences, University of California, Riverside, CA 92521-0124, USA
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