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Brown AO, Green PJ, Frankham GJ, Stuart BH, Ueland M. Insights into the Effects of Violating Statistical Assumptions for Dimensionality Reduction for Chemical "-omics" Data with Multiple Explanatory Variables. ACS OMEGA 2023; 8:22042-22054. [PMID: 37360494 PMCID: PMC10286096 DOI: 10.1021/acsomega.3c01613] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/29/2023] [Accepted: 05/25/2023] [Indexed: 06/28/2023]
Abstract
Biological volatilome analysis is inherently complex due to the considerable number of compounds (i.e., dimensions) and differences in peak areas by orders of magnitude, between and within compounds found within datasets. Traditional volatilome analysis relies on dimensionality reduction techniques which aid in the selection of compounds that are considered relevant to respective research questions prior to further analysis. Currently, compounds of interest are identified using either supervised or unsupervised statistical methods which assume the data residuals are normally distributed and exhibit linearity. However, biological data often violate the statistical assumptions of these models related to normality and the presence of multiple explanatory variables which are innate to biological samples. In an attempt to address deviations from normality, volatilome data can be log transformed. However, whether the effects of each assessed variable are additive or multiplicative should be considered prior to transformation, as this will impact the effect of each variable on the data. If assumptions of normality and variable effects are not investigated prior to dimensionality reduction, ineffective or erroneous compound dimensionality reduction can impact downstream analyses. It is the aim of this manuscript to assess the impact of single and multivariable statistical models with and without the log transformation to volatilome dimensionality reduction prior to any supervised or unsupervised classification analysis. As a proof of concept, Shingleback lizard (Tiliqua rugosa) volatilomes were collected across their species distribution and from captivity and were assessed. Shingleback volatilomes are suspected to be influenced by multiple explanatory variables related to habitat (Bioregion), sex, parasite presence, total body volume, and captive status. This work determined that the exclusion of relevant multiple explanatory variables from analysis overestimates the effect of Bioregion and the identification of significant compounds. The log transformation increased the number of compounds that were identified as significant, as did analyses that assumed that residuals were normally distributed. Among the methods considered in this work, the most conservative form of dimensionality reduction was achieved through analyzing untransformed data using Monte Carlo tests with multiple explanatory variables.
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Affiliation(s)
- Amber O. Brown
- Australian
Museum Research Institute, Australian Museum, Sydney 2001, NSW, Australia
- Centre
for Forensic Science, University of Technology
Sydney, Ultimo 2007, NSW, Australia
| | - Peter J. Green
- University
of Bristol, Bristol BS8 1UG, U.K.
- University
of Technology Sydney, Ultimo 2007, NSW, Australia
| | - Greta J. Frankham
- Australian
Museum Research Institute, Australian Museum, Sydney 2001, NSW, Australia
- Centre
for Forensic Science, University of Technology
Sydney, Ultimo 2007, NSW, Australia
| | - Barbara H. Stuart
- Australian
Museum Research Institute, Australian Museum, Sydney 2001, NSW, Australia
| | - Maiken Ueland
- Australian
Museum Research Institute, Australian Museum, Sydney 2001, NSW, Australia
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Szenteczki MA, Godschalx AL, Gauthier J, Gibernau M, Rasmann S, Alvarez N. Transcriptomic analysis of deceptively pollinated Arum maculatum (Araceae) reveals association between terpene synthase expression in floral trap chamber and species-specific pollinator attraction. G3 (BETHESDA, MD.) 2022; 12:jkac175. [PMID: 35861391 PMCID: PMC9434142 DOI: 10.1093/g3journal/jkac175] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Accepted: 06/30/2022] [Indexed: 06/15/2023]
Abstract
Deceptive pollination often involves volatile organic compound emissions that mislead insects into performing nonrewarding pollination. Among deceptively pollinated plants, Arum maculatum is particularly well-known for its potent dung-like volatile organic compound emissions and specialized floral chamber, which traps pollinators-mainly Psychoda phalaenoides and Psychoda grisescens-overnight. However, little is known about the genes underlying the production of many Arum maculatum volatile organic compounds, and their influence on variation in pollinator attraction rates. Therefore, we performed de novo transcriptome sequencing of Arum maculatum appendix and male floret tissue collected during anthesis and postanthesis, from 10 natural populations across Europe. These RNA-seq data were paired with gas chromatography-mass spectrometry analyses of floral scent composition and pollinator data collected from the same inflorescences. Differential expression analyses revealed candidate transcripts in appendix tissue linked to malodourous volatile organic compounds including indole, p-cresol, and 2-heptanone. In addition, we found that terpene synthase expression in male floret tissue during anthesis significantly covaried with sex- and species-specific attraction of Psychoda phalaenoides and Psychoda grisescens. Taken together, our results provide the first insights into molecular mechanisms underlying pollinator attraction patterns in Arum maculatum and highlight floral chamber sesquiterpene (e.g. bicyclogermacrene) synthases as interesting candidate genes for further study.
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Affiliation(s)
- Mark A Szenteczki
- Corresponding author: Université de Neuchâtel, Institut de Biologie, Rue Emile-Argand 11, Neuchâtel 2000, Switzerland. E-mail
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Sayers TDJ, Johnson KL, Steinbauer MJ, Farnier K, Miller RE. Divergence in floral scent and morphology, but not thermogenic traits, associated with pollinator shift in two brood-site-mimicking Typhonium (Araceae) species. ANNALS OF BOTANY 2021; 128:261-280. [PMID: 33758905 PMCID: PMC8389470 DOI: 10.1093/aob/mcab044] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/08/2020] [Accepted: 03/20/2021] [Indexed: 06/12/2023]
Abstract
BACKGROUND Flowers which imitate insect oviposition sites probably represent the most widespread form of floral mimicry, exhibit the most diverse floral signals and are visited by two of the most speciose and advanced taxa of insect - beetles and flies. Detailed comparative studies on brood-site mimics pollinated exclusively by each of these insect orders are lacking, limiting our understanding of floral trait adaptation to different pollinator groups in these deceptive systems. METHODS Two closely related and apparent brood-site mimics, Typhonium angustilobum and T. wilbertii (Araceae) observed to trap these distinct beetle and fly pollinator groups were used to investigate potential divergence in floral signals and traits most likely to occur under pollinator-mediated selection. Trapped pollinators were identified and their relative abundances enumerated, and thermogenic, visual and chemical signals and morphological traits were examined using thermocouples and quantitative reverse transcription-PCR, reflectance, gas chromatography-mass spectrometry, floral measurements and microscopy. KEY RESULTS Typhonium angustilobum and T. wilbertii were functionally specialized to trap saprophagous Coleoptera and Diptera, respectively. Both species shared similar colour and thermogenic traits, and contained two highly homologous AOX genes (AOX1a and AOX1b) most expressed in the thermogenic tissue and stage (unlike pUCP). Scent during the pistillate stage differed markedly - T. angustilobum emitted a complex blend of sesquiterpenes, and T. wilbertii, a dung mimic, emitted high relative amounts of skatole, p-cresol and irregular terpenes. The species differed significantly in floral morphology related to trapping mechanisms. CONCLUSIONS Functional specialization and pollinator divergence were not associated with differences in anthesis rhythm and floral thermogenic or visual signals between species, but with significant differences in floral scent and morphological features, suggesting that these floral traits are critical for the attraction and filtering of beetle or fly pollinators in these two brood-site mimics.
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Affiliation(s)
- Thomas D J Sayers
- School of Ecosystem and Forest Sciences, The University of Melbourne, 500 Yarra Blvd, Richmond, VIC 3121, Australia
| | - Kim L Johnson
- Department of Animal, Plant and Soil Sciences, La Trobe University, Bundoora, VIC 3086, Australia
| | - Martin J Steinbauer
- Department of Ecology, Environment and Evolution, La Trobe University, Melbourne, VIC 3086, Australia
| | - Kevin Farnier
- Department of Ecology, Environment and Evolution, La Trobe University, Melbourne, VIC 3086, Australia
- Department of Jobs, Precincts and Regions, Agriculture Victoria, Melbourne, VIC 3083, Australia
| | - Rebecca E Miller
- School of Ecosystem and Forest Sciences, The University of Melbourne, 500 Yarra Blvd, Richmond, VIC 3121, Australia
- Royal Botanic Gardens Victoria, South Yarra, VIC, 3141, Australia
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Hanson AD, Amthor JS, Sun J, Niehaus TD, Gregory JF, Bruner SD, Ding Y. Redesigning thiamin synthesis: Prospects and potential payoffs. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2018; 273:92-99. [PMID: 29907313 DOI: 10.1016/j.plantsci.2018.01.019] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/09/2017] [Revised: 01/24/2018] [Accepted: 01/31/2018] [Indexed: 05/20/2023]
Abstract
Thiamin is essential for plant growth but is short-lived in vivo and energetically very costly to produce - a combination that makes thiamin biosynthesis a prime target for improvement by redesign. Thiamin consists of thiazole and pyrimidine moieties. Its high biosynthetic cost stems from use of the suicide enzyme THI4 to form the thiazole and the near-suicide enzyme THIC to form the pyrimidine. These energetic costs lower biomass yield potential and are likely compounded by environmental stresses that destroy thiamin and hence increase the rate at which it must be made. The energy costs could be slashed by refactoring the thiamin biosynthesis pathway to eliminate the suicidal THI4 and THIC reactions. To substantiate this design concept, we first document the energetic costs of the THI4 and THIC steps in the pathway and explain how cutting these costs could substantially increase crop biomass and grain yields. We then show that a refactored pathway must produce thiamin itself rather than a stripped-down analog because the thiamin molecule cannot be simplified without losing biological activity. Lastly, we consider possible energy-efficient alternatives to the inefficient natural THI4- and THIC-mediated steps.
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Affiliation(s)
- Andrew D Hanson
- Horticultural Sciences Department, University of Florida, Gainesville, FL, USA.
| | | | - Jiayi Sun
- Horticultural Sciences Department, University of Florida, Gainesville, FL, USA
| | - Thomas D Niehaus
- Horticultural Sciences Department, University of Florida, Gainesville, FL, USA
| | - Jesse F Gregory
- Food Science and Human Nutrition Department, University of Florida, Gainesville, FL, USA
| | - Steven D Bruner
- Chemistry Department, University of Florida, Gainesville, FL, USA
| | - Yousong Ding
- Department of Medicinal Chemistry, University of Florida, Gainesville, FL, USA
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Gonçalves-Souza P, Schlindwein C, Dötterl S, Paiva EAS. Unveiling the osmophores of Philodendron adamantinum (Araceae) as a means to understanding interactions with pollinators. ANNALS OF BOTANY 2017; 119:533-543. [PMID: 28065928 PMCID: PMC5458670 DOI: 10.1093/aob/mcw236] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/16/2016] [Revised: 06/15/2016] [Accepted: 10/06/2016] [Indexed: 05/23/2023]
Abstract
Background and Aims Araceae species pollinated by nocturnal Cyclocephalini beetles attract their pollinators by inflorescence scents. In Philodendron , despite the intense odour, the osmophores exhibit no definite morphological identity, making them difficult to locate. This may explain why structural studies of the scent-releasing tissue are not available so far. Methods Several approaches were employed for locating and understanding the osmophores of Philodendron adamantinum . A sensory test allowed other analyses to be restricted to fertile and sterile stamens as odour production sites. Stamens were studied under light and electron microscopy. Dynamic headspace and gas chromatography-mass spectrometry were used to collect and analyse scents from different zones of the inflorescence. Key Results The epidermal cells of the distal portion of fertile stamens and staminodes are papillose and, similar to the parenchyma cells of this region, have dense cytoplasm and large nuclei. In these cells, the composition of organelles is compatible with secretory activity, especially the great number of mitochondria and plastids. In this portion, lipid droplets that are consumed concomitantly with the release of odour were observed. Quantitative scent analyses revealed that the scent, with a predominance of dihydro-β-ionone, is mainly emitted by the fertile and sterile staminate zones of the spadix. An amorphous substance in the stomata pores indicates that the components are secreted and volatilized outside of the osmophore under thermogenic heat. Conclusions Despite the difficulty in locating osmophores in the absence of morphological identity and inefficiency of neutral red staining, the osmophores of P. adamantinum have some features expected for these structures. The results indicate a functional link between thermogenesis and volatilization of osmophore secretions to produce olfactory signals for attracting specialized beetle pollinators. These first experimental data about the precise location of osmophores in Philodendron will stimulate studies in related species that will allow future comparison and the establishment of patterns of functional morphology.
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Affiliation(s)
- Patrícia Gonçalves-Souza
- Departamento de Botânica, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, 31270-901 Belo Horizonte, MG, Brazil and
| | - Clemens Schlindwein
- Departamento de Botânica, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, 31270-901 Belo Horizonte, MG, Brazil and
| | - Stefan Dötterl
- Department of Ecology and Evolution, Plant Ecology, University of Salzburg, 5020 Salzburg, Austria
| | - Elder Antônio Sousa Paiva
- Departamento de Botânica, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, 31270-901 Belo Horizonte, MG, Brazil and
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Terry LI, Roemer RB, Booth DT, Moore CJ, Walter GH. Thermogenic respiratory processes drive the exponential increase of volatile organic compound emissions in Macrozamia cycad cones. PLANT, CELL & ENVIRONMENT 2016; 39:1588-1600. [PMID: 26924274 DOI: 10.1111/pce.12730] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/05/2015] [Revised: 02/12/2016] [Accepted: 02/14/2016] [Indexed: 06/05/2023]
Abstract
An important outcome of plant thermogenesis is increased emissions of volatiles that mediate pollinator behaviour. We investigated whether the large increase in emissions, mainly the monoterpene ß-myrcene (>90%), during daily thermogenic events of Macrozamia macleayi and lucida cycad cones are due solely to the influence of high cone temperatures or are, instead, a result of increased respiratory rates during thermogenesis. We concurrently measured temperature, oxygen consumption and ß-myrcene emission profiles during thermogenesis of pollen cones under typical environmental temperatures and during experimental manipulations of cone temperatures and aerobic conditions, all in the dark. The exponential rise in ß-myrcene emissions never occurred without a prior, large increase in respiration, whereas an increase in cone temperature alone did not increase emissions. When respiration during thermogenesis was interrupted by anoxic conditions, ß-myrcene emissions decreased. The increased emission rates are not a result of increased cone temperature per se (through increased enzyme activity or volatilization of stored volatiles) but are dependent on biosynthetic pathways associated with increased respiration during thermogenesis that provide the carbon, energy (ATP) and reducing compounds (NADPH) required for ß-myrcene production through the methylerythritol phosphate (MEP) pathway. These findings establish the significant contribution of respiration to volatile production during thermogenesis.
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Affiliation(s)
- L Irene Terry
- Department of Biology, University of Utah, 257 S. 1400 E., Salt Lake City, UT, 84112, USA
| | - Robert B Roemer
- Department of Mechanical Engineering, University of Utah, 50 S. Central Campus Dr., 2202 Merrill Engineering Bldg, Salt Lake City, UT, 84112, USA
| | - David T Booth
- School of Biological Sciences, The University of Queensland, Brisbane, 4072, Queensland, Australia
| | - Chris J Moore
- School of Biological Sciences, The University of Queensland, Brisbane, 4072, Queensland, Australia
| | - Gimme H Walter
- School of Biological Sciences, The University of Queensland, Brisbane, 4072, Queensland, Australia
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