Light-responsive expression atlas reveals the effects of light quality and intensity in Kalanchoë fedtschenkoi, a plant with crassulacean acid metabolism
Abstract
•Crassulacean acid metabolism (CAM), a specialized mode of photosynthesis, enables plant adaptation to water-limited environments and improves photosynthetic efficiency via a carbon concentrating mechanism. Kalanchoë fedtschenkoi is an obligate CAM model featuring a relatively small genome and easy stable transformation. But the molecular responses of regulation by light quality and intensity in CAM plants is still unknown. •Here we present a genome-wide expression atlas of K. fedtschenkoi plants grown under 12h/12h photoperiod with different light quality (blue, red, far-red, white light) and intensity (0, 150, 250 and 1000 μmol m–2 s–1) based on RNA-Seq performed for mature leaf samples collected at dawn (2-h before the starting of lighting period) and dusk (2-h before the dark period). •An eFP web browser was created for easy access of the gene expression data. Based on the expression atlas, we constructed a light-responsive co-expression network to reveal the potential regulatory relationships in K. fedtschenkoi. Furthermore, CAM-related sub-networks were highlighted to showcase genes relevant to CAM pathway, circadian clock and stomatal movement. •This study provides a novel genomics resource for investigating the molecular mechanism underlying the light regulation of physiology and metabolism in CAM plants.
- Authors:
-
[1];
[1]
- Biosciences Division, Oak Ridge National Laboratory, 1 Bethel Valley Rd, Oak Ridge, TN 37831, USA, The Center for Bioenergy Innovation, Oak Ridge National Laboratory, 1 Bethel Valley Rd, Oak Ridge, TN 37831, USA
- Biosciences Division, Oak Ridge National Laboratory, 1 Bethel Valley Rd, Oak Ridge, TN 37831, USA
- HudsonAlpha Institute for Biotechnology, 601 Genome Way, Huntsville, AL 35801, USA
- Department of Biochemistry and Molecular Biology, University of Nevada, 1664 N. Virginia St, Reno, NV 89557, USA
- US Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, Berkeley, CA 94720, USA
- HudsonAlpha Institute for Biotechnology, 601 Genome Way, Huntsville, AL 35801, USA, US Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, 1 Cyclotron Road, Berkeley, CA 94720, USA
- Biosciences Division, Oak Ridge National Laboratory, 1 Bethel Valley Rd, Oak Ridge, TN 37831, USA, School of Natural and Environmental Science, Newcastle University, Newcastle upon Tyne NE1 7RU, UK
- Department of Cell and Systems Biology, Centre for the Analysis of Genome Evolution and Function, University of Toronto, 25 Willcocks St #4038, Toronto, ON M5S 3B2, Canada
- Publication Date:
- Research Org.:
- Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States); Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Biological and Environmental Research (BER)
- OSTI Identifier:
- 1603213
- Alternate Identifier(s):
- OSTI ID: 1615309; OSTI ID: 1649601
- Grant/Contract Number:
- SC0008834; 503025; AC02-05CH11231; AC05-00OR22725
- Resource Type:
- Published Article
- Journal Name:
- GigaScience
- Additional Journal Information:
- Journal Name: GigaScience Journal Volume: 9 Journal Issue: 3; Journal ID: ISSN 2047-217X
- Publisher:
- BioMed Central
- Country of Publication:
- United Kingdom
- Language:
- English
- Subject:
- 59 BASIC BIOLOGICAL SCIENCES
Citation Formats
Zhang, Jin, Hu, Rongbin, Sreedasyam, Avinash, Garcia, Travis M., Lipzen, Anna, Wang, Mei, Yerramsetty, Pradeep, Liu, Degao, Ng, Vivian, Schmutz, Jeremy, Cushman, John C., Borland, Anne M., Pasha, Asher, Provart, Nicholas J., Chen, Jin-Gui, Muchero, Wellington, Tuskan, Gerald A., and Yang, Xiaohan. Light-responsive expression atlas reveals the effects of light quality and intensity in Kalanchoë fedtschenkoi, a plant with crassulacean acid metabolism. United Kingdom: N. p., 2020.
Web. doi:10.1093/gigascience/giaa018.
Zhang, Jin, Hu, Rongbin, Sreedasyam, Avinash, Garcia, Travis M., Lipzen, Anna, Wang, Mei, Yerramsetty, Pradeep, Liu, Degao, Ng, Vivian, Schmutz, Jeremy, Cushman, John C., Borland, Anne M., Pasha, Asher, Provart, Nicholas J., Chen, Jin-Gui, Muchero, Wellington, Tuskan, Gerald A., & Yang, Xiaohan. Light-responsive expression atlas reveals the effects of light quality and intensity in Kalanchoë fedtschenkoi, a plant with crassulacean acid metabolism. United Kingdom. https://doi.org/10.1093/gigascience/giaa018
Zhang, Jin, Hu, Rongbin, Sreedasyam, Avinash, Garcia, Travis M., Lipzen, Anna, Wang, Mei, Yerramsetty, Pradeep, Liu, Degao, Ng, Vivian, Schmutz, Jeremy, Cushman, John C., Borland, Anne M., Pasha, Asher, Provart, Nicholas J., Chen, Jin-Gui, Muchero, Wellington, Tuskan, Gerald A., and Yang, Xiaohan. Thu .
"Light-responsive expression atlas reveals the effects of light quality and intensity in Kalanchoë fedtschenkoi, a plant with crassulacean acid metabolism". United Kingdom. https://doi.org/10.1093/gigascience/giaa018.
@article{osti_1603213,
title = {Light-responsive expression atlas reveals the effects of light quality and intensity in Kalanchoë fedtschenkoi, a plant with crassulacean acid metabolism},
author = {Zhang, Jin and Hu, Rongbin and Sreedasyam, Avinash and Garcia, Travis M. and Lipzen, Anna and Wang, Mei and Yerramsetty, Pradeep and Liu, Degao and Ng, Vivian and Schmutz, Jeremy and Cushman, John C. and Borland, Anne M. and Pasha, Asher and Provart, Nicholas J. and Chen, Jin-Gui and Muchero, Wellington and Tuskan, Gerald A. and Yang, Xiaohan},
abstractNote = {•Crassulacean acid metabolism (CAM), a specialized mode of photosynthesis, enables plant adaptation to water-limited environments and improves photosynthetic efficiency via a carbon concentrating mechanism. Kalanchoë fedtschenkoi is an obligate CAM model featuring a relatively small genome and easy stable transformation. But the molecular responses of regulation by light quality and intensity in CAM plants is still unknown. •Here we present a genome-wide expression atlas of K. fedtschenkoi plants grown under 12h/12h photoperiod with different light quality (blue, red, far-red, white light) and intensity (0, 150, 250 and 1000 μmol m–2 s–1) based on RNA-Seq performed for mature leaf samples collected at dawn (2-h before the starting of lighting period) and dusk (2-h before the dark period). •An eFP web browser was created for easy access of the gene expression data. Based on the expression atlas, we constructed a light-responsive co-expression network to reveal the potential regulatory relationships in K. fedtschenkoi. Furthermore, CAM-related sub-networks were highlighted to showcase genes relevant to CAM pathway, circadian clock and stomatal movement. •This study provides a novel genomics resource for investigating the molecular mechanism underlying the light regulation of physiology and metabolism in CAM plants.},
doi = {10.1093/gigascience/giaa018},
journal = {GigaScience},
number = 3,
volume = 9,
place = {United Kingdom},
year = {2020},
month = {3}
}
Free Publicly Available Full Text
Publisher's Version of Record
https://doi.org/10.1093/gigascience/giaa018
https://doi.org/10.1093/gigascience/giaa018
Other availability
Search WorldCat to find libraries that may hold this journal
Cited by: 7 works
Citation information provided by
Web of Science
Web of Science
Figures / Tables:
Figure 1: Kalanchoë light-responsive eFP browser. (a)View of the eFP browser including the RNA-Seq dataset described in this study. Expression values in the samples are indicated by a color gradient, where yellow indicates low expression and red indicates high expression. The legend describing the color gradient and expression valuesmore »
All figures and tables
(9 total)
Save to My Library
You must Sign In or Create an Account in order to save documents to your library.
Works referenced in this record:
Allocation of photoassimilates to biomass, resin and carbohydrates in Grindelia chiloensis as affected by light intensity
journal, February 2001
- Zavala, J. A.; Ravetta, D. A.
- Field Crops Research, Vol. 69, Issue 2
CONSTANS-LIKE 7 (COL7) Is Involved in Phytochrome B (phyB)-Mediated Light-Quality Regulation of Auxin Homeostasis
journal, September 2014
- Zhang, Zenglin; Ji, Ronghuan; Li, Hongyu
- Molecular Plant, Vol. 7, Issue 9
The ELF4–ELF3–LUX complex links the circadian clock to diurnal control of hypocotyl growth
journal, July 2011
- Nusinow, Dmitri A.; Helfer, Anne; Hamilton, Elizabeth E.
- Nature, Vol. 475, Issue 7356
REVEILLE1, a Myb-like transcription factor, integrates the circadian clock and auxin pathways
journal, September 2009
- Rawat, R.; Schwartz, J.; Jones, M. A.
- Proceedings of the National Academy of Sciences, Vol. 106, Issue 39
Phytochrome photosensory signalling networks
journal, February 2002
- Quail, Peter H.
- Nature Reviews Molecular Cell Biology, Vol. 3, Issue 2
Crassulacean acid metabolism: plastic, fantastic
journal, April 2002
- Dodd, Antony N.; Borland, Anne M.; Haslam, Richard P.
- Journal of Experimental Botany, Vol. 53, Issue 369
The transcriptional landscape of polyploid wheat
journal, August 2018
- Ramírez-González, R. H.; Borrill, P.; Lang, D.
- Science, Vol. 361, Issue 6403
Independent fluctuations of malate and citrate in the CAM species Clusia hilariana Schltdl. under low light and high light in relation to photoprotection
journal, March 2013
- Miszalski, Zbigniew; Kornas, Andrzej; Rozpądek, Piotr
- Journal of Plant Physiology, Vol. 170, Issue 5
Adaptation of the obligate CAM plant Clusia alata to light stress: Metabolic responses
journal, November 2009
- Kornas, Andrzej; Fischer-Schliebs, Elke; Lüttge, Ulrich
- Journal of Plant Physiology, Vol. 166, Issue 17
Transcriptomic analysis of the effects of three different light treatments on the biosynthesis of characteristic compounds in the tea plant by RNA-Seq
journal, November 2016
- Hao, Xinyuan; Li, Litian; Hu, Yurong
- Tree Genetics & Genomes, Vol. 12, Issue 6
Fast and SNP-tolerant detection of complex variants and splicing in short reads
journal, February 2010
- Wu, T. D.; Nacu, S.
- Bioinformatics, Vol. 26, Issue 7, p. 873-881
Light induction of Arabidopsis SIG1 and SIG5 transcripts in mature leaves: differential roles of cryptochrome 1 and cryptochrome 2 and dual function of SIG5 in the recognition of plastid promoters
journal, September 2008
- Onda, Yayoi; Yagi, Yusuke; Saito, Yukiko
- The Plant Journal, Vol. 55, Issue 6
WGCNA: an R package for weighted correlation network analysis
journal, December 2008
- Langfelder, Peter; Horvath, Steve
- BMC Bioinformatics, Vol. 9, Issue 1
Genome-wide identification of CCA1 targets uncovers an expanded clock network in Arabidopsis
journal, August 2015
- Nagel, Dawn H.; Doherty, Colleen J.; Pruneda-Paz, Jose L.
- Proceedings of the National Academy of Sciences, Vol. 112, Issue 34
The interaction of light quality and irradiance with gibberellins, cytokinins and auxin in regulating growth of Helianthus annuus hypocotyls
journal, February 2007
- Kurepin, Leonid V.; Emery, R. J. Neil; Pharis, Richard P.
- Plant, Cell & Environment, Vol. 30, Issue 2
Regulation of Dormancy in Barley by Blue Light and After-Ripening: Effects on Abscisic Acid and Gibberellin Metabolism
journal, April 2008
- Gubler, Frank; Hughes, Trijntje; Waterhouse, Peter
- Plant Physiology, Vol. 147, Issue 2
Directional blue light irradiation triggers epidermal cell elongation of abaxial side resulting in inhibition of leaf epinasty in geranium under red light condition
journal, January 2008
- Fukuda, Naoya; Fujita, Mitsuko; Ohta, Yoshitaka
- Scientia Horticulturae, Vol. 115, Issue 2
Global Changes in Gene Expression in Response to High Light in Arabidopsis
journal, November 2002
- Rossel, J. B.
- PLANT PHYSIOLOGY, Vol. 130, Issue 3
featureCounts: an efficient general purpose program for assigning sequence reads to genomic features
journal, November 2013
- Liao, Y.; Smyth, G. K.; Shi, W.
- Bioinformatics, Vol. 30, Issue 7
Blue light specific and differential expression of a plastid σ factor, Sig5 in Arabidopsis thaliana
journal, March 2002
- Tsunoyama, Yuichi; Morikawa, Kazuya; Shiina, Takashi
- FEBS Letters, Vol. 516, Issue 1-3
Effects of light intensity on the growth and leaf development of young tomato plants grown under a combination of red and blue light
journal, April 2013
- Fan, Xiao-Xue; Xu, Zhi-Gang; Liu, Xiao-Ying
- Scientia Horticulturae, Vol. 153
Synergism of Red and Blue Light in the Control of Arabidopsis Gene Expression and Development
journal, July 2009
- Sellaro, Romina; Hoecker, Ute; Yanovsky, Marcelo
- Current Biology, Vol. 19, Issue 14
Expression atlas and comparative coexpression network analyses reveal important genes involved in the formation of lignified cell wall in Brachypodium distachyon
journal, June 2017
- Sibout, Richard; Proost, Sebastian; Hansen, Bjoern Oest
- New Phytologist, Vol. 215, Issue 3
Engineering crassulacean acid metabolism to improve water-use efficiency
journal, May 2014
- Borland, Anne M.; Hartwell, James; Weston, David J.
- Trends in Plant Science, Vol. 19, Issue 5
MicroRNA-Mediated Regulation of Stomatal Development in Arabidopsis
journal, August 2007
- Kutter, Claudia; Schöb, Hanspeter; Stadler, Michael
- The Plant Cell, Vol. 19, Issue 8
A high resolution map of the Arabidopsis thaliana developmental transcriptome based on RNA-seq profiling
journal, November 2016
- Klepikova, Anna V.; Kasianov, Artem S.; Gerasimov, Evgeny S.
- The Plant Journal, Vol. 88, Issue 6
BBX21, an Arabidopsis B-box protein, directly activates HY5 and is targeted by COP1 for 26S proteasome-mediated degradation
journal, June 2016
- Xu, Dongqing; Jiang, Yan; Li, Jigang
- Proceedings of the National Academy of Sciences, Vol. 113, Issue 27
A roadmap for research on crassulacean acid metabolism (CAM) to enhance sustainable food and bioenergy production in a hotter, drier world
journal, July 2015
- Yang, Xiaohan; Cushman, John C.; Borland, Anne M.
- New Phytologist, Vol. 207, Issue 3
Climate-resilient agroforestry: physiological responses to climate change and engineering of crassulacean acid metabolism (CAM) as a mitigation strategy: CAM engineering in trees
journal, December 2014
- Borland, Anne M.; Wullschleger, Stan D.; Weston, David J.
- Plant, Cell & Environment, Vol. 38, Issue 9
Constitutive expression of CIR1 (RVE2) affects several circadian-regulated processes and seed germination in Arabidopsis: Circadian-related transcription factor CIR1
journal, June 2007
- Zhang, Xiangbo; Chen, Yanhui; Wang, Zhi-Yong
- The Plant Journal, Vol. 51, Issue 3
The Novel MYB Protein EARLY-PHYTOCHROME-RESPONSIVE1 Is a Component of a Slave Circadian Oscillator in Arabidopsis
journal, October 2003
- Kuno, N.
- THE PLANT CELL ONLINE, Vol. 15, Issue 10
Light quality modulates metabolic synchronization over the diel phases of crassulacean acid metabolism
journal, May 2014
- Ceusters, J.; Borland, A. M.; Taybi, T.
- Journal of Experimental Botany, Vol. 65, Issue 13
Gene expression atlas of pigeonpea and its application to gain insights into genes associated with pollen fertility implicated in seed formation
journal, February 2017
- Pazhamala, Lekha T.; Purohit, Shilp; Saxena, Rachit K.
- Journal of Experimental Botany, Vol. 68, Issue 8
LUX ARRHYTHMO encodes a Myb domain protein essential for circadian rhythms
journal, July 2005
- Hazen, S. P.; Schultz, T. F.; Pruneda-Paz, J. L.
- Proceedings of the National Academy of Sciences, Vol. 102, Issue 29
RNA-seq analysis of the transcriptional response to blue and red light in the extremophilic red alga, Cyanidioschyzon merolae
journal, September 2016
- Tardu, Mehmet; Dikbas, Ugur Meric; Baris, Ibrahim
- Functional & Integrative Genomics, Vol. 16, Issue 6
Crassulacean acid metabolism under severe light limitation: a matter of plasticity in the shadows?
journal, September 2010
- Ceusters, J.; Borland, A. M.; Godts, C.
- Journal of Experimental Botany, Vol. 62, Issue 1
MYB96 shapes the circadian gating of ABA signaling in Arabidopsis
journal, January 2016
- Lee, Hong Gil; Mas, Paloma; Seo, Pil Joon
- Scientific Reports, Vol. 6, Issue 1
mapman: a user-driven tool to display genomics data sets onto diagrams of metabolic pathways and other biological processes
journal, March 2004
- Thimm, Oliver; Bläsing, Oliver; Gibon, Yves
- The Plant Journal, Vol. 37, Issue 6, p. 914-939
Transcriptome Analysis Reveals that Red and Blue Light Regulate Growth and Phytohormone Metabolism in Norway Spruce [Picea abies (L.) Karst.]
journal, August 2015
- OuYang, Fangqun; Mao, Jian-Feng; Wang, Junhui
- PLOS ONE, Vol. 10, Issue 8
C RYPTOCHROME S TRUCTURE AND S IGNAL T RANSDUCTION
journal, June 2003
- Lin, Chentao; Shalitin, Dror
- Annual Review of Plant Biology, Vol. 54, Issue 1
Emerging model systems for functional genomics analysis of Crassulacean acid metabolism
journal, June 2016
- Hartwell, James; Dever, Louisa V.; Boxall, Susanna F.
- Current Opinion in Plant Biology, Vol. 31
Plant circadian networks and responses to the environment
journal, January 2018
- Muchapirei, Chenjerai I.; Valentine, Shannon-Leigh; Roden, Laura C.
- Functional Plant Biology, Vol. 45, Issue 4
P HYTOCHROMES C ONTROL P HOTOMORPHOGENESIS BY D IFFERENTIALLY R EGULATED , I NTERACTING S IGNALING P ATHWAYS IN H IGHER P LANTS
journal, June 2002
- Nagy, Ferenc; Schäfer, Eberhard
- Annual Review of Plant Biology, Vol. 53, Issue 1
ELF4 is a phytochrome-regulated component of a negative-feedback loop involving the central oscillator components CCA1 and LHY: ELF4 and Rc induction of the circadian clock
journal, September 2005
- Kikis, Elise A.; Khanna, Rajnish; Quail, Peter H.
- The Plant Journal, Vol. 44, Issue 2
PHYTOCHROME INTERACTING FACTOR3 Associates with the Histone Deacetylase HDA15 in Repression of Chlorophyll Biosynthesis and Photosynthesis in Etiolated Arabidopsis Seedlings
journal, April 2013
- Liu, Xuncheng; Chen, Chia-Yang; Wang, Ko-Ching
- The Plant Cell, Vol. 25, Issue 4
The Phototropin Family of Photoreceptors
journal, May 2001
- Briggs, W. R.; Beck, C. F.; Cashmore, A. R.
- The Plant Cell, Vol. 13, Issue 5
Tissue- and Cell-Type Specific Transcriptome Profiling of Expanding Tomato Fruit Provides Insights into Metabolic and Regulatory Specialization and Cuticle Formation
journal, November 2011
- Matas, Antonio J.; Yeats, Trevor H.; Buda, Gregory J.
- The Plant Cell, Vol. 23, Issue 11
Arabidopsis Mutants Carrying Chimeric Sigma Factor Genes Reveal Regulatory Determinants for Plastid Gene Expression
journal, May 2009
- Schweer, Jennifer; Geimer, Simon; Meurer, Jörg
- Plant and Cell Physiology, Vol. 50, Issue 7
Metabolic Reprogramming in Leaf Lettuce Grown Under Different Light Quality and Intensity Conditions Using Narrow-Band LEDs
journal, May 2018
- Kitazaki, Kazuyoshi; Fukushima, Atsushi; Nakabayashi, Ryo
- Scientific Reports, Vol. 8, Issue 1
A gene expression atlas of the model legume Medicago truncatula
journal, August 2008
- Benedito, Vagner A.; Torres-Jerez, Ivone; Murray, Jeremy D.
- The Plant Journal, Vol. 55, Issue 3
Colorimetric Method for Determination of Sugars and Related Substances
journal, March 1956
- DuBois, Michel.; Gilles, K. A.; Hamilton, J. K.
- Analytical Chemistry, Vol. 28, Issue 3, p. 350-356
Photoreceptors in Plant Photomorphogenesis to Date. Five Phytochromes, Two Cryptochromes, One Phototropin, and One Superchrome: Fig. 1.
journal, January 2001
- Briggs, Winslow R.; Olney, Margaret A.
- Plant Physiology, Vol. 125, Issue 1
The Kalanchoë genome provides insights into convergent evolution and building blocks of crassulacean acid metabolism
journal, December 2017
- Yang, Xiaohan; Hu, Rongbin; Yin, Hengfu
- Nature Communications, Vol. 8, Issue 1
Effects of red, far-red and blue light in maintaining growth in latitudinal populations of Norway spruce (Picea abies)
journal, February 2006
- Molmann, Jorgen Alexander; Junttila, Olavi; Johnsen, Oystein
- Plant, Cell and Environment, Vol. 29, Issue 2
BiNGO: a Cytoscape plugin to assess overrepresentation of Gene Ontology categories in Biological Networks
journal, June 2005
- Maere, S.; Heymans, K.; Kuiper, M.
- Bioinformatics, Vol. 21, Issue 16
CIRCADIAN CLOCK ASSOCIATED1 and LATE ELONGATED HYPOCOTYL Function Synergistically in the Circadian Clock of Arabidopsis
journal, February 2009
- Lu, Sheen X.; Knowles, Stephen M.; Andronis, Christos
- Plant Physiology, Vol. 150, Issue 2
Sigma factor phosphorylation in the photosynthetic control of photosystem stoichiometry
journal, May 2010
- Shimizu, M.; Kato, H.; Ogawa, T.
- Proceedings of the National Academy of Sciences, Vol. 107, Issue 23
Diurnal and Circadian Rhythms in the Tomato Transcriptome and Their Modulation by Cryptochrome Photoreceptors
journal, July 2008
- Facella, Paolo; Lopez, Loredana; Carbone, Fabrizio
- PLoS ONE, Vol. 3, Issue 7
RSEM: accurate transcript quantification from RNA-Seq data with or without a reference genome
journal, August 2011
- Li, Bo; Dewey, Colin N.
- BMC Bioinformatics, Vol. 12, Issue 1
Effects of supplemental light quality on growth and phytochemicals of baby leaf lettuce
journal, November 2009
- Li, Qian; Kubota, Chieri
- Environmental and Experimental Botany, Vol. 67, Issue 1
The Arabidopsis ZINC FINGER PROTEIN3 Interferes with Abscisic Acid and Light Signaling in Seed Germination and Plant Development
journal, May 2014
- Joseph, Mary Prathiba; Papdi, Csaba; Kozma-Bognár, László
- Plant Physiology, Vol. 165, Issue 3
Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2
journal, December 2014
- Love, Michael I.; Huber, Wolfgang; Anders, Simon
- Genome Biology, Vol. 15, Issue 12
Works referencing / citing this record:
Peer review of "Light-responsive expression atlas reveals the effects of light quality and intensity in Kalanchoë fedtschenkoi, a plant with crassulacean acid metabolism"
text, January 2019
- Dento, Alisandra
- GigaScience
Peer review of "Light-responsive expression atlas reveals the effects of light quality and intensity in Kalanchoë fedtschenkoi, a plant with crassulacean acid metabolism"
text, January 2019
- Bombarely, Aureliano
- GigaScience
Peer review of "Light-responsive expression atlas reveals the effects of light quality and intensity in Kalanchoë fedtschenkoi, a plant with crassulacean acid metabolism"
text, January 2019
- Denton, Alisandra
- GigaScience
Peer review of "Light-responsive expression atlas reveals the effects of light quality and intensity in Kalanchoë fedtschenkoi, a plant with crassulacean acid metabolism"
text, January 2019
- Bombarely, Aureliano
- GigaScience
Figures/Tables have been extracted from DOE-funded journal article accepted manuscripts.