Close

The embryonic transcriptome of Arabidopsis thaliana

Falko Hofmann, Michael A Schon, Michael D Nodine

Posted on: 17 December 2018 , updated on: 19 December 2018

Preprint posted on 27 November 2018

Article now published in Plant Reproduction at http://dx.doi.org/10.1007/s00497-018-00357-2

Comparison of Arabidopsis embryos to other tissues reveals their distinct and specialized transcriptome

Selected by Chandra Shekhar Misra

Background

In flowering plants, the fertilization of egg and sperm cell forms the zygote which upon a series of cell divisions produces an embryonic tissue with a characteristic body plan, often referred to as embryonic patterning. This body plan later then lays the foundation of shoot and root meristem, epidermal and ground vascular tissues. Each of these processes is marked by changes at the gene expression level and a significant amount of research has been done to understand how a zygote develops into an embryo [1-2]. However, technical challenges in isolating small embryos have precluded successful transcriptomic analysis of the different stages of development. Embryos are deeply embedded within a seed which also makes RNA extraction prone to contamination from surrounding nourishing tissues of endosperm. A lack of sensitive and low input RNA-seq protocols also hampered the study of this vital tissue.

In this preprint, the authors have compared three different low input RNA-seq protocols to study the transcriptome profile of 8 different stages (Fig. 1) of embryo development. The authors compared the publicly available transcriptome datasets of 27 different tissues from 31 developmental time points to gene expression in embryos. Based on these results, they were able to conclude that the embryo transcriptome is highly distinct and specialized compared to the other tissues.

Fig 1: Different stages of embryonic development in Arabidopsis (Hofmann et al., 2018, )

Significant findings

The authors compared low-input mRNA seq library preparation methods – Ovation PicoSL WTA System V2, SMARTer Ultra Low Input RNA Kit, and the non-commercial Smart-seq2 method. According to this study, in terms of the cost per library, quality, and reproducibility, a Smart-seq2 protocol using off-the-shelf reagent is the clear winner.

The time-series RNA–seq data from the 8 different stages of embryo development were free from contamination by RNAs of the surrounding maternal tissues, a problem associated with most of the publicly available datasets from this development stage [3].

The authors compared the transcriptome of the embryo from this study with 27 different tissues using the publicly available datasets. Using model-based clustering analysis, the authors concluded that Arabidopsis embryonic gene expression dynamics are tightly regulated and undergoes large-scale changes which make it a highly specialized and unique transcriptome.

The authors identified 792 specific marker transcripts during embryonic development (Fig. 2). Other than the already known transcription factor markers such as Wox2, Wox8, and DRN, they also identified new markers which call for further research to understand their function. In addition to transcription factors, the authors also found potential transcriptional co-activators such as putative ubiquitin ligase and ubiquitin-like proteins.

Fig 2: : Identification of different stage-specific marker from different phases of embryo development (Hofmann et al., 2018, )

However, the most interesting aspect of this study was the comparison of somatic and zygotic embryos in terms of their gene expression profile. This is particularly important because somatic embryos are often considered as a suitable model to study zygotic embryogenesis, but this study proves otherwise. In terms of the transcriptome, the study revealed significant differences between the somatic and zygotic embryos. They concluded that the somatic embryos are more similar to germinating tissues than the embryogenesis process of zygotic embryos.

What I liked about this preprint and why I think this work is important

This study presents a high quality, contamination-free dataset using a low input RNA-seq protocol to study the gene expression profiles during embryo development. While previous studies have shown the transcriptome of either early or late embryonic development, the transcriptome profile of the developmental time series from preglobular to mature stage was still lacking. The authors have tried to bridge this gap by studying the gene expression pattern of intermediate stages as well. The dataset from the embryonic development will be useful for the community to explore this nascent tissue, in which the dynamics of development is still not clear.

Future studies

The authors have identified several potential transcripts from different stages. These transcripts might be a regulator of embryonic development and most of these are yet not fully characterized. It would be important to understand the function of some of these regulator genes during embryonic development.

Questions for the author

While I think the experiments were well conducted and all relevant information provided for the readers, given the nature of this pre-print (genomics paper), there are some minor things I would wish authors could have included.

For example, although the differences between different RNA-seq protocols were pointed out clearly, I didn’t find much discussion regarding the possible reasons for such differences given the same kind of starting material. This extra information would be useful for the people interested in trying one of these methods for other low input RNA-seq applications.

The authors have compared the somatic and zygotic embryo and, in a way, tried to bust a myth that somatic embryo can be proxy for studying embryogenesis. They have argued that culturing conditions rich in auxin may influence the transcriptome. Given that some of the recent publication highlights the role of auxin in embryo development, did authors find any possible mechanism to explain how auxin can differentially influence the transcriptome of somatic embryos and the zygotic embryos?

Did the authors studied the function characterization of any of the development marker gene they identified in this pre-print?

References

  1. Slane, D., Kong, J., Berendzen, K.W., Kilian, J., Henschen, A., Kolb, M., Schmid, M., Harter, K., Mayer, U., De Smet, I. and Bayer, M. (2014). Cell type-specific transcriptome analysis in the early Arabidopsis thaliana embryo. Development, pp.dev-116459.
  2. Palovaara, J., Saiga, S., Wendrich, J.R., van‘t Wout Hofland, N., van Schayck, J.P., Hater, F., Mutte, S., Sjollema, J., Boekschoten, M., Hooiveld, G.J. and Weijers, D. (2017). Transcriptome dynamics revealed by a gene expression atlas of the early Arabidopsis embryo. Nature plants, 3(11), p.894.
  3. Schon, M.A. and Nodine, M.D. (2017). Widespread contamination of Arabidopsis embryo and endosperm transcriptome data sets. The Plant Cell, 29(4), pp.608-617.

Note: The article has been accepted and will appear in an upcoming issue of Plant Reproduction.

 

Tags: arabidopsis, embryo, transcriptome

doi: https://doi.org/10.1242/prelights.6352

Read preprint (No Ratings Yet)

Author's response

Michael Nodine shared

Q: Although the differences between different RNA-seq protocols were

pointed out clearly, I didn’t find much discussion regarding the possible reasons

for such differences given the same kind of starting material. This extra

information would be useful for the people interested in trying one of these methods

for other low input RNA-seq applications.

A: Smart-seq2, which is based on the same protocol and chemistry as SMARTer, has

been specifically optimized to improve cDNA yield and average length [1]. We

therefore refer those interested in technical details to the informative original

Smart-seq2 papers from the Sandberg lab. One potential issue with the Ovation kit is

presumably that it uses a combination of oligo(dT) and random priming. As the

nucleotide distribution is not perfectly random across transcripts this will produce

non-uniform coverage on a single transcript level.

Q: The authors have compared the somatic and zygotic embryo and, in a way, tried to

bust a myth that somatic embryo can be proxy for studying embryogenesis. They have

argued that culturing conditions rich in auxin may influence the transcriptome.

Given that some of the recent publication highlights the role of auxin in embryo

development, did authors find any possible mechanism to explain how auxin can

differentially influence the transcriptome of somatic embryos and the zygotic

embryos?

A: We were not aiming to disprove that somatic embryos (SEs) are a good proxy for

zygotic embryos (ZEs), but rather were performing comparative transcriptomics to see

what the data told us. But the results from our analysis do indeed suggest that SEs

and ZEs have distinct transcriptional programs. However, we think more RNA-seq

datasets from somatic embryos are needed before confidently concluding that the

initial stages of SEs are distinct from those in ZEs. We did not specifically

investigate tissue specific differences in auxin response. However it has been shown

that PRC2 represses auxin induced somatic embryogenesis in vegetative tissues

suggesting that the epigenetic state of a tissue plays a major role in determining

its response to auxin [2].

Q: Did the authors studied the function characterization of any of the development

marker gene they identified in this pre-print?

A: We have started to investigate several developmental markers from the earliest

embryo stages due to our interests. Although our analysis is not complete, we are

also curious about the functions of such early embryonic enriched genes.

References

[1] Picelli S et al. (2013) Smart-seq2 for sensitive full-length transcriptome profiling in single cells. Nat Methods 10:1096–1098

[2] Mozgová I et al. (2017) PRC2 Represses Hormone-Induced Somatic Embryogenesis in Vegetative Tissue of Arabidopsis thaliana. PLoS Genet 13:e1006562

 

 

 

Have your say

Your email address will not be published. Required fields are marked *

This site uses Akismet to reduce spam. Learn how your comment data is processed.

Sign up to customise the site to your preferences and to receive alerts

Register here

Also in the bioinformatics category:

Deep learning-based predictions of gene perturbation effects do not yet outperform simple linear methods

Constantin Ahlmann-Eltze, Wolfgang Huber, Simon Anders

Selected by 11 November 2024

Benjamin Dominik Maier

Bioinformatics

Functional Diversity of Memory CD8 T Cells is Spatiotemporally Imprinted

Miguel Reina-Campos, Alexander Monell, Amir Ferry, et al.

Selected by 22 August 2024

Marina Schernthanner

Bioinformatics

Enhancer-driven cell type comparison reveals similarities between the mammalian and bird pallium

Nikolai Hecker , Niklas Kempynck , David Mauduit, et al.

Selected by 02 July 2024

Rodrigo Senovilla-Ganzo

Bioinformatics

Also in the developmental biology category:

Germplasm stability in zebrafish requires maternal Tdrd6a and Tdrd6c

Alessandro Consorte, Yasmin El Sherif, Fridolin Kielisch, et al.

Selected by 13 December 2024

Justin Gutkowski

Developmental Biology

Cellular signalling protrusions enable dynamic distant contacts in spinal cord neurogenesis

Joshua Hawley, Robert Lea, Veronica Biga, et al.

Selected by 15 November 2024

Ankita Walvekar

Developmental Biology

Actin-based deformations of the nucleus control multiciliated ependymal cell differentiation

Marianne Basso, Alexia Mahuzier, Syed Kaabir Ali, et al.

Selected by 30 October 2024

Ryan Harrison

Developmental Biology

Also in the genomics category:

A fine kinetic balance of interactions directs transcription factor hubs to genes

Apratim Mukherjee, Samantha Fallacaro, Puttachai Ratchasanmuang, et al.

Selected by 23 July 2024

Deevitha Balasubramanian

Genomics

Enhancer-driven cell type comparison reveals similarities between the mammalian and bird pallium

Nikolai Hecker , Niklas Kempynck , David Mauduit, et al.

Selected by 02 July 2024

Rodrigo Senovilla-Ganzo

Bioinformatics

Modular control of time and space during vertebrate axis segmentation

Ali Seleit, Ian Brettell, Tomas Fitzgerald, et al.

AND

Natural genetic variation quantitatively regulates heart rate and dimension

Jakob Gierten, Bettina Welz, Tomas Fitzgerald, et al.

Selected by 24 June 2024

Girish Kale, Jennifer Ann Black

Developmental Biology

Also in the plant biology category:

New evidence for the presence and function of phosphoinositides (PPIs) in the chloroplast

Mastoureh Sedaghatmehr, Frieda Rößler, Alexander P. Hertle

Selected by 12 December 2024

Shreya Pramanik

Plant Biology

Green synthesized silver nanoparticles from Moringa: Potential for preventative treatment of SARS-CoV-2 contaminated water

Adebayo J. Bello, Omorilewa B. Ebunoluwa, Rukayat O. Ayorinde, et al.

Selected by 14 November 2024

Safieh Shah, Benjamin Dominik Maier

Epidemiology

Plasmodesmal closure elicits stress responses

Estee E. Tee, Andrew Breakspear, Diana Papp, et al.

Selected by 12 June 2024

Yueh Cho

Plant Biology

preLists in the bioinformatics category:

‘In preprints’ from Development 2022-2023

A list of the preprints featured in Development's 'In preprints' articles between 2022-2023

 



List by Alex Eve, Katherine Brown

9th International Symposium on the Biology of Vertebrate Sex Determination

This preList contains preprints discussed during the 9th International Symposium on the Biology of Vertebrate Sex Determination. This conference was held in Kona, Hawaii from April 17th to 21st 2023.

 



List by Martin Estermann

Alumni picks – preLights 5th Birthday

This preList contains preprints that were picked and highlighted by preLights Alumni - an initiative that was set up to mark preLights 5th birthday. More entries will follow throughout February and March 2023.

 



List by Sergio Menchero et al.

Fibroblasts

The advances in fibroblast biology preList explores the recent discoveries and preprints of the fibroblast world. Get ready to immerse yourself with this list created for fibroblasts aficionados and lovers, and beyond. Here, my goal is to include preprints of fibroblast biology, heterogeneity, fate, extracellular matrix, behavior, topography, single-cell atlases, spatial transcriptomics, and their matrix!

 



List by Osvaldo Contreras

Single Cell Biology 2020

A list of preprints mentioned at the Wellcome Genome Campus Single Cell Biology 2020 meeting.

 



List by Alex Eve

Antimicrobials: Discovery, clinical use, and development of resistance

Preprints that describe the discovery of new antimicrobials and any improvements made regarding their clinical use. Includes preprints that detail the factors affecting antimicrobial selection and the development of antimicrobial resistance.

 



List by Zhang-He Goh

Also in the developmental biology category:

BSDB/GenSoc Spring Meeting 2024

A list of preprints highlighted at the British Society for Developmental Biology and Genetics Society joint Spring meeting 2024 at Warwick, UK.

 



List by Joyce Yu, Katherine Brown

GfE/ DSDB meeting 2024

This preList highlights the preprints discussed at the 2024 joint German and Dutch developmental biology societies meeting that took place in March 2024 in Osnabrück, Germany.

 



List by Joyce Yu

‘In preprints’ from Development 2022-2023

A list of the preprints featured in Development's 'In preprints' articles between 2022-2023

 



List by Alex Eve, Katherine Brown

preLights peer support – preprints of interest

This is a preprint repository to organise the preprints and preLights covered through the 'preLights peer support' initiative.

 



List by preLights peer support

The Society for Developmental Biology 82nd Annual Meeting

This preList is made up of the preprints discussed during the Society for Developmental Biology 82nd Annual Meeting that took place in Chicago in July 2023.

 



List by Joyce Yu, Katherine Brown

CSHL 87th Symposium: Stem Cells

Preprints mentioned by speakers at the #CSHLsymp23

 



List by Alex Eve

Journal of Cell Science meeting ‘Imaging Cell Dynamics’

This preList highlights the preprints discussed at the JCS meeting 'Imaging Cell Dynamics'. The meeting was held from 14 - 17 May 2023 in Lisbon, Portugal and was organised by Erika Holzbaur, Jennifer Lippincott-Schwartz, Rob Parton and Michael Way.

 



List by Helen Zenner

9th International Symposium on the Biology of Vertebrate Sex Determination

This preList contains preprints discussed during the 9th International Symposium on the Biology of Vertebrate Sex Determination. This conference was held in Kona, Hawaii from April 17th to 21st 2023.

 



List by Martin Estermann

Alumni picks – preLights 5th Birthday

This preList contains preprints that were picked and highlighted by preLights Alumni - an initiative that was set up to mark preLights 5th birthday. More entries will follow throughout February and March 2023.

 



List by Sergio Menchero et al.

CellBio 2022 – An ASCB/EMBO Meeting

This preLists features preprints that were discussed and presented during the CellBio 2022 meeting in Washington, DC in December 2022.

 



List by Nadja Hümpfer et al.

2nd Conference of the Visegrád Group Society for Developmental Biology

Preprints from the 2nd Conference of the Visegrád Group Society for Developmental Biology (2-5 September, 2021, Szeged, Hungary)

 



List by Nándor Lipták

Fibroblasts

The advances in fibroblast biology preList explores the recent discoveries and preprints of the fibroblast world. Get ready to immerse yourself with this list created for fibroblasts aficionados and lovers, and beyond. Here, my goal is to include preprints of fibroblast biology, heterogeneity, fate, extracellular matrix, behavior, topography, single-cell atlases, spatial transcriptomics, and their matrix!

 



List by Osvaldo Contreras

EMBL Synthetic Morphogenesis: From Gene Circuits to Tissue Architecture (2021)

A list of preprints mentioned at the #EESmorphoG virtual meeting in 2021.

 



List by Alex Eve

EMBL Conference: From functional genomics to systems biology

Preprints presented at the virtual EMBL conference "from functional genomics and systems biology", 16-19 November 2020

 



List by Jesus Victorino

Single Cell Biology 2020

A list of preprints mentioned at the Wellcome Genome Campus Single Cell Biology 2020 meeting.

 



List by Alex Eve

Society for Developmental Biology 79th Annual Meeting

Preprints at SDB 2020

 



List by Irepan Salvador-Martinez, Martin Estermann

FENS 2020

A collection of preprints presented during the virtual meeting of the Federation of European Neuroscience Societies (FENS) in 2020

 



List by Ana Dorrego-Rivas

Planar Cell Polarity – PCP

This preList contains preprints about the latest findings on Planar Cell Polarity (PCP) in various model organisms at the molecular, cellular and tissue levels.

 



List by Ana Dorrego-Rivas

Cell Polarity

Recent research from the field of cell polarity is summarized in this list of preprints. It comprises of studies focusing on various forms of cell polarity ranging from epithelial polarity, planar cell polarity to front-to-rear polarity.

 



List by Yamini Ravichandran

TAGC 2020

Preprints recently presented at the virtual Allied Genetics Conference, April 22-26, 2020. #TAGC20

 



List by Maiko Kitaoka et al.

3D Gastruloids

A curated list of preprints related to Gastruloids (in vitro models of early development obtained by 3D aggregation of embryonic cells). Updated until July 2021.

 



List by Paul Gerald L. Sanchez and Stefano Vianello

ASCB EMBO Annual Meeting 2019

A collection of preprints presented at the 2019 ASCB EMBO Meeting in Washington, DC (December 7-11)

 



List by Madhuja Samaddar et al.

EDBC Alicante 2019

Preprints presented at the European Developmental Biology Congress (EDBC) in Alicante, October 23-26 2019.

 



List by Sergio Menchero et al.

EMBL Seeing is Believing – Imaging the Molecular Processes of Life

Preprints discussed at the 2019 edition of Seeing is Believing, at EMBL Heidelberg from the 9th-12th October 2019

 



List by Dey Lab

SDB 78th Annual Meeting 2019

A curation of the preprints presented at the SDB meeting in Boston, July 26-30 2019. The preList will be updated throughout the duration of the meeting.

 



List by Alex Eve

Lung Disease and Regeneration

This preprint list compiles highlights from the field of lung biology.

 



List by Rob Hynds

Young Embryologist Network Conference 2019

Preprints presented at the Young Embryologist Network 2019 conference, 13 May, The Francis Crick Institute, London

 



List by Alex Eve

Pattern formation during development

The aim of this preList is to integrate results about the mechanisms that govern patterning during development, from genes implicated in the processes to theoritical models of pattern formation in nature.

 



List by Alexa Sadier

BSCB/BSDB Annual Meeting 2019

Preprints presented at the BSCB/BSDB Annual Meeting 2019

 



List by Dey Lab

Zebrafish immunology

A compilation of cutting-edge research that uses the zebrafish as a model system to elucidate novel immunological mechanisms in health and disease.

 



List by Shikha Nayar

Also in the genomics category:

End-of-year preprints – the genetics & genomics edition

In this community-driven preList, a group of preLighters, with expertise in different areas of genetics and genomics have worked together to create this preprint reading list. Categories include: 1) genomics 2) bioinformatics 3) gene regulation 4) epigenetics

 



List by Chee Kiang Ewe et al.

BSCB-Biochemical Society 2024 Cell Migration meeting

This preList features preprints that were discussed and presented during the BSCB-Biochemical Society 2024 Cell Migration meeting in Birmingham, UK in April 2024. Kindly put together by Sara Morais da Silva, Reviews Editor at Journal of Cell Science.

 



List by Reinier Prosee

9th International Symposium on the Biology of Vertebrate Sex Determination

This preList contains preprints discussed during the 9th International Symposium on the Biology of Vertebrate Sex Determination. This conference was held in Kona, Hawaii from April 17th to 21st 2023.

 



List by Martin Estermann

Semmelweis Symposium 2022: 40th anniversary of international medical education at Semmelweis University

This preList contains preprints discussed during the 'Semmelweis Symposium 2022' (7-9 November), organised around the 40th anniversary of international medical education at Semmelweis University covering a wide range of topics.

 



List by Nándor Lipták

20th “Genetics Workshops in Hungary”, Szeged (25th, September)

In this annual conference, Hungarian geneticists, biochemists and biotechnologists presented their works. Link: http://group.szbk.u-szeged.hu/minikonf/archive/prg2021.pdf

 



List by Nándor Lipták

EMBL Conference: From functional genomics to systems biology

Preprints presented at the virtual EMBL conference "from functional genomics and systems biology", 16-19 November 2020

 



List by Jesus Victorino

TAGC 2020

Preprints recently presented at the virtual Allied Genetics Conference, April 22-26, 2020. #TAGC20

 



List by Maiko Kitaoka et al.
Close