Skip to main content
BMC Research Notes logoLink to BMC Research Notes
. 2021 Jan 14;14:24. doi: 10.1186/s13104-020-05431-5

72-h diurnal RNA-seq analysis of fully expanded third leaves from maize, sorghum, and foxtail millet at 3-h resolution

Xianjun Lai 1,2,#, Claire Bendix 3,#, Yang Zhang 1, James C Schnable 1, Frank G Harmon 4,3,
PMCID: PMC7807782  PMID: 33446233

Abstract

Objectives

The purpose of this data set is to capture the complete diurnal (i.e., daily) transcriptome of fully expanded third leaves from the C4 panacoid grasses sorghum (Sorghum bicolor), maize (Zea mays), and foxtail millet (Setaria italica) with RNA-seq transcriptome profiling. These data are the cornerstone of a larger project that examined the conservation and divergence of gene expression networks within these crop plants. This data set focuses on temporal changes in gene expression to identify the network architecture responsible for daily regulation of plant growth and metabolic activities. The power of this data set is fine temporal resolution combined with continuous sampling over multiple days.

Data description

The data set is 72 individual RNA-seq samples representing 24 time course samples each for sorghum, maize, and foxtail millet plants cultivated in a growth chamber under equal intervals of light and darkness. The 24 samples are separated by 3-h intervals so that the data set is a fine scale 72-h analysis of gene expression in the leaves of each plant type. FASTQ files from Illumina sequencing are available at the National Center for Biotechnology Information Sequence Read Archive.

Keywords: Diurnal rhythms, Fastq file, Foxtail millet, Maize, Panacoid grasses, Poaceae; RNA-seq, Sorghum

Objective

The purpose of this data set is to identify transcripts with diurnal (i.e. daily) patterns of regulation within the C4 panacoid grasses sorghum (Sorghum bicolor), maize (Zea mays), and foxtail millet (Setaria italica) with RNA-seq transcriptome profiling. These data are the cornerstone of a larger project that examined the conservation and divergence between sorghum, maize and foxtail millet of circadian clock and diurnal gene expression networks and their local DNA regulatory elements [1]. The working hypothesis motivating the project is critical regulatory features are retained through evolution. Therefore, these features can be discovered by finding transcriptome attributes shared between related, but evolutionarily distant, plant species. The power of this data set is combined fine temporal resolution of sampling and continuous sampling over a 72-h period. Sorghum, maize, and foxtail millet are studied because each is from the panacoid family of grasses, which perform C4 photosynthesis, and is a major crop plant worldwide. This data set focuses on temporal changes in gene expression to identify the network architecture for daily regulation of plant growth and metabolic activities.

Data description

The data set is 72 individual RNA-seq samples (Table 1) representing 24 fully expanded third leaf samples each for sorghum (BTx623 inbred), maize (B73 inbred), and foxtail millet (Yugu1 accession) plants cultivated in a growth chamber under 12 h light (440 μmol m−1 s−1 of photosynthetically active radiation provided by cool white fluorescent bulbs) and 12 h darkness for 15 days (sorghum, maize) or 20 days (foxtail millet). Light periods were 26–28 °C and dark periods were 22 °C. Samples were taken at 3-h intervals for a total of 72-h. Sampling began at 3 h from when lights were turned on at the beginning of the first collection day. Quality of total RNA extracted from samples was confirmed by Bioanalyzer (Agilent). Strand-specific RNA-seq libraries were constructed from mRNA, isolated from total RNA by poly(A) selection, as described previously [2]. Multiplexed libraries were paired-end sequenced with 50 cycles (PE50) by Illumina HiSeq 2500 sequencing at the Illumina Sequencing Genomics Resources Core Facility at Weill Cornell Medical College, Ithaca, NY. The average total reads/mapped reads for sorghum, maize and foxtail millet samples was 21,909,425/18,716,318, 20,791,418/15,401,114 and 21,482,551/20,177,538, respectively. The 72 demultiplexed FASTQ files from Illumina sequencing were deposited at the National Center for Biotechnology Information (NCBI) Sequence Read Archive under accession number PRJNA616061.

Table 1.

Overview of data files/data sets

Label Name of data file/data set File types (file extension) Data repository and identifier (DOI or accession number)
Data file 1 RNA-seq of B73: fully expanded third leaves 3 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442908)
Data file 2 RNA-seq of B73: fully expanded third leaves 6 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442907)
Data file 3 RNA-seq of B73: fully expanded third leaves 9 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442896)
Data file 4 RNA-seq of B73: fully expanded third leaves 12 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442885)
Data file 5 RNA-seq of B73: fully expanded third leaves 15 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442874)
Data file 6 RNA-seq of B73: fully expanded third leaves 18 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442859)
Data file 7 RNA-seq of B73: fully expanded third leaves 21 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442848)
Data file 8 RNA-seq of B73: fully expanded third leaves 24 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442837)
Data file 9 RNA-seq of B73: fully expanded third leaves 27 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442870)
Data file 10 RNA-seq of B73: fully expanded third leaves 30 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442869)
Data file 11 RNA-seq of B73: fully expanded third leaves 33 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442906)
Data file 12 RNA-seq of B73: fully expanded third leaves 36 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442905)
Data file 13 RNA-seq of B73: fully expanded third leaves 39 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442904)
Data file 14 RNA-seq of B73: fully expanded third leaves 42 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442903)
Data file 15 RNA-seq of B73: fully expanded third leaves 45 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442902)
Data file 16 RNA-seq of B73: fully expanded third leaves 48 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442901)
Data file 17 RNA-seq of B73: fully expanded third leaves 51 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442900)
Data file 18 RNA-seq of B73: fully expanded third leaves 54 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442899)
Data file 19 RNA-seq of B73: fully expanded third leaves 57 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442898)
Data file 20 RNA-seq of B73: fully expanded third leaves 60 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442897)
Data file 21 RNA-seq of B73: fully expanded third leaves 63 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442895)
Data file 22 RNA-seq of B73: fully expanded third leaves 66 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442894)
Data file 23 RNA-seq of B73: fully expanded third leaves 69 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442893)
Data file 24 RNA-seq of B73: fully expanded third leaves 72 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442892)
Data file 25 RNA-seq of Yugu1: fully expanded third leaves 3 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442861)
Data file 26 RNA-seq of Yugu1: fully expanded third leaves 6 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442860)
Data file 27 RNA-seq of Yugu1: fully expanded third leaves 9 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442858)
Data file 28 RNA-seq of Yugu1: fully expanded third leaves 12 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442857)
Data file 29 RNA-seq of Yugu1: fully expanded third leaves 15 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442856)
Data file 30 RNA-seq of Yugu1: fully expanded third leaves 18 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442855)
Data file 31 RNA-seq of Yugu1: fully expanded third leaves 21 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442854)
Data file 32 RNA-seq of Yugu1: fully expanded third leaves 24 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442853)
Data file 33 RNA-seq of Yugu1: fully expanded third leaves 27 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442852)
Data file 34 RNA-seq of Yugu1: fully expanded third leaves 30 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442851)
Data file 35 RNA-seq of Yugu1: fully expanded third leaves 33 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442850)
Data file 36 RNA-seq of Yugu1: fully expanded third leaves 36 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442849)
Data file 37 RNA-seq of Yugu1: fully expanded third leaves 39 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442847)
Data file 38 RNA-seq of Yugu1: fully expanded third leaves 42 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442846)
Data file 39 RNA-seq of Yugu1: fully expanded third leaves 45 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442845)
Data file 40 RNA-seq of Yugu1: fully expanded third leaves 48 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442844)
Data file 41 RNA-seq of Yugu1: fully expanded third leaves 51 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442843)
Data file 42 RNA-seq of Yugu1: fully expanded third leaves 54 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442842)
Data file 43 RNA-seq of Yugu1: fully expanded third leaves 57 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442841)
Data file 44 RNA-seq of Yugu1: fully expanded third leaves 60 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442840)
Data file 45 RNA-seq of Yugu1: fully expanded third leaves 63 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442839)
Data file 46 RNA-seq of Yugu1: fully expanded third leaves 66 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442838)
Data file 47 RNA-seq of Yugu1: fully expanded third leaves 69 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442872)
Data file 48 RNA-seq of Yugu1: fully expanded third leaves 72 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442871)
Data file 49 RNA-seq of BTx623: fully expanded third leaves 3 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442891)
Data file 50 RNA-seq of BTx623: fully expanded third leaves 6 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442890)
Data file 51 RNA-seq of BTx623: fully expanded third leaves 9 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442889)
Data file 52 RNA-seq of BTx623: fully expanded third leaves 12 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442888)
Data file 53 RNA-seq of BTx623: fully expanded third leaves 15 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442887)
Data file 54 RNA-seq of BTx623: fully expanded third leaves 18 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442886)
Data file 55 RNA-seq of BTx623: fully expanded third leaves 21 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442884)
Data file 56 RNA-seq of BTx623: fully expanded third leaves 24 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442883)
Data file 57 RNA-seq of BTx623: fully expanded third leaves 27 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442882)
Data file 58 RNA-seq of BTx623: fully expanded third leaves 30 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442881)
Data file 59 RNA-seq of BTx623: fully expanded third leaves 33 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442880)
Data file 60 RNA-seq of BTx623: fully expanded third leaves 36 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442879)
Data file 61 RNA-seq of BTx623: fully expanded third leaves 39 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442878)
Data file 62 RNA-seq of BTx623: fully expanded third leaves 42 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442877)
Data file 63 RNA-seq of BTx623: fully expanded third leaves 45 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442876)
Data file 64 RNA-seq of BTx623: fully expanded third leaves 48 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442875)
Data file 65 RNA-seq of BTx623: fully expanded third leaves 51 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442873)
Data file 66 RNA-seq of BTx623: fully expanded third leaves 54 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442868)
Data file 67 RNA-seq of BTx623: fully expanded third leaves 57 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442868)
Data file 68 RNA-seq of BTx623: fully expanded third leaves 60 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442866)
Data file 69 RNA-seq of BTx623: fully expanded third leaves 63 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442865)
Data file 70 RNA-seq of BTx623: fully expanded third leaves 66 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442864)
Data file 71 RNA-seq of BTx623: fully expanded third leaves 69 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442863)
Data file 72 RNA-seq of BTx623: fully expanded third leaves 72 h .fastq NCBI Sequence Read Archive (http://identifiers.org/ncbi/insdc.sra:SRR11442862)

Limitations

  • This is RNA-seq analysis of leaf blade tissue from young plants (15–20 days after planting). Care should be taken in directly extrapolating the transcriptome profiles to other tissues and/or older plants.

  • The plants were grown in a growth chamber under cool white fluorescent lighting and under well-controlled temperatures. These conditions should be taken into account when making comparisons to plants grown in the field under natural sunlight and temperature.

  • The goal of the RNA-seq design was to capture transcript levels from expressed genes, not to describe the full range of transcript splice variants.

Acknowledgements

Not applicable.

Abbreviations

NCBI

National Center for Biotechnology Information

PE50

Paired-end sequenced with 50 cycles

Authors’ contributions

CB performed the experiments. YZ prepared the RNA-seq library. XL and CB analyzed the data. FGH and JCS designed the study. All authors read and approved the final manuscript.

Funding

The funding bodies played no role in the design of the study and collection, analysis, and interpretation of data and in writing the manuscript. X.L.: China Scholarship Council Fellowship. FGH: National Science Foundation award IOS1238048; USDA-ARS CRIS project 2030-21000-039-00D.

Availability of data and materials

All the data described in this Data note can be freely and openly accessed at the NCBI Sequence Read Archive. All the runs are listed with resolving links in Table 1, and all are gathered together under NCBI Sequence Read Archive study accession SRP254420 [3]. Please see Table 1 and reference Lai et al. [1] for details and links to the data.

Ethics approval and consent to participate

Not applicable.

Consent for publication

Not applicable.

Competing interests

The authors declare that they have no competing interests.

Footnotes

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Xianjun Lai and Claire Bendix contributed equally to this work

Contributor Information

Xianjun Lai, Email: laixianj@hotmail.com.

Claire Bendix, Email: clairebendix@gmail.com.

Yang Zhang, Email: zymaize@gmail.com.

James C. Schnable, Email: schnable@unl.edu

Frank G. Harmon, Email: fharmon@berkeley.edu, Email: frank.harmon@usda.gov

References

  • 1.Lai X, Bendix C, Yan L, Zhang Y, Schnable JC, Harmon FG. Interspecific analysis of diurnal gene regulation in panicoid grasses identifies known and novel regulatory motifs. BMC Genomics. 2020;21:428. doi: 10.1186/s12864-020-06824-3. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 2.Wang L, Si Y, Dedow LK, Shao Y, Liu P, Brutnell TP. A low-cost library construction protocol and data analysis pipeline for illumina-based strand-specific multiplex RNA-seq. PLoS ONE. 2011 doi: 10.1371/journal.pone.0026426. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 3.Lai X, et al. Interspecific analysis of diurnal gene regulation in panicoid grasses identifies known and novel regulatory motifs. NCBI Sequence Read Archive. http://identifiers.org/ncbi/insdc.sra:SRP254420 (2020). [DOI] [PMC free article] [PubMed]

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Data Availability Statement

All the data described in this Data note can be freely and openly accessed at the NCBI Sequence Read Archive. All the runs are listed with resolving links in Table 1, and all are gathered together under NCBI Sequence Read Archive study accession SRP254420 [3]. Please see Table 1 and reference Lai et al. [1] for details and links to the data.


Articles from BMC Research Notes are provided here courtesy of BMC

RESOURCES