@article{032cfe6530344aa4acae758716672455,
title = "Single-cell RNA sequencing of developing maize ears facilitates functional analysis and trait candidate gene discovery",
abstract = "Crop productivity depends on activity of meristems that produce optimized plant architectures, including that of the maize ear. A comprehensive understanding of development requires insight into the full diversity of cell types and developmental domains and the gene networks required to specify them. Until now, these were identified primarily by morphology and insights from classical genetics, which are limited by genetic redundancy and pleiotropy. Here, we investigated the transcriptional profiles of 12,525 single cells from developing maize ears. The resulting developmental atlas provides a single-cell RNA sequencing (scRNA-seq) map of an inflorescence. We validated our results by mRNA in situ hybridization and by fluorescence-activated cell sorting (FACS) RNA-seq, and we show how these data may facilitate genetic studies by predicting genetic redundancy, integrating transcriptional networks, and identifying candidate genes associated with crop yield traits. Xu et al. construct and validate a single-cell transcriptomic atlas of developing maize ears. Their single-cell gene co-expression networks will facilitate developmental genetics studies by predicting genetic redundancy and revealing transcriptional regulatory networks. Their results also inform maize breeding by identifying candidate trait-associated genes.",
keywords = "developmental networks, GWAS, maize ear, meristem, scRNA-seq, trait genes",
author = "Xiaosa Xu and Megan Crow and Rice, {Brian R} and Forrest Li and Benjamin Harris and Lei Liu and Edgar Demesa-Arevalo and Zefu Lu and Liya Wang and Nathan Fox and Xiaofei Wang and Jorg Drenkow and Anding Luo and Char, {Si Nian} and Bing Yang and Sylvester, {Anne W} and Gingeras, {Thomas R} and Schmitz, {Robert J} and Doreen Ware and Lipka, {Alexander E} and Jesse Gillis and David Jackson",
note = "Funding Information: We thank Drs. Kenneth Birnbaum, Carlos Ortiz Ram?rez, and Bruno Guillotin for advice on scRNA-seq and FACS RNA-seq experiments, and Drs. Bert De Rybel and Joyce Chery for discussions on vascular biology. We thank support from Dr. Jon Preall and the CSHL single-cell core facility, flow cytometry facility, microscopy facility, NGS facility, and farm management team. We thank Cassidy Danyko for assisting in FACS RNA-seq library preparation, Richelle Chen for assisting in bioinformatic analyses, and Michael Okoro for assisting in field work and sample preparation. We acknowledge funding support from NSF (IOS-1833182, IOS-1445025, IOS-1027445, IOS-1934388, IOS-1755141). R.J.S. acknowledges support from NSF (IOS-1856627). A.E.L. acknowledges support from NSF (IOS-1733606). J.G. acknowledges support from NIH R01 LM012736 and R01 MH113005. M.C. acknowledges support from K99 MH120050. B.H. acknowledges support from The Robertson Research Fund, CSHL School for Biological Sciences. We thank Drs. Munenori Kitagawa and Penelope Lindsay for their feedback on the manuscript. X.X. performed experimental procedures and data analysis, except for those listed below, and wrote the draft of the manuscript. M.C. B.H. and N.F. performed scRNA-seq analysis. B.R.R. performed GWAS analysis. F.L. performed ChIP-seq analysis and assisted ATAC-seq analysis. L.L. performed FACS RNA-seq analysis and assisted in mRNA in situ. E.D.-A. and S.N.C. generated Zmvoz CRISPR mutants. Z.L. assisted preparation of FACS ATAC-seq library and performed analysis. L.W. assisted both FACS RNA-seq and ChIP-seq analyses. X.W. assisted ChIP-seq analysis. J.D. assisted preparation of FACS RNA-seq libraries. A.L. generated ZmHDZIV6-YFP transgenic lines. D.J. J.G. D.W. A.E.L. R.J.S. T.R.G. A.W.S. and B.Y. supervised the research. D.J. co-wrote the manuscript, and all authors edited. The authors declare no competing interests. Publisher Copyright: {\textcopyright} 2020 Elsevier Inc.",
year = "2021",
month = feb,
day = "22",
doi = "10.1016/j.devcel.2020.12.015",
language = "English (US)",
volume = "56",
pages = "557--568.e6",
journal = "Developmental cell",
issn = "1534-5807",
publisher = "Cell Press",
number = "4",
}