IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v14y2023i1d10.1038_s41467-023-40363-1.html
   My bibliography  Save this article

Integrative analysis of transcriptome dynamics during human craniofacial development identifies candidate disease genes

Author

Listed:
  • Tara N. Yankee

    (UConn Health)

  • Sungryong Oh

    (University of Connecticut School of Medicine, Department of Genetics and Genome Sciences)

  • Emma Wentworth Winchester

    (UConn Health)

  • Andrea Wilderman

    (UConn Health)

  • Kelsey Robinson

    (Emory University School of Medicine)

  • Tia Gordon

    (Baylor College of Medicine)

  • Jill A. Rosenfeld

    (Baylor College of Medicine
    Baylor Genetics Laboratory)

  • Jennifer VanOudenhove

    (University of Connecticut School of Medicine, Department of Genetics and Genome Sciences)

  • Daryl A. Scott

    (Baylor College of Medicine
    Baylor College of Medicine)

  • Elizabeth J. Leslie

    (Emory University School of Medicine)

  • Justin Cotney

    (University of Connecticut School of Medicine, Department of Genetics and Genome Sciences
    University of Connecticut)

Abstract

Craniofacial disorders arise in early pregnancy and are one of the most common congenital defects. To fully understand how craniofacial disorders arise, it is essential to characterize gene expression during the patterning of the craniofacial region. To address this, we performed bulk and single-cell RNA-seq on human craniofacial tissue from 4-8 weeks post conception. Comparisons to dozens of other human tissues revealed 239 genes most strongly expressed during craniofacial development. Craniofacial-biased developmental enhancers were enriched +/− 400 kb surrounding these craniofacial-biased genes. Gene co-expression analysis revealed that regulatory hubs are enriched for known disease causing genes and are resistant to mutation in the normal healthy population. Combining transcriptomic and epigenomic data we identified 539 genes likely to contribute to craniofacial disorders. While most have not been previously implicated in craniofacial disorders, we demonstrate this set of genes has increased levels of de novo mutations in orofacial clefting patients warranting further study.

Suggested Citation

  • Tara N. Yankee & Sungryong Oh & Emma Wentworth Winchester & Andrea Wilderman & Kelsey Robinson & Tia Gordon & Jill A. Rosenfeld & Jennifer VanOudenhove & Daryl A. Scott & Elizabeth J. Leslie & Justin , 2023. "Integrative analysis of transcriptome dynamics during human craniofacial development identifies candidate disease genes," Nature Communications, Nature, vol. 14(1), pages 1-23, December.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-40363-1
    DOI: 10.1038/s41467-023-40363-1
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-023-40363-1
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-023-40363-1?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Yanqin Yu & Xianbo Zuo & Miao He & Jinping Gao & Yuchuan Fu & Chuanqi Qin & Liuyan Meng & Wenjun Wang & Yaling Song & Yong Cheng & Fusheng Zhou & Gang Chen & Xiaodong Zheng & Xinhuan Wang & Bo Liang &, 2017. "Genome-wide analyses of non-syndromic cleft lip with palate identify 14 novel loci and genetic heterogeneity," Nature Communications, Nature, vol. 8(1), pages 1-11, April.
    2. Erdogan Taskesen & Marcel J T Reinders, 2016. "2D Representation of Transcriptomes by t-SNE Exposes Relatedness between Human Tissues," PLOS ONE, Public Library of Science, vol. 11(2), pages 1-6, February.
    3. Margarida Cardoso-Moreira & Jean Halbert & Delphine Valloton & Britta Velten & Chunyan Chen & Yi Shao & Angélica Liechti & Kelly Ascenção & Coralie Rummel & Svetlana Ovchinnikova & Pavel V. Mazin & Io, 2019. "Gene expression across mammalian organ development," Nature, Nature, vol. 571(7766), pages 505-509, July.
    4. Robert E. Thurman & Eric Rynes & Richard Humbert & Jeff Vierstra & Matthew T. Maurano & Eric Haugen & Nathan C. Sheffield & Andrew B. Stergachis & Hao Wang & Benjamin Vernot & Kavita Garg & Sam John &, 2012. "The accessible chromatin landscape of the human genome," Nature, Nature, vol. 489(7414), pages 75-82, September.
    5. Michael Lawrence & Wolfgang Huber & Hervé Pagès & Patrick Aboyoun & Marc Carlson & Robert Gentleman & Martin T Morgan & Vincent J Carey, 2013. "Software for Computing and Annotating Genomic Ranges," PLOS Computational Biology, Public Library of Science, vol. 9(8), pages 1-10, August.
    6. Konrad J. Karczewski & Laurent C. Francioli & Grace Tiao & Beryl B. Cummings & Jessica Alföldi & Qingbo Wang & Ryan L. Collins & Kristen M. Laricchia & Andrea Ganna & Daniel P. Birnbaum & Laura D. Gau, 2020. "The mutational constraint spectrum quantified from variation in 141,456 humans," Nature, Nature, vol. 581(7809), pages 434-443, May.
    7. Saihong Jin & Jeehee Kim & Torsten Willert & Tanja Klein-Rodewald & Mario Garcia-Dominguez & Matias Mosqueira & Rainer Fink & Irene Esposito & Lorenz C. Hofbauer & Patrick Charnay & Matthias Kieslinge, 2014. "Ebf factors and MyoD cooperate to regulate muscle relaxation via Atp2a1," Nature Communications, Nature, vol. 5(1), pages 1-16, September.
    8. Laurie A. Boyer & Kathrin Plath & Julia Zeitlinger & Tobias Brambrink & Lea A. Medeiros & Tong Ihn Lee & Stuart S. Levine & Marius Wernig & Adriana Tajonar & Mridula K. Ray & George W. Bell & Arie P. , 2006. "Polycomb complexes repress developmental regulators in murine embryonic stem cells," Nature, Nature, vol. 441(7091), pages 349-353, May.
    9. Kaustubh Adhikari & Macarena Fuentes-Guajardo & Mirsha Quinto-Sánchez & Javier Mendoza-Revilla & Juan Camilo Chacón-Duque & Victor Acuña-Alonzo & Claudia Jaramillo & William Arias & Rodrigo Barquera L, 2016. "A genome-wide association scan implicates DCHS2, RUNX2, GLI3, PAX1 and EDAR in human facial variation," Nature Communications, Nature, vol. 7(1), pages 1-11, September.
    10. Anshul Kundaje & Wouter Meuleman & Jason Ernst & Misha Bilenky & Angela Yen & Alireza Heravi-Moussavi & Pouya Kheradpour & Zhizhuo Zhang & Jianrong Wang & Michael J. Ziller & Viren Amin & John W. Whit, 2015. "Integrative analysis of 111 reference human epigenomes," Nature, Nature, vol. 518(7539), pages 317-330, February.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Sudha Sunil Rajderkar & Kitt Paraiso & Maria Luisa Amaral & Michael Kosicki & Laura E. Cook & Fabrice Darbellay & Cailyn H. Spurrell & Marco Osterwalder & Yiwen Zhu & Han Wu & Sarah Yasmeen Afzal & Ma, 2024. "Dynamic enhancer landscapes in human craniofacial development," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    2. Andrea Wilderman & Eva D’haene & Machteld Baetens & Tara N. Yankee & Emma Wentworth Winchester & Nicole Glidden & Ellen Roets & Jo Dorpe & Sandra Janssens & Danny E. Miller & Miranda Galey & Kari M. B, 2024. "A distant global control region is essential for normal expression of anterior HOXA genes during mouse and human craniofacial development," Nature Communications, Nature, vol. 15(1), pages 1-23, December.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Gerard Llimos & Vincent Gardeux & Ute Koch & Judith F. Kribelbauer & Antonina Hafner & Daniel Alpern & Joern Pezoldt & Maria Litovchenko & Julie Russeil & Riccardo Dainese & Riccardo Moia & Abdurraouf, 2022. "A leukemia-protective germline variant mediates chromatin module formation via transcription factor nucleation," Nature Communications, Nature, vol. 13(1), pages 1-21, December.
    2. Alan Selewa & Kaixuan Luo & Michael Wasney & Linsin Smith & Xiaotong Sun & Chenwei Tang & Heather Eckart & Ivan P. Moskowitz & Anindita Basu & Xin He & Sebastian Pott, 2023. "Single-cell genomics improves the discovery of risk variants and genes of atrial fibrillation," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
    3. Andrew D. Grotzinger & Travis T. Mallard & Zhaowen Liu & Jakob Seidlitz & Tian Ge & Jordan W. Smoller, 2023. "Multivariate genomic architecture of cortical thickness and surface area at multiple levels of analysis," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
    4. Andrew D. Grotzinger & Javier de la Fuente & Gail Davies & Michel G. Nivard & Elliot M. Tucker-Drob, 2022. "Transcriptome-wide and stratified genomic structural equation modeling identify neurobiological pathways shared across diverse cognitive traits," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    5. Daniela Klaproth-Andrade & Johannes Hingerl & Yanik Bruns & Nicholas H. Smith & Jakob Träuble & Mathias Wilhelm & Julien Gagneur, 2024. "Deep learning-driven fragment ion series classification enables highly precise and sensitive de novo peptide sequencing," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    6. Noah Dukler & Mehreen R. Mughal & Ritika Ramani & Yi-Fei Huang & Adam Siepel, 2022. "Extreme purifying selection against point mutations in the human genome," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    7. Konsta Karttunen & Divyesh Patel & Jihan Xia & Liangru Fei & Kimmo Palin & Lauri Aaltonen & Biswajyoti Sahu, 2023. "Transposable elements as tissue-specific enhancers in cancers of endodermal lineage," Nature Communications, Nature, vol. 14(1), pages 1-19, December.
    8. M d Mesbah Uddin & Ngoc Quynh H. Nguyen & Bing Yu & Jennifer A. Brody & Akhil Pampana & Tetsushi Nakao & Myriam Fornage & Jan Bressler & Nona Sotoodehnia & Joshua S. Weinstock & Michael C. Honigberg &, 2022. "Clonal hematopoiesis of indeterminate potential, DNA methylation, and risk for coronary artery disease," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
    9. Luke Hoberecht & Pirunthan Perampalam & Aaron Lun & Jean-Philippe Fortin, 2022. "A comprehensive Bioconductor ecosystem for the design of CRISPR guide RNAs across nucleases and technologies," Nature Communications, Nature, vol. 13(1), pages 1-20, December.
    10. Vincent Michaud & Eulalie Lasseaux & David J. Green & Dave T. Gerrard & Claudio Plaisant & Tomas Fitzgerald & Ewan Birney & Benoît Arveiler & Graeme C. Black & Panagiotis I. Sergouniotis, 2022. "The contribution of common regulatory and protein-coding TYR variants to the genetic architecture of albinism," Nature Communications, Nature, vol. 13(1), pages 1-8, December.
    11. Alexendar R. Perez & Laura Sala & Richard K. Perez & Joana A. Vidigal, 2021. "CSC software corrects off-target mediated gRNA depletion in CRISPR-Cas9 essentiality screens," Nature Communications, Nature, vol. 12(1), pages 1-11, December.
    12. Poonam Dhillon & Kelly Ann Mulholland & Hailong Hu & Jihwan Park & Xin Sheng & Amin Abedini & Hongbo Liu & Allison Vassalotti & Junnan Wu & Katalin Susztak, 2023. "Increased levels of endogenous retroviruses trigger fibroinflammation and play a role in kidney disease development," Nature Communications, Nature, vol. 14(1), pages 1-20, December.
    13. Andreas Herchenröther & Stefanie Gossen & Tobias Friedrich & Alexander Reim & Nadine Daus & Felix Diegmüller & Jörg Leers & Hakimeh Moghaddas Sani & Sarah Gerstner & Leah Schwarz & Inga Stellmacher & , 2023. "The H2A.Z and NuRD associated protein HMG20A controls early head and heart developmental transcription programs," Nature Communications, Nature, vol. 14(1), pages 1-20, December.
    14. Teresa Maria Rosaria Noviello & Anna Maria Giacomo & Francesca Pia Caruso & Alessia Covre & Roberta Mortarini & Giovanni Scala & Maria Claudia Costa & Sandra Coral & Wolf H. Fridman & Catherine Sautès, 2023. "Guadecitabine plus ipilimumab in unresectable melanoma: five-year follow-up and integrated multi-omic analysis in the phase 1b NIBIT-M4 trial," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
    15. Michel S. Naslavsky & Marilia O. Scliar & Guilherme L. Yamamoto & Jaqueline Yu Ting Wang & Stepanka Zverinova & Tatiana Karp & Kelly Nunes & José Ricardo Magliocco Ceroni & Diego Lima Carvalho & Carlo, 2022. "Whole-genome sequencing of 1,171 elderly admixed individuals from Brazil," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    16. Nicole Deflaux & Margaret Sunitha Selvaraj & Henry Robert Condon & Kelsey Mayo & Sara Haidermota & Melissa A. Basford & Chris Lunt & Anthony A. Philippakis & Dan M. Roden & Joshua C. Denny & Anjene Mu, 2023. "Demonstrating paths for unlocking the value of cloud genomics through cross cohort analysis," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
    17. Andrea Wilderman & Eva D’haene & Machteld Baetens & Tara N. Yankee & Emma Wentworth Winchester & Nicole Glidden & Ellen Roets & Jo Dorpe & Sandra Janssens & Danny E. Miller & Miranda Galey & Kari M. B, 2024. "A distant global control region is essential for normal expression of anterior HOXA genes during mouse and human craniofacial development," Nature Communications, Nature, vol. 15(1), pages 1-23, December.
    18. Ruoyu Tian & Tian Ge & Hyeokmoon Kweon & Daniel B. Rocha & Max Lam & Jimmy Z. Liu & Kritika Singh & Daniel F. Levey & Joel Gelernter & Murray B. Stein & Ellen A. Tsai & Hailiang Huang & Christopher F., 2024. "Whole-exome sequencing in UK Biobank reveals rare genetic architecture for depression," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
    19. Mary-Ellen Lynall & Blagoje Soskic & James Hayhurst & Jeremy Schwartzentruber & Daniel F. Levey & Gita A. Pathak & Renato Polimanti & Joel Gelernter & Murray B. Stein & Gosia Trynka & Menna R. Clatwor, 2022. "Genetic variants associated with psychiatric disorders are enriched at epigenetically active sites in lymphoid cells," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    20. Adrienne Tin & Pascal Schlosser & Pamela R. Matias-Garcia & Chris H. L. Thio & Roby Joehanes & Hongbo Liu & Zhi Yu & Antoine Weihs & Anselm Hoppmann & Franziska Grundner-Culemann & Josine L. Min & Vic, 2021. "Epigenome-wide association study of serum urate reveals insights into urate co-regulation and the SLC2A9 locus," Nature Communications, Nature, vol. 12(1), pages 1-18, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-40363-1. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.