IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v14y2023i1d10.1038_s41467-023-41076-1.html
   My bibliography  Save this article

epiAneufinder identifies copy number alterations from single-cell ATAC-seq data

Author

Listed:
  • Akshaya Ramakrishnan

    (Helmholtz Zentrum München, German Research Center for Environmental Health)

  • Aikaterini Symeonidi

    (Helmholtz Zentrum München, German Research Center for Environmental Health
    Faculty of Medicine, LMU Munich)

  • Patrick Hanel

    (Helmholtz Zentrum München, German Research Center for Environmental Health
    Faculty of Medicine, LMU Munich)

  • Katharina T. Schmid

    (Faculty of Medicine, LMU Munich)

  • Maria L. Richter

    (Faculty of Medicine, LMU Munich)

  • Michael Schubert

    (Netherlands Cancer Institute)

  • Maria Colomé-Tatché

    (Helmholtz Zentrum München, German Research Center for Environmental Health
    Faculty of Medicine, LMU Munich)

Abstract

Single-cell open chromatin profiling via scATAC-seq has become a mainstream measurement of open chromatin in single-cells. Here we present epiAneufinder, an algorithm that exploits the read count information from scATAC-seq data to extract genome-wide copy number alterations (CNAs) for individual cells, allowing the study of CNA heterogeneity present in a sample at the single-cell level. Using different cancer scATAC-seq datasets, we show that epiAneufinder can identify intratumor clonal heterogeneity in populations of single cells based on their CNA profiles. We demonstrate that these profiles are concordant with the ones inferred from single-cell whole genome sequencing data for the same samples. EpiAneufinder allows the inference of single-cell CNA information from scATAC-seq data, without the need of additional experiments, unlocking a layer of genomic variation which is otherwise unexplored.

Suggested Citation

  • Akshaya Ramakrishnan & Aikaterini Symeonidi & Patrick Hanel & Katharina T. Schmid & Maria L. Richter & Michael Schubert & Maria Colomé-Tatché, 2023. "epiAneufinder identifies copy number alterations from single-cell ATAC-seq data," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-41076-1
    DOI: 10.1038/s41467-023-41076-1
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-023-41076-1
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-023-41076-1?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. Marta N. Shahbazi & Tianren Wang & Xin Tao & Bailey A. T. Weatherbee & Li Sun & Yiping Zhan & Laura Keller & Gary D. Smith & Antonio Pellicer & Richard T. Scott & Emre Seli & Magdalena Zernicka-Goetz, 2020. "Developmental potential of aneuploid human embryos cultured beyond implantation," Nature Communications, Nature, vol. 11(1), pages 1-15, December.
    2. Longqi Liu & Chuanyu Liu & Andrés Quintero & Liang Wu & Yue Yuan & Mingyue Wang & Mengnan Cheng & Lizhi Leng & Liqin Xu & Guoyi Dong & Rui Li & Yang Liu & Xiaoyu Wei & Jiangshan Xu & Xiaowei Chen & Ha, 2019. "Deconvolution of single-cell multi-omics layers reveals regulatory heterogeneity," Nature Communications, Nature, vol. 10(1), pages 1-10, December.
    3. Laura Yerly & Christine Pich-Bavastro & Jeremy Domizio & Tania Wyss & Stéphanie Tissot-Renaud & Michael Cangkrama & Michel Gilliet & Sabine Werner & François Kuonen, 2022. "Integrated multi-omics reveals cellular and molecular interactions governing the invasive niche of basal cell carcinoma," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
    4. Xian F Mallory & Mohammadamin Edrisi & Nicholas Navin & Luay Nakhleh, 2020. "Assessing the performance of methods for copy number aberration detection from single-cell DNA sequencing data," PLOS Computational Biology, Public Library of Science, vol. 16(7), pages 1-24, July.
    5. Yael Cohen-Sharir & James M. McFarland & Mai Abdusamad & Carolyn Marquis & Sara V. Bernhard & Mariya Kazachkova & Helen Tang & Marica R. Ippolito & Kathrin Laue & Johanna Zerbib & Heidi L. H. Malaby &, 2021. "Aneuploidy renders cancer cells vulnerable to mitotic checkpoint inhibition," Nature, Nature, vol. 590(7846), pages 486-491, February.
    6. Rasa Elmentaite & Natsuhiko Kumasaka & Kenny Roberts & Aaron Fleming & Emma Dann & Hamish W. King & Vitalii Kleshchevnikov & Monika Dabrowska & Sophie Pritchard & Liam Bolt & Sara F. Vieira & Lira Mam, 2021. "Cells of the human intestinal tract mapped across space and time," Nature, Nature, vol. 597(7875), pages 250-255, September.
    7. Akdes Serin Harmanci & Arif O. Harmanci & Xiaobo Zhou, 2020. "CaSpER identifies and visualizes CNV events by integrative analysis of single-cell or bulk RNA-sequencing data," Nature Communications, Nature, vol. 11(1), pages 1-16, December.
    8. Anna Danese & Maria L. Richter & Kridsadakorn Chaichoompu & David S. Fischer & Fabian J. Theis & Maria Colomé-Tatché, 2021. "EpiScanpy: integrated single-cell epigenomic analysis," Nature Communications, Nature, vol. 12(1), pages 1-8, December.
    9. King L. Hung & Kathryn E. Yost & Liangqi Xie & Quanming Shi & Konstantin Helmsauer & Jens Luebeck & Robert Schöpflin & Joshua T. Lange & Rocío Chamorro González & Natasha E. Weiser & Celine Chen & Mar, 2021. "ecDNA hubs drive cooperative intermolecular oncogene expression," Nature, Nature, vol. 600(7890), pages 731-736, December.
    10. Uri Ben-David & Benjamin Siranosian & Gavin Ha & Helen Tang & Yaara Oren & Kunihiko Hinohara & Craig A. Strathdee & Joshua Dempster & Nicholas J. Lyons & Robert Burns & Anwesha Nag & Guillaume Kugener, 2018. "Genetic and transcriptional evolution alters cancer cell line drug response," Nature, Nature, vol. 560(7718), pages 325-330, August.
    11. Sihan Wu & Kristen M. Turner & Nam Nguyen & Ramya Raviram & Marcella Erb & Jennifer Santini & Jens Luebeck & Utkrisht Rajkumar & Yarui Diao & Bin Li & Wenjing Zhang & Nathan Jameson & M. Ryan Corces &, 2019. "Circular ecDNA promotes accessible chromatin and high oncogene expression," Nature, Nature, vol. 575(7784), pages 699-703, November.
    Full references (including those not matched with items on IDEAS)

    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. Shixiang Wang & Chen-Yi Wu & Ming-Ming He & Jia-Xin Yong & Yan-Xing Chen & Li-Mei Qian & Jin-Ling Zhang & Zhao-Lei Zeng & Rui-Hua Xu & Feng Wang & Qi Zhao, 2024. "Machine learning-based extrachromosomal DNA identification in large-scale cohorts reveals its clinical implications in cancer," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    2. Qionghua Zhu & Xin Zhao & Yuanhang Zhang & Yanping Li & Shang Liu & Jingxuan Han & Zhiyuan Sun & Chunqing Wang & Daqi Deng & Shanshan Wang & Yisen Tang & Yaling Huang & Siyuan Jiang & Chi Tian & Xi Ch, 2023. "Single cell multi-omics reveal intra-cell-line heterogeneity across human cancer cell lines," Nature Communications, Nature, vol. 14(1), pages 1-21, December.
    3. Yichuan Cao & Xiamiao Zhao & Songming Tang & Qun Jiang & Sijie Li & Siyu Li & Shengquan Chen, 2024. "scButterfly: a versatile single-cell cross-modality translation method via dual-aligned variational autoencoders," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    4. Jinxin Phaedo Chen & Constantin Diekmann & Honggui Wu & Chong Chen & Giulia Chiara & Enrico Berrino & Konstantinos L. Georgiadis & Britta A. M. Bouwman & Mohit Virdi & Luuk Harbers & Sara Erika Bellom, 2024. "scCircle-seq unveils the diversity and complexity of extrachromosomal circular DNAs in single cells," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    5. Alvin Wei Tian Ng & Dylan Peter McClurg & Ben Wesley & Shahriar A. Zamani & Emily Black & Ahmad Miremadi & Olivier Giger & Rogier ten Hoopen & Ginny Devonshire & Aisling M. Redmond & Nicola Grehan & S, 2024. "Disentangling oncogenic amplicons in esophageal adenocarcinoma," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
    6. Pietro Demela & Nicola Pirastu & Blagoje Soskic, 2023. "Cross-disorder genetic analysis of immune diseases reveals distinct gene associations that converge on common pathways," Nature Communications, Nature, vol. 14(1), pages 1-12, December.
    7. Miles C. Andrews & Junna Oba & Chang-Jiun Wu & Haifeng Zhu & Tatiana Karpinets & Caitlin A. Creasy & Marie-Andrée Forget & Xiaoxing Yu & Xingzhi Song & Xizeng Mao & A. Gordon Robertson & Gabriele Roma, 2022. "Multi-modal molecular programs regulate melanoma cell state," Nature Communications, Nature, vol. 13(1), pages 1-18, December.
    8. Reza Mirzazadeh & Zaneta Andrusivova & Ludvig Larsson & Phillip T. Newton & Leire Alonso Galicia & Xesús M. Abalo & Mahtab Avijgan & Linda Kvastad & Alexandre Denadai-Souza & Nathalie Stakenborg & Ale, 2023. "Spatially resolved transcriptomic profiling of degraded and challenging fresh frozen samples," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    9. Yanli Liu & Zhong Wu & Jin Zhou & Dinesh K. A. Ramadurai & Katelyn L. Mortenson & Estrella Aguilera-Jimenez & Yifei Yan & Xiaojun Yang & Alison M. Taylor & Katherine E. Varley & Jason Gertz & Peter S., 2021. "A predominant enhancer co-amplified with the SOX2 oncogene is necessary and sufficient for its expression in squamous cancer," Nature Communications, Nature, vol. 12(1), pages 1-14, December.
    10. Egle Kvedaraite & Magda Lourda & Natalia Mouratidou & Tim Düking & Avinash Padhi & Kirsten Moll & Paulo Czarnewski & Indranil Sinha & Ioanna Xagoraris & Efthymia Kokkinou & Anastasios Damdimopoulos & , 2024. "Intestinal stroma guides monocyte differentiation to macrophages through GM-CSF," Nature Communications, Nature, vol. 15(1), pages 1-16, December.
    11. Joana S. Rodrigues & Miguel Chenlo & Susana B. Bravo & Sihara Perez-Romero & Maria Suarez-Fariña & Tomas Sobrino & Rebeca Sanz-Pamplona & Román González-Prieto & Manuel Narciso Blanco Freire & Ruben N, 2024. "dsRNAi-mediated silencing of PIAS2beta specifically kills anaplastic carcinomas by mitotic catastrophe," Nature Communications, Nature, vol. 15(1), pages 1-30, December.
    12. Nannan Guo & Na Li & Li Jia & Qinyue Jiang & Mette Schreurs & Vincent Unen & Susana M. Chuva Sousa Lopes & Alexandra A. Vloemans & Jeroen Eggermont & Boudewijn Lelieveldt & Frank J. T. Staal & Noel F., 2023. "Immune subset-committed proliferating cells populate the human foetal intestine throughout the second trimester of gestation," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    13. Jiarui Ding & John J. Garber & Amiko Uchida & Ariel Lefkovith & Grace T. Carter & Praveen Vimalathas & Lauren Canha & Michael Dougan & Kyle Staller & Joseph Yarze & Toni M. Delorey & Orit Rozenblatt-R, 2024. "An esophagus cell atlas reveals dynamic rewiring during active eosinophilic esophagitis and remission," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    14. Lorenza Garribba & Giuseppina De Feudis & Valentino Martis & Martina Galli & Marie Dumont & Yonatan Eliezer & René Wardenaar & Marica Rosaria Ippolito & Divya Ramalingam Iyer & Andréa E. Tijhuis & Dia, 2023. "Short-term molecular consequences of chromosome mis-segregation for genome stability," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    15. Yun-Tsan Chang & Pacôme Prompsy & Susanne Kimeswenger & Yi-Chien Tsai & Desislava Ignatova & Olesya Pavlova & Christoph Iselin & Lars E. French & Mitchell P. Levesque & François Kuonen & Malgorzata Bo, 2024. "MHC-I upregulation safeguards neoplastic T cells in the skin against NK cell-mediated eradication in mycosis fungoides," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    16. Ohman Kwon & Hana Lee & Jaeeun Jung & Ye Seul Son & Sojeong Jeon & Won Dong Yoo & Naeun Son & Kwang Bo Jung & Eunho Choi & In-Chul Lee & Hyung-Jun Kwon & Chuna Kim & Mi-Ok Lee & Hyun-Soo Cho & Dae Soo, 2024. "Chemically-defined and scalable culture system for intestinal stem cells derived from human intestinal organoids," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    17. Kai Cao & Qiyu Gong & Yiguang Hong & Lin Wan, 2022. "A unified computational framework for single-cell data integration with optimal transport," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    18. Albert Stuart Reece & Gary Kenneth Hulse, 2022. "Cannabis- and Substance-Related Epidemiological Patterns of Chromosomal Congenital Anomalies in Europe: Geospatiotemporal and Causal Inferential Study," IJERPH, MDPI, vol. 19(18), pages 1-51, September.
    19. Ariane Lismer & Sarah Kimmins, 2023. "Emerging evidence that the mammalian sperm epigenome serves as a template for embryo development," Nature Communications, Nature, vol. 14(1), pages 1-22, December.
    20. Jundong Zhuang & Yaoxin Zhang & Congcong Zhou & Danlin Fan & Tao Huang & Qi Feng & Yiqi Lu & Yan Zhao & Qiang Zhao & Bin Han & Tingting Lu, 2024. "Dynamics of extrachromosomal circular DNA in rice," Nature Communications, Nature, vol. 15(1), pages 1-14, 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_s41467-023-41076-1. 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.