IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v15y2024i1d10.1038_s41467-024-46710-0.html
   My bibliography  Save this article

Allele-specific transcriptional effects of subclonal copy number alterations enable genotype-phenotype mapping in cancer cells

Author

Listed:
  • Hongyu Shi

    (Memorial Sloan Kettering Cancer Center
    Gerstner Sloan Kettering Graduate School of Biomedical Sciences)

  • Marc J. Williams

    (Memorial Sloan Kettering Cancer Center)

  • Gryte Satas

    (Memorial Sloan Kettering Cancer Center)

  • Adam C. Weiner

    (Memorial Sloan Kettering Cancer Center
    Weill Cornell Medicine)

  • Andrew McPherson

    (Memorial Sloan Kettering Cancer Center)

  • Sohrab P. Shah

    (Memorial Sloan Kettering Cancer Center)

Abstract

Subclonal copy number alterations are a prevalent feature in tumors with high chromosomal instability and result in heterogeneous cancer cell populations with distinct phenotypes. However, the extent to which subclonal copy number alterations contribute to clone-specific phenotypes remains poorly understood. We develop TreeAlign, which computationally integrates independently sampled single-cell DNA and RNA sequencing data from the same cell population. TreeAlign accurately encodes dosage effects from subclonal copy number alterations, the impact of allelic imbalance on allele-specific transcription, and obviates the need to define genotypic clones from a phylogeny a priori, leading to highly granular definitions of clones with distinct expression programs. These improvements enable clone-clone gene expression comparisons with higher resolution and identification of expression programs that are genomically independent. Our approach sets the stage for dissecting the relative contribution of fixed genomic alterations and dynamic epigenetic processes on gene expression programs in cancer.

Suggested Citation

  • Hongyu Shi & Marc J. Williams & Gryte Satas & Adam C. Weiner & Andrew McPherson & Sohrab P. Shah, 2024. "Allele-specific transcriptional effects of subclonal copy number alterations enable genotype-phenotype mapping in cancer cells," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-46710-0
    DOI: 10.1038/s41467-024-46710-0
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-024-46710-0
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-024-46710-0?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. Tyler Funnell & Ciara H. O’Flanagan & Marc J. Williams & Andrew McPherson & Steven McKinney & Farhia Kabeer & Hakwoo Lee & Sohrab Salehi & Ignacio Vázquez-García & Hongyu Shi & Emily Leventhal & Tehmi, 2022. "Single-cell genomic variation induced by mutational processes in cancer," Nature, Nature, vol. 612(7938), pages 106-115, December.
    2. Sohrab Salehi & Farhia Kabeer & Nicholas Ceglia & Mirela Andronescu & Marc J. Williams & Kieran R. Campbell & Tehmina Masud & Beixi Wang & Justina Biele & Jazmine Brimhall & David Gee & Hakwoo Lee & J, 2021. "Clonal fitness inferred from time-series modelling of single-cell cancer genomes," Nature, Nature, vol. 595(7868), pages 585-590, July.
    3. Arkajyoti Bhattacharya & Rico D. Bense & Carlos G. Urzúa-Traslaviña & Elisabeth G. E. Vries & Marcel A. T. M. Vugt & Rudolf S. N. Fehrmann, 2020. "Transcriptional effects of copy number alterations in a large set of human cancers," Nature Communications, Nature, vol. 11(1), pages 1-12, December.
    4. Filipe Correia Martins & Dominique-Laurent Couturier & Ines Santiago & Carolin Margarethe Sauer & Maria Vias & Mihaela Angelova & Deborah Sanders & Anna Piskorz & James Hall & Karen Hosking & Anumithr, 2022. "Clonal somatic copy number altered driver events inform drug sensitivity in high-grade serous ovarian cancer," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    5. Ruben M. Drews & Barbara Hernando & Maxime Tarabichi & Kerstin Haase & Tom Lesluyes & Philip S. Smith & Lena Morrill Gavarró & Dominique-Laurent Couturier & Lydia Liu & Michael Schneider & James D. Br, 2022. "A pan-cancer compendium of chromosomal instability," Nature, Nature, vol. 606(7916), pages 976-983, June.
    6. Jiarui Ding & Melissa K. McConechy & Hugo M. Horlings & Gavin Ha & Fong Chun Chan & Tyler Funnell & Sarah C. Mullaly & Jüri Reimand & Ali Bashashati & Gary D. Bader & David Huntsman & Samuel Aparicio , 2015. "Systematic analysis of somatic mutations impacting gene expression in 12 tumour types," Nature Communications, Nature, vol. 6(1), pages 1-13, December.
    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. Carolin M. Sauer & James A. Hall & Dominique-Laurent Couturier & Thomas Bradley & Anna M. Piskorz & Jacob Griffiths & Ashley Sawle & Matthew D. Eldridge & Philip Smith & Karen Hosking & Marika A. V. R, 2023. "Molecular landscape and functional characterization of centrosome amplification in ovarian cancer," Nature Communications, Nature, vol. 14(1), pages 1-20, December.
    2. Philip Smith & Thomas Bradley & Lena Morrill Gavarró & Teodora Goranova & Darren P. Ennis & Hasan B. Mirza & Dilrini Silva & Anna M. Piskorz & Carolin M. Sauer & Sarwah Al-Khalidi & Ionut-Gabriel Funi, 2023. "The copy number and mutational landscape of recurrent ovarian high-grade serous carcinoma," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    3. Yi-Yu Chen & Jing-Yu Ge & Si-Yuan Zhu & Zhi-Ming Shao & Ke-Da Yu, 2022. "Copy number amplification of ENSA promotes the progression of triple-negative breast cancer via cholesterol biosynthesis," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
    4. Madsen Tobias & Świtnicki Michał & Juul Malene & Pedersen Jakob Skou, 2019. "EBADIMEX: an empirical Bayes approach to detect joint differential expression and methylation and to classify samples," Statistical Applications in Genetics and Molecular Biology, De Gruyter, vol. 18(6), pages 1-23, December.
    5. Filipe Correia Martins & Dominique-Laurent Couturier & Ines Santiago & Carolin Margarethe Sauer & Maria Vias & Mihaela Angelova & Deborah Sanders & Anna Piskorz & James Hall & Karen Hosking & Anumithr, 2022. "Clonal somatic copy number altered driver events inform drug sensitivity in high-grade serous ovarian cancer," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    6. Luisa Statello & José Miguel Fernandez-Justel & Jovanna González & Marta Montes & Alessia Ranieri & Enrique Goñi & Aina M. Mas & Maite Huarte, 2024. "The chromatin-associated lncREST ensures effective replication stress response by promoting the assembly of fork signaling factors," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    7. Dario Zimmerli & Chiara S. Brambillasca & Francien Talens & Jinhyuk Bhin & Renske Linstra & Lou Romanens & Arkajyoti Bhattacharya & Stacey E. P. Joosten & Ana Moises Silva & Nuno Padrao & Max D. Welle, 2022. "MYC promotes immune-suppression in triple-negative breast cancer via inhibition of interferon signaling," Nature Communications, Nature, vol. 13(1), pages 1-18, December.
    8. Yu-Yang Bi & Qiu Chen & Ming-Yuan Yang & Lei Xing & Hu-Lin Jiang, 2024. "Nanoparticles targeting mutant p53 overcome chemoresistance and tumor recurrence in non-small cell lung cancer," Nature Communications, Nature, vol. 15(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:15:y:2024:i:1:d:10.1038_s41467-024-46710-0. 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.