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Integrative genotyping of cancer and immune phenotypes by long-read sequencing

Author

Listed:
  • Livius Penter

    (Dana-Farber Cancer Institute
    Broad Institute of Massachusetts Institute of Technology and Harvard University
    Harvard Medical School
    Oncology, and Tumorimmunology, Campus Virchow Klinikum, Berlin, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin)

  • Mehdi Borji

    (Dana-Farber Cancer Institute
    Broad Institute of Massachusetts Institute of Technology and Harvard University
    Dana-Farber Cancer Institute)

  • Adi Nagler

    (Dana-Farber Cancer Institute
    Broad Institute of Massachusetts Institute of Technology and Harvard University)

  • Haoxiang Lyu

    (Dana-Farber Cancer Institute)

  • Wesley S. Lu

    (Dana-Farber Cancer Institute)

  • Nicoletta Cieri

    (Dana-Farber Cancer Institute
    Broad Institute of Massachusetts Institute of Technology and Harvard University
    Harvard Medical School)

  • Katie Maurer

    (Dana-Farber Cancer Institute
    Broad Institute of Massachusetts Institute of Technology and Harvard University
    Harvard Medical School)

  • Giacomo Oliveira

    (Dana-Farber Cancer Institute
    Broad Institute of Massachusetts Institute of Technology and Harvard University
    Harvard Medical School)

  • Aziz M. Al’Khafaji

    (Broad Institute of Massachusetts Institute of Technology and Harvard University)

  • Kiran V. Garimella

    (Broad Institute of Massachusetts Institute of Technology and Harvard University)

  • Shuqiang Li

    (Dana-Farber Cancer Institute
    Broad Institute of Massachusetts Institute of Technology and Harvard University
    Dana-Farber Cancer Institute)

  • Donna S. Neuberg

    (Dana-Farber Cancer Institute)

  • Jerome Ritz

    (Dana-Farber Cancer Institute
    Harvard Medical School
    Brigham and Women’s Hospital)

  • Robert J. Soiffer

    (Dana-Farber Cancer Institute
    Harvard Medical School
    Brigham and Women’s Hospital)

  • Jacqueline S. Garcia

    (Dana-Farber Cancer Institute
    Harvard Medical School)

  • Kenneth J. Livak

    (Dana-Farber Cancer Institute
    Dana-Farber Cancer Institute)

  • Catherine J. Wu

    (Dana-Farber Cancer Institute
    Broad Institute of Massachusetts Institute of Technology and Harvard University
    Harvard Medical School
    Brigham and Women’s Hospital)

Abstract

Single-cell transcriptomics has become the definitive method for classifying cell types and states, and can be augmented with genotype information to improve cell lineage identification. Due to constraints of short-read sequencing, current methods to detect natural genetic barcodes often require cumbersome primer panels and early commitment to targets. Here we devise a flexible long-read sequencing workflow and analysis pipeline, termed nanoranger, that starts from intermediate single-cell cDNA libraries to detect cell lineage-defining features, including single-nucleotide variants, fusion genes, isoforms, sequences of chimeric antigen and TCRs. Through systematic analysis of these classes of natural ‘barcodes’, we define the optimal targets for nanoranger, namely those loci close to the 5’ end of highly expressed genes with transcript lengths shorter than 4 kB. As proof-of-concept, we apply nanoranger to longitudinal tracking of subclones of acute myeloid leukemia (AML) and describe the heterogeneous isoform landscape of thousands of marrow-infiltrating immune cells. We propose that enhanced cellular genotyping using nanoranger can improve the tracking of single-cell tumor and immune cell co-evolution.

Suggested Citation

  • Livius Penter & Mehdi Borji & Adi Nagler & Haoxiang Lyu & Wesley S. Lu & Nicoletta Cieri & Katie Maurer & Giacomo Oliveira & Aziz M. Al’Khafaji & Kiran V. Garimella & Shuqiang Li & Donna S. Neuberg & , 2024. "Integrative genotyping of cancer and immune phenotypes by long-read sequencing," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-023-44137-7
    DOI: 10.1038/s41467-023-44137-7
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    1. Anna S. Nam & Kyu-Tae Kim & Ronan Chaligne & Franco Izzo & Chelston Ang & Justin Taylor & Robert M. Myers & Ghaith Abu-Zeinah & Ryan Brand & Nathaniel D. Omans & Alicia Alonso & Caroline Sheridan & Ma, 2019. "Somatic mutations and cell identity linked by Genotyping of Transcriptomes," Nature, Nature, vol. 571(7765), pages 355-360, July.
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    4. Giacomo Oliveira & Kari Stromhaug & Nicoletta Cieri & J. Bryan Iorgulescu & Susan Klaeger & Jacquelyn O. Wolff & Suzanna Rachimi & Vipheaviny Chea & Kate Krause & Samuel S. Freeman & Wandi Zhang & Shu, 2022. "Landscape of helper and regulatory antitumour CD4+ T cells in melanoma," Nature, Nature, vol. 605(7910), pages 532-538, May.
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    Cited by:

    1. Sara G. Danielli & Yun Wei & Michael A. Dyer & Elizabeth Stewart & Heather Sheppard & Marco Wachtel & Beat W. Schäfer & Anand G. Patel & David M. Langenau, 2024. "Single cell transcriptomic profiling identifies tumor-acquired and therapy-resistant cell states in pediatric rhabdomyosarcoma," Nature Communications, Nature, vol. 15(1), pages 1-14, December.

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