Integrative genotyping of cancer and immune phenotypes by long-read sequencing.
Livius PenterMehdi BorjiAdi NaglerHaoxiang LyuWesley S LuNicoletta CieriKatie MaurerGiacomo OliveiraAziz M Al'KhafajiKiran V GarimellaShuqiang LiDonna S NeubergJerome RitzRobert J SoifferJacqueline S GarciaKenneth J LivakCatherine J WuPublished in: Nature communications (2024)
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.
Keyphrases
- single cell
- rna seq
- high throughput
- genome wide
- acute myeloid leukemia
- single molecule
- cell therapy
- copy number
- stem cells
- bioinformatics analysis
- allogeneic hematopoietic stem cell transplantation
- gene expression
- radiation therapy
- squamous cell carcinoma
- transcription factor
- cross sectional
- acute lymphoblastic leukemia
- bone marrow
- electronic health record
- genetic diversity
- health information
- childhood cancer
- rectal cancer