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Parker MT, Amar S, Campoy JA, Krause K, Tusso S, Marek M, Huettel B, Schneeberger K. Scalable eQTL mapping using single-nucleus RNA-sequencing of recombined gametes from a small number of individuals. PLoS Biol 2025; 23:e3003085. [PMID: 40279341 PMCID: PMC12119024 DOI: 10.1371/journal.pbio.3003085] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2025] [Revised: 05/28/2025] [Accepted: 02/25/2025] [Indexed: 04/27/2025] Open
Abstract
Phenotypic differences between individuals of a species are often caused by differences in gene expression, which are in turn caused by genetic variation. Expression quantitative trait locus (eQTL) analysis is a methodology by which we can identify such causal variants. Scaling eQTL analysis is costly due to the expense of generating mapping populations, and the collection of matched transcriptomic and genomic information. We developed a rapid eQTL analysis approach using single-cell/nucleus RNA sequencing of gametes from a small number of heterozygous individuals. Patterns of inherited polymorphisms are used to infer the recombinant genomes of thousands of individual gametes and identify how different haplotypes correlate with variation in gene expression. Applied to Arabidopsis pollen nuclei, our approach uncovers both cis- and trans-eQTLs, ultimately mapping variation in a master regulator of sperm cell development that affects the expression of hundreds of genes. This establishes snRNA-sequencing as a powerful, cost-effective method for the mapping of meiotic recombination, addressing the scalability challenges of eQTL analysis and enabling eQTL mapping in specific cell-types.
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Affiliation(s)
- Matthew T. Parker
- Department of Chromosome Biology, Max Planck Institute for Plant Breeding Research, Cologne, Germany
| | - Samija Amar
- Department of Chromosome Biology, Max Planck Institute for Plant Breeding Research, Cologne, Germany
| | - José A. Campoy
- Department of Chromosome Biology, Max Planck Institute for Plant Breeding Research, Cologne, Germany
| | - Kristin Krause
- Department of Chromosome Biology, Max Planck Institute for Plant Breeding Research, Cologne, Germany
| | - Sergio Tusso
- Faculty of Biology, Ludwig-Maximilians-Universität München, Planegg-Martinsried, Germany
| | | | | | - Korbinian Schneeberger
- Department of Chromosome Biology, Max Planck Institute for Plant Breeding Research, Cologne, Germany
- Faculty of Biology, Ludwig-Maximilians-Universität München, Planegg-Martinsried, Germany
- Cluster of Excellence on Plant Sciences (CEPLAS), Heinrich-Heine University, Düsseldorf, Germany
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Cohn GM, Daniel CJ, Eng JR, Sun XX, Pelz C, Chin K, Smith A, Lopez CD, Brody JR, Dai MS, Sears RC. MYC Serine 62 phosphorylation promotes its binding to DNA double strand breaks to facilitate repair and cell survival under genotoxic stress. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.03.19.644227. [PMID: 40166231 PMCID: PMC11957152 DOI: 10.1101/2025.03.19.644227] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 04/02/2025]
Abstract
Genomic instability is a hallmark of cancer, driving oncogenic mutations that enhance tumor aggressiveness and drug resistance. MYC, a master transcription factor that is deregulated in nearly all human tumors, paradoxically induces replication stress and associated DNA damage while also increasing expression of DNA repair factors and mediating resistance to DNA-damaging therapies. Emerging evidence supports a non-transcriptional role for MYC in preserving genomic integrity at sites of active transcription and protecting stalled replication forks under stress. Understanding how MYC's genotoxic and genoprotective functions diverge may reveal new therapeutic strategies for MYC-driven cancers. Here, we identify a non-canonical role of MYC in DNA damage response (DDR) through its direct association with DNA breaks. We show that phosphorylation at serine 62 (pS62-MYC) is crucial for the efficient recruitment of MYC to damage sites, its interaction with repair factors BRCA1 and RAD51, and effective DNA repair to support cell survival under stress. Mass spectrometry analysis with MYC-BioID2 during replication stress reveals a shift in MYC's interactome, maintaining DDR associations while losing transcriptional regulators. These findings establish pS62-MYC as a key regulator of genomic stability and a potential therapeutic target in cancers.
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Affiliation(s)
- Gabriel M. Cohn
- Department of Molecular and Medical Genetics, School of Medicine, Oregon Health and Science University, Portland, OR, USA
| | - Colin J. Daniel
- Department of Molecular and Medical Genetics, School of Medicine, Oregon Health and Science University, Portland, OR, USA
| | - Jennifer R. Eng
- Department of Molecular and Medical Genetics, School of Medicine, Oregon Health and Science University, Portland, OR, USA
| | - Xiao-Xin Sun
- Department of Molecular and Medical Genetics, School of Medicine, Oregon Health and Science University, Portland, OR, USA
| | - Carl Pelz
- Department of Molecular and Medical Genetics, School of Medicine, Oregon Health and Science University, Portland, OR, USA
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
| | - Koei Chin
- Center for Early Detection Advanced Research, Oregon Health and Science University, Portland, OR, USA
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, USA
| | - Alexander Smith
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
| | - Charles D. Lopez
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
- Department of Hematology and Oncology, Oregon Health and Science University, Portland, OR, USA
- Knight Cancer Institute, Oregon Health and Science University, Portland, OR, USA
| | - Jonathan R. Brody
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
- Knight Cancer Institute, Oregon Health and Science University, Portland, OR, USA
- Department of Surgery, Oregon Health and Science University, Portland, OR, USA
- Department of Cell, Developmental and Cancer Biology, Oregon Health and Science University, Portland, OR, USA
| | - Mu-shui Dai
- Department of Molecular and Medical Genetics, School of Medicine, Oregon Health and Science University, Portland, OR, USA
| | - Rosalie C. Sears
- Department of Molecular and Medical Genetics, School of Medicine, Oregon Health and Science University, Portland, OR, USA
- Brenden-Colson Center for Pancreatic Care, Oregon Health and Science University, Portland, OR, USA
- Knight Cancer Institute, Oregon Health and Science University, Portland, OR, USA
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Wang K, Yan Y, Elgamal H, Li J, Tang C, Bai S, Xiao Z, Sei E, Lin Y, Wang J, Montalvan J, Nagi C, Thompson AM, Navin N. Single cell genome and epigenome co-profiling reveals hardwiring and plasticity in breast cancer. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.06.611519. [PMID: 39314325 PMCID: PMC11418942 DOI: 10.1101/2024.09.06.611519] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/25/2024]
Abstract
Understanding the impact of genetic alterations on epigenomic phenotypes during breast cancer progression is challenging with unimodal measurements. Here, we report wellDA-seq, the first high-genomic resolution, high-throughput method that can simultaneously measure the whole genome and chromatin accessibility profiles of thousands of single cells. Using wellDA-seq, we profiled 22,123 single cells from 2 normal and 9 tumors breast tissues. By directly mapping the epigenomic phenotypes to genetic lineages across cancer subclones, we found evidence of both genetic hardwiring and epigenetic plasticity. In 6 estrogen-receptor positive breast cancers, we directly identified the ancestral cancer cells, and found that their epithelial cell-of-origin was Luminal Hormone Responsive cells. We also identified cell types with copy number aberrations (CNA) in normal breast tissues and discovered non-epithelial cell types in the microenvironment with CNAs in breast cancers. These data provide insights into the complex relationship between genetic alterations and epigenomic phenotypes during breast tumor evolution.
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