bioRxivCancer Biology
Luminal epithelial cells integrate variable responses to aging into stereotypical changes that underlie breast cancer susceptibility
R. W. Sayaman, M. Miyano, P. Senapati, A. Zirbes, S. Shalabi, M. E. Todhunter, V. Seewaldt, S. L. Neuhausen, M. R. Stampfer, D. E. Schones, M. A. LaBarge
Abstract
Effects from aging in single cells are unpredictable, whereas aging phenotypes at the organ- and tissue-levels tend to appear as stereotypical changes. The mammary epithelium is a bilayer of two major phenotypically and functionally distinct cell lineages, the luminal epithelial and myoepithelial cells. Mammary epithelia exhibit substantial stereotypical changes with age that merits attention because they are putative breast cancer-cells-of-origin. We hypothesize that effects from aging that impinge upon maintenance of lineage fidelity increases susceptibility to cancer initiation. We identified two models of age-dependent changes in gene expression, directional changes and increased variance, which contributed to genome-wide loss of lineage fidelity. Age-dependent variant responses were common to both lineages, whereas directional changes were almost exclusively detected in luminal epithelia and implicated downregulation of chromatin and genome organizers such as SATB1. Epithelial expression of gap junction protein GJB6 increased with age, and modulation of GJB6 expression in heterochronous co-cultures revealed that it provided a communication conduit from myoepithelial cells that drove directional change in luminal cells. Age-dependent luminal transcriptomes comprised a prominent signal detectable in bulk tissue during aging and transition into cancers. A machine learning classifier based on luminal-specific aging distinguished normal from cancer tissue and was predictive of breast cancer subtype. We speculate that luminal epithelia are the ultimate site of integration of the variant responses to aging in their surrounding tissue and that their emergent aging phenotype both endows cells with the ability to become cancer-cells-of-origin and embodies a biosensor that presages cancer susceptibility.
- organism: human
- assay: scRNA-seq
- research focus: cell type annotation
- research focus: differential expression
- research focus: gene regulatory network inference
- approach: machine learning (classical)
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Epigenetic changes with age primes mammary luminal epithelia for cancer initiation
R. W. Sayaman, M. Miyano, … M. A. LaBarge·bioRxiv·Feb 12, 2021
- Comprehensive single cell aging atlas of mammary tissues reveals shared epigenomic and transcriptomic signatures of aging and cancer
Brittany Lynn Angarola, Siddhartha M. Sharma, … Olga Anczuków·bioRxiv·Oct 20, 2023
- Normal mammary epithelia accumulate DNA methylation changes with age that are consistent with breast cancer methylomes
Parijat Senapati, Masaru Miyano, … Dustin E. Schones·bioRxiv·Jun 26, 2020
- Progressive Senescence Programs Induce Intrinsic Vulnerability to Aging-related Breast Cancer
- Microenvironment-contextual cell signaling is attenuated with age
H. Ertsas, M. LaBarge, J. Lorens·bioRxiv·Jun 27, 2019
- Aged Breast Extracellular Matrix Drives Mammary Epithelial Cells to an Invasive and Cancer-Like Phenotype
G. Bahcecioglu, X. Yue, … P. Zorlutuna·bioRxiv·Sep 30, 2020