Evidence map›Paper›PMID 34187545›Full record

ArticleBreast cancer research : BCR2021

Single cell transcriptome atlas of mouse mammary epithelial cells across development.

Bhupinder Pal, Yunshun Chen, Michael J G Milevskiy, François Vaillant, Lexie Prokopuk, Caleb A Dawson, Bianca D Capaldo, Xiaoyu Song, Felicity Jackling, Paul Timpson and 3 more

Open access · goldAbstract read
In one paragraph

Article in Breast cancer research : BCR, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 46 papers.

0numbers the graph read from it
0cells of the map it votes in
46citing papers in PubMed
6.0field-weighted citation impact, top 2% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

46 citing papers in PubMed, 70 citations in OpenAlex.

  1. Article
  2. Breast cancer prevention by prophylactic Lalba mRNA-LNP vaccination.Proceedings of the National Academy of Sciences of the United States of America · 2026
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

13 authors at 2 institutions in 1 country.

Bhupinder Pal *ACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia.
Yunshun Chen *Department of Medical Biology, The University of Melbourne, Parkville, VIC, 3010, Australia.
Michael J G Milevskiy *ACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia.
François VaillantACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia.
Lexie ProkopukACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia.
Caleb A DawsonACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia.
Bianca D CapaldoACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia.
Xiaoyu SongACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia.
Felicity JacklingACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia.
Paul TimpsonCancer Division, Garvan Institute of Medical Research and Kinghorn Cancer Centre, University of NSW, Sydney, NSW, 2010, Australia.
Geoffrey J LindemanACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia.
Gordon K Smyth *Bioinformatics Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia. smyth@wehi.edu.au.
Jane E Visvader *ACRF Cancer Biology and Stem Cells Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia. visvader@wehi.edu.au.ORCID 0000-0001-9173-6977
The University of Melbourne · AUGarvan Institute of Medical Research · AU

Funding

National Breast Cancer Foundation IIRS-20-022National Health and Medical Research Council 1016701National Health and Medical Research Council 1037230National Health and Medical Research Council 1054618National Health and Medical Research Council 1058892National Health and Medical Research Council 1078730National Health and Medical Research Council 1100807National Health and Medical Research Council 1102742National Health and Medical Research Council 1113133
6 · The paper itself

Abstract

backgroundHeterogeneity within the mouse mammary epithelium and potential lineage relationships have been recently explored by single-cell RNA profiling. To further understand how cellular diversity changes during mammary ontogeny, we profiled single cells from nine different developmental stages spanning late embryogenesis, early postnatal, prepuberty, adult, mid-pregnancy, late-pregnancy, and post-involution, as well as the transcriptomes of micro-dissected terminal end buds (TEBs) and subtending ducts during puberty.

methodsThe single cell transcriptomes of 132,599 mammary epithelial cells from 9 different developmental stages were determined on the 10x Genomics Chromium platform, and integrative analyses were performed to compare specific time points.

resultsThe mammary rudiment at E18.5 closely aligned with the basal lineage, while prepubertal epithelial cells exhibited lineage segregation but to a less differentiated state than their adult counterparts. Comparison of micro-dissected TEBs versus ducts showed that luminal cells within TEBs harbored intermediate expression profiles. Ductal basal cells exhibited increased chromatin accessibility of luminal genes compared to their TEB counterparts suggesting that lineage-specific chromatin is established within the subtending ducts during puberty. An integrative analysis of five stages spanning the pregnancy cycle revealed distinct stage-specific profiles and the presence of cycling basal, mixed-lineage, and 'late' alveolar intermediates in pregnancy. Moreover, a number of intermediates were uncovered along the basal-luminal progenitor cell axis, suggesting a continuum of alveolar-restricted progenitor states.

conclusionsThis extended single cell transcriptome atlas of mouse mammary epithelial cells provides the most complete coverage for mammary epithelial cells during morphogenesis to date. Together with chromatin accessibility analysis of TEB structures, it represents a valuable framework for understanding developmental decisions within the mouse mammary gland.

Indexed as

TranscriptomeAnimalsCell LineageChromatin Assembly and DisassemblyEpithelial CellsMammary Glands, AnimalMiceSingle-Cell AnalysisStem CellsChromatin accessibilityMammary gland developmentMolecular heterogeneityProgenitorsSingle cell transcriptomeTerminal end bud

Identifiers

PMID34187545
PMCPMC8243869
OpenAlexW3176035856

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.