Evidence map›Paper›PMID 33790302›Full record

ArticleNature communications2021

Landscapes of cellular phenotypic diversity in breast cancer xenografts and their impact on drug response.

Dimitra Georgopoulou, Maurizio Callari, Oscar M Rueda, Abigail Shea, Alistair Martin, Agnese Giovannetti, Fatime Qosaj, Ali Dariush, Suet-Feung Chin, Larissa S Carnevalli and 14 more

Open access · goldAbstract read
In one paragraph

Article in Nature communications, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 31 papers.

0numbers the graph read from it
0cells of the map it votes in
31citing papers in PubMed
3.8field-weighted citation impact, top 5% 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

31 citing papers in PubMed, 57 citations in OpenAlex.

  1. Article
  2. Article
  3. Article
  4. Review
  5. Resistance to neoadjuvant chemotherapy in breast cancers: a metabolic perspective.Journal of experimental & clinical cancer research : CR · 2025
    Review
  6. Article
  7. Article
  8. Article
  9. Article
  10. Review
  11. Article
  12. The Power and Promise of Patient-Derived Xenografts of Human Breast Cancer.Cold Spring Harbor perspectives in medicine · 2024
    Review
  13. Review
  14. Vitamin BNature metabolism · 2023
    Article
  15. The Breast Cancer Proteome and Precision Oncology.Cold Spring Harbor perspectives in medicine · 2023
    Review
  16. Article
  17. The dawn of spatial omics.Science (New York, N.Y.) · 2023
    Review
  18. Review
  19. Review
  20. Article
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

24 authors at 12 institutions in 6 countries.

Dimitra Georgopoulou *Cancer Research UK Cambridge Institute and Department of Oncology, Li Ka Shing Centre, University of Cambridge, Cambridge, UK.
Maurizio Callari *Cancer Research UK Cambridge Institute and Department of Oncology, Li Ka Shing Centre, University of Cambridge, Cambridge, UK.
Oscar M RuedaCancer Research UK Cambridge Institute and Department of Oncology, Li Ka Shing Centre, University of Cambridge, Cambridge, UK.ORCID http://orcid.org/0000-0003-0008-4884
Abigail SheaCancer Research UK Cambridge Institute and Department of Oncology, Li Ka Shing Centre, University of Cambridge, Cambridge, UK.
Alistair MartinCancer Research UK Cambridge Institute and Department of Oncology, Li Ka Shing Centre, University of Cambridge, Cambridge, UK.
Agnese GiovannettiCancer Research UK Cambridge Institute and Department of Oncology, Li Ka Shing Centre, University of Cambridge, Cambridge, UK.ORCID http://orcid.org/0000-0001-5207-7243
Fatime QosajCancer Research UK Cambridge Institute and Department of Oncology, Li Ka Shing Centre, University of Cambridge, Cambridge, UK.
Ali DariushCancer Research UK Cambridge Institute and Department of Oncology, Li Ka Shing Centre, University of Cambridge, Cambridge, UK.
Suet-Feung ChinCancer Research UK Cambridge Institute and Department of Oncology, Li Ka Shing Centre, University of Cambridge, Cambridge, UK.ORCID http://orcid.org/0000-0001-5697-1082
Larissa S CarnevalliBioscience, Oncology, Early Oncology R&D, AstraZeneca, Cambridge, UK.ORCID http://orcid.org/0000-0001-7432-0195
Elena ProvenzanoBreast Cancer Programme, CRUK Cambridge Centre, Cambridge, UK.ORCID http://orcid.org/0000-0003-3345-3965
Wendy GreenwoodCancer Research UK Cambridge Institute and Department of Oncology, Li Ka Shing Centre, University of Cambridge, Cambridge, UK.
Giulia LerdaCancer Research UK Cambridge Institute and Department of Oncology, Li Ka Shing Centre, University of Cambridge, Cambridge, UK.
Elham EsmaeilishirazifardCancer Research UK Cambridge Institute and Department of Oncology, Li Ka Shing Centre, University of Cambridge, Cambridge, UK.
Martin O'ReillyCancer Research UK Cambridge Institute and Department of Oncology, Li Ka Shing Centre, University of Cambridge, Cambridge, UK.
Violeta SerraExperimental Therapeutics Group, Vall d'Hebron Institut d'Oncologia, Barcelona, Spain.ORCID http://orcid.org/0000-0001-6620-1065
Dario BressanCancer Research UK Cambridge Institute and Department of Oncology, Li Ka Shing Centre, University of Cambridge, Cambridge, UK.ORCID http://orcid.org/0000-0003-3592-699X
IMAXT Consortium
Gordon B MillsCell, Development and Cancer Biology, Knight Cancer Institute, Oregon Health & Sciences University, Portland, OR, USA.ORCID http://orcid.org/0000-0002-0144-9614
H Raza AliCancer Research UK Cambridge Institute and Department of Oncology, Li Ka Shing Centre, University of Cambridge, Cambridge, UK.ORCID http://orcid.org/0000-0001-7587-0906
Sabina S CosulichBioscience, Oncology, Early Oncology R&D, AstraZeneca, Cambridge, UK.
Gregory J HannonCancer Research UK Cambridge Institute and Department of Oncology, Li Ka Shing Centre, University of Cambridge, Cambridge, UK.
Alejandra BrunaCancer Research UK Cambridge Institute and Department of Oncology, Li Ka Shing Centre, University of Cambridge, Cambridge, UK.
Carlos CaldasCancer Research UK Cambridge Institute and Department of Oncology, Li Ka Shing Centre, University of Cambridge, Cambridge, UK. carlos.caldas@cruk.cam.ac.uk.ORCID http://orcid.org/0000-0003-3547-1489
University of Cambridge · GBProvincial Health Services Authority · CAMcGovern Institute for Brain Research · USHoward Hughes Medical Institute · USUniversity of Zurich · CHLudwig Cancer Research · USAstraZeneca (United Kingdom) · GBCambridge University Hospitals NHS Foundation Trust · GBLudwig Cancer Research · CHCancer Research UK · GBOregon Health & Science University · USVall d'Hebron Institut de Recerca · ES

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI Nicholas D Socci · 1985 to 2026
$347.4M
Cancer Research UK 16942Cancer Research UK 21143Cancer Research UK 22582Cancer Research UK 25815Cancer Research UK 29567Cancer Research UK A16942Cancer Research UK A29580Cancer Research UK C9545/A24042Howard Hughes Medical InstituteMedical Research Council MR/M008975/1NCI NIH HHS P30 CA008748
6 · The paper itself

Abstract

The heterogeneity of breast cancer plays a major role in drug response and resistance and has been extensively characterized at the genomic level. Here, a single-cell breast cancer mass cytometry (BCMC) panel is optimized to identify cell phenotypes and their oncogenic signalling states in a biobank of patient-derived tumour xenograft (PDTX) models representing the diversity of human breast cancer. The BCMC panel identifies 13 cellular phenotypes (11 human and 2 murine), associated with both breast cancer subtypes and specific genomic features. Pre-treatment cellular phenotypic composition is a determinant of response to anticancer therapies. Single-cell profiling also reveals drug-induced cellular phenotypic dynamics, unravelling previously unnoticed intra-tumour response diversity. The comprehensive view of the landscapes of cellular phenotypic heterogeneity in PDTXs uncovered by the BCMC panel, which is mirrored in primary human tumours, has profound implications for understanding and predicting therapy response and resistance.

Indexed as

AnimalsBenzamidesBreast NeoplasmsCell Line, TumorDrug Resistance, NeoplasmFemaleHeterograftsHumansMCF-7 CellsMiceMice, Inbred NODMice, KnockoutMice, SCIDMorpholinesPiperazinesProtein Kinase InhibitorsBenzamidesMorpholinespalbociclibPiperazinesProtein Kinase InhibitorsPyridinesPyrimidinesvistusertib

Identifiers

PMID33790302
PMCPMC8012607
OpenAlexW3146381713

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.