Evidence map›Paper›PMID 30133130›Full record

ArticleMolecular oncology2018

Intratumor heterogeneity defines treatment-resistant HER2+ breast tumors.

Inga H Rye, Anne Trinh, Anna B Saetersdal, Daniel Nebdal, Ole Christian Lingjaerde, Vanessa Almendro, Kornelia Polyak, Anne-Lise Børresen-Dale, Åslaug Helland, Florian Markowetz and 1 more

Abstract read
In one paragraph

Article in Molecular oncology, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 71 papers.

0numbers the graph read from it
0cells of the map it votes in
71citing papers in PubMed
–field-weighted citation impact
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

71 citing papers in PubMed.

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  3. Proteomic profiling of CD133 + and CD326 + (EpCAM) subpopulations in A549 cells: insights into pluripotency and tumor heterogeneity.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2026
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  10. Advancements in antibody-drug conjugates as cancer therapeutics.Journal of the National Cancer Center · 2025
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  13. Quantitative [Journal of nuclear medicine : official publication, Society of Nuclear Medicine · 2025
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11 more citing papers are in PubMed but not listed here.

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

11 authors.

Inga H RyeDepartment of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital Radiumhospitalet, Norway.
Anne TrinhCancer Research UK, Cambridge Institute, University of Cambridge, UK.
Anna B SaetersdalDepartment of Oncology, Oslo University Hospital, Norway.
Daniel NebdalDepartment of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital Radiumhospitalet, Norway.
Ole Christian LingjaerdeDepartment of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital Radiumhospitalet, Norway.
Vanessa AlmendroDepartment of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
Kornelia PolyakDepartment of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
Anne-Lise Børresen-DaleDepartment of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital Radiumhospitalet, Norway.
Åslaug HellandDepartment of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital Radiumhospitalet, Norway.
Florian MarkowetzCancer Research UK, Cambridge Institute, University of Cambridge, UK.
Hege G RussnesDepartment of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital Radiumhospitalet, Norway.

Funding

Targeting intratumor heterogeneity in breast cancerR35CA197623 · NCI · DANA-FARBER CANCER INST · PI KORNELIA POLYAK · 2015 to 2026
$12.4M
Intratumor heterogeneity underlying treatment resistance in HER2+ breast tumorsU01CA195469 · NCI · DANA-FARBER CANCER INST · PI GRAY, JOE W., MICHOR, FRANZISKA · 2015 to 2019
$3.3M
Cancer Research UK 19274Cancer Research UK A19274Cancer Research UK C14303/A17197NCI NIH HHS R35 CA197623NCI NIH HHS U01 CA195469
6 · The paper itself

Abstract

Targeted therapy for patients with HER2-positive (HER2+) breast cancer has improved overall survival, but many patients still suffer relapse and death from the disease. Intratumor heterogeneity of both estrogen receptor (ER) and HER2 expression has been proposed to play a key role in treatment failure, but little work has been done to comprehensively study this heterogeneity at the single-cell level. In this study, we explored the clinical impact of intratumor heterogeneity of ER protein expression, HER2 protein expression, and HER2 gene copy number alterations. Using combined immunofluorescence and in situ hybridization on tissue sections followed by a validated computational approach, we analyzed more than 13 000 single tumor cells across 37 HER2+ breast tumors. The samples were taken both before and after neoadjuvant chemotherapy plus HER2-targeted treatment, enabling us to study tumor evolution as well. We found that intratumor heterogeneity for HER2 copy number varied substantially between patient samples. Highly heterogeneous tumors were associated with significantly shorter disease-free survival and fewer long-term survivors. Patients for which HER2 characteristics did not change during treatment had a significantly worse outcome. This work shows the impact of intratumor heterogeneity in molecular diagnostics for treatment selection in HER2+ breast cancer patients and the power of computational scoring methods to evaluate in situ molecular markers in tissue biopsies.

Indexed as

Breast NeoplasmsDrug Resistance, NeoplasmErb-b2 Receptor Tyrosine KinasesGene DosageNeoadjuvant TherapyAgedDisease-Free SurvivalFemaleHumansMiddle AgedSurvival RateERBB2 protein, humanErb-b2 Receptor Tyrosine Kinasesbreast cancerHER2heterogeneityin situ analysisoutcometherapy response

Identifiers

PMID30133130
PMCPMC6210052

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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.