ArticlePloS one2012
Single cell profiling of circulating tumor cells: transcriptional heterogeneity and diversity from breast cancer cell lines.
Article in PloS one, 2012. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 271 papers, 1 of them a synthesis that pooled it.
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Who cites it
271 citing papers in PubMed, 1 synthesis or guideline pooled it, 527 citations in OpenAlex.
- Biomarkers of tumor invasiveness in proteomics (Review).International journal of oncology · 2020Pooled it
- A Phase II Pilot Study of Anti-PD-L1, Durvalumab, and a PARP Inhibitor, Olaparib in Patients With Metastatic Triple-Negative Breast Cancer With or Without Germline BRCA Mutation.Cancer medicine · 2025Trial
- The CHK1 inhibitor prexasertib in BRCA wild-type platinum-resistant recurrent high-grade serous ovarian carcinoma: a phase 2 trial.Nature communications · 2024Trial
- Efficacy of Lapatinib in Therapy-Resistant HER2-Positive Circulating Tumor Cells in Metastatic Breast Cancer.PloS one · 2015Trial
- Expression profiling of circulating tumor cells in metastatic breast cancer.Breast cancer research and treatment · 2015Trial
- Mitochondrial transcript abundance in breast cancer circulating tumour cells may reflect both blood-derived transcripts and biological heterogeneity.Clinical & experimental metastasis · 2026Article
- Circulating Tumour Cells as Potential Biomarkers for Oral Squamous Cell Carcinoma.Molecules (Basel, Switzerland) · 2026Review
- Identification of a novel signature in progression of non-small cell lung cancer based on HdWGCNA and in vitro validation.BMC medical genomics · 2026Article
- Circulating tumor cell detection in cancer patients using in-flow deep learning holography.Npj biosensing · 2026Article
- Advancements in Circulating Tumor Cell Expansion Ex Vivo: A Matured Technology?Methods in molecular biology (Clifton, N.J.) · 2026Article
- Circulating tumor cells as predictive biomarkers in the risk stratification of DCIS: Evidence of early dissemination.Science advances · 2025Article
- Review
- Integrating model systems and genomic insights to decipher mechanisms of cancer metastasis.Nature reviews. Genetics · 2025Review
- Precision Oncology Framework Using Circulating Tumor Cells.International journal of molecular sciences · 2025Review
- A phenotype-independent "label-capture-release" process for isolating viable circulating tumor cells in real-time drug susceptibility testing.Innovation (Cambridge (Mass.)) · 2025Article
- Review
- Circulating tumor cells: from new biological insights to clinical practice.Signal transduction and targeted therapy · 2024Review
- Perimenopausal and Menopausal Mammary Glands In A 4-Vinylcyclohexene Diepoxide Mouse Model.Journal of mammary gland biology and neoplasia · 2024Article
- Unravelling the therapeutic potential of forkhead box proteins in breast cancer: An update (Review).Oncology reports · 2024Review
- Advances in the role of circulating tumor cell heterogeneity in metastatic small cell lung cancer.Cancer innovation · 2024Review
211 more citing papers are in PubMed but not listed here.
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Authors and funding
21 authors at 3 institutions in 1 country.
Funding
Abstract
backgroundTo improve cancer therapy, it is critical to target metastasizing cells. Circulating tumor cells (CTCs) are rare cells found in the blood of patients with solid tumors and may play a key role in cancer dissemination. Uncovering CTC phenotypes offers a potential avenue to inform treatment. However, CTC transcriptional profiling is limited by leukocyte contamination; an approach to surmount this problem is single cell analysis. Here we demonstrate feasibility of performing high dimensional single CTC profiling, providing early insight into CTC heterogeneity and allowing comparisons to breast cancer cell lines widely used for drug discovery. METHODOLOGY/PRINCIPAL
findingsWe purified CTCs using the MagSweeper, an immunomagnetic enrichment device that isolates live tumor cells from unfractionated blood. CTCs that met stringent criteria for further analysis were obtained from 70% (14/20) of primary and 70% (21/30) of metastatic breast cancer patients; none were captured from patients with non-epithelial cancer (n = 20) or healthy subjects (n = 25). Microfluidic-based single cell transcriptional profiling of 87 cancer-associated and reference genes showed heterogeneity among individual CTCs, separating them into two major subgroups, based on 31 highly expressed genes. In contrast, single cells from seven breast cancer cell lines were tightly clustered together by sample ID and ER status. CTC profiles were distinct from those of cancer cell lines, questioning the suitability of such lines for drug discovery efforts for late stage cancer therapy. CONCLUSIONS/SIGNIFICANCE: For the first time, we directly measured high dimensional gene expression in individual CTCs without the common practice of pooling such cells. Elevated transcript levels of genes associated with metastasis NPTN, S100A4, S100A9, and with epithelial mesenchymal transition: VIM, TGFß1, ZEB2, FOXC1, CXCR4, were striking compared to cell lines. Our findings demonstrate that profiling CTCs on a cell-by-cell basis is possible and may facilitate the application of 'liquid biopsies' to better model drug discovery.
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Registered trials
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.