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Procházková J, Fedr R, Hradilová B, Kvokačková B, Slavík J, Kováč O, Machala M, Fabian P, Navrátil J, Kráčalíková S, Levková M, Ovesná P, Bouchal J, Souček K. Single-cell profiling of surface glycosphingolipids opens a new dimension for deconvolution of breast cancer intratumoral heterogeneity and phenotypic plasticity. J Lipid Res 2024; 65:100609. [PMID: 39084491 PMCID: PMC11405820 DOI: 10.1016/j.jlr.2024.100609] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2023] [Revised: 07/15/2024] [Accepted: 07/21/2024] [Indexed: 08/02/2024] Open
Abstract
Glycosylated sphingolipids (GSLs) are a diverse group of cellular lipids typically reported as being rare in normal mammary tissue. In breast cancer (BCa), GSLs have emerged as noteworthy markers associated with breast cancer stem cells, mediators of phenotypic plasticity, and contributors to cancer cell chemoresistance. GSLs are potential surface markers that can uniquely characterize the heterogeneity of the tumor microenvironment, including cancer cell subpopulations and epithelial-mesenchymal plasticity (EMP). In this study, mass spectrometry analyses of the total sphingolipidome in breast epithelial cells and their mesenchymal counterparts revealed increased levels of Gb3 in epithelial cells and significantly elevated GD2 levels in the mesenchymal phenotype. To elucidate if GSL-related epitopes on BCa cell surfaces reflect EMP and cancer status, we developed and rigorously validated a 12-color spectral flow cytometry panel. This panel enables the simultaneous detection of native GSL epitopes (Gb3, SSEA1, SSEA3, SSEA4, and GD2), epithelial-mesenchymal transition markers (EpCAM, TROP2, and CD9), and lineage markers (CD45, CD31, and CD90) at the single-cell level. Next, the established panel was used for the analysis of BCa primary tumors and revealed surface heterogeneity in SSEA1, SSEA3, SSEA4, GD2, and Gb3, indicative of native epitope presence also on non-tumor cells. These findings further highlighted the phenotype-dependent alterations in GSL surface profiles, with differences between epithelial and stromal cells in the tumor. This study provides novel insights into BCa heterogeneity, shedding light on the potential of native GSL-related epitopes as markers for EMP and cancer status in fresh clinical samples. The developed single-cell approach offers promising avenues for further exploration.
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Affiliation(s)
- Jiřina Procházková
- Department of Cytokinetics, Institute of Biophysics of the Czech Academy of Sciences, Brno, Czech Republic.
| | - Radek Fedr
- Department of Cytokinetics, Institute of Biophysics of the Czech Academy of Sciences, Brno, Czech Republic; International Clinical Research Center, St. Anne's University Hospital Brno, Brno, Czech Republic
| | - Barbora Hradilová
- Department of Cytokinetics, Institute of Biophysics of the Czech Academy of Sciences, Brno, Czech Republic; Department of Experimental Biology, Faculty of Science, Masaryk University, Brno, Czech Republic
| | - Barbora Kvokačková
- Department of Cytokinetics, Institute of Biophysics of the Czech Academy of Sciences, Brno, Czech Republic; International Clinical Research Center, St. Anne's University Hospital Brno, Brno, Czech Republic; Department of Experimental Biology, Faculty of Science, Masaryk University, Brno, Czech Republic
| | - Josef Slavík
- Department of Pharmacology and Toxicology, Veterinary Research Institute, Brno, Czech Republic
| | - Ondrej Kováč
- Department of Pharmacology and Toxicology, Veterinary Research Institute, Brno, Czech Republic
| | - Miroslav Machala
- Department of Pharmacology and Toxicology, Veterinary Research Institute, Brno, Czech Republic
| | - Pavel Fabian
- Breast Cancer Centre, Masaryk Memorial Cancer Institute, Brno, Czech Republic; Prostate Cancer Centre, Masaryk Memorial Cancer Institute, Brno, Czech Republic
| | - Jiří Navrátil
- Prostate Cancer Centre, Masaryk Memorial Cancer Institute, Brno, Czech Republic
| | - Simona Kráčalíková
- Department of Clinical and Molecular Pathology, Institute of Molecular and Translational Medicine, Faculty of Medicine and Dentistry, Palacký University, Olomouc, Czech Republic
| | - Monika Levková
- Department of Clinical and Molecular Pathology, Institute of Molecular and Translational Medicine, Faculty of Medicine and Dentistry, Palacký University, Olomouc, Czech Republic
| | - Petra Ovesná
- Institute of Biostatistics and Analyses, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Jan Bouchal
- Department of Clinical and Molecular Pathology, Institute of Molecular and Translational Medicine, Faculty of Medicine and Dentistry, Palacký University, Olomouc, Czech Republic; Department of Clinical and Molecular Pathology, University Hospital, Olomouc, Czech Republic
| | - Karel Souček
- Department of Cytokinetics, Institute of Biophysics of the Czech Academy of Sciences, Brno, Czech Republic; International Clinical Research Center, St. Anne's University Hospital Brno, Brno, Czech Republic; Department of Experimental Biology, Faculty of Science, Masaryk University, Brno, Czech Republic.
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Guyot B, Clément F, Drouet Y, Schmidt X, Lefort S, Delay E, Treilleux I, Foy JP, Jeanpierre S, Thomas E, Kielbassa J, Tonon L, Zhu HH, Saintigny P, Gao WQ, de la Fouchardiere A, Tirode F, Viari A, Blay JY, Maguer-Satta V. An Early Neoplasia Index (ENI10), Based on Molecular Identity of CD10 Cells and Associated Stemness Biomarkers, is a Predictor of Patient Outcome in Many Cancers. CANCER RESEARCH COMMUNICATIONS 2023; 3:1966-1980. [PMID: 37707389 PMCID: PMC10540743 DOI: 10.1158/2767-9764.crc-23-0196] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Revised: 08/01/2023] [Accepted: 09/08/2023] [Indexed: 09/15/2023]
Abstract
An accurate estimate of patient survival at diagnosis is critical to plan efficient therapeutic options. A simple and multiapplication tool is needed to move forward the precision medicine era. Taking advantage of the broad and high CD10 expression in stem and cancers cells, we evaluated the molecular identity of aggressive cancer cells. We used epithelial primary cells and developed a breast cancer stem cell–based progressive model. The superiority of the early-transformed isolated molecular index was evaluated by large-scale analysis in solid cancers. BMP2-driven cell transformation increases CD10 expression which preserves stemness properties. Our model identified a unique set of 159 genes enriched in G2–M cell-cycle phases and spindle assembly complex. Using samples predisposed to transformation, we confirmed the value of an early neoplasia index associated to CD10 (ENI10) to discriminate premalignant status of a human tissue. Using a stratified Cox model, a large-scale analysis (>10,000 samples, The Cancer Genome Atlas Pan-Cancer) validated a strong risk gradient (HRs reaching HR = 5.15; 95% confidence interval: 4.00–6.64) for high ENI10 levels. Through different databases, Cox regression model analyses highlighted an association between ENI10 and poor progression-free intervals for more than 50% of cancer subtypes tested, and the potential of ENI10 to predict drug efficacy. The ENI10 index constitutes a robust tool to detect pretransformed tissues and identify high-risk patients at diagnosis. Owing to its biological link with refractory cancer stem cells, the ENI10 index constitutes a unique way of identifying effective treatments to improve clinical care. SIGNIFICANCE We identified a molecular signature called ENI10 which, owing to its biological link with stem cell properties, predicts patient outcome and drugs efficiency in breast and several other cancers. ENI10 should allow early and optimized clinical management of a broad number of cancers, regardless of the stage of tumor progression.
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Affiliation(s)
- Boris Guyot
- CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Inserm U1052, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Department of Cancer Initiation and Tumor cell Identity, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Universite Claude Bernard Lyon 1, CRCL, Lyon, France
| | - Flora Clément
- CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Inserm U1052, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Department of Cancer Initiation and Tumor cell Identity, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Universite Claude Bernard Lyon 1, CRCL, Lyon, France
| | | | - Xenia Schmidt
- CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Inserm U1052, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Department of Cancer Initiation and Tumor cell Identity, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Universite Claude Bernard Lyon 1, CRCL, Lyon, France
| | - Sylvain Lefort
- CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Inserm U1052, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Department of Cancer Initiation and Tumor cell Identity, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Universite Claude Bernard Lyon 1, CRCL, Lyon, France
| | - Emmanuel Delay
- CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Inserm U1052, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Department of Cancer Initiation and Tumor cell Identity, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Universite Claude Bernard Lyon 1, CRCL, Lyon, France
- Centre Léon Bérard, Lyon, France
| | | | - Jean-Philippe Foy
- CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Inserm U1052, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Department of Cancer Initiation and Tumor cell Identity, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Department of Tumor Escape Resistance and Immunity, CRCL, Lyon, France
| | - Sandrine Jeanpierre
- CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Inserm U1052, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Department of Cancer Initiation and Tumor cell Identity, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Universite Claude Bernard Lyon 1, CRCL, Lyon, France
- Centre Léon Bérard, Lyon, France
| | - Emilie Thomas
- Bioinformatics Platform, Synergie Lyon Cancer Foundation, Lyon, France
| | - Janice Kielbassa
- Bioinformatics Platform, Synergie Lyon Cancer Foundation, Lyon, France
| | - Laurie Tonon
- Bioinformatics Platform, Synergie Lyon Cancer Foundation, Lyon, France
| | - Helen He Zhu
- State Key Laboratory of Oncogenes and Related Genes, Renji-Med-X Stem Cell Research Center, Shanghai Cancer Institute and Department of Urology, Ren Ji Hospital, School of Medicine and School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai, P.R. China
| | - Pierre Saintigny
- CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Inserm U1052, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Department of Cancer Initiation and Tumor cell Identity, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Centre Léon Bérard, Lyon, France
- Department of Tumor Escape Resistance and Immunity, CRCL, Lyon, France
| | - Wei-Qiang Gao
- State Key Laboratory of Oncogenes and Related Genes, Renji-Med-X Stem Cell Research Center, Shanghai Cancer Institute and Department of Urology, Ren Ji Hospital, School of Medicine and School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai, P.R. China
- School of Biomedical Engineering and Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, P.R. China
| | - Arnaud de la Fouchardiere
- CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Inserm U1052, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Department of Cancer Initiation and Tumor cell Identity, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Centre Léon Bérard, Lyon, France
- Department of Tumor Escape Resistance and Immunity, CRCL, Lyon, France
| | - Franck Tirode
- CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Inserm U1052, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Department of Cancer Initiation and Tumor cell Identity, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Universite Claude Bernard Lyon 1, CRCL, Lyon, France
- Centre Léon Bérard, Lyon, France
| | - Alain Viari
- Bioinformatics Platform, Synergie Lyon Cancer Foundation, Lyon, France
| | - Jean-Yves Blay
- CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Inserm U1052, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Department of Cancer Initiation and Tumor cell Identity, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Centre Léon Bérard, Lyon, France
- Department of Tumor Escape Resistance and Immunity, CRCL, Lyon, France
| | - Véronique Maguer-Satta
- CNRS UMR5286, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Inserm U1052, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Department of Cancer Initiation and Tumor cell Identity, Centre de Recherche en Cancérologie de Lyon, Lyon, France
- Universite Claude Bernard Lyon 1, CRCL, Lyon, France
- Centre Léon Bérard, Lyon, France
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Todhunter ME, Miyano M, Carlson EG, Hinz S, LaBarge MA. Sustained postconfluent culture of human mammary epithelial cells enriches for luminal and c-Kit+ subtypes. Breast Cancer Res 2023; 25:6. [PMID: 36653787 PMCID: PMC9847146 DOI: 10.1186/s13058-022-01595-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2022] [Accepted: 12/16/2022] [Indexed: 01/19/2023] Open
Abstract
BACKGROUND A challenge in human mammary epithelial cell (HMEC) culture is sustaining the representation of competing luminal, myoepithelial, and progenitor lineages over time. As cells replicate in culture, myoepithelial cells come to dominate the composition of the culture with serial passaging. This drift in composition presents a challenge for studying luminal and progenitor cells, which are prospective cells of origin for most breast cancer subtypes. METHODS We demonstrate the use of postconfluent culture on HMECs. Postconfluent culture entails culturing HMECs for 2-5 weeks without passaging but maintaining frequent feedings in low-stress M87A culture medium. In contrast, standard HMEC culture entails enzymatic subculturing every 3-5 days to maintain subconfluent density. RESULTS When compared to standard HMEC culture, postconfluent culture yields increased proportions of luminal cells and c-Kit+ progenitor cells. Postconfluent cultures develop a distinct multilayered morphology with individual cells showing decreased physical deformability as compared to cells in standard culture. Gene expression analysis of postconfluent cells shows increased expression of lineage-specific markers and extracellular matrix components. CONCLUSIONS Postconfluent culture is a novel, useful strategy for altering the lineage composition of HMECs, by increasing the proportional representation of luminal and progenitor cells. We speculate that postconfluent culture creates a microenvironment with cellular composition closer to the physiological state and eases the isolation of scarce cell subtypes. As such, postconfluent culture is a valuable tool for researchers using HMECs for breast cancer research.
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Affiliation(s)
- Michael E. Todhunter
- grid.410425.60000 0004 0421 8357Department of Population Sciences, Beckman Research Institute at City of Hope, 1500 E. Duarte Rd, Duarte, CA 91010 USA
| | - Masaru Miyano
- grid.410425.60000 0004 0421 8357Department of Population Sciences, Beckman Research Institute at City of Hope, 1500 E. Duarte Rd, Duarte, CA 91010 USA
| | - Eric G. Carlson
- grid.410425.60000 0004 0421 8357Department of Population Sciences, Beckman Research Institute at City of Hope, 1500 E. Duarte Rd, Duarte, CA 91010 USA ,grid.410425.60000 0004 0421 8357Irell and Manella Graduate School of Biological Sciences, City of Hope, 1500 E. Duarte Rd, Duarte, CA 91010 USA
| | - Stefan Hinz
- grid.410425.60000 0004 0421 8357Department of Population Sciences, Beckman Research Institute at City of Hope, 1500 E. Duarte Rd, Duarte, CA 91010 USA
| | - Mark A. LaBarge
- grid.410425.60000 0004 0421 8357Department of Population Sciences, Beckman Research Institute at City of Hope, 1500 E. Duarte Rd, Duarte, CA 91010 USA
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