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The research was supported by grants from the Instituto de Salud Carlos III (PI22/01892, PMP22/00054, PMP21/00107), "A way to achieve Europe" (FEDER) and "Contigo contra el cancer de la mujer" Foundation.

Analysis of institutional authors

Hardisson, DavidAuthorEsteban-Rodriguez, IsabelAuthor

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February 24, 2025
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Single-Cell RNA Sequencing on Formalin-Fixed and Paraffin-Embedded (FFPE) Tissue Identified Multi-Ciliary Cells in Breast Cancer

Publicated to:Cells. 14 (3): 197- - 2025-02-01 14(3), DOI: 10.3390/cells14030197

Authors: Gonzalez-Martinez, Silvia; Palacios, Jose; Carretero-Barrio, Irene; Lanza, Val F; Piqueras, Monica Garcia-Cosio; Caniego-Casas, Tamara; Hardisson, David; Esteban-Rodriguez, Isabel; Cortes, Javier; Perez-Mies, Belen

Affiliations

Carlos III Hlth Inst, Ctr Biomed Res Canc Networks CIBERONC, Madrid 28029, Spain - Author
Carlos III Hlth Inst, Ctr Biomed Res Infect Dis Networks CIBERINFEC, Madrid 28029, Spain - Author
Contigo Canc Mujer Fdn, Madrid 28010, Spain - Author
European Univ Madrid, Fac Biomed & Hlth Sci, Dept Med, Madrid 28670, Spain - Author
Hosp Beata Maria Ana Jesus, IOB Inst Oncol Madrid, Madrid 28007, Spain - Author
Hosp Univ La Paz IdiPAZ, Dept Pathol, Madrid 28046, Spain - Author
Int Breast Canc Ctr IBCC, Quiron Salud Grp, Pangaea Oncol, Barcelona 08017, Spain - Author
Med Scientia Innovat Res, Barcelona 08007, Spain - Author
Med Scientia Innovat Res, Ridgewood, NJ 07450 USA - Author
Ramon & Cajal Hlth Res Inst IRYCIS, Mol Pathol Canc Grp, Madrid 28034, Spain - Author
Ramon & Cajal Hlth Res Inst IRYCIS, UCA GTB Unit, Madrid 28034, Spain - Author
Ramon & Cajal Univ Hosp, Dept Pathol, Madrid 28034, Spain - Author
Univ Alcala, Fac Med, Madrid 28801, Spain - Author
Univ Autonoma Madrid, Fac Med, Madrid 28049, Spain - Author
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Abstract

The purpose of this study was to evaluate the suitability of formalin-fixed and paraffin-embedded (FFPE) samples and fixed fresh (FF) samples for single-cell RNA sequencing (scRNAseq). To this end, we compared single-cell profiles from FFPE and matched FF tissue samples of one invasive carcinoma of no special type carcinoma (invasive ductal carcinoma-IDC) and one invasive lobular carcinoma (ILC) to assess consistency in cell type distribution and molecular profiles. The results were validated using immunohistochemistry (IHC), fluorescence in situ hybridization (FISH), and electron microscopy. Additionally, immune cell proportions identified by IHC were quantified using QuPath and compared to the scRNAseq results. FFPE- and FF-derived libraries demonstrated high-quality sequencing metrics, and cellular heterogeneity was similar. No exclusive cell populations were identified by either approach. The four samples analysis identified six types of epithelial cells, as well as tumoral microenvironment populations. The scRNAseq results from epithelial neoplastic cells were concordant with common IHC markers. The proportion of immune cells identified by IHC in FFPE sections were similar to those obtained by scRNAseq. We identified and validated a previously poorly recognized subpopulation of neoplastic multi-ciliated cells (MCCs) (FOXJ1, ROPN1L). Analysis of FOXJ1 in 214 ER-positive invasive carcinomas demonstrated protein expression in one third of tumors, suggesting frequent focal MCC differentiation. Our results support the suitability of scRNAseq analysis using FFPE tissue, and identified a subpopulation of neoplastic MCC in breast cancer.

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Quality index

Impact and social visibility

From the perspective of influence or social adoption, and based on metrics associated with mentions and interactions provided by agencies specializing in calculating the so-called "Alternative or Social Metrics," we can highlight as of 2025-07-08:

  • The use, from an academic perspective evidenced by the Altmetric agency indicator referring to aggregations made by the personal bibliographic manager Mendeley, gives us a total of: 3.
  • The use of this contribution in bookmarks, code forks, additions to favorite lists for recurrent reading, as well as general views, indicates that someone is using the publication as a basis for their current work. This may be a notable indicator of future more formal and academic citations. This claim is supported by the result of the "Capture" indicator, which yields a total of: 3 (PlumX).

With a more dissemination-oriented intent and targeting more general audiences, we can observe other more global scores such as:

  • The Total Score from Altmetric: 3.35.
  • The number of mentions on the social network X (formerly Twitter): 4 (Altmetric).

Leadership analysis of institutional authors

This work has been carried out with international collaboration, specifically with researchers from: United States of America.