دورية أكاديمية
Single-cell Mayo Map (scMayoMap): an easy-to-use tool for cell type annotation in single-cell RNA-sequencing data analysis.
العنوان: | Single-cell Mayo Map (scMayoMap): an easy-to-use tool for cell type annotation in single-cell RNA-sequencing data analysis. |
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المؤلفون: | Yang L; Division of Computational Biology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, 55905, USA.; Center for Individualized Medicine, Mayo Clinic, Rochester, MN, 55905, USA., Ng YE; Robert and Arlene Kogod Center On Aging, Mayo Clinic, Rochester, MN, 55905, USA., Sun H; Department of Biochemistry and Microbiology, Rutgers University, New Brunswick, NJ, 08901, USA., Li Y; Department of Quantitative Health Sciences, Mayo Clinic, Jacksonville, FL, 32224, USA., Chini LCS; Robert and Arlene Kogod Center On Aging, Mayo Clinic, Rochester, MN, 55905, USA., LeBrasseur NK; Robert and Arlene Kogod Center On Aging, Mayo Clinic, Rochester, MN, 55905, USA. lebrasseur.nathan@mayo.edu.; Department of Physical Medicine and Rehabilitation, Mayo Clinic, Rochester, MN, 55905, USA. lebrasseur.nathan@mayo.edu., Chen J; Division of Computational Biology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, 55905, USA. chen.jun2@mayo.edu.; Center for Individualized Medicine, Mayo Clinic, Rochester, MN, 55905, USA. chen.jun2@mayo.edu., Zhang X; Robert and Arlene Kogod Center On Aging, Mayo Clinic, Rochester, MN, 55905, USA. zhang.xu@mayo.edu.; Department of Biochemistry and Molecular Biology, Mayo Clinic, Rochester, MN, 55905, USA. zhang.xu@mayo.edu. |
المصدر: | BMC biology [BMC Biol] 2023 Oct 20; Vol. 21 (1), pp. 223. Date of Electronic Publication: 2023 Oct 20. |
نوع المنشور: | Journal Article; Research Support, U.S. Gov't, Non-P.H.S.; Research Support, N.I.H., Extramural; Research Support, Non-U.S. Gov't |
اللغة: | English |
بيانات الدورية: | Publisher: BioMed Central Country of Publication: England NLM ID: 101190720 Publication Model: Electronic Cited Medium: Internet ISSN: 1741-7007 (Electronic) Linking ISSN: 17417007 NLM ISO Abbreviation: BMC Biol Subsets: MEDLINE |
أسماء مطبوعة: | Original Publication: [London] : BioMed Central, c2003- |
مواضيع طبية MeSH: | Software* , Single-Cell Analysis*/methods, Data Analysis ; RNA ; Sequence Analysis, RNA/methods ; Gene Expression Profiling/methods |
مستخلص: | Background: Single-cell RNA-sequencing (scRNA-seq) has become a widely used tool for both basic and translational biomedical research. In scRNA-seq data analysis, cell type annotation is an essential but challenging step. In the past few years, several annotation tools have been developed. These methods require either labeled training/reference datasets, which are not always available, or a list of predefined cell subset markers, which are subject to biases. Thus, a user-friendly and precise annotation tool is still critically needed. Results: We curated a comprehensive cell marker database named scMayoMapDatabase and developed a companion R package scMayoMap, an easy-to-use single-cell annotation tool, to provide fast and accurate cell type annotation. The effectiveness of scMayoMap was demonstrated in 48 independent scRNA-seq datasets across different platforms and tissues. Additionally, the scMayoMapDatabase can be integrated with other tools and further improve their performance. Conclusions: scMayoMap and scMayoMapDatabase will help investigators to define the cell types in their scRNA-seq data in a streamlined and user-friendly way. (© 2023. BioMed Central Ltd., part of Springer Nature.) |
التعليقات: | Update of: bioRxiv. 2023 May 04;:. (PMID: 37205463) |
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معلومات مُعتمدة: | R21 HG011662 United States HG NHGRI NIH HHS; U54 AG079754 United States AG NIA NIH HHS; U54 AG044170 United States AG NIA NIH HHS; P01 AG062413 United States AG NIA NIH HHS; R01 GM144351 United States GM NIGMS NIH HHS; R01 AG055529 United States AG NIA NIH HHS |
فهرسة مساهمة: | Keywords: Cell type annotation; Cell type markers; Single-cell RNA-sequencing; scMayoMap; scMayoMapDatabase |
المشرفين على المادة: | 63231-63-0 (RNA) |
تواريخ الأحداث: | Date Created: 20231020 Date Completed: 20231023 Latest Revision: 20240210 |
رمز التحديث: | 20240210 |
مُعرف محوري في PubMed: | PMC10588107 |
DOI: | 10.1186/s12915-023-01728-6 |
PMID: | 37858214 |
قاعدة البيانات: | MEDLINE |
تدمد: | 1741-7007 |
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DOI: | 10.1186/s12915-023-01728-6 |