MSCProfiler:用于研究间充质干细胞异质性的单细胞图像处理工作流程。

IF 2.2 4区 工程技术 Q3 BIOCHEMICAL RESEARCH METHODS
BioTechniques Pub Date : 2023-11-01 Epub Date: 2023-11-02 DOI:10.2144/btn-2023-0048
Ayona Gupta, Safia Kousar Shaik, Lakshmi Balasubramanian, Uttara Chakraborty
{"title":"MSCProfiler:用于研究间充质干细胞异质性的单细胞图像处理工作流程。","authors":"Ayona Gupta, Safia Kousar Shaik, Lakshmi Balasubramanian, Uttara Chakraborty","doi":"10.2144/btn-2023-0048","DOIUrl":null,"url":null,"abstract":"<p><p>Single cell cytometry has demonstrated plausible immuno-heterogeneity of mesenchymal stem cells (MSCs) owing to their multivariate stromal origin. To contribute successfully to next-generation stem cell therapeutics, a deeper understanding of their cellular morphology and immunophenotype is important. In this study, the authors describe MSCProfiler, an image analysis pipeline developed using CellProfiler software. This workflow can extract geometrical and texture features such as shape, size, eccentricity and entropy, along with intensity values of the surface markers from multiple single cell images obtained using imaging flow cytometry. This screening pipeline can be used to analyze geometrical and texture features of all types of MSCs across different passages hallmarked by enhanced feature extraction potential from brightfield and fluorescent images of the cells.</p>","PeriodicalId":8945,"journal":{"name":"BioTechniques","volume":null,"pages":null},"PeriodicalIF":2.2000,"publicationDate":"2023-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"MSCProfiler: a single cell image processing workflow to investigate mesenchymal stem cell heterogeneity.\",\"authors\":\"Ayona Gupta, Safia Kousar Shaik, Lakshmi Balasubramanian, Uttara Chakraborty\",\"doi\":\"10.2144/btn-2023-0048\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Single cell cytometry has demonstrated plausible immuno-heterogeneity of mesenchymal stem cells (MSCs) owing to their multivariate stromal origin. To contribute successfully to next-generation stem cell therapeutics, a deeper understanding of their cellular morphology and immunophenotype is important. In this study, the authors describe MSCProfiler, an image analysis pipeline developed using CellProfiler software. This workflow can extract geometrical and texture features such as shape, size, eccentricity and entropy, along with intensity values of the surface markers from multiple single cell images obtained using imaging flow cytometry. This screening pipeline can be used to analyze geometrical and texture features of all types of MSCs across different passages hallmarked by enhanced feature extraction potential from brightfield and fluorescent images of the cells.</p>\",\"PeriodicalId\":8945,\"journal\":{\"name\":\"BioTechniques\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":2.2000,\"publicationDate\":\"2023-11-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"BioTechniques\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://doi.org/10.2144/btn-2023-0048\",\"RegionNum\":4,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2023/11/2 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q3\",\"JCRName\":\"BIOCHEMICAL RESEARCH METHODS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"BioTechniques","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.2144/btn-2023-0048","RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2023/11/2 0:00:00","PubModel":"Epub","JCR":"Q3","JCRName":"BIOCHEMICAL RESEARCH METHODS","Score":null,"Total":0}
引用次数: 0

摘要

由于间充质干细胞的多变量基质来源,单细胞细胞术已证明其具有合理的免疫异质性。为了成功地为下一代干细胞治疗做出贡献,深入了解其细胞形态和免疫表型至关重要。在本研究中,作者描述了MSCProfiler,这是一种使用CellProfiler软件开发的图像分析管道。该工作流程可以从使用成像流式细胞术获得的多个单细胞图像中提取几何和纹理特征,如形状、大小、偏心率和熵,以及表面标记的强度值。该筛选管道可用于分析不同传代中所有类型MSC的几何和纹理特征,其特征是从细胞的明场和荧光图像中增强了特征提取潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
MSCProfiler: a single cell image processing workflow to investigate mesenchymal stem cell heterogeneity.

Single cell cytometry has demonstrated plausible immuno-heterogeneity of mesenchymal stem cells (MSCs) owing to their multivariate stromal origin. To contribute successfully to next-generation stem cell therapeutics, a deeper understanding of their cellular morphology and immunophenotype is important. In this study, the authors describe MSCProfiler, an image analysis pipeline developed using CellProfiler software. This workflow can extract geometrical and texture features such as shape, size, eccentricity and entropy, along with intensity values of the surface markers from multiple single cell images obtained using imaging flow cytometry. This screening pipeline can be used to analyze geometrical and texture features of all types of MSCs across different passages hallmarked by enhanced feature extraction potential from brightfield and fluorescent images of the cells.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
BioTechniques
BioTechniques 工程技术-生化研究方法
CiteScore
4.40
自引率
0.00%
发文量
68
审稿时长
3.3 months
期刊介绍: BioTechniques is a peer-reviewed, open-access journal dedicated to publishing original laboratory methods, related technical and software tools, and methods-oriented review articles that are of broad interest to professional life scientists, as well as to scientists from other disciplines (e.g., chemistry, physics, computer science, plant and agricultural science and climate science) interested in life science applications for their technologies. Since 1983, BioTechniques has been a leading peer-reviewed journal for methods-related research. The journal considers: Reports describing innovative new methods, platforms and software, substantive modifications to existing methods, or innovative applications of existing methods, techniques & tools to new models or scientific questions Descriptions of technical tools that facilitate the design or performance of experiments or data analysis, such as software and simple laboratory devices Surveys of technical approaches related to broad fields of research Reviews discussing advancements in techniques and methods related to broad fields of research Letters to the Editor and Expert Opinions highlighting interesting observations or cautionary tales concerning experimental design, methodology or analysis.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信