Jared M Campbell, Abbas Habibalahi, Adnan Agha, Shannon Handley, Aline Knab, Xiaohu Xu, Akanksha Bhargava, Zhilin Lei, Max Mackevicius, Yuan Tian, Saabah B Mahbub, Ayad G Anwer, Stan Gronthos, Sharon Paton, Shane T Grey, Lindsay Wu, Robert B Gilchrist, Ewa M Goldys
{"title":"通过自发荧光多光谱成像技术对人间质基质细胞干性和未来生长潜力进行单细胞、无标记表征。","authors":"Jared M Campbell, Abbas Habibalahi, Adnan Agha, Shannon Handley, Aline Knab, Xiaohu Xu, Akanksha Bhargava, Zhilin Lei, Max Mackevicius, Yuan Tian, Saabah B Mahbub, Ayad G Anwer, Stan Gronthos, Sharon Paton, Shane T Grey, Lindsay Wu, Robert B Gilchrist, Ewa M Goldys","doi":"10.1007/s12015-024-10778-4","DOIUrl":null,"url":null,"abstract":"<p><strong>Aim: </strong>To use autofluorescence multispectral imaging (AFMI) to develop a non-invasive assay for the in-depth characterisation of human bone marrow derived mesenchymal stromal cells (hBM-MSCs).</p><p><strong>Methods: </strong>hBM-MSCs were imaged by AFMI on gridded dishes, stained for endpoints of interest (STRO-1 positivity, alkaline phosphatase, beta galactosidase, DNA content) then relocated and results correlated. Intensity, texture and morphological features were used to characterise the colour distribution of regions of interest, and canonical discriminant analysis was used to separate groups. Additionally, hBM-MSC lines were cultured to arrest, with AFMI images taken after each passage to investigate whether an assay could be developed for growth potential.</p><p><strong>Results: </strong>STRO-1 positivity could be predicted with a receiver operator characteristic area under the curve (AUC) of 0.67. For spontaneous differentiation this was 0.66, for entry to the cell-cycle it was 0.77 and for senescence it was 0.77. Growth potential (population doublings remaining) was estimated with an RMSPE = 2.296. The Mean Absolute Error of the final prediction model indicated that growth potential could be predicted with an error of ± 1.86 doublings remaining.</p><p><strong>Conclusions: </strong>This non-invasive methodology enabled the in-depth characterisation of hBM-MSCs from a single assay. This approach is advantageous for clinical applications as well as research and stands out for the characterisation of both present status as well as future behaviour. The use of data from five MSC lines with heterogenous AFMI profiles supports potential generalisability.</p>","PeriodicalId":21955,"journal":{"name":"Stem Cell Reviews and Reports","volume":" ","pages":"2283-2292"},"PeriodicalIF":4.5000,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11554749/pdf/","citationCount":"0","resultStr":"{\"title\":\"Single cell, Label free Characterisation of Human Mesenchymal Stromal cell Stemness and Future Growth Potential by Autofluorescence Multispectral Imaging.\",\"authors\":\"Jared M Campbell, Abbas Habibalahi, Adnan Agha, Shannon Handley, Aline Knab, Xiaohu Xu, Akanksha Bhargava, Zhilin Lei, Max Mackevicius, Yuan Tian, Saabah B Mahbub, Ayad G Anwer, Stan Gronthos, Sharon Paton, Shane T Grey, Lindsay Wu, Robert B Gilchrist, Ewa M Goldys\",\"doi\":\"10.1007/s12015-024-10778-4\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Aim: </strong>To use autofluorescence multispectral imaging (AFMI) to develop a non-invasive assay for the in-depth characterisation of human bone marrow derived mesenchymal stromal cells (hBM-MSCs).</p><p><strong>Methods: </strong>hBM-MSCs were imaged by AFMI on gridded dishes, stained for endpoints of interest (STRO-1 positivity, alkaline phosphatase, beta galactosidase, DNA content) then relocated and results correlated. Intensity, texture and morphological features were used to characterise the colour distribution of regions of interest, and canonical discriminant analysis was used to separate groups. Additionally, hBM-MSC lines were cultured to arrest, with AFMI images taken after each passage to investigate whether an assay could be developed for growth potential.</p><p><strong>Results: </strong>STRO-1 positivity could be predicted with a receiver operator characteristic area under the curve (AUC) of 0.67. For spontaneous differentiation this was 0.66, for entry to the cell-cycle it was 0.77 and for senescence it was 0.77. Growth potential (population doublings remaining) was estimated with an RMSPE = 2.296. The Mean Absolute Error of the final prediction model indicated that growth potential could be predicted with an error of ± 1.86 doublings remaining.</p><p><strong>Conclusions: </strong>This non-invasive methodology enabled the in-depth characterisation of hBM-MSCs from a single assay. This approach is advantageous for clinical applications as well as research and stands out for the characterisation of both present status as well as future behaviour. The use of data from five MSC lines with heterogenous AFMI profiles supports potential generalisability.</p>\",\"PeriodicalId\":21955,\"journal\":{\"name\":\"Stem Cell Reviews and Reports\",\"volume\":\" \",\"pages\":\"2283-2292\"},\"PeriodicalIF\":4.5000,\"publicationDate\":\"2024-11-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11554749/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Stem Cell Reviews and Reports\",\"FirstCategoryId\":\"88\",\"ListUrlMain\":\"https://doi.org/10.1007/s12015-024-10778-4\",\"RegionNum\":3,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2024/8/27 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q2\",\"JCRName\":\"CELL & TISSUE ENGINEERING\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Stem Cell Reviews and Reports","FirstCategoryId":"88","ListUrlMain":"https://doi.org/10.1007/s12015-024-10778-4","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/8/27 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"CELL & TISSUE ENGINEERING","Score":null,"Total":0}
Single cell, Label free Characterisation of Human Mesenchymal Stromal cell Stemness and Future Growth Potential by Autofluorescence Multispectral Imaging.
Aim: To use autofluorescence multispectral imaging (AFMI) to develop a non-invasive assay for the in-depth characterisation of human bone marrow derived mesenchymal stromal cells (hBM-MSCs).
Methods: hBM-MSCs were imaged by AFMI on gridded dishes, stained for endpoints of interest (STRO-1 positivity, alkaline phosphatase, beta galactosidase, DNA content) then relocated and results correlated. Intensity, texture and morphological features were used to characterise the colour distribution of regions of interest, and canonical discriminant analysis was used to separate groups. Additionally, hBM-MSC lines were cultured to arrest, with AFMI images taken after each passage to investigate whether an assay could be developed for growth potential.
Results: STRO-1 positivity could be predicted with a receiver operator characteristic area under the curve (AUC) of 0.67. For spontaneous differentiation this was 0.66, for entry to the cell-cycle it was 0.77 and for senescence it was 0.77. Growth potential (population doublings remaining) was estimated with an RMSPE = 2.296. The Mean Absolute Error of the final prediction model indicated that growth potential could be predicted with an error of ± 1.86 doublings remaining.
Conclusions: This non-invasive methodology enabled the in-depth characterisation of hBM-MSCs from a single assay. This approach is advantageous for clinical applications as well as research and stands out for the characterisation of both present status as well as future behaviour. The use of data from five MSC lines with heterogenous AFMI profiles supports potential generalisability.
期刊介绍:
The purpose of Stem Cell Reviews and Reports is to cover contemporary and emerging areas in stem cell research and regenerative medicine. The journal will consider for publication:
i) solicited or unsolicited reviews of topical areas of stem cell biology that highlight, critique and synthesize recent important findings in the field.
ii) full length and short reports presenting original experimental work.
iii) translational stem cell studies describing results of clinical trials using stem cells as therapeutics.
iv) papers focused on diseases of stem cells.
v) hypothesis and commentary articles as opinion-based pieces in which authors can propose a new theory, interpretation of a controversial area in stem cell biology, or a stem cell biology question or paradigm. These articles contain more speculation than reviews, but they should be based on solid rationale.
vi) protocols as peer-reviewed procedures that provide step-by-step descriptions, outlined in sufficient detail, so that both experts and novices can apply them to their own research.
vii) letters to the editor and correspondence.
In order to facilitate this exchange of scientific information and exciting novel ideas, the journal has created five thematic sections, focusing on:
i) the role of adult stem cells in tissue regeneration;
ii) progress in research on induced pluripotent stem cells, embryonic stem cells and mechanism governing embryogenesis and tissue development;
iii) the role of microenvironment and extracellular microvesicles in directing the fate of stem cells;
iv) mechanisms of stem cell trafficking, stem cell mobilization and homing with special emphasis on hematopoiesis;
v) the role of stem cells in aging processes and cancerogenesis.