Cytometry Part A最新文献

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Single-cell analysis of osmoregulation reveals heterogeneity of aquaporin 4 functionality in human astrocytes. 渗透调节的单细胞分析揭示了人类星形胶质细胞中水汽素 4 功能的异质性。
IF 2.5 4区 生物学
Cytometry Part A Pub Date : 2024-11-06 DOI: 10.1002/cyto.a.24905
Hugo Steenberghen, Sarah De Beuckeleer, Niels Hellings, Veerle Somers, Elise Van Breedam, Peter Ponsaerts, Rony Nuydens, Hervé Maurin, Peter H Larsen, Winnok H De Vos
{"title":"Single-cell analysis of osmoregulation reveals heterogeneity of aquaporin 4 functionality in human astrocytes.","authors":"Hugo Steenberghen, Sarah De Beuckeleer, Niels Hellings, Veerle Somers, Elise Van Breedam, Peter Ponsaerts, Rony Nuydens, Hervé Maurin, Peter H Larsen, Winnok H De Vos","doi":"10.1002/cyto.a.24905","DOIUrl":"https://doi.org/10.1002/cyto.a.24905","url":null,"abstract":"<p><p>The water channel aquaporin 4 (AQP4) contributes to water flow and waste removal across the blood-brain barrier and its levels, organization and localization are perturbed in various neurological diseases, including Alzheimer's Disease. This renders AQP4 a potentially valuable therapeutic target. However, most functional assays aimed at identifying modulators of AQP4 function are performed with primary rodent cells and do not consider inter-cellular variations in AQP4 abundance and presentation. To address this, we have established and applied a robust live cell microscopy assay that captures the contribution of AQP4 in the osmotically driven (de-)quenching of the vital dye Calcein-AM with single-cell resolution. Using human astrocytoma cells, we found that performing measurements on cellular regions instead of whole fields of view yielded a more sensitive readout of the osmotic response, which correlated with AQP4 abundance. Stable co-expression of the two major AQP4 isoforms, but not of the individual isoforms, provoked a faster adaptation to osmotic changes, while siRNA-mediated knockdown of AQP4 had the opposite effect. Post-hoc correlation with the canonical membrane marker CD44 revealed that the speed of the osmotic response scaled with AQP4 membrane enrichment. Coating the substrate with laminin promoted AQP4 membrane enrichment, while cell confinement with fixed-size micropatterns further increased the speed of osmoregulation, underscoring the influence of extracellular factors. The osmotic response of primary fetal astrocytes and human iPSC-derived astrocyte models was comparable to AQP4-deficient astrocytoma cells, in line with their low AQP4 levels and indicative of their immature state. In conclusion, a correlative single-cell approach based on the quantification of Calcein-AM quenching capacity, AQP4 abundance and AQP4 membrane enrichment, allows resolving osmoregulation in a more sensitive manner and reveals heterogeneity between and within human astrocyte (-like) cultures, which could prove crucial for future screens aimed at identifying AQP4 modulators.</p>","PeriodicalId":11068,"journal":{"name":"Cytometry Part A","volume":null,"pages":null},"PeriodicalIF":2.5,"publicationDate":"2024-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142582516","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Measurable morphological features of single circulating tumor cells in selected solid tumors-A pilot study. 选定实体瘤中单个循环肿瘤细胞的可测量形态特征--一项试验研究。
IF 2.5 4区 生物学
Cytometry Part A Pub Date : 2024-11-05 DOI: 10.1002/cyto.a.24906
Robert Wenta, Julia Richert, Anna Muchlińska, Elżbieta Senkus, Grażyna Suchodolska, Sylwia Łapińska-Szumczyk, Paweł Domżalski, Kevin Miszewski, Marcin Matuszewski, Rafał Dziadziuszko, Anna Supernat, Anna Żaczek, Natalia Bednarz-Knoll
{"title":"Measurable morphological features of single circulating tumor cells in selected solid tumors-A pilot study.","authors":"Robert Wenta, Julia Richert, Anna Muchlińska, Elżbieta Senkus, Grażyna Suchodolska, Sylwia Łapińska-Szumczyk, Paweł Domżalski, Kevin Miszewski, Marcin Matuszewski, Rafał Dziadziuszko, Anna Supernat, Anna Żaczek, Natalia Bednarz-Knoll","doi":"10.1002/cyto.a.24906","DOIUrl":"https://doi.org/10.1002/cyto.a.24906","url":null,"abstract":"<p><p>Liquid biopsies developed into a range of sensitive technologies aiming to analyze for example, circulating tumor cells (CTCs) in peripheral blood, which significantly deepens understanding of the metastatic process. Nevertheless, examination of CTCs is mostly limited to their enumeration and usually only 2-3 markers-based phenotyping, not offering yet sufficient insight into their biology. In contrast, quantitative analysis of their morphological details might extend our knowledge about dissemination and even improve CTC isolation or label-free identification methods dependent on their physical features such as size, and deformability. Current study was conducted to describe CTCs' and their size, shape, presence of protrusions, and micronuclei across various types of cancers (lung, n = 29; ovarian, n = 24, breast, n = 54; and prostate, n = 33). Epithelial (pan-keratins), mesenchymal (vimentin), and two exclusion markers were used to identify CTCs and classify them into four epithelial and epithelial-mesenchymal transition-related phenotypes using standardized and throughput method, imaging flow cytometry. The morphological characteristics of CTCs, including their nuclei, such as circularity, the maximum, and minimum diagonal values were determined using an open-source software QuPath. On average, detected CTCs (n = 1156) were larger, and more irregular in shape compared to leukocytes/endothelial cells (n = 400). Epithelial and mesenchymal CTCs had the largest (median = 18.2 μm) and the smallest diameter (median = 10.4 μm), respectively. In terms of cancer-specific variations, the largest CTCs were identified in lung cancer, whereas the smallest-in prostate and breast cancers. Epithelial CTCs and those negative for both epithelial and mesenchymal markers exhibited the highest degree of elongation, whereas mesenchymal CTCs were the most irregular in shape. Protrusions and micronuclei were observed extremely rarely within CTCs of breast and prostate cancer (0.6%-0.8% of CTCs). Micronuclei were observed only in epithelial and epithelial-mesenchymal CTCs. This study underscores the significant variability in the morphological features of CTCs in relation to their phenotypic classification or even the particular organ of origin, potentially influencing for example, size-dependent CTC isolation methods. It demonstrates for the first time the morphological measurements of CTCs undergoing epithelial-mesenchymal transition, and some specific morphological details (i.e., protrusions, micronuclei) within CTCs in general.</p>","PeriodicalId":11068,"journal":{"name":"Cytometry Part A","volume":null,"pages":null},"PeriodicalIF":2.5,"publicationDate":"2024-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142575113","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A beginner's guide to supervised analysis for mass cytometry data in cancer biology. 癌症生物学中质控细胞仪数据的监督分析新手指南。
IF 2.5 4区 生物学
Cytometry Part A Pub Date : 2024-11-01 DOI: 10.1002/cyto.a.24901
Julia Wlosik, Samuel Granjeaud, Laurent Gorvel, Daniel Olive, Anne-Sophie Chretien
{"title":"A beginner's guide to supervised analysis for mass cytometry data in cancer biology.","authors":"Julia Wlosik, Samuel Granjeaud, Laurent Gorvel, Daniel Olive, Anne-Sophie Chretien","doi":"10.1002/cyto.a.24901","DOIUrl":"https://doi.org/10.1002/cyto.a.24901","url":null,"abstract":"<p><p>Mass cytometry enables deep profiling of biological samples at single-cell resolution. This technology is more than relevant in cancer research due to high cellular heterogeneity and complexity. Downstream analysis of high-dimensional datasets increasingly relies on machine learning (ML) to extract clinically relevant information, including supervised algorithms for classification and regression purposes. In cancer research, they are used to develop predictive models that will guide clinical decision making. However, the development of supervised algorithms faces major challenges, such as sufficient validation, before being translated into the clinics. In this work, we provide a framework for the analysis of mass cytometry data with a specific focus on supervised algorithms and practical examples of their applications. We also raise awareness on key issues regarding good practices for researchers curious to implement supervised ML on their mass cytometry data. Finally, we discuss the challenges of supervised ML application to cancer research.</p>","PeriodicalId":11068,"journal":{"name":"Cytometry Part A","volume":null,"pages":null},"PeriodicalIF":2.5,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142564163","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
OMIP-109: 45-color full spectrum flow cytometry panel for deep immunophenotyping of the major lineages present in human peripheral blood mononuclear cells with emphasis on the T cell memory compartment. OMIP-109:45 色全光谱流式细胞仪面板,用于对人类外周血单核细胞中存在的主要系进行深度免疫分型,重点是 T 细胞记忆区。
IF 2.5 4区 生物学
Cytometry Part A Pub Date : 2024-10-28 DOI: 10.1002/cyto.a.24900
Lily M Park, Joanne Lannigan, Quentin Low, Maria C Jaimes, Diana L Bonilla
{"title":"OMIP-109: 45-color full spectrum flow cytometry panel for deep immunophenotyping of the major lineages present in human peripheral blood mononuclear cells with emphasis on the T cell memory compartment.","authors":"Lily M Park, Joanne Lannigan, Quentin Low, Maria C Jaimes, Diana L Bonilla","doi":"10.1002/cyto.a.24900","DOIUrl":"https://doi.org/10.1002/cyto.a.24900","url":null,"abstract":"<p><p>The need for more in-depth exploration of the human immune system has moved the flow cytometry field forward with advances in instrumentation, reagent development and availability, and user-friendly implementation of data analysis methods. We developed a high-quality human 45-color panel, for comprehensive characterization of major cell lineages present in circulation including T cells, γδ T cells, NKT-like cells, B cells, NK cells, monocytes, basophils, dendritic cells, and ILCs. Assay optimization steps are described in detail to ensure that each marker in the panel was optimally resolved. In addition, we highlight the outstanding discernment of cell activation, exhaustion, memory, and differentiation states of CD4+ and CD8+ T cells using this 45-color panel. The panel enabled an in-depth description of very distinct phenotypes associated with the complexity of the T cell memory response. Furthermore, we present how this panel can be effectively used for cell sorting on instruments with a similar optical layout to achieve the same level of resolution. Functional evaluation of sorted specific rare cell subsets demonstrated significantly different patterns of immunological responses to stimulation, supporting functional and phenotypic differences within the T cell memory subsets. In summary, the combination of full spectrum profiling technology and careful assay design and optimization results in a high resolution multiparametric 45-color assay. This panel offers the opportunity to fully characterize immunological profiles present in peripheral blood in the context of infectious diseases, autoimmunity, neurodegeneration, immunotherapy, and biomarker discovery.</p>","PeriodicalId":11068,"journal":{"name":"Cytometry Part A","volume":null,"pages":null},"PeriodicalIF":2.5,"publicationDate":"2024-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142521288","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Overcoming fixation and permeabilization challenges in flow cytometry by optical barcoding and multi-pass acquisition. 通过光学条形码和多通道采集克服流式细胞仪中的固定和渗透难题。
IF 2.5 4区 生物学
Cytometry Part A Pub Date : 2024-10-28 DOI: 10.1002/cyto.a.24904
Marissa D Fahlberg, Sarah Forward, Emane Rose Assita, Michael Mazzola, Anna Kiem, Maris Handley, Seok-Hyun Yun, Sheldon J J Kwok
{"title":"Overcoming fixation and permeabilization challenges in flow cytometry by optical barcoding and multi-pass acquisition.","authors":"Marissa D Fahlberg, Sarah Forward, Emane Rose Assita, Michael Mazzola, Anna Kiem, Maris Handley, Seok-Hyun Yun, Sheldon J J Kwok","doi":"10.1002/cyto.a.24904","DOIUrl":"10.1002/cyto.a.24904","url":null,"abstract":"<p><p>The fixation and permeabilization of cells are essential for labeling intracellular biomarkers in flow cytometry. However, these chemical treatments often alter fragile targets, such as cell surface and fluorescent proteins (FPs), and can destroy chemically-sensitive fluorescent labels. This reduces measurement accuracy and introduces compromises into sample workflows, leading to losses in data quality. Here, we demonstrate a novel multi-pass flow cytometry approach to address this long-standing problem. Our technique utilizes individual cell barcoding with laser particles, enabling sequential analysis of the same cells with single-cell resolution maintained. Chemically-fragile protein markers and their fluorochrome conjugates are measured prior to destructive sample processing and adjoined to subsequent measurements of intracellular markers after fixation and permeabilization. We demonstrate the effectiveness of our technique in accurately measuring intracellular FPs and methanol-sensitive antigens and fluorophores, along with various surface and intracellular markers. This approach significantly enhances assay flexibility, enabling accurate and comprehensive cellular analysis without the constraints of conventional one-time measurement flow cytometry. This innovation paves new avenues in flow cytometry for a wide range of applications in immuno-oncology, stem cell research, and cell biology.</p>","PeriodicalId":11068,"journal":{"name":"Cytometry Part A","volume":null,"pages":null},"PeriodicalIF":2.5,"publicationDate":"2024-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142521299","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Potential and challenges of clinical high-dimensional flow cytometry: A call to action. 临床高维流式细胞术的潜力与挑战:行动呼吁。
IF 2.5 4区 生物学
Cytometry Part A Pub Date : 2024-10-23 DOI: 10.1002/cyto.a.24902
Thomas Liechti, Iva Lelios, Aaron Schroeder, Vilma Decman, Christele Gonneau, Christopher Groves, Cherie Green, Enrique Gomez Alcaide
{"title":"Potential and challenges of clinical high-dimensional flow cytometry: A call to action.","authors":"Thomas Liechti, Iva Lelios, Aaron Schroeder, Vilma Decman, Christele Gonneau, Christopher Groves, Cherie Green, Enrique Gomez Alcaide","doi":"10.1002/cyto.a.24902","DOIUrl":"https://doi.org/10.1002/cyto.a.24902","url":null,"abstract":"<p><p>Clinical biomarker strategies increasingly integrate translational research to gain new insights into disease mechanisms or to define better biomarkers in clinical trials. High-dimensional flow cytometry (HDFCM) holds the promise to enhance the exploratory potential beyond traditional, targeted biomarker strategies. However, the increased complexity of HDFCM poses several challenges, which need to be addressed in order to fully leverage its potential and to align with current regulatory requirements in clinical flow cytometry. These challenges include among others extended timelines for assay development and validation, the necessity for extensive knowledge in HDFCM, and sophisticated data analysis strategies. However, no guidelines exist on how to manage such challenges in adopting clinical HDFCM. Our CYTO 2024 workshop \"Potential and challenges of clinical high-dimensional flow cytometry\" aimed to find consensus across the pharmaceutical industry and broader scientific community on the overall benefits and most urgent challenges of HDFCM in clinical trials. Here, we summarize the insights we gained from our workshop. While this report does not provide a blueprint, it is a first step in defining and summarizing the most pressing challenges in implementing HDFCM in clinical trials. Furthermore, we compile current efforts with the goal to overcome some of these challenges. As such we bring the scientific community and health authorities together to build solutions, which will accelerate and simplify the full adoption of HDFCM in clinical trials.</p>","PeriodicalId":11068,"journal":{"name":"Cytometry Part A","volume":null,"pages":null},"PeriodicalIF":2.5,"publicationDate":"2024-10-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142496717","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Volume 105A, Number 10, October 2024 Cover Image 第 105A 卷,第 10 号,2024 年 10 月 封面图片
IF 2.5 4区 生物学
Cytometry Part A Pub Date : 2024-10-16 DOI: 10.1002/cyto.a.24760
{"title":"Volume 105A, Number 10, October 2024 Cover Image","authors":"","doi":"10.1002/cyto.a.24760","DOIUrl":"https://doi.org/10.1002/cyto.a.24760","url":null,"abstract":"","PeriodicalId":11068,"journal":{"name":"Cytometry Part A","volume":null,"pages":null},"PeriodicalIF":2.5,"publicationDate":"2024-10-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/cyto.a.24760","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142447592","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
SCIP: A scalable, reproducible, and open-source pipeline for morphological profiling image cytometry and microscopy data. SCIP:可扩展、可重现、开源的形态剖析图像细胞仪和显微镜数据管道。
IF 2.5 4区 生物学
Cytometry Part A Pub Date : 2024-10-01 DOI: 10.1002/cyto.a.24896
Maxim Lippeveld, Daniel Peralta, Andrew Filby, Yvan Saeys
{"title":"SCIP: A scalable, reproducible, and open-source pipeline for morphological profiling image cytometry and microscopy data.","authors":"Maxim Lippeveld, Daniel Peralta, Andrew Filby, Yvan Saeys","doi":"10.1002/cyto.a.24896","DOIUrl":"https://doi.org/10.1002/cyto.a.24896","url":null,"abstract":"<p><p>Imaging flow cytometry (IFC) provides single-cell imaging data at a high acquisition rate. It is increasingly used in image-based profiling experiments consisting of hundreds of thousands of multi-channel images of cells. Currently available software solutions for processing microscopy data can provide good results in downstream analysis, but are limited in efficiency and scalability, and often ill-adapted to IFC data. In this work, we propose Scalable Cytometry Image Processing (SCIP), a Python software that efficiently processes images from IFC and standard microscopy datasets. We also propose a file format for efficiently storing IFC data. We showcase our contributions on two large-scale microscopy and one IFC datasets, all of which are publicly available. Our results show that SCIP can extract the same kind of information as other tools, in a much shorter time and in a more scalable manner.</p>","PeriodicalId":11068,"journal":{"name":"Cytometry Part A","volume":null,"pages":null},"PeriodicalIF":2.5,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142343358","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
OMIP‐108: 22‐color flow cytometry panel for detection and monitoring of chimerism and immune reconstitution in porcine‐to‐baboon models of operational xenotransplant tolerance studies OMIP-108:用于检测和监测猪-狒狒异种移植耐受性操作研究模型中嵌合体和免疫重建的22色流式细胞仪面板
IF 3.7 4区 生物学
Cytometry Part A Pub Date : 2024-09-18 DOI: 10.1002/cyto.a.24899
M. Esad Gunes, Daniel H. Wolbrom, Emilie Ditlev Nygaard, Elin Manell, Philip Jordache, Susan Qudus, Alexander Cadelina, Joshua Weiner, Greg Nowak
{"title":"OMIP‐108: 22‐color flow cytometry panel for detection and monitoring of chimerism and immune reconstitution in porcine‐to‐baboon models of operational xenotransplant tolerance studies","authors":"M. Esad Gunes, Daniel H. Wolbrom, Emilie Ditlev Nygaard, Elin Manell, Philip Jordache, Susan Qudus, Alexander Cadelina, Joshua Weiner, Greg Nowak","doi":"10.1002/cyto.a.24899","DOIUrl":"https://doi.org/10.1002/cyto.a.24899","url":null,"abstract":"","PeriodicalId":11068,"journal":{"name":"Cytometry Part A","volume":null,"pages":null},"PeriodicalIF":3.7,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142249533","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Volume 105A, Number 9, September 2024 Cover Image 第 105A 卷,第 9 号,2024 年 9 月 封面图片
IF 2.5 4区 生物学
Cytometry Part A Pub Date : 2024-09-14 DOI: 10.1002/cyto.a.24758
{"title":"Volume 105A, Number 9, September 2024 Cover Image","authors":"","doi":"10.1002/cyto.a.24758","DOIUrl":"https://doi.org/10.1002/cyto.a.24758","url":null,"abstract":"","PeriodicalId":11068,"journal":{"name":"Cytometry Part A","volume":null,"pages":null},"PeriodicalIF":2.5,"publicationDate":"2024-09-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/cyto.a.24758","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142233210","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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