108 results on '"single-cell resolution"'
Search Results
2. Identification of a hypoxia-suppressed lncRNA RAMP2-AS1 in breast cancer
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Weiyang Lou, Shuyuan Xiao, and Kuailu Lin
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Hypoxia ,Single-cell resolution ,RAMP2-AS1 ,Breast cancer ,Prognosis ,Genetics ,QH426-470 - Abstract
Hypoxia is a critical feature of solid tumors and exerts crucial roles in cancers, including breast cancer. However, the detailed relationship between lncRNA-miRNA-mRNA triple network and hypoxia in breast cancer is still indistinct. In this study, a series of in silico analyses and online databases or tools were employed to establish a hypoxia-related lncRNA-miRNA-mRNA network in breast cancer based on competing endogenous RNA mechanism at single-cell resolution. RAMP2-AS1 was, eventually, identified as the most potential lncRNA, which was significantly negatively associated with hypoxia in breast cancer. Compared with normal controls, RAMP2-AS1 was markedly downregulated in breast cancer. Moreover, survival analysis revealed favorable prognostic values of RAMP2-AS1 in total or in specific clinicopathological breast cancer patients. Next, miR-660-5p, miR-2277-5p and miR-1301-3p, upregulated and possessed poor prognostic values in breast cancer, were identified as three potential downstream miRNAs of RAMP2-AS1. Then, the most potential downstream hypoxia-related genes (ATM and MYH11) of RAMP2-AS1/miRNA axis in breast cancer were screened out. Intriguingly, in vitro experiments confirmed that RAMP2-AS1 was a hypoxia-suppressed lncRNA and miR-660-5p/ATM was a potential downstream axis of RAMP2-AS1 in breast cancer. Collectively, our current data elucidated a key hypoxia-suppressed lncRNA RAMP2-AS1 and its possible miRNA-mRNA regulatory mechanism in breast cancer.
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- 2024
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3. Next‐generation spatial transcriptomics: unleashing the power to gear up translational oncology.
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Wang, Nan, Hong, Weifeng, Wu, Yixing, Chen, Zhe‐Sheng, Bai, Minghua, Wang, Weixin, and Zhu, Ji
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TUMOR microenvironment ,TRANSCRIPTOMES ,SPATIAL resolution ,BIOMARKERS ,EXPERIMENTAL design - Abstract
The growing advances in spatial transcriptomics (ST) stand as the new frontier bringing unprecedented influences in the realm of translational oncology. This has triggered systemic experimental design, analytical scope, and depth alongside with thorough bioinformatics approaches being constantly developed in the last few years. However, harnessing the power of spatial biology and streamlining an array of ST tools to achieve designated research goals are fundamental and require real‐world experiences. We present a systemic review by updating the technical scope of ST across different principal basis in a timeline manner hinting on the generally adopted ST techniques used within the community. We also review the current progress of bioinformatic tools and propose in a pipelined workflow with a toolbox available for ST data exploration. With particular interests in tumor microenvironment where ST is being broadly utilized, we summarize the up‐to‐date progress made via ST‐based technologies by narrating studies categorized into either mechanistic elucidation or biomarker profiling (translational oncology) across multiple cancer types and their ways of deploying the research through ST. This updated review offers as a guidance with forward‐looking viewpoints endorsed by many high‐resolution ST tools being utilized to disentangle biological questions that may lead to clinical significance in the future. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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4. Spatial omics technologies for understanding molecular status associated with cancer progression.
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Nagasawa, Satoi, Zenkoh, Junko, Suzuki, Yutaka, and Suzuki, Ayako
- Abstract
Cancer cells are generally exposed to numerous extrinsic stimulations in the tumor microenvironment. In this environment, cancer cells change their expression profiles to fight against circumstantial stresses, allowing their progression in the challenging tissue space. Technological advancements of spatial omics have had substantial influence on cancer genomics. This technical progress, especially that occurring in the spatial transcriptome, has been drastic and rapid. Here, we describe the latest spatial analytical technologies that have allowed omics feature characterization to retain their spatial and histopathological information in cancer tissues. Several spatial omics platforms have been launched, and the latest platforms finally attained single‐cell level or even higher subcellular level resolution. We discuss several key papers elucidating the initial utility of the spatial analysis. In fact, spatial transcriptome analyses reveal comprehensive omics characteristics not only in cancer cells but also their surrounding cells, such as tumor infiltrating immune cells and cancer‐associated fibroblasts. We also introduce several spatial omics platforms. We describe our own attempts to investigate molecular events associated with cancer progression. Furthermore, we discuss the next challenges in analyzing the multiomics status of cells, including their morphology and location. These novel technologies, in conjunction with spatial transcriptome analysis and, more importantly, with histopathology, will elucidate even novel key aspects of the intratumor heterogeneity of cancers. Such enhanced knowledge is expected to open a new path for overcoming therapeutic resistance and eventually to precisely stratify patients. [ABSTRACT FROM AUTHOR]
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- 2024
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5. Next‐generation spatial transcriptomics: unleashing the power to gear up translational oncology
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Nan Wang, Weifeng Hong, Yixing Wu, Zhe‐Sheng Chen, Minghua Bai, Weixin Wang, and Ji Zhu
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biomarker profiling ,mechanism elucidation ,oncology ,single‐cell resolution ,spatial transcriptomics ,tumor microenvironment ,Medicine - Abstract
Abstract The growing advances in spatial transcriptomics (ST) stand as the new frontier bringing unprecedented influences in the realm of translational oncology. This has triggered systemic experimental design, analytical scope, and depth alongside with thorough bioinformatics approaches being constantly developed in the last few years. However, harnessing the power of spatial biology and streamlining an array of ST tools to achieve designated research goals are fundamental and require real‐world experiences. We present a systemic review by updating the technical scope of ST across different principal basis in a timeline manner hinting on the generally adopted ST techniques used within the community. We also review the current progress of bioinformatic tools and propose in a pipelined workflow with a toolbox available for ST data exploration. With particular interests in tumor microenvironment where ST is being broadly utilized, we summarize the up‐to‐date progress made via ST‐based technologies by narrating studies categorized into either mechanistic elucidation or biomarker profiling (translational oncology) across multiple cancer types and their ways of deploying the research through ST. This updated review offers as a guidance with forward‐looking viewpoints endorsed by many high‐resolution ST tools being utilized to disentangle biological questions that may lead to clinical significance in the future.
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- 2024
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6. Tissue clearing method in visualization of cancer progression and metastasis
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Kei Takahashi-Yamashiro and Kohei Miyazono
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cancer metastasis ,tissue-clearing ,single-cell resolution ,3d imaging ,lsfm ,emt ,Medicine - Abstract
Since various imaging modalities have been developed, cancer metastasis can be detected from an early stage. However, limitations still exist, especially in terms of spatial resolution. Tissue-clearing technology has emerged as a new imaging modality in cancer research, which has been developed and utilized for a long time mainly in neuroscience field. This method enables us to detect cancer metastatic foci with single-cell resolution at whole mouse body/organ level. On top of that, 3D images of cancer metastasis of whole mouse organs make it easy to understand their characteristics. Recently, further applications of tissue clearing methods were reported in combination with reporter systems, labeling, and machine learning. In this review, we would like to provide an overview of this technique and current applications in cancer research and discuss their potentials and limitations.
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- 2024
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7. Spatial transcriptomics drives a new era in plant research.
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Yin, Ruilian, Xia, Keke, and Xu, Xun
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TRANSCRIPTOMES , *GENE expression , *PLANT cells & tissues - Abstract
Significance Statement: Detecting spatial gene expression patterns is quite important to uncover the developmental mechanism of plant tissues and organs. The development of spatial transcriptome technology opens a new era for plant science. [ABSTRACT FROM AUTHOR]
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- 2023
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8. Large‐Area Field Potential Imaging Having Single Neuron Resolution Using 236 880 Electrodes CMOS‐MEA Technology.
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Suzuki, Ikuro, Matsuda, Naoki, Han, Xiaobo, Noji, Shuhei, Shibata, Mikako, Nagafuku, Nami, and Ishibashi, Yuto
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ACTION potentials , *DRUG discovery , *ELECTRODES , *NEURONS , *NEUROLOGICAL disorders , *NEURAL circuitry , *NEURAL stem cells - Abstract
The electrophysiological technology having a high spatiotemporal resolution at the single‐cell level and noninvasive measurements of large areas provide insights on underlying neuronal function. Here, a complementary metal‐oxide semiconductor (CMOS)‐microelectrode array (MEA) is used that uses 236 880 electrodes each with an electrode size of 11.22 × 11.22 µm and 236 880 covering a wide area of 5.5 × 5.9 mm in presenting a detailed and single‐cell‐level neural activity analysis platform for brain slices, human iPS cell‐derived cortical networks, peripheral neurons, and human brain organoids. Propagation pattern characteristics between brain regions changes the synaptic propagation into compounds based on single‐cell time‐series patterns, classification based on single DRG neuron firing patterns and compound responses, axonal conduction characteristics and changes to anticancer drugs, and network activities and transition to compounds in brain organoids are extracted. This detailed analysis of neural activity at the single‐cell level using the CMOS‐MEA provides a new understanding of the basic mechanisms of brain circuits in vitro and ex vivo, on human neurological diseases for drug discovery, and compound toxicity assessment. [ABSTRACT FROM AUTHOR]
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- 2023
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9. Microfluidic System with Integrated Electrode Array for High-Throughput Electrochemical Impedance Spectroscopy Analysis of Localised Cells
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Lilia Bató and Péter Fürjes
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microfluidics ,cell trapping ,electrode array ,electrochemical impedance spectroscopy ,single-cell resolution ,General Works - Abstract
A multi-channel microfluidic system was designed and fabricated with an integrated electrode array to be capable of trapping and analysing single cells or populations in the individual channels in a controlled chemical environment. The analytical system was interfaced with a dedicated printed circuit board designed for parallel EIS and optical screening. The continuous impedance measurement also monitors the adequate filling of the channels and the cell trapping events. Yeast cells were characterised by recording the EIS spectra of individual channels, allowing the differentiation between the populations considering their size, viability, or proliferation. The EIS analysis was supported by fluorescent optical microscopy, also using cell staining.
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- 2024
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10. Multiplatform modeling of atrial fibrillation identifies phospholamban as a central regulator of cardiac rhythm
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Anaïs Kervadec, James Kezos, Haibo Ni, Michael Yu, James Marchant, Sean Spiering, Suraj Kannan, Chulan Kwon, Peter Andersen, Rolf Bodmer, Eleonora Grandi, Karen Ocorr, and Alexandre R. Colas
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cardiac disease modeling ,atrial fibrillation ,human ipsc-derived atrial-like cardiomyocytes ,computational modeling ,high-throughput electrophysiology ,single-cell resolution ,drosophila ,Medicine ,Pathology ,RB1-214 - Published
- 2023
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11. Quantitative characterization of filamentous fungal promoters on a single-cell resolution to discover cryptic natural products.
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Wei, Peng-Lin, Fan, Jie, Yu, Jingwen, Ma, Zihui, Guo, Xian, Keller, Nancy P., Li, Erwei, Lou, Chunbo, and Yin, Wen-Bing
- Abstract
Characterization of filamentous fungal regulatory elements remains challenging because of time-consuming transformation technologies and limited quantitative methods. Here we established a method for quantitative assessment of filamentous fungal promoters based on flow cytometry detection of the superfolder green fluorescent protein at single-cell resolution. Using this quantitative method, we acquired a library of 93 native promoter elements from Aspergillus nidulans in a high-throughput format. The strengths of identified promoters covered a 37-fold range by flow cytometry. P
zipA and PsltA were identified as the strongest promoters, which were 2.9- and 1.5-fold higher than that of the commonly used constitutive promoter PgpdA . Thus, we applied PzipA and PsltA to activate the silent nonribosomal peptide synthetase gene Afpes1 from Aspergillus fumigatus in its native host and the heterologous host A. nidulans. The metabolic products of Afpes1 were identified as new cyclic tetrapeptide derivatives, namely, fumiganins A and B. Our method provides an innovative strategy for natural product discovery in fungi. [ABSTRACT FROM AUTHOR]- Published
- 2023
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12. Characterization of chromatin accessibility patterns in different mouse cell types using machine learning methods at single-cell resolution.
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Yaochen Xu, FeiMing Huang, Wei Guo, KaiYan Feng, Lin Zhu, Zhenbing Zeng, Tao Huang, and Yu-Dong Cai
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MACHINE learning ,CELL physiology ,FEATURE selection ,T cells ,RANDOM forest algorithms ,DENDRITIC cells ,BOOSTING algorithms ,CHROMATIN ,EPIGENOMICS - Abstract
Chromatin accessibility is a generic property of the eukaryotic genome, which refers to the degree of physical compaction of chromatin. Recent studies have shown that chromatin accessibility is cell type dependent, indicating chromatin heterogeneity across cell lines and tissues. The identification of markers used to distinguish cell types at the chromosome level is important to understand cell function and classify cell types. In the present study, we investigated transcriptionally active chromosome segments identified by sci-ATAC-seq at single-cell resolution, including 69,015 cells belonging to 77 different cell types. Each cell was represented by existence status on 20,783 genes that were obtained from 436,206 active chromosome segments. The gene features were deeply analyzed by Boruta, resulting in 3897 genes, which were ranked in a list by Monte Carlo feature selection. Such list was further analyzed by incremental feature selection (IFS) method, yielding essential genes, classification rules and an efficient random forest (RF) classifier. To improve the performance of the optimal RF classifier, its features were further processed by autoencoder, light gradient boosting machine and IFS method. The final RF classifier with MCC of 0.838 was constructed. Some marker genes such as H2-Dmb2, which are specifically expressed in antigen-presenting cells (e.g., dendritic cells or macrophages), and Tenm2, which are specifically expressed in T cells, were identified in this study. Our analysis revealed numerous potential epigenetic modification patterns that are unique to particular cell types, thereby advancing knowledge of the critical functions of chromatin accessibility in cell processes. [ABSTRACT FROM AUTHOR]
- Published
- 2023
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13. Fluorescence visualization of the neuropathic pain triad in trigeminal neuralgia.
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He, Bin, Wang, Wenlong, Zhang, Runsen, Xu, Yue, Wei, Xiaoming, Yang, Zhongmin, and Cao, Yang
- Abstract
Trigeminal neuralgia (TN), an exemplary condition of neuropathic facial pain, seriously affects the physical and mental health of patients, becoming a major medical and social problem. So far, the mechanism of TN and its relation to neuronal activity remain unclear, largely limited by the spatial resolution of visualization methods. In the meanwhile, current therapeutic strategies targeting neurons have not achieved satisfactory outcome. Here, we investigate the neuropathic pain triad in TN by establishing an animal model of TN by chronic constriction injury of the unilateral infraorbital nerve (ION‐CCI) and leveraging the single‐cell resolution of confocal microscopy, including neuronal hyperexcitability, glial activation, and macrophage polarization. These results can broaden the understanding of TN pathogenesis from neurons to the neuropathic pain triad, and suggest that optical microscopy can provide new opportunities for understanding the complex pathogenesis of TN at single‐cell resolution, potentially contributing to the identification of more precise therapeutic targets and the development of more effective treatment modalities. [ABSTRACT FROM AUTHOR]
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- 2023
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14. Inferring single-cell resolution spatial gene expression via fusing spot-based spatial transcriptomics, location, and histology using GCN.
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Xue S, Zhu F, Chen J, and Min W
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- Humans, Computational Biology methods, Algorithms, Single-Cell Analysis methods, Transcriptome, Gene Expression Profiling methods
- Abstract
Spatial transcriptomics (ST technology allows for the detection of cellular transcriptome information while preserving the spatial location of cells. This capability enables researchers to better understand the cellular heterogeneity, spatial organization, and functional interactions in complex biological systems. However, current technological methods are limited by low resolution, which reduces the accuracy of gene expression levels. Here, we propose scstGCN, a multimodal information fusion method based on Vision Transformer and Graph Convolutional Network that integrates histological images, spot-based ST data and spatial location information to infer super-resolution gene expression profiles at single-cell level. We evaluated the accuracy of the super-resolution gene expression profiles generated on diverse tissue ST datasets with disease and healthy by scstGCN along with their performance in identifying spatial patterns, conducting functional enrichment analysis, and tissue annotation. The results show that scstGCN can predict super-resolution gene expression accurately and aid researchers in discovering biologically meaningful differentially expressed genes and pathways. Additionally, scstGCN can segment and annotate tissues at a finer granularity, with results demonstrating strong consistency with coarse manual annotations. Our source code and all used datasets are available at https://github.com/wenwenmin/scstGCN and https://zenodo.org/records/12800375., (© The Author(s) 2024. Published by Oxford University Press.)
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- 2024
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15. Three-dimensional visualization of heart-wide myocardial architecture and vascular network simultaneously at single-cell resolution
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Jianwei Chen, Guangcai Liu, Wen Sun, Yuanfang Zheng, Jing Jin, Siqi Chen, Jing Yuan, Hui Gong, Qingming Luo, and Xiaoquan Yang
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whole heart ,3D imaging ,single-cell resolution ,vasculature ,cardiomyocytes ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Obtaining various structures of the entire mature heart at single-cell resolution is highly desired in cardiac studies; however, effective methodologies are still lacking. Here, we propose a pipeline for labeling and imaging myocardial and vascular structures. In this pipeline, the myocardium is counterstained using fluorescent dyes and the cardiovasculature is labeled using transgenic markers. High-definition dual-color fluorescence micro-optical sectioning tomography is used to perform heart-wide tissue imaging, enabling the acquisition of whole-heart data at a voxel resolution of 0.32 × 0.32 × 1 μm3. Obtained structural data demonstrated the superiority of the pipeline. In particular, the three-dimensional morphology and spatial arrangement of reconstructed cardiomyocytes were revealed, and high-resolution vascular data helped determine differences in the features of endothelial cells and complex coiled capillaries. Our pipeline can be used in cardiac studies for examining the structures of the entire heart at the single-cell level.
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- 2022
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16. A microfluidic platform for in situ investigation of biofilm formation and its treatment under controlled conditions
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Hervé Straub, Leo Eberl, Manfred Zinn, René M. Rossi, Katharina Maniura-Weber, and Qun Ren
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Microfluidics ,Bacterial adhesion ,Biofilm ,Single-cell resolution ,In situ analysis ,Growth medium ,Biotechnology ,TP248.13-248.65 ,Medical technology ,R855-855.5 - Abstract
Abstract Background Studying bacterial adhesion and early biofilm development is crucial for understanding the physiology of sessile bacteria and forms the basis for the development of novel antimicrobial biomaterials. Microfluidics technologies can be applied in such studies since they permit dynamic real-time analysis and a more precise control of relevant parameters compared to traditional static and flow chamber assays. In this work, we aimed to establish a microfluidic platform that permits real-time observation of bacterial adhesion and biofilm formation under precisely controlled homogeneous laminar flow conditions. Results Using Escherichia coli as the model bacterial strain, a microfluidic platform was developed to overcome several limitations of conventional microfluidics such as the lack of spatial control over bacterial colonization and allow label-free observation of bacterial proliferation at single-cell resolution. This platform was applied to demonstrate the influence of culture media on bacterial colonization and the consequent eradication of sessile bacteria by antibiotic. As expected, the nutrient-poor medium (modified M9 minimal medium) was found to promote bacterial adhesion and to enable a higher adhesion rate compared to the nutrient-rich medium (tryptic soy broth rich medium ). However, in rich medium the adhered cells colonized the glass surface faster than those in poor medium under otherwise identical conditions. For the first time, this effect was demonstrated to be caused by a higher retention of newly generated bacteria in the rich medium, rather than faster growth especially during the initial adhesion phase. These results also indicate that higher adhesion rate does not necessarily lead to faster biofilm formation. Antibiotic treatment of sessile bacteria with colistin was further monitored by fluorescence microscopy at single-cell resolution, allowing in situ analysis of killing efficacy of antimicrobials. Conclusion The platform established here represents a powerful and versatile tool for studying environmental effects such as medium composition on bacterial adhesion and biofilm formation. Our microfluidic setup shows great potential for the in vitro assessment of new antimicrobials and antifouling agents under flow conditions.
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- 2020
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17. A Portable Controllable Compressive Stress Device to Monitor Human Breast Cancer Cell Protrusions at Single-Cell Resolution
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Chuan-Feng Yeh, Duane S. Juang, Ya-Wen Chen, Didem Rodoplu, and Chia-Hsien Hsu
- Subjects
compression force ,membrane protrusions ,lamellipodia ,bleb ,single-cell resolution ,Biotechnology ,TP248.13-248.65 - Abstract
In vitro devices offer more numerous methods than in vivo models to investigate how cells respond to pressure stress and quantify those responses. Several in vitro devices have been developed to study the cell response to compression force. However, they are unable to observe morphological changes of cells in real-time. There is also a concern about cell damage during the process of harvesting cells from 3D gels. Here we report a device employing transparent, thin gel layers to clamp cells between the interfaces and applied a controllable compression force by stacking multiple layers on the top. In this approach, cells can be monitored for alteration of cellular protrusions, whose diversity has been proven to promote cancer cell dissemination, with single-cell resolution under compression force. Furthermore, p-Rac-1 and rhodamine staining on the device directly to confirm the actin filaments of lamellipodia. The method was able to fulfill real-time live-cell observation at single-cell resolution and can be readily used for versatile cell analysis. MDA-MB-231 and MCF7 breast cancer cells were utilized to demonstrate the utility of the device, and the results showed that the stimuli of compression force induce MDA-MB-231 and MCF7 to form lamellipodia and bleb protrusions, respectively. We envision the device may be used as a tool to explore mechanisms of membrane protrusion transitions and to screen drug candidates for inhibiting cancer cell protrusion plasticity for cancer therapy.
- Published
- 2022
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18. N6-methyladenosine (m6A) depletion regulates pluripotency exit by activating signaling pathways in embryonic stem cells.
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Kang-Xuan Jin, Rujuan Zuo, Anastassiadis, Konstantinos, Klungland, Arne, Marr, Carsten, and Filipczyk, Adam
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EMBRYONIC stem cells , *ADENOSINES , *CELLULAR signal transduction , *LEUKEMIA inhibitory factor , *STEM cells , *CURCUMIN , *COMMERCIAL products - Abstract
N6-methyladenosine (m6A) deposition on messenger RNA (mRNA) controls embryonic stem cell (ESC) fate by regulating the mRNA stabilities of pluripotency and lineage transcription factors (TFs) [P. J. Batista et al., Cell Stem Cell 15, 707-719 (2014); Y. Wang et al., Nat. Cell Biol. 16, 191-198 (2014); and S. Geula et al., Science 347, 1002-1006 (2015)]. If the mRNAs of these two TF groups become stabilized, it remains unclear how the pluripotency or lineage commitment decision is implemented. We performed noninvasive quantification of Nanog and Oct4 TF protein levels in reporter ESCs to define cell-state dynamics at single-cell resolution. Long-term single-cell tracking shows that immediate m6A depletion by Mettl3 knock-down in serum/leukemia inhibitory factor supports both pluripotency maintenance and its departure. This is mediated by differential and opposing signaling pathways. Increased FGF5 mRNA stability activates pErk, leading to Nanog down-regulation. FGF5-mediated coactivation of pAkt reenforces Nanog expression. In formative stem cells poised toward differentiation, m6A depletion activates both pErk and pAkt, increasing the propensity for mesendodermal lineage induction. Stable m6A depletion by Mettl3 knock-out also promotes pErk activation. Higher pErk counteracts the pluripotency exit delay exhibited by stably m6A-depleted cells upon differentiation. At single-cell resolution, we illustrate that decreasing m6A abundances activates pErk and pAkt-signaling, regulating pluripotency departure. [ABSTRACT FROM AUTHOR]
- Published
- 2021
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19. Combined whole-organ imaging at single-cell resolution and immunohistochemical analysis of prostate cancer and its liver and brain metastases
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Julian Taranda, Grinu Mathew, Kaitlin Watrud, Nour El-Amine, Matthew F. Lee, Corey Elowsky, Anastasiia Bludova, Sintia Escobar Avelar, Dawid G. Nowak, Tse-Luen Wee, John E. Wilkinson, Lloyd C. Trotman, and Pavel Osten
- Subjects
prostate cancer ,serial two-photon tomography ,whole-organ imaging ,early metastasis ,single-cell resolution ,Biology (General) ,QH301-705.5 - Abstract
Summary: Early steps of cancer initiation and metastasis, while critical for understanding disease mechanisms, are difficult to visualize and study. Here, we describe an approach to study the processes of initiation, progression, and metastasis of prostate cancer (PC) in a genetically engineered RapidCaP mouse model, which combines whole-organ imaging by serial two-photon tomography (STPT) and post hoc thick-section immunofluorescent (IF) analysis. STPT enables the detection of single tumor-initiating cells within the entire prostate, and consequent IF analysis reveals a transition from normal to transformed epithelial tissue and cell escape from the tumor focus. STPT imaging of the liver and brain reveal the distribution of multiple metastatic foci in the liver and an early-stage metastatic cell invasion in the brain. This imaging and data analysis pipeline can be readily applied to other mouse models of cancer, offering a highly versatile whole-organ platform to study in situ mechanisms of cancer initiation and progression.
- Published
- 2021
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20. Biofabrication strategies with single-cell resolution: a review
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Dezhi Zhou, Bohan Dou, Florian Kroh, Chuqian Wang, and Liliang Ouyang
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cellular building block ,modular assembly ,single-cell resolution ,in vitro model ,regenerative medicine ,Materials of engineering and construction. Mechanics of materials ,TA401-492 ,Industrial engineering. Management engineering ,T55.4-60.8 ,Physics ,QC1-999 - Abstract
The introduction of living cells to manufacturing process has enabled the engineering of complex biological tissues in vitro . The recent advances in biofabrication with extremely high resolution (e.g. at single cell level) have greatly enhanced this capacity and opened new avenues for tissue engineering. In this review, we comprehensively overview the current biofabrication strategies with single-cell resolution and categorize them based on the dimension of the single-cell building blocks, i.e. zero-dimensional single-cell droplets, one-dimensional single-cell filaments and two-dimensional single-cell sheets. We provide an informative introduction to the most recent advances in these approaches (e.g. cell trapping, bioprinting, electrospinning, microfluidics and cell sheets) and further illustrated how they can be used in in vitro tissue modelling and regenerative medicine. We highlight the significance of single-cell-level biofabrication and discuss the challenges and opportunities in the field.
- Published
- 2023
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21. Spatiotemporal mapping of RNA editing in the developing mouse brain using in situ sequencing reveals regional and cell-type-specific regulation
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Elin Lundin, Chenglin Wu, Albin Widmark, Mikaela Behm, Jens Hjerling-Leffler, Chammiran Daniel, Marie Öhman, and Mats Nilsson
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Single-cell resolution ,RNA editing ,Spatially resolved transcriptomics ,Brain development ,Biology (General) ,QH301-705.5 - Abstract
Abstract Background Adenosine-to-inosine (A-to-I) RNA editing is a process that contributes to the diversification of proteins that has been shown to be essential for neurotransmission and other neuronal functions. However, the spatiotemporal and diversification properties of RNA editing in the brain are largely unknown. Here, we applied in situ sequencing to distinguish between edited and unedited transcripts in distinct regions of the mouse brain at four developmental stages, and investigate the diversity of the RNA landscape. Results We analyzed RNA editing at codon-altering sites using in situ sequencing at single-cell resolution, in combination with the detection of individual ADAR enzymes and specific cell type marker transcripts. This approach revealed cell-type-specific regulation of RNA editing of a set of transcripts, and developmental and regional variation in editing levels for many of the targeted sites. We found increasing editing diversity throughout development, which arises through regional- and cell type-specific regulation of ADAR enzymes and target transcripts. Conclusions Our single-cell in situ sequencing method has proved useful to study the complex landscape of RNA editing and our results indicate that this complexity arises due to distinct mechanisms of regulating individual RNA editing sites, acting both regionally and in specific cell types.
- Published
- 2020
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22. miRNA detection at single-cell resolution using microfluidic LNA flow-FISH
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Singh, Anup [Sandia National Lab. (SNL-CA), Livermore, CA (United States)]
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- 2014
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23. Heterogeneous Associative Plasticity in the Auditory Cortex Induced by Fear Learning – Novel Insight Into the Classical Conditioning Paradigm.
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ZELENKA, Ondrej, NOVAK, Ondrej, BRUNOVA, Aneta, and SYKA, Josef
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AUDITORY cortex ,CLASSICAL conditioning ,CONDITIONED response - Abstract
We used two-photon calcium imaging with single-cell and celltype resolution. Fear conditioning induced heterogeneous tuning shifts at single-cell level in the auditory cortex, with shifts both to CS
+ frequency and to the control CS- stimulus frequency. We thus extend the view of simple expansion of CS+ tuned regions. Instead of conventional freezing reactions only, we observe selective orienting responses towards the conditioned stimuli. The orienting responses were often followed by escape behavior. [ABSTRACT FROM AUTHOR]- Published
- 2021
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24. Mapping the Architecture of Ferret Brains at Single-Cell Resolution
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Ben Long, Tao Jiang, Jianmin Zhang, Siqi Chen, Xueyan Jia, Xiaofeng Xu, Qingming Luo, Hui Gong, Anan Li, and Xiangning Li
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cytoarchitectonics ,en-bloc Nissl staining ,whole-brain imaging ,single-cell resolution ,giant pyramidal neuron ,ferret brains ,Neurosciences. Biological psychiatry. Neuropsychiatry ,RC321-571 - Abstract
Mapping the cytoarchitecture of the whole brain can reveal the organizational logic of neural systems. However, this remains a significant challenge, especially for gyrencephalic brains with a large volume. Here we propose an integrated pipeline for generating a cytoarchitectonic atlas with single-cell resolution of the whole brain. To analyze a large-volume brain, we used a modified en-bloc Nissl staining protocol to achieve uniform staining of large-scale brain specimens from ferret (Mustela putorius furo). By combining whole-brain imaging and big data processing, we established strategies for parsing cytoarchitectural information at a voxel resolution of 0.33 μm × 0.33 μm × 1 μm and terabyte-scale data analysis. Using the cytoarchitectonic datasets for adult ferret brain, we identified giant pyramidal neurons in ferret brains and provide the first report of their morphological diversity, neurochemical phenotype, and distribution patterns in the whole brain in three dimensions. This pipeline will facilitate studies on the organization and development of the mammalian brains, from that of rodents to the gyrencephalic brains of ferret and even primates.
- Published
- 2020
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25. Quantitative Hormone Signaling Output Analyses of Arabidopsis thaliana Interactions With Virulent and Avirulent Hyaloperonospora arabidopsidis Isolates at Single-Cell Resolution.
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Ghareeb, Hassan, El-Sayed, Mohamed, Pound, Michael, Tetyuk, Olena, Hanika, Katharina, Herrfurth, Cornelia, Feussner, Ivo, and Lipka, Volker
- Subjects
SALICYLIC acid ,MICROBIAL invasiveness ,BACTERIAL inactivation ,PLANT-microbe relationships ,JASMONIC acid - Abstract
The phytohormones salicylic acid (SA), jasmonic acid (JA), and ethylene (ET) are central regulators of biotic and abiotic stress responses in Arabidopsis thaliana. Here, we generated modular fluorescent protein-based reporter lines termed COLORFUL-PR1pro, -VSP2pro, and -PDF1.2apro. These feature hormone-controlled nucleus-targeted transcriptional output sensors and the simultaneous constitutive expression of spectrally separated nuclear reference and plasma membrane-localized reporters. This set-up allowed the study of cell-type specific hormone activities, cellular viability and microbial invasion. Moreover, we developed a software-supported high-throughput confocal microscopy imaging protocol for output quantification to resolve the spatio-temporal dynamics of respective hormonal signaling activities at single-cell resolution. Proof-of-principle analyses in A. thaliana leaves revealed distinguished hormone sensitivities in mesophyll, epidermal pavement and stomatal guard cells, suggesting cell type-specific regulatory protein activities. In plant-microbe interaction studies, we found that virulent and avirulent Hyaloperonospora arabidopsidis (Hpa) isolates exhibit different invasion dynamics and induce spatio-temporally distinct hormonal activity signatures. On the cellular level, these hormone-controlled reporter signatures demarcate the nascent sites of Hpa entry and progression, and highlight initiation, transduction and local containment of immune signals. [ABSTRACT FROM AUTHOR]
- Published
- 2020
- Full Text
- View/download PDF
26. Quantitation and Comparison of Phenotypic Heterogeneity Among Single Cells of Monoclonal Microbial Populations
- Author
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Federica Calabrese, Iryna Voloshynovska, Florin Musat, Martin Thullner, Michael Schlömann, Hans H. Richnow, Johannes Lambrecht, Susann Müller, Lukas Y. Wick, Niculina Musat, and Hryhoriy Stryhanyuk
- Subjects
phenotypic heterogeneity ,single-cell resolution ,SIP–nanoSIMS ,anabolic activity ,flow cytometry ,multimodality ,Microbiology ,QR1-502 - Abstract
Phenotypic heterogeneity within microbial populations arises even when the cells are exposed to putatively constant and homogeneous conditions. The outcome of this phenomenon can affect the whole function of the population, resulting in, for example, new “adapted” metabolic strategies and impacting its fitness at given environmental conditions. Accounting for phenotypic heterogeneity becomes thus necessary, due to its relevance in medical and applied microbiology as well as in environmental processes. Still, a comprehensive evaluation of this phenomenon requires a common and unique method of quantitation, which allows for the comparison between different studies carried out with different approaches. Consequently, in this study, two widely applicable indices for quantitation of heterogeneity were developed. The heterogeneity coefficient (HC) is valid when the population follows unimodal activity, while the differentiation tendency index (DTI) accounts for heterogeneity implying outbreak of subpopulations and multimodal activity. We demonstrated the applicability of HC and DTI for heterogeneity quantitation on stable isotope probing with nanoscale secondary ion mass spectrometry (SIP–nanoSIMS), flow cytometry, and optical microscopy datasets. The HC was found to provide a more accurate and precise measure of heterogeneity, being at the same time consistent with the coefficient of variation (CV) applied so far. The DTI is able to describe the differentiation in single-cell activity within monoclonal populations resolving subpopulations with low cell abundance, individual cells with similar phenotypic features (e.g., isotopic content close to natural abundance, as detected with nanoSIMS). The developed quantitation approach allows for a better understanding on the impact and the implications of phenotypic heterogeneity in environmental, medical and applied microbiology, microbial ecology, cell biology, and biotechnology.
- Published
- 2019
- Full Text
- View/download PDF
27. A 1024-Channel 268 nW/pixel 36×36 μ m 2 /channel Data-Compressive Neural Recording IC for High-Bandwidth Brain-Computer Interfaces.
- Author
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Jang M, Hays M, Yu WH, Lee C, Caragiulo P, Ramkaj A, Wang P, Phillips AJ, Vitale N, Tandon P, Yan P, Mak PI, Chae Y, Chichilnisky EJ, Murmann B, and Muratore DG
- Abstract
This paper presents a data-compressive neural recording IC for single-cell resolution high-bandwidth brain-computer interfaces. The IC features wired-OR lossy compression during digitization, thus preventing data deluge and massive data movement. By discarding unwanted baseline samples of the neural signals, the output data rate is reduced by 146× on average while allowing the reconstruction of spike samples. The recording array consists of pulse position modulation-based active digital pixels with a global single-slope analog-to-digital conversion scheme, which enables a low-power and compact pixel design with significantly simple routing and low array readout energy. Fabricated in a 28-nm CMOS process, the neural recording IC features 1024 channels (i.e., 32 × 32 array) with a pixel pitch of 36 μ m that can be directly matched to a high-density microelectrode array. The pixel achieves 7.4 μ V
rms input-referred noise with a -3 dB bandwidth of 300-Hz to 5-kHz while consuming only 268 nW from a single 1-V supply. The IC achieves the smallest area per channel (36 × 36 μ m2 ) and the highest energy efficiency among the state-of-the-art neural recording ICs published to date.- Published
- 2024
- Full Text
- View/download PDF
28. Spatial epigenome–transcriptome comapping technology.
- Author
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Jin, Ming-Zhu and Jin, Wei-Lin
- Subjects
- *
GENETIC regulation , *EPIGENETICS , *GENE expression , *PHENOTYPES - Abstract
Spatial omics facilitate an in-depth understanding of cell states and cell interactions. Recent work by Zhang et al. simultaneously seizes spatial epigenetic priming, differentiation, and gene regulation at nearly single-cell resolution by developing an epigenome–transcriptome comapping technology. This work displays how epigenetic features influence cell dynamics and transcriptional phenotypes at spatial and genome-wide levels. [ABSTRACT FROM AUTHOR]
- Published
- 2023
- Full Text
- View/download PDF
29. Spatiotemporal mapping of RNA editing in the developing mouse brain using in situ sequencing reveals regional and cell-type-specific regulation.
- Author
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Lundin, Elin, Wu, Chenglin, Widmark, Albin, Behm, Mikaela, Hjerling-Leffler, Jens, Daniel, Chammiran, Öhman, Marie, and Nilsson, Mats
- Subjects
RNA editing ,CHLOROPLASTS ,ENZYME regulation ,CELLULAR control mechanisms ,MICE ,NEURAL transmission - Abstract
Background: Adenosine-to-inosine (A-to-I) RNA editing is a process that contributes to the diversification of proteins that has been shown to be essential for neurotransmission and other neuronal functions. However, the spatiotemporal and diversification properties of RNA editing in the brain are largely unknown. Here, we applied in situ sequencing to distinguish between edited and unedited transcripts in distinct regions of the mouse brain at four developmental stages, and investigate the diversity of the RNA landscape. Results: We analyzed RNA editing at codon-altering sites using in situ sequencing at single-cell resolution, in combination with the detection of individual ADAR enzymes and specific cell type marker transcripts. This approach revealed cell-type-specific regulation of RNA editing of a set of transcripts, and developmental and regional variation in editing levels for many of the targeted sites. We found increasing editing diversity throughout development, which arises through regional- and cell type-specific regulation of ADAR enzymes and target transcripts. Conclusions: Our single-cell in situ sequencing method has proved useful to study the complex landscape of RNA editing and our results indicate that this complexity arises due to distinct mechanisms of regulating individual RNA editing sites, acting both regionally and in specific cell types. [ABSTRACT FROM AUTHOR]
- Published
- 2020
- Full Text
- View/download PDF
30. Quantitation and Comparison of Phenotypic Heterogeneity Among Single Cells of Monoclonal Microbial Populations.
- Author
-
Calabrese, Federica, Voloshynovska, Iryna, Musat, Florin, Thullner, Martin, Schlömann, Michael, Richnow, Hans H., Lambrecht, Johannes, Müller, Susann, Wick, Lukas Y., Musat, Niculina, and Stryhanyuk, Hryhoriy
- Subjects
MICROORGANISM populations ,SECONDARY ion mass spectrometry ,MICROBIAL cells ,MICROBIAL ecology ,MICROBIOLOGY ,MONOCLONAL antibodies ,ZIPF'S law - Abstract
Phenotypic heterogeneity within microbial populations arises even when the cells are exposed to putatively constant and homogeneous conditions. The outcome of this phenomenon can affect the whole function of the population, resulting in, for example, new "adapted" metabolic strategies and impacting its fitness at given environmental conditions. Accounting for phenotypic heterogeneity becomes thus necessary, due to its relevance in medical and applied microbiology as well as in environmental processes. Still, a comprehensive evaluation of this phenomenon requires a common and unique method of quantitation, which allows for the comparison between different studies carried out with different approaches. Consequently, in this study, two widely applicable indices for quantitation of heterogeneity were developed. The heterogeneity coefficient (HC) is valid when the population follows unimodal activity, while the differentiation tendency index (DTI) accounts for heterogeneity implying outbreak of subpopulations and multimodal activity. We demonstrated the applicability of HC and DTI for heterogeneity quantitation on stable isotope probing with nanoscale secondary ion mass spectrometry (SIP–nanoSIMS), flow cytometry, and optical microscopy datasets. The HC was found to provide a more accurate and precise measure of heterogeneity, being at the same time consistent with the coefficient of variation (CV) applied so far. The DTI is able to describe the differentiation in single-cell activity within monoclonal populations resolving subpopulations with low cell abundance, individual cells with similar phenotypic features (e.g., isotopic content close to natural abundance, as detected with nanoSIMS). The developed quantitation approach allows for a better understanding on the impact and the implications of phenotypic heterogeneity in environmental, medical and applied microbiology, microbial ecology, cell biology, and biotechnology. [ABSTRACT FROM AUTHOR]
- Published
- 2019
- Full Text
- View/download PDF
31. Measuring the Metabolic State of Tissue-Resident Macrophages via SCENITH.
- Author
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Vogel A, García González P, and Argüello RJ
- Subjects
- Macrophages metabolism, Cellular Reprogramming
- Abstract
Functional reprograming of cells is linked to a process of metabolic rewiring that is adapted for such new functions or microenvironment. Macrophages are present in all tissues and exposed to different microenvironments throughout our body. Profiling energetic metabolism of tissue resident and other heterogeneous populations of macrophages in vitro and ex vivo is technologically very challenging. We have recently developed a method to functionally profile energetic metabolism with single-cell resolution, named SCENITH. This method can be performed rapidly ex vivo and does not require specialized equipment. In this book chapter, we will summarize the tissue processing, the procedure and methods, the analysis and example of results, and a series of frequently asked questions., (© 2024. The Author(s), under exclusive license to Springer Science+Business Media, LLC, part of Springer Nature.)
- Published
- 2024
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- View/download PDF
32. Reconstructing Spatial Transcriptomics at the Single-cell Resolution with BayesDeep.
- Author
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Jiang X, Dong L, Wang S, Wen Z, Chen M, Xu L, Xiao G, and Li Q
- Abstract
Spatially resolved transcriptomics (SRT) techniques have revolutionized the characterization of molecular profiles while preserving spatial and morphological context. However, most next-generation sequencing-based SRT techniques are limited to measuring gene expression in a confined array of spots, capturing only a fraction of the spatial domain. Typically, these spots encompass gene expression from a few to hundreds of cells, underscoring a critical need for more detailed, single-cell resolution SRT data to enhance our understanding of biological functions within the tissue context. Addressing this challenge, we introduce BayesDeep, a novel Bayesian hierarchical model that leverages cellular morphological data from histology images, commonly paired with SRT data, to reconstruct SRT data at the single-cell resolution. BayesDeep effectively model count data from SRT studies via a negative binomial regression model. This model incorporates explanatory variables such as cell types and nuclei-shape information for each cell extracted from the paired histology image. A feature selection scheme is integrated to examine the association between the morphological and molecular profiles, thereby improving the model robustness. We applied BayesDeep to two real SRT datasets, successfully demonstrating its capability to reconstruct SRT data at the single-cell resolution. This advancement not only yields new biological insights but also significantly enhances various downstream analyses, such as pseudotime and cell-cell communication., Competing Interests: Competing Interests statement The authors declare no competing interests. Conflict of Interests: The authors declare no potential conflicts of interest.
- Published
- 2023
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- View/download PDF
33. Red‐Shifted Fluorogenic Substrate for Detection of lacZ‐Positive Cells in Living Tissue with Single‐Cell Resolution.
- Author
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Ito, Hiroki, Kawamata, Yu, Kamiya, Mako, Tsuda‐Sakurai, Kayoko, Tanaka, Shinji, Ueno, Tasuku, Komatsu, Toru, Hanaoka, Kenjiro, Okabe, Shigeo, Miura, Masayuki, and Urano, Yasuteru
- Subjects
- *
SUBSTRATES (Materials science) , *FLUORESCENCE , *ESCHERICHIA coli , *GALACTOSIDASES , *GREEN fluorescent protein - Abstract
The Escherichia coli lacZ gene encoding β‐galactosidase is a widely used reporter, but few synthetic substrates are available for detecting its activity with single‐cell resolution in living samples. Our recently reported fluorogenic substrate SPiDER‐βGal is suitable for this purpose, but its hydrolysis product shows green fluorescence emission, and a red‐shifted analogue is therefore required for use in combination with green fluorescent protein (GFP) markers. Herein, we describe the development of a red‐shifted fluorogenic substrate for β‐galactosidase, SPiDER‐Red‐βGal, based on a silicon rhodol scaffold and a carboxylic group as the intramolecular nucleophile. LacZ‐positive cells were successfully labeled with SPiDER‐Red‐βGal at single‐cell resolution in living samples, which enabled us to visualize different cell types in combination with GFP markers. SPiDER and the fly: A new fluorogenic β‐galactosidase substrate, SPiDER‐Red‐βGal, based on a silicon rhodol scaffold and a carboxylic group as the intramolecular nucleophile, exhibited simultaneous activation of red fluorescence and labeling ability for intracellular proteins via a quinone methide intermediate. The probe can label lacZ‐positive cells at single‐cell resolution in vivo with perfect orthogonality to green fluorescent protein (GFP) markers. [ABSTRACT FROM AUTHOR]
- Published
- 2018
- Full Text
- View/download PDF
34. High-density impedance-sensing array on complementary metal-oxide-semiconductor circuitry assisted by negative dielectrophoresis for single-cell-resolution measurement.
- Author
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Chung, Jaehoon, Chen, Yu, and Kim, Seong-Jin
- Subjects
- *
BIOSENSORS , *ELECTRIC impedance , *CELL suspensions , *ELECTRODES , *DIELECTROPHORESIS - Abstract
A microarray biosensor that measures the electrical impedance of cell suspensions is presented. Single-cell–resolution measurement was facilitated by physically positioning individual cells on sensing electrodes by dielectrophoresis, obviating chemical or biological surface modification. The high-density (104 × 104) electrode array was incorporated with a complementary metal-oxide-semiconductor (CMOS) integrated chip (IC) to support impedance spectroscopy at frequencies ranging from 100 kHz to 1 MHz, achieving a rapid and cost-effective platform with a small form factor. Experiments with microbeads (10, 15, and 20 μm in diameter) and a live breast cancer cell line (MCF-7) have demonstrated that the developed prototype quantifies loaded microbeads or cells rapidly (<1 min), with a mapping accuracy over 95%, showing good agreement with optical observation. In addition, a new impedance model of a cancer cell suspended in buffer media was constructed to interpret the measurement results, and the simulation results obtained with the model showed good agreement with the experimental results. [ABSTRACT FROM AUTHOR]
- Published
- 2018
- Full Text
- View/download PDF
35. Laser capture microdissection for biomedical research: towards high-throughput, multi-omics, and single-cell resolution.
- Author
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Guo W, Hu Y, Qian J, Zhu L, Cheng J, Liao J, and Fan X
- Subjects
- Laser Capture Microdissection methods, Multiomics, Biomedical Research
- Abstract
Spatial omics technologies have become powerful methods to provide valuable insights into cells and tissues within a complex context, significantly enhancing our understanding of the intricate and multifaceted biological system. With an increasing focus on spatial heterogeneity, there is a growing need for unbiased, spatially resolved omics technologies. Laser capture microdissection (LCM) is a cutting-edge method for acquiring spatial information that can quickly collect regions of interest (ROIs) from heterogeneous tissues, with resolutions ranging from single cells to cell populations. Thus, LCM has been widely used for studying the cellular and molecular mechanisms of diseases. This review focuses on the differences among four types of commonly used LCM technologies and their applications in omics and disease research. Key attributes of application cases are also highlighted, such as throughput and spatial resolution. In addition, we comprehensively discuss the existing challenges and the great potential of LCM in biomedical research, disease diagnosis, and targeted therapy from the perspective of high-throughput, multi-omics, and single-cell resolution., Competing Interests: Conflict of interest The authors declare that there are no conflicts of interest., (Copyright © 2023 Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, and Genetics Society of China. Published by Elsevier Ltd. All rights reserved.)
- Published
- 2023
- Full Text
- View/download PDF
36. On-Chip Isoniazid Exposure of Mycobacterium smegmatis Penicillin-Binding Protein (PBP) Mutant Using Time-Lapse Fluorescent Microscopy
- Author
-
Meltem Elitas
- Subjects
penicillin-binding protein (PBP) ,microfluidics ,antibiotics ,M. smegmatis ,single-cell resolution ,microscopy ,Mechanical engineering and machinery ,TJ1-1570 - Abstract
Antibiotic resistance has been one of the biggest threats to global health. Despite the available prevention and control strategies and efforts in developing new antibiotics, the need remains for effective approaches against antibiotic resistance. Efficient strategies to cope with antimicrobial resistance require a quantitative and deeper understanding of microbial behavior, which can be obtained using different techniques to provide the missing pieces of the current antibiotic-resistance puzzle. Microfluidic-microscopy techniques are among the most promising methods that contribute modernization of traditional assays in microbiology. They provide monitoring and manipulation of cells at micro-scale volumes. Here, we combined population-level, culture-based assays with single-cell resolution, microfluidic-microscopy systems to investigate isoniazid response of Mycobacterium smegmatis penicillin-binding protein (PBP) mutant. This mutant exhibited normal growth in plain medium and sensitivity to stress responses when treated with thermal stress (45 °C), detergent stress (0.1% sodium dodecyl sulfate), acid stress (pH 4.5), and nutrient starvation (1XPBS). The impact of msm0031 transposon insertion on drug-mediated killing was determined for isoniazid (INH, 50 µg/mL), rifampicin (RIF, 200 µg/mL), ethionamide (ETH, 200 µg/mL), and ethambutol (EMB, 5 µg/mL). The PBP mutant demonstrated remarkable isoniazid-killing phenotype in batch culture. Therefore, we hypothesized that single-cell analysis will show increased lysis kinetics and fewer intact cells after drug treatment. However, the single-cell analysis data showed that upon isoniazid exposure, the percentage of the intact PBP mutant cells was 24%, while the percentage of the intact wild-type cells was 4.6%. The PBP mutant cells exhibited decreased cell-lysis profile. Therefore, the traditional culture-based assays were not sufficient to provide insights about the subpopulation of viable but non-culture cells. Consequently, we need more adequate tools to be able to comprehend and fight the antibiotic resistance of bacteria.
- Published
- 2018
- Full Text
- View/download PDF
37. N6-methyladenosine (m
- Author
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Kang-Xuan, Jin, Rujuan, Zuo, Konstantinos, Anastassiadis, Arne, Klungland, Carsten, Marr, and Adam, Filipczyk
- Subjects
Adenosine ,MAP Kinase Signaling System ,Cell Biology ,m6A ,Biological Sciences ,pluripotency ,Cell Line ,Mice ,single-cell resolution ,Animals ,formative stem cells ,signaling ,Embryonic Stem Cells ,Germ Layers - Abstract
Significance Dynamic deposition of the N6-methyladenosine (m6A) modification on messenger RNA (mRNA) regulates pluripotency in embryonic stem cells. Reports show that depletion of m6A abundances increases the mRNA stability of pluripotency and lineage transcription factors (TFs) alike. If the mRNAs of these two TF groups become stabilized, it remains unclear how the pluripotency or lineage commitment decision is implemented. Quantification of pluripotency TFs live at single-cell resolution over generations shows long-term preservation of both pluripotency and priming. m6A depletion activates key signaling pathways involved in pluripotency versus commitment decisions. This occurs independently of m6A control over TF mRNA transcript stability. m6A deposition regulates TF protein expression levels by activating pErk and pAkt signaling to enact cell-fate determination in pluripotent stem cells., N6-methyladenosine (m6A) deposition on messenger RNA (mRNA) controls embryonic stem cell (ESC) fate by regulating the mRNA stabilities of pluripotency and lineage transcription factors (TFs) [P. J. Batista et al., Cell Stem Cell 15, 707–719 (2014); Y. Wang et al., Nat. Cell Biol. 16, 191–198 (2014); and S. Geula et al., Science 347, 1002–1006 (2015)]. If the mRNAs of these two TF groups become stabilized, it remains unclear how the pluripotency or lineage commitment decision is implemented. We performed noninvasive quantification of Nanog and Oct4 TF protein levels in reporter ESCs to define cell-state dynamics at single-cell resolution. Long-term single-cell tracking shows that immediate m6A depletion by Mettl3 knock-down in serum/leukemia inhibitory factor supports both pluripotency maintenance and its departure. This is mediated by differential and opposing signaling pathways. Increased FGF5 mRNA stability activates pErk, leading to Nanog down-regulation. FGF5-mediated coactivation of pAkt reenforces Nanog expression. In formative stem cells poised toward differentiation, m6A depletion activates both pErk and pAkt, increasing the propensity for mesendodermal lineage induction. Stable m6A depletion by Mettl3 knock-out also promotes pErk activation. Higher pErk counteracts the pluripotency exit delay exhibited by stably m6A-depleted cells upon differentiation. At single-cell resolution, we illustrate that decreasing m6A abundances activates pErk and pAkt-signaling, regulating pluripotency departure.
- Published
- 2021
38. Detection of LacZ-Positive Cells in Living Tissue with Single-Cell Resolution.
- Author
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Doura, Tomohiro, Kamiya, Mako, Obata, Fumiaki, Yamaguchi, Yoshifumi, Hiyama, Takeshi Y., Matsuda, Takashi, Fukamizu, Akiyoshi, Noda, Masaharu, Miura, Masayuki, and Urano, Yasuteru
- Subjects
- *
TISSUES , *SINGLE cell proteins , *ESCHERICHIA coli , *GALACTOSIDASES , *NEURONS - Abstract
The LacZ gene, which encodes Escherichia coli β-galactosidase, is widely used as a marker for cells with targeted gene expression or disruption. However, it has been difficult to detect lacZ-positive cells in living organisms or tissues at single-cell resolution, limiting the utility of existing lacZ reporters. Herein we present a newly developed fluorogenic β-galactosidase substrate suitable for labeling live cells in culture, as well as in living tissues. This precisely functionalized fluorescent probe exhibited dramatic activation of fluorescence upon reaction with the enzyme, remained inside cells by anchoring itself to intracellular proteins, and provided single-cell resolution. Neurons labeled with this probe preserved spontaneous firing, which was enhanced by application of ligands of receptors expressed in the cells, suggesting that this probe would be applicable to investigate functions of targeted cells in living tissues and organisms. [ABSTRACT FROM AUTHOR]
- Published
- 2016
- Full Text
- View/download PDF
39. Seeing the forest and trees: whole-body and whole-brain imaging for circadian biology.
- Author
-
Ode, K. L. and Ueda, H. R.
- Subjects
- *
BIOLOGICAL rhythms , *CELL populations , *TISSUES , *CELL proliferation - Abstract
Recent advances in methods for making mammalian organs translucent have made possible whole-body fluorescent imaging with single-cell resolution. Because organ-clearing methods can be used to image the heterogeneous nature of cell populations, they are powerful tools to investigate the hierarchical organization of the cellular circadian clock, and how the clock synchronizes a variety of physiological activities. In particular, methods compatible with genetically encoded fluorescent reporters have the potential to detect circadian activity in different brain regions and the circadian-phase distribution across the whole body. In this review, we summarize the current methods and strategy for making organs translucent (removal of lipids, decolourization of haemoglobin and adjusting the refractive index of the specimen). We then discuss possible applications to circadian biology. For example, the coupling of circadian rhythms among different brain regions, brain activity in sleep-wake cycles and the role of migrating cells such as immune cells and cancer cells in chronopharmacology. [ABSTRACT FROM AUTHOR]
- Published
- 2015
- Full Text
- View/download PDF
40. A microfluidic platform for in situ investigation of biofilm formation and its treatment under controlled conditions
- Author
-
Straub, Hervé, Eberl, Leo, Zinn, Manfred, Rossi, René M, Maniura-Weber, Katharina, Ren, Qun, University of Zurich, and Ren, Qun
- Subjects
lcsh:Medical technology ,lcsh:Biotechnology ,Microfluidics ,3003 Pharmaceutical Science ,Biomedical Engineering ,Bacterial adhesion ,2204 Biomedical Engineering ,Medicine (miscellaneous) ,Pharmaceutical Science ,Bioengineering ,Single-cell resolution ,580 Plants (Botany) ,Applied Microbiology and Biotechnology ,10126 Department of Plant and Microbial Biology ,lcsh:TP248.13-248.65 ,Escherichia coli ,2402 Applied Microbiology and Biotechnology ,10211 Zurich-Basel Plant Science Center ,1502 Bioengineering ,In situ analysis ,Research ,Biofilm ,Growth medium ,2701 Medicine (miscellaneous) ,Anti-Bacterial Agents ,Culture Media ,lcsh:R855-855.5 ,Biofilms ,1313 Molecular Medicine ,Antimicrobial efficacy ,Molecular Medicine - Abstract
Background Studying bacterial adhesion and early biofilm development is crucial for understanding the physiology of sessile bacteria and forms the basis for the development of novel antimicrobial biomaterials. Microfluidics technologies can be applied in such studies since they permit dynamic real-time analysis and a more precise control of relevant parameters compared to traditional static and flow chamber assays. In this work, we aimed to establish a microfluidic platform that permits real-time observation of bacterial adhesion and biofilm formation under precisely controlled homogeneous laminar flow conditions. Results Using Escherichia coli as the model bacterial strain, a microfluidic platform was developed to overcome several limitations of conventional microfluidics such as the lack of spatial control over bacterial colonization and allow label-free observation of bacterial proliferation at single-cell resolution. This platform was applied to demonstrate the influence of culture media on bacterial colonization and the consequent eradication of sessile bacteria by antibiotic. As expected, the nutrient-poor medium (modified M9 medium containing 1 g/l of organic nitrogen) was found to promote bacterial adhesion and to enable a higher adhesion rate compared to the nutrient-rich medium (tryptic soy broth containing 20 g/l of organic nitrogen). However, in rich medium the adhered cells colonized the glass surface faster than those in poor medium under otherwise identical conditions. For the first time, this effect was demonstrated to be caused by a higher retention of newly generated bacteria in the rich medium, rather than faster growth especially during the initial adhesion phase. These results also indicate that higher adhesion rate does not necessarily lead to faster biofilm formation. Antibiotic treatment of sessile bacteria with colistin was further monitored by fluorescence microscopy at single-cell resolution, allowing in situ analysis of killing efficacy of antimicrobials.Conclusion The platform established here represents a powerful and versatile tool for studying environmental effects such as medium composition on bacterial adhesion and biofilm formation. Our microfluidic setup shows great potential for the in vitro assessment of new antimicrobials and antifouling agents under flow conditions.
- Published
- 2020
41. Quantitative Hormone Signaling Output Analyses of
- Author
-
Hassan, Ghareeb, Mohamed, El-Sayed, Michael, Pound, Olena, Tetyuk, Katharina, Hanika, Cornelia, Herrfurth, Ivo, Feussner, and Volker, Lipka
- Subjects
plant-pathogen interactions ,salicylic acid ,single-cell resolution ,signaling output reporters ,ethylene ,intercellular communication ,Plant Science ,plant immunity ,jasmonate ,Original Research - Abstract
The phytohormones salicylic acid (SA), jasmonic acid (JA), and ethylene (ET) are central regulators of biotic and abiotic stress responses in Arabidopsis thaliana. Here, we generated modular fluorescent protein-based reporter lines termed COLORFUL-PR1pro, -VSP2pro, and -PDF1.2apro. These feature hormone-controlled nucleus-targeted transcriptional output sensors and the simultaneous constitutive expression of spectrally separated nuclear reference and plasma membrane-localized reporters. This set-up allowed the study of cell-type specific hormone activities, cellular viability and microbial invasion. Moreover, we developed a software-supported high-throughput confocal microscopy imaging protocol for output quantification to resolve the spatio-temporal dynamics of respective hormonal signaling activities at single-cell resolution. Proof-of-principle analyses in A. thaliana leaves revealed distinguished hormone sensitivities in mesophyll, epidermal pavement and stomatal guard cells, suggesting cell type-specific regulatory protein activities. In plant-microbe interaction studies, we found that virulent and avirulent Hyaloperonospora arabidopsidis (Hpa) isolates exhibit different invasion dynamics and induce spatio-temporally distinct hormonal activity signatures. On the cellular level, these hormone-controlled reporter signatures demarcate the nascent sites of Hpa entry and progression, and highlight initiation, transduction and local containment of immune signals.
- Published
- 2020
42. Live imaging of multicolor-labeled cells in Drosophila.
- Author
-
Boulina, Maria, Samarajeewa, Hasitha, Baker, James D., Kim, Michael D., and Chiba, Akira
- Subjects
- *
DROSOPHILA development , *DEVELOPMENTAL biology , *NEUROBIOLOGY , *BIOLOGICAL adaptation , *MORPHOGENESIS , *IMAGING systems in biology , *CELL migration - Abstract
We describe LOLLIbow, a Brainbow-based live imaging system with applications in developmental biology and neurobiology. The development of an animal, including the environmentally sensitive adaptation of its brain, is thought to proceed through continual orchestration among diverse cell types as they divide, migrate, transform and interact with one another within the body. To facilitate direct visualization of such dynamic morphogenesis by individual cells in vivo, we have modified the original Brainbow for Drosophila in which live imaging is practical during much of its development. Our system offers permanent fluorescent labels that reveal fine morphological details of individual cells without requiring dissection or fixation of the samples. It also features a non-invasive means to control the timing of stochastic tricolor cell labeling with a light pulse. We demonstrate applicability of the new system in a variety of settings that could benefit from direct imaging of the developing multicellular organism with single-cell resolution. [ABSTRACT FROM AUTHOR]
- Published
- 2013
- Full Text
- View/download PDF
43. Whole-Cell Sensing for a Harmful Bloom-Forming Microscopic Alga by Measuring Antibody–Antigen Forces.
- Author
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Lee, A.S., Mahapatro, M., Caron, D.A., Requicha, A.A.G., Stauffer, B.A., Thompson, M.E., and Chongwu Zhou
- Abstract
Aureococcus anophagefferens, a harmful bloom-forming alga responsible for brown tides in estuaries of the Middle Atlantic U.S., has been investigated by atomic force microscopy for the first time, using probes functionalized with a monoclonal antibody specific for the alga. The rupture force between a single monoclonal antibody and the surface of A. anophagefferens was experimentally found to be 246 plusmn 11 pN at the load rate of 12 nN/s. Force histograms for A. anophagefferens and other similarly-sized algae are presented and analyzed. The results illustrate the effects of load rates, and demonstrate that force-distance measurements can be used to build biosensors with high signal-to-noise ratios for A. anophagefferens. The methods described in this paper can be used, in principle, to construct sensors with single-cell resolution for arbitrary cells for which monoclonal antibodies are available [ABSTRACT FROM PUBLISHER]
- Published
- 2006
- Full Text
- View/download PDF
44. Mapping the Architecture of Ferret Brains at Single-Cell Resolution
- Author
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Ben Long, Tao Jiang, Jianmin Zhang, Siqi Chen, Xueyan Jia, Xiaofeng Xu, Qingming Luo, Hui Gong, Anan Li, and Xiangning Li
- Subjects
0301 basic medicine ,Big data processing ,giant pyramidal neuron ,Biology ,whole-brain imaging ,computer.software_genre ,lcsh:RC321-571 ,03 medical and health sciences ,symbols.namesake ,0302 clinical medicine ,cytoarchitectonics ,Voxel ,single-cell resolution ,ferret brains ,Neural system ,lcsh:Neurosciences. Biological psychiatry. Neuropsychiatry ,Original Research ,General Neuroscience ,030104 developmental biology ,Cytoarchitecture ,en-bloc Nissl staining ,Nissl body ,symbols ,computer ,Neuroscience ,030217 neurology & neurosurgery - Abstract
Mapping the cytoarchitecture of the whole brain can reveal the organizational logic of neural systems. However, this remains a significant challenge, especially for gyrencephalic brains with a large volume. Here we propose an integrated pipeline for generating a cytoarchitectonic atlas with single-cell resolution of the whole brain. To analyze a large-volume brain, we used a modified en-bloc Nissl staining protocol to achieve uniform staining of large-scale brain specimens from ferret (Mustela putorius furo). By combining whole-brain imaging and big data processing, we established strategies for parsing cytoarchitectural information at a voxel resolution of 0.33 μm × 0.33 μm × 1 μm and terabyte-scale data analysis. Using the cytoarchitectonic datasets for adult ferret brain, we identified giant pyramidal neurons in ferret brains and provide the first report of their morphological diversity, neurochemical phenotype, and distribution patterns in the whole brain in three dimensions. This pipeline will facilitate studies on the organization and development of the mammalian brains, from that of rodents to the gyrencephalic brains of ferret and even primates.
- Published
- 2019
45. Combined whole-organ imaging at single-cell resolution and immunohistochemical analysis of prostate cancer and its liver and brain metastases.
- Author
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Taranda, Julian, Mathew, Grinu, Watrud, Kaitlin, El-Amine, Nour, Lee, Matthew F., Elowsky, Corey, Bludova, Anastasiia, Escobar Avelar, Sintia, Nowak, Dawid G., Wee, Tse-Luen, Wilkinson, John E., Trotman, Lloyd C., and Osten, Pavel
- Abstract
Early steps of cancer initiation and metastasis, while critical for understanding disease mechanisms, are difficult to visualize and study. Here, we describe an approach to study the processes of initiation, progression, and metastasis of prostate cancer (PC) in a genetically engineered RapidCaP mouse model, which combines whole-organ imaging by serial two-photon tomography (STPT) and post hoc thick-section immunofluorescent (IF) analysis. STPT enables the detection of single tumor-initiating cells within the entire prostate, and consequent IF analysis reveals a transition from normal to transformed epithelial tissue and cell escape from the tumor focus. STPT imaging of the liver and brain reveal the distribution of multiple metastatic foci in the liver and an early-stage metastatic cell invasion in the brain. This imaging and data analysis pipeline can be readily applied to other mouse models of cancer, offering a highly versatile whole-organ platform to study in situ mechanisms of cancer initiation and progression. [Display omitted] • STP tomography has the resolution to detect tumor initiation and its progression in PC • Description of the micro-metastasis in mouse liver with whole-organ reconstruction • Whole-brain imaging and quantification of metastatic cells from primary prostate cancer • This technology allows the use of post hoc thick sections for traditional histology Scientists have long known that tumors are initiated by few cells. The detection of these cells with high resolution is a challenge due to the microscopic dimensions of organs. Taranda et al. use STP tomography combined with traditional histology to describe these events in prostate cancer and its metastasis. [ABSTRACT FROM AUTHOR]
- Published
- 2021
- Full Text
- View/download PDF
46. High-throughput Measurement of Dictyostelium discoideum Macropinocytosis by Flow Cytometry
- Author
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Thomas, Williams and Robert R, Kay
- Subjects
macropinocytosis ,flow cytometry ,single-cell resolution ,Issue 139 ,Animals ,Pinocytosis ,endocytosis ,Dictyostelium ,Dictyostelium discoideum ,Biology ,fluid uptake ,high-throughput - Abstract
Large-scale non-specific fluid uptake by macropinocytosis is important for the proliferation of certain cancer cells, antigen sampling, host cell invasion and the spread of neurodegenerative diseases. The commonly used laboratory strains of the amoeba Dictyostelium discoideum have extremely high fluid uptake rates when grown in nutrient medium, over 90% of which is due to macropinocytosis. In addition, many of the known core components of mammalian macropinocytosis are also present, making it an excellent model system for studying macropinocytosis. Here, the standard technique to measure internalized fluid using fluorescent dextran as a label is adapted to a 96-well plate format, with the samples analyzed by flow cytometry using a high-throughput sampling (HTS) attachment. Cells are fed non-quenchable fluorescent dextran for a pre-determined length of time, washed by immersion in ice-cold buffer and detached using 5 mM sodium azide, which also stops exocytosis. Cells in each well are then analyzed by flow cytometry. The method can also be adapted to measure membrane uptake and phagocytosis of fluorescent beads or bacteria. This method was designed to allow measurement of fluid uptake by Dictyostelium in a high-throughput, labor and resource efficient manner. It allows simultaneous comparison of multiple strains (e.g. knockout mutants of a gene) and conditions (e.g. cells in different media or treated with different concentrations of inhibitor) in parallel and simplifies time-courses.
- Published
- 2018
47. Chemical probes for visualizing intact animal and human brain tissue
- Author
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Steve M. Gentleman, Wutian Wu, Wai-Lung Ng, Hei Ming Lai, and Parkinson's UK
- Subjects
0301 basic medicine ,IN-VIVO DETECTION ,CYANINE DYES ,Biochemistry & Molecular Biology ,tissue clearing ,Optical sectioning ,ALPHA-SYNUCLEIN ,Clinical Biochemistry ,Nanotechnology ,Biology ,Biochemistry ,03 medical and health sciences ,0302 clinical medicine ,fluorescent probes ,Drug Discovery ,small-molecule probes ,medicine ,human neuroscience ,Animals ,Humans ,Molecular Biology ,A-BETA ,Pharmacology ,BETA-AMYLOID PLAQUES ,Tissue clearing ,Science & Technology ,CONGO RED ,3D histology ,Brain ,Human brain ,MOLECULE RNA DETECTION ,Structure and function ,Molecular Imaging ,ALZHEIMERS-DISEASE ,Fluorescent labelling ,030104 developmental biology ,medicine.anatomical_structure ,mammalian brain tissues ,Molecular Probes ,Molecular Medicine ,brain mapping ,SINGLE-CELL RESOLUTION ,Life Sciences & Biomedicine ,030217 neurology & neurosurgery ,Chemical labeling ,Biomedical engineering ,Clearance ,WHOLE-BODY - Abstract
Newly developed tissue clearing techniques can be used to render intact tissues transparent. When combined with fluorescent labeling technologies and optical sectioning microscopy, this allows visualization of fine structure in three dimensions. Gene-transfection techniques have proved very useful in visualizing cellular structures in animal models, but they are not applicable to human brain tissue. Here, we discuss the characteristics of an ideal chemical fluorescent probe for use in brain and other cleared tissues, and offer a comprehensive overview of currently available chemical probes. We describe their working principles and compare their performance with the goal of simplifying probe selection for neuropathologists and stimulating probe development by chemists. We propose several approaches for the development of innovative chemical labeling methods which, when combined with tissue clearing, have the potential to revolutionize how we study the structure and function of the human brain.
- Published
- 2017
48. Microfluidic Immunoassays for Time-Resolved Measurement of Protein Secretion from Single Cells.
- Author
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Yamagishi M, Ohara O, and Shirasaki Y
- Subjects
- Humans, Particle Size, Proteins metabolism, Surface Properties, Time Factors, Immunoassay, Microfluidic Analytical Techniques, Proteins analysis, Single-Cell Analysis
- Abstract
Measurement of humoral factors secreted from cells has served as an indispensable method to monitor the states of a cell ensemble because humoral factors play crucial roles in cell-cell interaction and aptly reflect the states of individual cells. Although a cell ensemble consisting of a large number of cells has conventionally been the object of such measurements, recent advances in microfluidic technology together with highly sensitive immunoassays have enabled us to quantify secreted humoral factors even from individual cells in either a population or a temporal context. Many groups have reported various miniaturized platforms for immunoassays of proteins secreted from single cells. This review focuses on the current status of time-resolved assay platforms for protein secretion with single-cell resolution. We also discuss future perspectives of time-resolved immunoassays from the viewpoint of systems biology.
- Published
- 2020
- Full Text
- View/download PDF
49. Probing Cancer Metastasis at a Single-Cell Level with a Raman-Functionalized Anionic Probe.
- Author
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Dharmalingam P, Venkatakrishnan K, and Tan B
- Subjects
- Anions chemistry, Cell Line, Tumor, Gold chemistry, Humans, Neoplasm Metastasis pathology, Neoplasms pathology, Spectrum Analysis, Raman, Surface Properties, Metal Nanoparticles chemistry, Neoplasm Metastasis diagnosis, Neoplasms diagnosis, Single-Cell Analysis
- Abstract
Cancer metastasis is the primary reason for cancer-related deaths, yet there is no technique capable of detecting it due to cancer pathogenesis. Current cancer diagnosis methods evaluate tumor samples as a whole/pooled sample process loses heterogeneous information in the metastasis state. Hence, it is not suitable for metastatic cancer detection. In order to gain complete information on metastasis, it is desirable to develop a nondestructive detection method that can evaluate metastatic cells with sensitivity down to single-cell resolution. Here we demonstrated self-functionalized anionic quantum probes for in vitro metastatic cancer detection at a single-cell concentration. We achieved this by incorporating a nondestructive SERS ability within the generated probes by integrating anionic surface species and NIR plasmon resonance. To the best of our knowledge, this was the first time that metastatic cancer cells were detected through their neoplastic transformations. With reliable diagnostic information at the single-cell sensitivity in an in vitro state, we successfully discriminated against cancer malignancy states.
- Published
- 2020
- Full Text
- View/download PDF
50. Hybridization Chain Reaction for Quantitative and Multiplex Imaging of Gene Expression in Amphioxus Embryos and Adult Tissues.
- Author
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Andrews TGR, Gattoni G, Busby L, Schwimmer MA, and Benito-Gutiérrez È
- Subjects
- Animals, Gene Expression Regulation, Developmental genetics, Lancelets growth & development, Vertebrates growth & development, Embryonic Development genetics, In Situ Hybridization methods, Lancelets genetics, Vertebrates genetics
- Abstract
In situ hybridization (ISH) methods remain the most popular approach for profiling the expression of a gene at high spatial resolution and have been broadly used to address many biological questions. One compelling application is in the field of evo-devo, where comparing gene expression patterns has offered insight into how vertebrate development has evolved. Gene expression profiling in the invertebrate chordate amphioxus (cephalochordate) has been particularly instrumental in this context: its key phylogenetic position as sister group to all other chordates makes it an ideal model system to compare with vertebrates and for reconstructing the ancestral condition of our phylum. However, while ISH methods have been developed extensively in vertebrate model systems to fluorescently detect the expression of multiple genes simultaneously at a cellular and subcellular resolution, amphioxus gene expression profiling is still based on single-gene nonfluorescent chromogenic methods, whose spatial resolution is often compromised by diffusion of the chromogenic product. This represents a serious limitation for reconciling gene expression dynamics between amphioxus and vertebrates and for molecularly identifying cell types, defined by their combinatorial code of gene expression, that may have played pivotal roles in evolutionary innovation. Herein we overcome these problems by describing a new protocol for application of the third-generation hybridization chain reaction (HCR) to the amphioxus, which permits fluorescent, multiplex, and quantitative detection of gene expression in situ, within the changing morphology of the developing embryo, and in adult tissues. A detailed protocol is herein provided for whole-mount preparations of embryos and vibratome sections of adult tissues.
- Published
- 2020
- Full Text
- View/download PDF
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