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Khodr V, Clauzier L, Machillot P, Sales A, Migliorini E, Picart C. Development of an automated high-content immunofluorescence assay of pSmads quantification: Proof-of-concept with drugs inhibiting the BMP/TGF-β pathways. Biotechnol J 2024; 19:e2400007. [PMID: 39295554 DOI: 10.1002/biot.202400007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2024] [Revised: 07/19/2024] [Accepted: 07/22/2024] [Indexed: 09/21/2024]
Abstract
INTRODUCTION Bone morphogenetic proteins (BMPs) and transforming growth factors (TGF-β) are members of the TGF-β superfamily, known for their roles in several physiological and pathological processes. These factors are known to bind in vivo to BMP and TGF-β receptors, respectively, which induces the phosphorylation of Smad (pSmad) transcription factors. This pathway is generally studied with Western blot and luciferase bioluminescence assay, which presents some limitations. PURPOSE In this work, we developed and optimized a high-throughput assay to study pSmad pathways using immunofluorescence (IF) as an alternative to Western blot. We aimed to overcome the technical challenges usually faced in the classical IF assay in image acquisition, analysis, and quantification. METHODS We used C2C12 cells as a cellular model. The cells were stimulated with BMP-2 and TGF-β1 that were delivered either in solution (soluble) or via a biomaterial presenting the growth factor (GF), that is in a "matrix-bound" manner. Image acquisition parameters, analysis methods, and quantification of pSmads using IF were optimized for cells cultured on two types of supports: on bare glass and on a biomimetic coating made by self-assembly of the biopolymers hyaluronic acid and poly(l-lysine), which was crosslinked and then loaded with the GFs. RESULTS We performed high-content kinetic studies of pSmad expression for cells cultured in 96-well microplates in response to soluble and matrix-bound BMP-2 and TGF-β1. The detection limit of the IF-based assay was found to be similar to Western blot. Additionally, we provide a proof-of-concept for drug testing using inhibitors of BMP and TGF-β receptors, under conditions where specific signaling pathways are engaged via the ligand/receptor interactions. Altogether, our findings offer perspectives for future mechanistic studies on cell signaling and for studies at the single cell level using imaging methods.
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Affiliation(s)
- Valia Khodr
- Université Grenoble Alpes, INSERM, CEA, U1292 Biosanté, CNRS EMR BRM, Grenoble cedex, France
- CNRS, Grenoble Institute of Technology, LMGP, UMR, Grenoble, France
| | - Laura Clauzier
- Université Grenoble Alpes, INSERM, CEA, U1292 Biosanté, CNRS EMR BRM, Grenoble cedex, France
| | - Paul Machillot
- Université Grenoble Alpes, INSERM, CEA, U1292 Biosanté, CNRS EMR BRM, Grenoble cedex, France
| | - Adrià Sales
- Université Grenoble Alpes, INSERM, CEA, U1292 Biosanté, CNRS EMR BRM, Grenoble cedex, France
| | - Elisa Migliorini
- Université Grenoble Alpes, INSERM, CEA, U1292 Biosanté, CNRS EMR BRM, Grenoble cedex, France
| | - Catherine Picart
- Université Grenoble Alpes, INSERM, CEA, U1292 Biosanté, CNRS EMR BRM, Grenoble cedex, France
- CNRS, Grenoble Institute of Technology, LMGP, UMR, Grenoble, France
- Institut Universitaire de France, Paris, France
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Wen Y, Yang H, Hong Y. Transcriptomic Approaches to Cardiomyocyte-Biomaterial Interactions: A Review. ACS Biomater Sci Eng 2024; 10:4175-4194. [PMID: 38934720 DOI: 10.1021/acsbiomaterials.4c00303] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/28/2024]
Abstract
Biomaterials, essential for supporting, enhancing, and repairing damaged tissues, play a critical role in various medical applications. This Review focuses on the interaction of biomaterials and cardiomyocytes, emphasizing the unique significance of transcriptomic approaches in understanding their interactions, which are pivotal in cardiac bioengineering and regenerative medicine. Transcriptomic approaches serve as powerful tools to investigate how cardiomyocytes respond to biomaterials, shedding light on the gene expression patterns, regulatory pathways, and cellular processes involved in these interactions. Emerging technologies such as bulk RNA-seq, single-cell RNA-seq, single-nucleus RNA-seq, and spatial transcriptomics offer promising avenues for more precise and in-depth investigations. Longitudinal studies, pathway analyses, and machine learning techniques further improve the ability to explore the complex regulatory mechanisms involved. This review also discusses the challenges and opportunities of utilizing transcriptomic techniques in cardiomyocyte-biomaterial research. Although there are ongoing challenges such as costs, cell size limitation, sample differences, and complex analytical process, there exist exciting prospects in comprehensive gene expression analyses, biomaterial design, cardiac disease treatment, and drug testing. These multimodal methodologies have the capacity to deepen our understanding of the intricate interaction network between cardiomyocytes and biomaterials, potentially revolutionizing cardiac research with the aim of promoting heart health, and they are also promising for studying interactions between biomaterials and other cell types.
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Affiliation(s)
- Yufeng Wen
- Department of Bioengineering, University of Texas at Arlington, Arlington, Texas 76019, United States
| | - Huaxiao Yang
- Department of Biomedical Engineering, University of North Texas, Denton, Texas 76207, United States
| | - Yi Hong
- Department of Bioengineering, University of Texas at Arlington, Arlington, Texas 76019, United States
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Bao LX, Luo ZM, Zhu XL, Xu YY. Automated identification of protein expression intensity and classification of protein cellular locations in mouse brain regions from immunofluorescence images. Med Biol Eng Comput 2024; 62:1105-1119. [PMID: 38150111 DOI: 10.1007/s11517-023-02985-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Accepted: 11/28/2023] [Indexed: 12/28/2023]
Abstract
Knowledge of protein expression in mammalian brains at regional and cellular levels can facilitate understanding of protein functions and associated diseases. As the mouse brain is a typical mammalian brain considering cell type and structure, several studies have been conducted to analyze protein expression in mouse brains. However, labeling protein expression using biotechnology is costly and time-consuming. Therefore, automated models that can accurately recognize protein expression are needed. Here, we constructed machine learning models to automatically annotate the protein expression intensity and cellular location in different mouse brain regions from immunofluorescence images. The brain regions and sub-regions were segmented through learning image features using an autoencoder and then performing K-means clustering and registration to align with the anatomical references. The protein expression intensities for those segmented structures were computed on the basis of the statistics of the image pixels, and patch-based weakly supervised methods and multi-instance learning were used to classify the cellular locations. Results demonstrated that the models achieved high accuracy in the expression intensity estimation, and the F1 score of the cellular location prediction was 74.5%. This work established an automated pipeline for analyzing mouse brain images and provided a foundation for further study of protein expression and functions.
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Affiliation(s)
- Lin-Xia Bao
- School of Biomedical Engineering, Southern Medical University, Guangzhou, 510515, China
- Guangdong Provincial Key Laboratory of Medical Imaging Processing, Southern Medical University, Guangzhou, 510515, China
- Guangdong Province Engineering Laboratory for Medical Imaging and Diagnostic Technology, Southern Medical University, Guangzhou, 510623, China
| | - Zhuo-Ming Luo
- School of Biomedical Engineering, Southern Medical University, Guangzhou, 510515, China
- Guangdong Provincial Key Laboratory of Medical Imaging Processing, Southern Medical University, Guangzhou, 510515, China
- Guangdong Province Engineering Laboratory for Medical Imaging and Diagnostic Technology, Southern Medical University, Guangzhou, 510623, China
| | - Xi-Liang Zhu
- School of Biomedical Engineering, Southern Medical University, Guangzhou, 510515, China
- Guangdong Provincial Key Laboratory of Medical Imaging Processing, Southern Medical University, Guangzhou, 510515, China
- Guangdong Province Engineering Laboratory for Medical Imaging and Diagnostic Technology, Southern Medical University, Guangzhou, 510623, China
| | - Ying-Ying Xu
- School of Biomedical Engineering, Southern Medical University, Guangzhou, 510515, China.
- Guangdong Provincial Key Laboratory of Medical Imaging Processing, Southern Medical University, Guangzhou, 510515, China.
- Guangdong Province Engineering Laboratory for Medical Imaging and Diagnostic Technology, Southern Medical University, Guangzhou, 510623, China.
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Dirven BCJ, van Melis L, Daneva T, Dillen L, Homberg JR, Kozicz T, Henckens MJAG. Hippocampal Trauma Memory Processing Conveying Susceptibility to Traumatic Stress. Neuroscience 2024; 540:87-102. [PMID: 38220126 DOI: 10.1016/j.neuroscience.2024.01.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Revised: 12/04/2023] [Accepted: 01/10/2024] [Indexed: 01/16/2024]
Abstract
While the majority of the population is ever exposed to a traumatic event during their lifetime, only a fraction develops posttraumatic stress disorder (PTSD). Disrupted trauma memory processing has been proposed as a core factor underlying PTSD symptomatology. We used transgenic Targeted-Recombination-in-Active-Populations (TRAP) mice to investigate potential alterations in trauma-related hippocampal memory engrams associated with the development of PTSD-like symptomatology. Mice were exposed to a stress-enhanced fear learning paradigm, in which prior exposure to a stressor affects the learning of a subsequent fearful event (contextual fear conditioning using foot shocks), during which neuronal activity was labeled. One week later, mice were behaviorally phenotyped to identify mice resilient and susceptible to developing PTSD-like symptomatology. Three weeks post-learning, mice were re-exposed to the conditioning context to induce remote fear memory recall, and associated hippocampal neuronal activity was assessed. While no differences in the size of the hippocampal neuronal ensemble activated during fear learning were observed between groups, susceptible mice displayed a smaller ensemble activated upon remote fear memory recall in the ventral CA1, higher regional hippocampal parvalbuminneuronal density and a relatively lower activity of parvalbumininterneurons upon recall. Investigation of potential epigenetic regulators of the engram revealed rather generic (rather than engram-specific) differences between groups, with susceptible mice displaying lower hippocampal histone deacetylase 2 expression, and higher methylation and hydroxymethylation levels. These finding implicate variation in epigenetic regulation within the hippocampus, as well as reduced regional hippocampal activity during remote fear memory recall in interindividual differences in susceptibility to traumatic stress.
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Affiliation(s)
- Bart C J Dirven
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Centre, 6500 HB Nijmegen, The Netherlands; Department of Medical Imaging, Anatomy, Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Centre, 6500 HB Nijmegen, The Netherlands
| | - Lennart van Melis
- Department of Medical Imaging, Anatomy, Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Centre, 6500 HB Nijmegen, The Netherlands
| | - Teya Daneva
- Department of Medical Imaging, Anatomy, Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Centre, 6500 HB Nijmegen, The Netherlands
| | - Lieke Dillen
- Department of Medical Imaging, Anatomy, Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Centre, 6500 HB Nijmegen, The Netherlands
| | - Judith R Homberg
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Centre, 6500 HB Nijmegen, The Netherlands
| | - Tamas Kozicz
- Department of Medical Imaging, Anatomy, Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Centre, 6500 HB Nijmegen, The Netherlands; Center for Individualized Medicine, Department of Clinical Genomics, and Biochemical Genetics Laboratory, Mayo Clinic, Rochester, MN 55905, USA; University of Pecs Medical School, Department of Anatomy, Pecs, Hungary
| | - Marloes J A G Henckens
- Department of Cognitive Neuroscience, Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Centre, 6500 HB Nijmegen, The Netherlands.
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Beggiato S, Ferrara F, Romani A, Cassano T, Trentini A, Valacchi G, Cervellati C, Ferraro L. Signature of paraoxonases in the altered redox homeostasis in Alzheimer's disease. Chem Biol Interact 2024; 388:110839. [PMID: 38142921 DOI: 10.1016/j.cbi.2023.110839] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2023] [Revised: 11/29/2023] [Accepted: 12/17/2023] [Indexed: 12/26/2023]
Abstract
Paraoxonase (PON) enzymes (PON1, PON2 and PON3) exert antioxidant properties through arylesterase, lactonase and paraoxonase activities. Increasing findings suggested their potential involvement, particularly PON1 and PON2, in Alzheimer's disease (AD), a neurodegenerative pathology characterized by early oxidative stress. Specifically, decreased serum PON1-arylesterase and lactonase activities seem to be associated with an increased brain oxidative damage in early AD, leading to hypothesize that PON activity alterations might be an early event in AD. To address this hypothesis, the levels of 4-hydroxynonenal (4-HNE; i.e. a marker of oxidative stress damage) along with the protein expression and enzymatic activity of PON1 and PON2 have been investigated in the brain and serum of young [Postnatal day (PD)8-10, 20-25 and 60-65] asymptomatic 3xTg-AD female mice, one of the most used transgenic models of AD. At PD 8-10, there were no differences in hippocampus and prefrontal cortex (PFC) 4-HNE expression levels between 3xTg-AD mice compared to controls (Non-Tg mice). On the other hand, significant increased levels of 4-HNE were detected in PD 20-30 3xTg-AD mice hippocampus, while a significant reduction was observed in 3xTg-AD group at PD 60-65. In the PFC, 4-HNE levels were significantly reduced in 3xTg-AD mice brain at PD 20-30, while no differences in 4-HNE levels were detected at PD 60-65. No significant differences in arylesterase and lactonase activities were observed in the plasma of 3xTg-AD and Non-Tg mice at the different considered ages. Compared to Non-Tg mice, a reduction of brain arylesterase activity was found in 3xTg-AD female at PD 20-30 and PD 60-65, but it was significant only in the younger group. Finally, a similar trend was observed also for PON1 and PON2 protein levels, with both significantly, and solely, decreased in 3xTg-AD mice brain at PD 20-30. Overall, these findings suggest that the altered oxidative stress homeostasis in the 3xTg-AD female mice may be related to an early reduction in activity and expression of PONs enzymes most likely via a reduced brain arylesterases activity.
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Affiliation(s)
- Sarah Beggiato
- Department of Life Sciences and Biotechnology and LTTA Centre, University of Ferrara, Italy; Psychiatric Department, School of Medicine, University of Maryland, Baltimore MD, USA
| | - Francesca Ferrara
- Department of Chemical, Pharmaceutical and Agricultural Sciences, University of Ferrara, Italy
| | - Arianna Romani
- Department of Translational Medicine and for Romagna, University of Ferrara, Ferrara, Italy
| | - Tommaso Cassano
- Department of Medical and Surgical Sciences, University of Foggia, Foggia, Italy
| | - Alessandro Trentini
- Department of Translational Medicine and for Romagna, University of Ferrara, Ferrara, Italy
| | - Giuseppe Valacchi
- Department of Environmental and Prevention Sciences, University of Ferrara, Italy; Dept. of Animal Sciences, Plants for Human Health Institute, NC Research Campus, NC State University, Kannapolis, NC, USA; Department of Food and Nutrition, Kyung Hee University, Seoul, South Korea
| | - Carlo Cervellati
- Department of Translational Medicine and for Romagna, University of Ferrara, Ferrara, Italy
| | - Luca Ferraro
- Department of Life Sciences and Biotechnology and LTTA Centre, University of Ferrara, Italy; Psychiatric Department, School of Medicine, University of Maryland, Baltimore MD, USA.
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Vasquez CD, Albeck JG. Modeling elucidates context dependence in adipose regulation. Cell Syst 2023; 14:1021-1023. [PMID: 38128481 DOI: 10.1016/j.cels.2023.11.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Revised: 10/20/2023] [Accepted: 11/08/2023] [Indexed: 12/23/2023]
Abstract
Single-cell data and computational simulations reveal the dynamics of the transcription factors HIF1α and PPARγ during adipocyte differentiation and maturation. Modeling feedback within this network predicts a HIF1α-mediated choice between lipid accumulation and incomplete differentiation. In vitro experiments support this model, with implications for adipose dynamics in metabolic disorders involving hypoxia.
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Affiliation(s)
- Cameron D Vasquez
- Department of Molecular and Cellular Biology, University of California, Davis, Davis, CA, USA
| | - John G Albeck
- Department of Molecular and Cellular Biology, University of California, Davis, Davis, CA, USA.
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Giotakis AI, Runge A, Dudas J, Glueckert R, Gottfried T, Schartinger VH, Klarer J, Randhawa A, Caimmi E, Riechelmann H. Analysis of cells of epithelial, connective tissue and immune differentiation in HPV-positive-, HPV-negative oropharyngeal carcinoma and normal oropharyngeal tissue by immunofluorescence multiplex image cytometry: a preliminary report. BMC Cancer 2023; 23:1154. [PMID: 38012597 PMCID: PMC10683252 DOI: 10.1186/s12885-023-11440-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Accepted: 09/24/2023] [Indexed: 11/29/2023] Open
Abstract
BACKGROUND Epithelial, connective tissue and immune cells contribute in various ways to the pathophysiology of HPV positive (HPV+) and HPV negative (HPV-) oropharyngeal squamous cell carcinoma (OPSCC). We aimed to investigate the abundance of these cell lineages and their coexpression patterns in patients with HPV + and HPV- OPSCC. METHODS We used a 4-channel immunofluorescence-microscopy technique for the simultaneous detection of three direct-conjugated antibodies (pancytokeratin, vimentin and CD45/CD18) and DAPI (4',6-Diamidin-2-phenylindole) in formalin fixed paraffin-embedded tissue samples (FFPE) of patients with HPV + and HPV- OPSCC, and of control patients. Image acquisition and analysis were performed with TissueFAXS and StrataQuest (TissueGnostics, Vienna, Austria), respectively, in tumor cell clusters/stroma in OPSCC specimens and epithelial layer/lamina propria in control specimens. Cell populations were created based on antibodies' coexpression patterns. Isotype and positive controls were examined for plausibility. RESULTS The proportion of cells of epithelial differentiation in tumor cell clusters was higher in HPV + OPSCC (55%) than in HPV- OPSCC samples (44%). The proportion of connective tissue cells in tumor cell cluster was lower in HPV + OPSCC patients (18%) than in HPV- OPSCC patients (26%). The proportion of immune cells in tumor cell clusters was higher in HPV + OPSCC patients (25%) than in HPV- OPSCC patients (18%). The percentage of anaplastic, potentially de-differentiated cells, was 2% in control patients, and it was higher in HPV- OPSCC (21%) than in HPV + OPSCC samples (6%). CONCLUSIONS This study provided the first quantitative data for the abundance of cells of epithelial, connective tissue and immune differentiation, in patients with OPSCC and control patients. The abundance of these different crucial cell populations was consistently originating from the same tissue sample. De-differentiation of tumor cells was higher in HPV- OPSCC than in HPV + OPSCC. In tumor cells clusters, the antitumoral host immune response was higher in HPV + OPSCC than in HPV- OPSCC, whereas the fibroblast response was higher in HPV- OPSCC than in HPV + OPSCC. This study contributed to the understanding of histopathologic differences between HPV + OPSCC and HPV- OPSCC patients.
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Affiliation(s)
- Aris I Giotakis
- Department of Otorhinolaryngology - Head & Neck Surgery, Medical University of Innsbruck, Anichstrasse 35, Innsbruck, 6020, Austria
| | - Annette Runge
- Department of Otorhinolaryngology - Head & Neck Surgery, Medical University of Innsbruck, Anichstrasse 35, Innsbruck, 6020, Austria.
| | - József Dudas
- Department of Otorhinolaryngology - Head & Neck Surgery, Medical University of Innsbruck, Anichstrasse 35, Innsbruck, 6020, Austria
| | - Rudolf Glueckert
- University Clinics Innsbruck, Tirol Kliniken, Anichstrasse 35, Innsbruck, 6020, Austria
| | - Timo Gottfried
- Department of Otorhinolaryngology - Head & Neck Surgery, Medical University of Innsbruck, Anichstrasse 35, Innsbruck, 6020, Austria
| | - Volker H Schartinger
- Department of Otorhinolaryngology - Head & Neck Surgery, Medical University of Innsbruck, Anichstrasse 35, Innsbruck, 6020, Austria
| | - Johanna Klarer
- Department of Otorhinolaryngology - Head & Neck Surgery, Medical University of Innsbruck, Anichstrasse 35, Innsbruck, 6020, Austria
| | - Avneet Randhawa
- Department of Otolaryngology, Rutgers University, New Jersey Medical School, Newark, NJ, USA
| | - Eleonora Caimmi
- Department of Otorhinolaryngology - Head & Neck Surgery, Medical University of Innsbruck, Anichstrasse 35, Innsbruck, 6020, Austria
| | - Herbert Riechelmann
- Department of Otorhinolaryngology - Head & Neck Surgery, Medical University of Innsbruck, Anichstrasse 35, Innsbruck, 6020, Austria
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Xu Z, Liu S, Xue X, Li W, Fu J, Deng CX. Rapid responses of human pluripotent stem cells to cyclic mechanical strains applied to integrin by acoustic tweezing cytometry. Sci Rep 2023; 13:18030. [PMID: 37865697 PMCID: PMC10590420 DOI: 10.1038/s41598-023-45397-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Accepted: 10/19/2023] [Indexed: 10/23/2023] Open
Abstract
Acoustic tweezing cytometry (ATC) is an ultrasound-based biophysical technique that has shown the capability to promote differentiation of human pluripotent stem cells (hPSCs). This study systematically examined how hPSCs respond to cyclic mechanical strains applied by ATC via displacement of integrin-bound microbubbles (averaged diameter of 4.3 µm) using ultrasound pulses (acoustic pressure 0.034 MPa, center frequency 1.24 MHz and pulse repetition frequency 1 Hz). Our data show downregulation of pluripotency marker Octamer-binding transcription factor 4 (OCT4) by at least 10% and increased nuclear localization of Yes-associated protein (YAP) by almost 100% in hPSCs immediately after ATC application for as short as 1 min and 5 min respectively. Analysis of the movements of integrin-anchored microbubbles under ATC stimulations reveals different stages of viscoelastic characteristic behavior and increasing deformation of the integrin-cytoskeleton (CSK) linkage. The peak displacement of integrin-bound microbubbles increased from 1.45 ± 0.16 to 4.74 ± 0.67 μm as the duty cycle of ultrasound pulses increased from 5% to 50% or the duration of each ultrasound pulse increased from 0.05 to 0.5 s. Real-time tracking of integrin-bound microbubbles during ATC application detects high correlation of microbubble displacements with OCT4 downregulation in hPSCs. Together, our data showing fast downregulation of OCT4 in hPSCs in respond to ATC stimulations highlight the unique mechanosensitivity of hPSCs to integrin-targeted cyclic force/strain dependent on the pulse duration or duty cycle of ultrasound pulses, providing insights into the mechanism of ATC-induced accelerated differentiation of hPSCs.
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Affiliation(s)
- Zhaoyi Xu
- Department of Mechanical Engineering, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Shiying Liu
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Xufeng Xue
- Department of Mechanical Engineering, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Weiping Li
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI, 48109, USA
| | - Jianping Fu
- Department of Mechanical Engineering, University of Michigan, Ann Arbor, MI, 48109, USA.
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI, 48109, USA.
- Department of Cell and Developmental Biology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA.
| | - Cheri X Deng
- Department of Mechanical Engineering, University of Michigan, Ann Arbor, MI, 48109, USA.
- Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI, 48109, USA.
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Martinez-Morilla S, Moutafi M, Fernandez AI, Jessel S, Divakar P, Wong PF, Garcia-Milian R, Schalper KA, Kluger HM, Rimm DL. Digital spatial profiling of melanoma shows CD95 expression in immune cells is associated with resistance to immunotherapy. Oncoimmunology 2023; 12:2260618. [PMID: 37781235 PMCID: PMC10540659 DOI: 10.1080/2162402x.2023.2260618] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2023] [Accepted: 09/14/2023] [Indexed: 10/03/2023] Open
Abstract
Although immune checkpoint inhibitor (ICI) therapy has dramatically improved outcome for metastatic melanoma patients, many patients do not benefit. Since adverse events may be severe, biomarkers for resistance would be valuable, especially in the adjuvant setting. We performed high-plex digital spatial profiling (DSP) using the NanoString GeoMx® on 53 pre-treatment specimens from ICI-treated metastatic melanoma cases. We interrogated 77 targets simultaneously in four molecular compartments defined by S100B for tumor, CD68 for macrophages, CD45 for leukocytes, and nonimmune stromal cells defined as regions negative for all three compartment markers but positive for SYTO 13. For DSP validation, we confirmed the results obtained for some immune markers, such as CD8, CD4, CD20, CD68, CD45, and PD-L1, by quantitative immunofluorescence (QIF). In the univariable analysis, 38 variables were associated with outcome, 14 of which remained significant after multivariable adjustment. Among them, CD95 was further validated using multiplex immunofluorescence in the Discovery immunotherapy (ITX) Cohort and an independent validation cohort with similar characteristics, showing an association between high levels of CD95 and shorter progression-free survival. We found that CD95 in stroma was associated with resistance to ICI. With further validation, this biomarker could have value to select patients that will not benefit from immunotherapy.
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Affiliation(s)
| | - Myrto Moutafi
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA
| | | | - Shlomit Jessel
- Section of Medical Oncology, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA
| | | | - Pok Fai Wong
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA
| | - Rolando Garcia-Milian
- Bioinformatics Support Program, Cushing/Whitney Medical Library, Yale School of Medicine, New Haven, CT, USA
| | - Kurt A. Schalper
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA
| | - Harriet M. Kluger
- Section of Medical Oncology, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA
| | - David L. Rimm
- Department of Pathology, Yale School of Medicine, New Haven, CT, USA
- Section of Medical Oncology, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA
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Xu B, Chen H, Zhang J, Cong Y, Ning L, Chen L, Zhang Y, Zhang Y, Song Z, Meng Y, He L, Liao WL, Lu Y, Zhao F. A comparative study of gastric adenocarcinoma HER2 IHC phenotype and mass spectrometry-based quantification. Front Oncol 2023; 13:1152895. [PMID: 37350943 PMCID: PMC10283037 DOI: 10.3389/fonc.2023.1152895] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2023] [Accepted: 04/10/2023] [Indexed: 06/24/2023] Open
Abstract
Introduction Gastric cancer is a highly heterogeneous malignant tumor of the digestive system. Anti-HER2 treatment can inhibit downstream signaling pathways and improve clinical treatment and outcomes in patients with HER2 protein overexpression. Currently, two standard methods for evaluating HER2 expression status are immunohistochemistry (IHC) and fluorescence in situ hybridization (FISH). However, these low-throughput assays often produce discordant or equivocal results. Methods In this study, we presented a new HER2 protein detection method based on mass spectrometry selected reaction monitoring (MS-SRM) and validated the method. We conducted a retrospective study on 118 formalin-fixed paraffin-embedded (FFPE) tissues from patients with advanced gastric adenocarcinoma in northern China, and we compared the MS-SRM results with those from IHC and correlated them with FISH. Results We established and validated the upper and lower detection limits (300-700 amol/μg) for abnormal HER2 protein expression in advanced gastric cancer. We also found that, among samples with mixed Lauren subtypes, those with a high level of HER2 expression had typical intestinal type features in pathology. Discussion This study demonstrated that the MS-SRM method can overcome the limitations and deficiencies of IHC, directly quantify the expression of HER2 protein in tumor cells and be used as a supplement to IHC. It has the potential to be used as a companion diagnosis for new drugs used to treat advanced gastric cancer. Large-scale clinical validation is required.
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Affiliation(s)
- Bin Xu
- Pathology Department, Fushun Central Hospital, Fushun, Liaoning, China
| | - Hui Chen
- Stomatology Department, Fushun Central Hospital, Fushun, Liaoning, China
| | - Jingjing Zhang
- Technology Department, Tianjin Yunjian Medical Laboratory Co. Ltd., Tianjin, China
| | - Yanghai Cong
- Technology Department, Tianjin Yunjian Medical Laboratory Co. Ltd., Tianjin, China
| | - Li Ning
- Medical Oncology, Fushun Central Hospital, Fushun, Liaoning, China
| | - Limin Chen
- Technology Department, Tianjin Yunjian Medical Laboratory Co. Ltd., Tianjin, China
| | - Yushi Zhang
- Technology Department, Tianjin Yunjian Medical Laboratory Co. Ltd., Tianjin, China
| | - Yong Zhang
- Pathology Department, Liaoning Cancer Hospital & Institute, Shenyang, Liaoning, China
| | - Zhanchun Song
- Circulation Department, Fushun Central Hospital, Fushun, Liaoning, China
| | - Yuan Meng
- Pathology Department, Fushun Central Hospital, Fushun, Liaoning, China
| | - Lianqi He
- Circulation Department, Fushun Central Hospital, Fushun, Liaoning, China
| | - Wei-li Liao
- Research and Development Department, mProbe Inc., Palo Alto, CA, United States
| | - Ying Lu
- Laboratory Medicine, Fushun Central Hospital, Fushun, Liaoning, China
| | - Fengyi Zhao
- Technology Department, Tianjin Yunjian Medical Laboratory Co. Ltd., Tianjin, China
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11
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Pécot T, Cuitiño MC, Johnson RH, Timmers C, Leone G. Deep learning tools and modeling to estimate the temporal expression of cell cycle proteins from 2D still images. PLoS Comput Biol 2022; 18:e1009949. [PMID: 35286300 PMCID: PMC8947602 DOI: 10.1371/journal.pcbi.1009949] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2021] [Revised: 03/24/2022] [Accepted: 02/21/2022] [Indexed: 11/18/2022] Open
Abstract
Automatic characterization of fluorescent labeling in intact mammalian tissues remains a challenge due to the lack of quantifying techniques capable of segregating densely packed nuclei and intricate tissue patterns. Here, we describe a powerful deep learning-based approach that couples remarkably precise nuclear segmentation with quantitation of fluorescent labeling intensity within segmented nuclei, and then apply it to the analysis of cell cycle dependent protein concentration in mouse tissues using 2D fluorescent still images. First, several existing deep learning-based methods were evaluated to accurately segment nuclei using different imaging modalities with a small training dataset. Next, we developed a deep learning-based approach to identify and measure fluorescent labels within segmented nuclei, and created an ImageJ plugin to allow for efficient manual correction of nuclear segmentation and label identification. Lastly, using fluorescence intensity as a readout for protein concentration, a three-step global estimation method was applied to the characterization of the cell cycle dependent expression of E2F proteins in the developing mouse intestine.
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Affiliation(s)
- Thierry Pécot
- Rennes 1 University, SFR Biosit (UMS 3480 - US 018), Rennes, France
- * E-mail:
| | - Maria C. Cuitiño
- Department of Radiation Oncology, Arthur G. James Hospital/Ohio State Comprehensive Cancer Center, Columbus, Ohio, United States of America
| | - Roger H. Johnson
- Cancer Center, Medical College of Wisconsin, Milwaukee, Wisconsin, United States of America
| | - Cynthia Timmers
- Division of Hematology and Oncology, College of Medicine, Medical University of South Carolina, Charleston, South Carolina, United States of America
| | - Gustavo Leone
- Department of Biochemistry, Cancer Center, Medical College of Wisconsin, Milwaukee, Wisconsin, United States of America
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12
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Parker DM, Winkenbach LP, Parker A, Boyson S, Nishimura EO. Improved Methods for Single-Molecule Fluorescence In Situ Hybridization and Immunofluorescence in Caenorhabditis elegans Embryos. Curr Protoc 2021; 1:e299. [PMID: 34826343 PMCID: PMC9020185 DOI: 10.1002/cpz1.299] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Visualization of gene products in Caenorhabditis elegans has provided insights into the molecular and biological functions of many novel genes in their native contexts. Single-molecule fluorescence in situ hybridization (smFISH) and immunofluorescence (IF) enable the visualization of the abundance and localization of mRNAs and proteins, respectively, allowing researchers to ultimately elucidate the localization, dynamics, and functions of the corresponding genes. Whereas both smFISH and immunofluorescence have been foundational techniques in molecular biology, each protocol poses challenges for use in the C. elegans embryo. smFISH protocols suffer from high initial costs and can photobleach rapidly, and immunofluorescence requires technically challenging permeabilization steps and slide preparation. Most importantly, published smFISH and IF protocols have predominantly been mutually exclusive, preventing the exploration of relationships between an mRNA and a relevant protein in the same sample. Here, we describe protocols to perform immunofluorescence and smFISH in C. elegans embryos either in sequence or simultaneously. We also outline the steps to perform smFISH or immunofluorescence alone, including several improvements and optimizations to existing approaches. These protocols feature improved fixation and permeabilization steps to preserve cellular morphology while maintaining probe and antibody accessibility in the embryo, a streamlined, in-tube approach for antibody staining that negates freeze-cracking, a validated method to perform the cost-reducing single molecule inexpensive FISH (smiFISH) adaptation, slide preparation using empirically determined optimal antifade products, and straightforward quantification and data analysis methods. Finally, we discuss tricks and tips to help the reader optimize and troubleshoot individual steps in each protocol. Together, these protocols simplify existing workflows for single-molecule RNA and protein detection. Moreover, simultaneous, high-resolution imaging of proteins and RNAs of interest will permit analysis, quantification, and comparison of protein and RNA distributions, furthering our understanding of the relationship between RNAs and their protein products or cellular markers in early development. © 2021 Wiley Periodicals LLC. Basic Protocol 1: Sequential immunofluorescence and single-molecule fluorescence in situ hybridization Alternate Protocol: Abbreviated protocol for simultaneous immunofluorescence and single-molecule fluorescence in situ hybridization Basic Protocol 2: Simplified immunofluorescence in C. elegans embryos Basic Protocol 3: Single-molecule fluorescence in situ hybridization or single-molecule inexpensive fluorescence in situ hybridization.
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Affiliation(s)
- Dylan M Parker
- Department of Biochemistry and Molecular Biology, Colorado State University, Fort Collins, Colorado
| | - Lindsay P Winkenbach
- Department of Biochemistry and Molecular Biology, Colorado State University, Fort Collins, Colorado
| | - Annemarie Parker
- Department of Biochemistry and Molecular Biology, Colorado State University, Fort Collins, Colorado
| | - Sam Boyson
- Department of Biochemistry and Molecular Biology, Colorado State University, Fort Collins, Colorado
| | - Erin Osborne Nishimura
- Department of Biochemistry and Molecular Biology, Colorado State University, Fort Collins, Colorado
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13
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Laberiano-Fernández C, Hernández-Ruiz S, Rojas F, Parra ER. Best Practices for Technical Reproducibility Assessment of Multiplex Immunofluorescence. Front Mol Biosci 2021; 8:660202. [PMID: 34532339 PMCID: PMC8438151 DOI: 10.3389/fmolb.2021.660202] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2021] [Accepted: 08/11/2021] [Indexed: 11/22/2022] Open
Abstract
Multiplex immunofluorescence (mIF) tyramide signal amplification is a new and useful tool for the study of cancer that combines the staining of multiple markers in a single slide. Several technical requirements are important to performing high-quality staining and analysis and to obtaining high internal and external reproducibility of the results. This review manuscript aimed to describe the mIF panel workflow and discuss the challenges and solutions for ensuring that mIF panels have the highest reproducibility possible. Although this platform has shown high flexibility in cancer studies, it presents several challenges in pre-analytic, analytic, and post-analytic evaluation, as well as with external comparisons. Adequate antibody selection, antibody optimization and validation, panel design, staining optimization and validation, analysis strategies, and correct data generation are important for reproducibility and to minimize or identify possible issues during the mIF staining process that sometimes are not completely under our control, such as the tissue fixation process, storage, and cutting procedures.
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Affiliation(s)
- Caddie Laberiano-Fernández
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Sharia Hernández-Ruiz
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Frank Rojas
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Edwin Roger Parra
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
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14
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Leong SP, Witz IP, Sagi-Assif O, Izraely S, Sleeman J, Piening B, Fox BA, Bifulco CB, Martini R, Newman L, Davis M, Sanders LM, Haussler D, Vaske OM, Witte M. Cancer microenvironment and genomics: evolution in process. Clin Exp Metastasis 2021; 39:85-99. [PMID: 33970362 DOI: 10.1007/s10585-021-10097-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2021] [Accepted: 04/20/2021] [Indexed: 02/06/2023]
Abstract
Cancer heterogeneity is a result of genetic mutations within the cancer cells. Their proliferation is not only driven by autocrine functions but also under the influence of cancer microenvironment, which consists of normal stromal cells such as infiltrating immune cells, cancer-associated fibroblasts, endothelial cells, pericytes, vascular and lymphatic channels. The relationship between cancer cells and cancer microenvironment is a critical one and we are just on the verge to understand it on a molecular level. Cancer microenvironment may serve as a selective force to modulate cancer cells to allow them to evolve into more aggressive clones with ability to invade the lymphatic or vascular channels to spread to regional lymph nodes and distant sites. It is important to understand these steps of cancer evolution within the cancer microenvironment towards invasion so that therapeutic strategies can be developed to control or stop these processes.
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Affiliation(s)
- Stanley P Leong
- California Pacific Medical Center and Research Institute, San Francisco, USA
| | - Isaac P Witz
- The Shmunis School of Biomedicine and Cancer Research, School of Molecular Cell Biology & Biotechnology, George S. Wise Faculty of Life Science, Tel Aviv University, Tel Aviv, Israel
| | - Orit Sagi-Assif
- The Shmunis School of Biomedicine and Cancer Research, School of Molecular Cell Biology & Biotechnology, George S. Wise Faculty of Life Science, Tel Aviv University, Tel Aviv, Israel
| | - Sivan Izraely
- The Shmunis School of Biomedicine and Cancer Research, School of Molecular Cell Biology & Biotechnology, George S. Wise Faculty of Life Science, Tel Aviv University, Tel Aviv, Israel
| | - Jonathan Sleeman
- European Center for Angioscience, Medizinische Fakultät Mannheim der Universität Heidelberg, Heidelberg, Germany
| | | | | | | | - Rachel Martini
- Department of Surgery, Weill Cornell Medical College, New York City, NY, USA.,Department of Genetics, University of Georgia, Athens, GA, USA
| | - Lisa Newman
- Department of Surgery, Weill Cornell Medical College, New York City, NY, USA
| | - Melissa Davis
- Department of Surgery, Weill Cornell Medical College, New York City, NY, USA.
| | - Lauren M Sanders
- Department of Molecular, Cell and Developmental Biology, University of California Santa Cruz and UC Santa Cruz Genomics Institute, Santa Cruz, USA
| | - David Haussler
- UC Santa Cruz Genomics Institute and Howard Hughes Medical Institute, University of California Santa Cruz, Santa Cruz, USA.
| | - Olena M Vaske
- Department of Molecular, Cell and Developmental Biology, University of California Santa Cruz and UC Santa Cruz Genomics Institute, Santa Cruz, USA
| | - Marlys Witte
- Department of Surgery, Neurosurgery and Pediatrics, University of Arizona College of Medicine-Tucson, Tucson, AZ, USA
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15
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Yemanyi F, Baidouri H, Burns AR, Raghunathan V. Dexamethasone and Glucocorticoid-Induced Matrix Temporally Modulate Key Integrins, Caveolins, Contractility, and Stiffness in Human Trabecular Meshwork Cells. Invest Ophthalmol Vis Sci 2021; 61:16. [PMID: 33170205 PMCID: PMC7686803 DOI: 10.1167/iovs.61.13.16] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Purpose To determine the temporal effects of dexamethasone (DEX) and glucocorticoid-induced matrix (GIM) on integrins/integrin adhesomes, caveolins, cytoskeletal-related proteins, and stiffness in human trabecular meshwork (hTM) cells. Methods Primary hTM cells were plated on plastic dishes (TCP), treated with vehicle (Veh) or 100 nM DEX in 1% serum media for 1, 3, 5, and 7 day(s). Concurrently, hTM cells were also plated on vehicle control matrices (VehMs) and GIMs for similar time points; VehMs and GIMs had been generated from chronic cultures of Veh-/DEX-stimulated hTM cells and characterized biochemically. Subsets of cells prior to plating on TCP or VehMs / GIMs served as baseline. Protein expression of mechanoreceptors, cytoskeletal-related proteins, and elastic moduli of hTM cells were determined. Results Compared with Veh, DEX temporally overexpressed αV, β3, and β5 integrins from day 3 to day 7, and integrin linked kinase at day 7, in hTM cells. However, DEX decreased β1 integrin at day 1 and day 7, while increasing Cavin1 at day 7, in a time-independent manner. Further, DEX temporally upregulated α-smooth muscle actin(α-SMA) and RhoA at day 7 and day 5, respectively; while temporally downregulating Cdc42 at day 3 and day 7 in hTM cells. Conversely, GIM showed increased immunostaining of fibronectin extra-domain A and B isoforms. Compared with VehM, GIM temporally increased αV integrin, Cavin1, and RhoA from day 3 to day 7, at day 3 and day 7, and at day 5, respectively, in hTM cells. Further, GIM overexpressed α-SMA at day 3 and day 7, and stiffened hTM cells from day 1 to day 7, in a time-independent fashion. Conclusions Our data highlight crucial mechanoreceptors, integrin adhesomes, and actin-related proteins that may temporally sustain fibrotic phenotypes precipitated by DEX and/or GIM in hTM cells.
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Affiliation(s)
- Felix Yemanyi
- Department of Basic Sciences, University of Houston College of Optometry, Houston, Texas, United States
| | - Hasna Baidouri
- Department of Basic Sciences, University of Houston College of Optometry, Houston, Texas, United States
| | - Alan R Burns
- Department of Basic Sciences, University of Houston College of Optometry, Houston, Texas, United States
| | - VijayKrishna Raghunathan
- Department of Basic Sciences, University of Houston College of Optometry, Houston, Texas, United States.,Department of Biomedical Engineering, Cullen College of Engineering, University of Houston, Houston, Texas, United States
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16
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Chatzimichail S, Supramaniam P, Salehi-Reyhani A. Absolute Quantification of Protein Copy Number in Single Cells With Immunofluorescence Microscopy Calibrated Using Single-Molecule Microarrays. Anal Chem 2021; 93:6656-6664. [PMID: 33876929 DOI: 10.1021/acs.analchem.0c05177] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Great strides toward routine single-cell analyses have been made over the last decade, particularly in the field of transcriptomics. For proteomics, amplification is not currently possible and has necessitated the development of ultrasensitive platforms capable of performing such analyses on single cells. These platforms are improving in terms of throughput and multiplexability but still fall short in relation to more established methods such as fluorescence microscopy. However, microscopy methods rely on fluorescence intensity as a proxy for protein abundance and are not currently capable of reporting this in terms of an absolute copy number. Here, a microfluidic implementation of single-molecule microarrays for single-cell analysis is assessed in its ability to calibrate fluorescence microscopy data. We show that the equivalence of measurements of the steady-state distribution of protein abundance to single-molecule microarray data can be exploited to pave the way for absolute quantitation by fluorescence and immunofluorescence microscopy. The methods presented have been developed using GFP but are extendable to other proteins and other biomolecules of interest.
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Affiliation(s)
| | | | - Ali Salehi-Reyhani
- Department of Surgery & Cancer, Imperial College London, London W12 0HS, U.K
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17
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Xue R, Cartmell S. A simple in vitro biomimetic perfusion system for mechanotransduction study. SCIENCE AND TECHNOLOGY OF ADVANCED MATERIALS 2020; 21:635-640. [PMID: 33061836 PMCID: PMC7534211 DOI: 10.1080/14686996.2020.1808432] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/25/2020] [Revised: 08/03/2020] [Accepted: 08/07/2020] [Indexed: 06/11/2023]
Abstract
In mechanotransduction studies, flow-induced shear stress (FSS) is often applied to two-dimensional (2D) cultured cells with a parallel-plate flow chamber (PPFC) due to its simple FSS estimation. However, cells behave differently under FSS inside a 3D scaffold (e.g. 10 mPa FSS was shown to induce osteogenesis of human mesenchymal stem cells (hMSC) in 3D but over 900 mPa was needed for 2D culture). Here, a simple in vitro biomimetic perfusion system using borosilicate glass capillary tubes has been developed to study the cellular behaviour under low-level FSS that mimics 3D culture. It has been shown that, compared to cells in the PPFC, hMSC in the capillary tubes had upregulated Runx-2 expression and osteogenic cytoskeleton actin network under 10 mPa FSS for 24 h. Also, an image analysis method based on Haralick texture measurement has been used to identify osteogenic actin network. The biomimetic perfusion system can be a valuable tool to study mechanotransduction in 3D for more clinical relevant tissue-engineering applications.
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Affiliation(s)
- Ruikang Xue
- Department of Materials, School of Natural Sciences, Faculty of Science and Engineering, University of Manchester, Manchester, UK
| | - Sarah Cartmell
- Department of Materials, School of Natural Sciences, Faculty of Science and Engineering, University of Manchester, Manchester, UK
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18
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MacNeil T, Vathiotis IA, Martinez-Morilla S, Yaghoobi V, Zugazagoitia J, Liu Y, Rimm DL. Antibody validation for protein expression on tissue slides: a protocol for immunohistochemistry. Biotechniques 2020; 69:460-468. [PMID: 32852223 PMCID: PMC7807291 DOI: 10.2144/btn-2020-0095] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Antibodies play a crucial role in basic research and clinical decision-making. However, there are no standardized algorithms or guidelines to ensure their accuracy and validity. There have been efforts to generate consensus, but, with the exception of clinical labs, antibody validation remains variable in the literature and sometimes in clinical practice. Here we focus on immunohistochemistry, an example of a scientific and clinical tool where validation of antibodies is critical. We describe a protocol that we use to validate antibodies specifically for immunohistochemistry, including some of the pillars of antibody validation from Uhlen et al. 2016, as an example of a rigorous approach to build antibody-based tests for both basic and translational science labs and for the clinic.
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Affiliation(s)
- Tyler MacNeil
- Department of Pathology, Yale School of Medicine, New Haven, CT 06520, USA
| | | | | | - Vesal Yaghoobi
- Department of Pathology, Yale School of Medicine, New Haven, CT 06520, USA
| | - Jon Zugazagoitia
- Department of Pathology, Yale School of Medicine, New Haven, CT 06520, USA
| | - Yuting Liu
- Department of Pathology, Yale School of Medicine, New Haven, CT 06520, USA
| | - David L Rimm
- Department of Pathology, Yale School of Medicine, New Haven, CT 06520, USA
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19
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Nitschke S, Petković S, Ahonen S, Minassian BA, Nitschke F. Sensitive quantification of α-glucans in mouse tissues, cell cultures, and human cerebrospinal fluid. J Biol Chem 2020; 295:14698-14709. [PMID: 32817315 DOI: 10.1074/jbc.ra120.015061] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2020] [Revised: 08/04/2020] [Indexed: 12/30/2022] Open
Abstract
The soluble α-polyglucan glycogen is a central metabolite enabling transient glucose storage to suit cellular energy needs. Glycogen storage diseases (GSDs) comprise over 15 entities caused by generalized or tissue-specific defects in enzymes of glycogen metabolism. In several, e.g. in Lafora disease caused by the absence of the glycogen phosphatase laforin or its interacting partner malin, degradation-resistant abnormally structured insoluble glycogen accumulates. Sensitive quantification methods for soluble and insoluble glycogen are critical to research, including therapeutic studies, in such diseases. This paper establishes methodological advancements relevant to glycogen metabolism investigations generally, and GSDs. Introducing a pre-extraction incubation method, we measure degradation-resistant glycogen in as little as 30 mg of skeletal muscle or a single hippocampus from Lafora disease mouse models. The digestion-resistant glycogen correlates with the disease-pathogenic insoluble glycogen and can readily be detected in very young mice where glycogen accumulation has just begun. Second, we establish a high-sensitivity glucose assay with detection of ATP depletion, enabling 1) quantification of α-glucans in cell culture using a medium-throughput assay suitable for assessment of candidate glycogen synthesis inhibitors, and 2) discovery of α-glucan material in healthy human cerebrospinal fluid, establishing a novel methodological platform for biomarker analyses in Lafora disease and other GSDs.
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Affiliation(s)
- Silvia Nitschke
- Departments of Pediatrics and Biochemistry, University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Sara Petković
- Program in Genetics and Genome Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada
| | - Saija Ahonen
- Program in Genetics and Genome Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada
| | - Berge A Minassian
- Departments of Pediatrics and Biochemistry, University of Texas Southwestern Medical Center, Dallas, Texas, USA; Program in Genetics and Genome Biology, The Hospital for Sick Children Research Institute, Toronto, Ontario, Canada
| | - Felix Nitschke
- Departments of Pediatrics and Biochemistry, University of Texas Southwestern Medical Center, Dallas, Texas, USA.
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20
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Gillon A, Steel C, Cornwall J, Sheard P. Increased nuclear permeability is a driver for age-related motoneuron loss. GeroScience 2020; 42:833-847. [PMID: 32002784 PMCID: PMC7286994 DOI: 10.1007/s11357-020-00155-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2019] [Accepted: 01/09/2020] [Indexed: 12/11/2022] Open
Abstract
Sarcopenia is the loss of skeletal muscle mass with age, the precise cause of which remains unclear. Several studies have shown that sarcopenia is at least partly driven by denervation which, in turn, is related to loss of motor nerve cells. Recent data suggests degradation of the nucleocytoplasmic barrier and nuclear envelope transport process are contributors to nerve loss in a number of neurodegenerative diseases. Having recently shown that important components of the nuclear barrier are lost with advancing age, we now ask whether these emergent defects accompany increased nuclear permeability, chromatin disorganization and lower motoneuron loss in normal ageing, and if so, whether exercise attenuates these changes. Immunohistochemistry was used on young adult, old and exercised mouse tissues to examine nucleocytoplasmic transport regulatory proteins and chromatin organization. We used a nuclear permeability assay to investigate the patency of the nuclear barrier on extracts of the spinal cord from each group. We found increased permeability in nuclei isolated from spinal cords of old animals that correlated with both mislocalization of essential nuclear transport proteins and chromatin disorganization, and also found that in each case, exercise attenuated the age-associated changes. Findings suggest that the loss of nuclear barrier integrity in combination with previously described defects in nucleocytoplasmic transport may drive increased nuclear permeability and contribute to age-related motoneuron death. These events may be significant indirect drivers of skeletal muscle loss.
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Affiliation(s)
- Ashley Gillon
- Department of Physiology, School of Biomedical Sciences, University of Otago, P.O. Box 913, Dunedin, New Zealand
| | - Charlotte Steel
- Department of Physiology, School of Biomedical Sciences, University of Otago, P.O. Box 913, Dunedin, New Zealand
| | - Jon Cornwall
- Centre for Early Learning in Medicine, Otago Medical School, University of Otago, Dunedin, New Zealand
| | - Philip Sheard
- Department of Physiology, School of Biomedical Sciences, University of Otago, P.O. Box 913, Dunedin, New Zealand
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21
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Kim SK, Jang SD, Kim H, Chung S, Park JK, Kuh HJ. Phenotypic Heterogeneity and Plasticity of Cancer Cell Migration in a Pancreatic Tumor Three-Dimensional Culture Model. Cancers (Basel) 2020; 12:cancers12051305. [PMID: 32455681 PMCID: PMC7281339 DOI: 10.3390/cancers12051305] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2020] [Revised: 05/15/2020] [Accepted: 05/18/2020] [Indexed: 01/01/2023] Open
Abstract
Invasive cancer cell migration is a key feature of metastatic human pancreatic ductal adenocarcinoma (PDAC), yet the underlying mechanisms remain poorly understood. Here, we investigated modes of cancer cell invasion using two pancreatic cancer cell lines with differential epithelial–mesenchymal status, PANC-1 and BxPC-3, under 3D culture conditions. Multicellular tumor spheroids (TSs) were grown in a collagen matrix co-cultured with pancreatic stellate cells (PSCs) using microchannel chips. PANC-1 cells showed individual migration from TSs via invadopodium formation. BxPC-3 cells showed plasticity between collective and individual migration in either mesenchymal mode, with filopodium-like protrusions, or blebby amoeboid mode. These two cell lines showed significantly different patterns of extracellular matrix (ECM) remodeling, with MMP-dependent degradation in a limited area of ECM around invadopodia for PANC-1 cells, or MMP-independent extensive deformation of ECM for BxPC-3 cells. Cancer cell migration out of the collagen channel significantly increased by PSCs and directional cancer cell migration was mediated by fibronectin deposited by PSCs. Our results highlight the phenotypic heterogeneity and plasticity of PDAC cell migration and ECM remodeling under 3D culture conditions. This 3D co-culture model of pancreatic cancer cells and PSCs offers a useful tool for studying cancer cell migration and ECM remodeling to identify and develop potential molecular targets and anti-cancer agents against human PDAC.
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Affiliation(s)
- Seul-Ki Kim
- Department of Biomedicine & Health Sciences, Graduate School, The Catholic University of Korea, Seoul 06591, Korea; (S.-K.K.); (S.D.J.)
| | - So Dam Jang
- Department of Biomedicine & Health Sciences, Graduate School, The Catholic University of Korea, Seoul 06591, Korea; (S.-K.K.); (S.D.J.)
| | - Hyunho Kim
- School of Mechanical Engineering, College of Engineering, Korea University, Seoul 02841, Korea; (H.K.); (S.C.)
| | - Seok Chung
- School of Mechanical Engineering, College of Engineering, Korea University, Seoul 02841, Korea; (H.K.); (S.C.)
| | - Jong Kook Park
- Department of Biomedical Science, Research Institute for Bioscience & Biotechnology, Hallym University, Chuncheon, Gangwon-do 24252, Korea;
| | - Hyo-Jeong Kuh
- Department of Biomedicine & Health Sciences, Graduate School, The Catholic University of Korea, Seoul 06591, Korea; (S.-K.K.); (S.D.J.)
- Cancer Evolution Research Center, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea
- Department of Medical Life Sciences, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea
- Correspondence:
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22
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Taube JM, Akturk G, Angelo M, Engle EL, Gnjatic S, Greenbaum S, Greenwald NF, Hedvat CV, Hollmann TJ, Juco J, Parra ER, Rebelatto MC, Rimm DL, Rodriguez-Canales J, Schalper KA, Stack EC, Ferreira CS, Korski K, Lako A, Rodig SJ, Schenck E, Steele KE, Surace MJ, Tetzlaff MT, von Loga K, Wistuba II, Bifulco CB. The Society for Immunotherapy of Cancer statement on best practices for multiplex immunohistochemistry (IHC) and immunofluorescence (IF) staining and validation. J Immunother Cancer 2020; 8:e000155. [PMID: 32414858 PMCID: PMC7239569 DOI: 10.1136/jitc-2019-000155] [Citation(s) in RCA: 130] [Impact Index Per Article: 32.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/09/2020] [Indexed: 12/16/2022] Open
Abstract
OBJECTIVES The interaction between the immune system and tumor cells is an important feature for the prognosis and treatment of cancer. Multiplex immunohistochemistry (mIHC) and multiplex immunofluorescence (mIF) analyses are emerging technologies that can be used to help quantify immune cell subsets, their functional state, and their spatial arrangement within the tumor microenvironment. METHODS The Society for Immunotherapy of Cancer (SITC) convened a task force of pathologists and laboratory leaders from academic centers as well as experts from pharmaceutical and diagnostic companies to develop best practice guidelines for the optimization and validation of mIHC/mIF assays across platforms. RESULTS Representative outputs and the advantages and disadvantages of mIHC/mIF approaches, such as multiplexed chromogenic IHC, multiplexed immunohistochemical consecutive staining on single slide, mIF (including multispectral approaches), tissue-based mass spectrometry, and digital spatial profiling are discussed. CONCLUSIONS mIHC/mIF technologies are becoming standard tools for biomarker studies and are likely to enter routine clinical practice in the near future. Careful assay optimization and validation will help ensure outputs are robust and comparable across laboratories as well as potentially across mIHC/mIF platforms. Quantitative image analysis of mIHC/mIF output and data management considerations will be addressed in a complementary manuscript from this task force.
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Affiliation(s)
- Janis M Taube
- Department of Dermatology, Johns Hopkins School of Medicine, Bloomberg~Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland, USA
| | - Guray Akturk
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York City, USA
| | - Michael Angelo
- Department of Pathology, Stanford University School of Medicine, Palo Alto, California, USA
| | - Elizabeth L Engle
- Department of Dermatology, Johns Hopkins School of Medicine, Bloomberg~Kimmel Institute for Cancer Immunotherapy, Baltimore, Maryland, USA
| | - Sacha Gnjatic
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York City, USA
| | - Shirley Greenbaum
- Department of Pathology, Stanford University School of Medicine, Palo Alto, California, USA
| | - Noah F Greenwald
- Department of Pathology, Stanford University School of Medicine, Palo Alto, California, USA
- Cancer Biology Program, Stanford University School of Medicine, Palo Alto, California, USA
| | | | - Travis J Hollmann
- Dermatopathology, Memorial Sloan-Kettering Cancer Center, New York, New York, USA
| | | | - Edwin R Parra
- Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | | | - David L Rimm
- Department of Pathology, Yale University School of Medicine, New Haven, Connecticut, USA
| | | | - Kurt A Schalper
- Department of Pathology, Yale University School of Medicine, New Haven, Connecticut, USA
| | | | - Cláudia S Ferreira
- Pharma Research and Early Development (pRED), Roche Innovation Center Munich, Penzberg, Germany
| | - Konstanty Korski
- Pharma Research and Early Development (pRED), Roche Innovation Center Munich, Penzberg, Germany
| | - Ana Lako
- Dana-Farber/Brigham and Women's Cancer Center, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
| | - Scott J Rodig
- Dana-Farber/Brigham and Women's Cancer Center, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
| | | | | | | | - Michael T Tetzlaff
- Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston, Texas, USA
- Department of Pathology, University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Katharina von Loga
- Biomedical Research Centre, Royal Marsden NHS Foundation Trust, London, UK
| | - Ignacio I Wistuba
- Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston, Texas, USA
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23
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Wong PF, Wei W, Gupta S, Smithy JW, Zelterman D, Kluger HM, Rimm DL. Multiplex quantitative analysis of cancer-associated fibroblasts and immunotherapy outcome in metastatic melanoma. J Immunother Cancer 2019; 7:194. [PMID: 31337426 PMCID: PMC6651990 DOI: 10.1186/s40425-019-0675-0] [Citation(s) in RCA: 40] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2019] [Accepted: 07/11/2019] [Indexed: 12/13/2022] Open
Abstract
Background The cancer-associated fibroblast (CAF) population is implicated in immune dysregulation. Here, we test the hypothesis that CAF profiles in pretreatment tumor specimens are associated with response to immune checkpoint blockade of programmed cell death 1 (PD-1). Methods Pretreatment whole tissue sections from 117 melanoma patients treated with anti-PD-1 therapy were assessed by multiplex immunofluorescence to detect CAFs defined by Thy1, smooth muscle actin (SMA), and fibroblast activation protein (FAP). Two independent image analysis technologies were used: inForm software (PerkinElmer) to quantify cell counts, and AQUA™ to measure protein by quantitative immunofluorescence (QIF). CAF parameters by both methodologies were assessed for association with previously measured immune markers (CD3, CD4, CD8, CD20, CD68, PD-L1), best overall response, progression-free survival (PFS), and overall survival (OS). Results CAF parameters, by cell counts or QIF, did not correlate with immune markers nor with best overall response. However, both Thy1 and FAP cell counts had significant positive associations with PFS (all P < 0.05) and OS (all P < 0.003). SMA cell counts showed negative associations with outcome in anti-PD-1 treated patients. Similar associations were not observed in a control cohort of historical melanoma patients predating immunotherapy. Instead, FAP was a negative prognostic biomarker (P = 0.01) in the absence of immunotherapy. Multivariable analyses revealed significant PFS and OS associations with the CAF parameters were independent of baseline variables. Conclusions Pretreatment CAF profiles are associated with melanoma immunotherapy outcome. Multiplex CAF analysis has potential as an objective companion diagnostic in immuno-oncology. Electronic supplementary material The online version of this article (10.1186/s40425-019-0675-0) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Pok Fai Wong
- Department of Pathology, Yale School of Medicine, New Haven, CT, 06510, USA.,Yale Cancer Center, Yale School of Medicine, New Haven, CT, 06510, USA
| | - Wei Wei
- Department of Biostatistics, Yale School of Public Health, New Haven, CT, 06510, USA
| | - Swati Gupta
- Department of Pathology, Yale School of Medicine, New Haven, CT, 06510, USA.,Yale Cancer Center, Yale School of Medicine, New Haven, CT, 06510, USA
| | - James W Smithy
- Department of Pathology, Yale School of Medicine, New Haven, CT, 06510, USA.,Yale Cancer Center, Yale School of Medicine, New Haven, CT, 06510, USA
| | - Daniel Zelterman
- Department of Biostatistics, Yale School of Public Health, New Haven, CT, 06510, USA
| | - Harriet M Kluger
- Yale Cancer Center, Yale School of Medicine, New Haven, CT, 06510, USA.,Section of Medical Oncology, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, 06510, USA
| | - David L Rimm
- Department of Pathology, Yale School of Medicine, New Haven, CT, 06510, USA. .,Yale Cancer Center, Yale School of Medicine, New Haven, CT, 06510, USA. .,Section of Medical Oncology, Department of Internal Medicine, Yale School of Medicine, New Haven, CT, 06510, USA. .,Department of Pathology, Yale School of Medicine, 310 Cedar St, BML 116, PO Box 208023, New Haven, CT, 06520, USA.
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24
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Toki MI, Merritt CR, Wong PF, Smithy JW, Kluger HM, Syrigos KN, Ong GT, Warren SE, Beechem JM, Rimm DL. High-Plex Predictive Marker Discovery for Melanoma Immunotherapy-Treated Patients Using Digital Spatial Profiling. Clin Cancer Res 2019; 25:5503-5512. [PMID: 31189645 DOI: 10.1158/1078-0432.ccr-19-0104] [Citation(s) in RCA: 108] [Impact Index Per Article: 21.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2019] [Revised: 04/14/2019] [Accepted: 06/10/2019] [Indexed: 02/06/2023]
Abstract
PURPOSE Protein expression in formalin-fixed, paraffin-embedded tissue is routinely measured by IHC or quantitative fluorescence (QIF) on a handful of markers on a single section. Digital spatial profiling (DSP) allows spatially informed simultaneous assessment of multiple biomarkers. Here we demonstrate the DSP technology using a 44-plex antibody cocktail to find protein expression that could potentially be used to predict response to immune therapy in melanoma.Experimental Design: The NanoString GeoMx DSP technology is compared with automated QIF (AQUA) for immune marker compartment-specific measurement and prognostic value in non-small cell lung cancer (NSCLC). Then we use this tool to search for novel predictive markers in a cohort of 60 patients with immunotherapy-treated melanoma on a tissue microarray using a 44-plex immune marker panel measured in three compartments (macrophage, leukocyte, and melanocyte) generating 132 quantitative variables. RESULTS The spatially informed variable assessment by DSP validates by both regression and variable prognostication compared with QIF for stromal CD3, CD4, CD8, CD20, and PD-L1 in NSCLC. From the 132 variables, 11 and 15 immune markers were associated with prolonged progression-free survival (PFS) and overall survival (OS). Notably, we find PD-L1 expression in CD68-positive cells (macrophages) and not in tumor cells was a predictive marker for PFS, OS, and response. CONCLUSIONS DSP technology shows high concordance with QIF and validates based on both regression and outcome assessment. Using the high-plex capacity, we found a series of expression patterns associated with outcome, including that the expression of PD-L1 in macrophages is associated with response.
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Affiliation(s)
- Maria I Toki
- Department of Pathology, Yale School of Medicine, New Haven, Connecticut
| | | | - Pok Fai Wong
- Department of Pathology, Yale School of Medicine, New Haven, Connecticut
| | - James W Smithy
- Brigham and Women's Hospital, Department of Medicine, Boston, Massachusetts
| | - Harriet M Kluger
- Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut
| | - Konstantinos N Syrigos
- Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut.,3rd Department of Medicine, University of Athens, School of Medicine, Sotiria General Hospital, Athens, Greece
| | - Giang T Ong
- NanoString Technologies, Seattle, Washington
| | | | | | - David L Rimm
- Department of Pathology, Yale School of Medicine, New Haven, Connecticut. .,Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut
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25
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High-content, cell-by-cell assessment of HER2 overexpression and amplification: a tool for intratumoral heterogeneity detection in breast cancer. J Transl Med 2019; 99:722-732. [PMID: 30659272 PMCID: PMC6522386 DOI: 10.1038/s41374-018-0172-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2018] [Revised: 12/04/2018] [Accepted: 12/04/2018] [Indexed: 01/25/2023] Open
Abstract
Immunohistochemistry and fluorescence in situ hybridization are the two standard methods for human epidermal growth factor receptor 2 (HER2) assessment. However, they have severe limitations to assess quantitatively intratumoral heterogeneity (ITH) when multiple subclones of tumor cells co-exist. We develop here a high-content, quantitative analysis of breast cancer tissues based on microfluidic experimentation and image processing, to characterize both HER2 protein overexpression and HER2 gene amplification at the cellular level. The technique consists of performing sequential steps on the same tissue slide: an immunofluorescence (IF) assay using a microfluidic protocol, an elution step for removing the IF staining agents, a standard FISH staining protocol, followed by automated quantitative cell-by-cell image processing. Moreover, ITH is accurately detected in both cluster and mosaic form using an analysis of spatial association and a mathematical model that allows discriminating true heterogeneity from artifacts due to the use of thin tissue sections. This study paves the way to evaluate ITH with high accuracy and content while requiring standard staining methods.
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26
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Zhang B, Whiteaker JR, Hoofnagle AN, Baird GS, Rodland KD, Paulovich AG. Clinical potential of mass spectrometry-based proteogenomics. Nat Rev Clin Oncol 2019; 16:256-268. [PMID: 30487530 PMCID: PMC6448780 DOI: 10.1038/s41571-018-0135-7] [Citation(s) in RCA: 130] [Impact Index Per Article: 26.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Cancer genomics research aims to advance personalized oncology by finding and targeting specific genetic alterations associated with cancers. In genome-driven oncology, treatments are selected for individual patients on the basis of the findings of tumour genome sequencing. This personalized approach has prolonged the survival of subsets of patients with cancer. However, many patients do not respond to the predicted therapies based on the genomic profiles of their tumours. Furthermore, studies pairing genomic and proteomic analyses of samples from the same tumours have shown that the proteome contains novel information that cannot be discerned through genomic analysis alone. This observation has led to the concept of proteogenomics, in which both types of data are leveraged for a more complete view of tumour biology that might enable patients to be more successfully matched to effective treatments than they would using genomics alone. In this Perspective, we discuss the added value of proteogenomics over the current genome-driven approach to the clinical characterization of cancers and summarize current efforts to incorporate targeted proteomic measurements based on selected/multiple reaction monitoring (SRM/MRM) mass spectrometry into the clinical laboratory to facilitate clinical proteogenomics.
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Affiliation(s)
- Bing Zhang
- Department of Molecular and Human Genetics, Lester and Sue Smith Breast Center, Baylor College of Medicine, Houston, TX, USA
| | - Jeffrey R Whiteaker
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Andrew N Hoofnagle
- Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Laboratory Medicine, University of Washington, Seattle, WA, USA
| | - Geoffrey S Baird
- Department of Laboratory Medicine, University of Washington, Seattle, WA, USA
- Department of Pathology, University of Washington, Seattle, WA, USA
| | - Karin D Rodland
- Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA, USA
- Department of Cell, Development and Cancer Biology, Oregon Health & Sciences University, Portland, OR, USA
| | - Amanda G Paulovich
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA.
- Division of Medical Oncology, University of Washington School of Medicine, Seattle, WA, USA.
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27
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Goodman SL. The path to VICTORy - a beginner's guide to success using commercial research antibodies. J Cell Sci 2018; 131:131/10/jcs216416. [PMID: 29764917 DOI: 10.1242/jcs.216416] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
Abstract
Commercial research antibodies are crucial tools in modern cell biology and biochemistry. In the USA some $2 billion a year are spent on them, but many are apparently not fit-for-purpose, and this may contribute to the 'reproducibility crisis' in biological sciences. Inadequate antibody validation and characterization, lack of user awareness, and occasional incompetence amongst suppliers have had immense scientific and personal costs. In this Opinion, I suggest some paths to make the use of these vital tools more successful. I have attempted to summarize and extend expert views from the literature to suggest that sustained routine efforts should made in: (1) the validation of antibodies, (2) their identification, (3) communication and controls, (4) the training of potential users, (5) the transparency of original equipment manufacturer (OEM) marketing agreements, and (5) in a more widespread use of recombinant antibodies (together denoted the 'VICTOR' approach).
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28
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van Batenburg AA, Kazemier KM, Peeters T, van Oosterhout MFM, van der Vis JJ, Grutters JC, Goldschmeding R, van Moorsel CHM. Cell Type-Specific Quantification of Telomere Length and DNA Double-strand Breaks in Individual Lung Cells by Fluorescence In Situ Hybridization and Fluorescent Immunohistochemistry. J Histochem Cytochem 2018. [PMID: 29529386 DOI: 10.1369/0022155418761351] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
Telomeres are small repetitive DNA sequences at the ends of chromosomes which act as a buffer in age-dependent DNA shortening. Insufficient telomere repeats will be recognized as double-strand breaks. Presently, it is becoming more evident that telomere attrition, whether or not caused by mutations in telomere maintenance genes, plays an important role in many inflammatory and age-associated diseases. In this report, a method to (semi)quantitatively assess telomere length and DNA double-strand breaks in formalin-fixed paraffin-embedded (FFPE) tissue is described. Therefore, a novel combination of quantitative fluorescence in situ hybridization, tissue elution, and immunofluorescence staining techniques was developed. Caveolin-1 (type 1 pneumocytes), pro-surfactant protein C (type 2 pneumocytes), club cell-10 (club cells), and alpha smooth muscle actin (smooth muscle cells) markers were used to identify cell types. To visualize all the different probes, restaining the tissue by heat-mediated slide elution is essential. Fluorescent signals of telomeres and DNA double-strand breaks were quantified using the Telometer plugin of ImageJ. As example, we analyzed lung tissue from a familial pulmonary fibrosis patient with a mutation in the telomere-associated gene poly(A)-specific ribonuclease ( PARN). The protocol displays a novel opportunity to directly quantitatively link DNA double-strand breaks to telomere length in specific FFPE cells.
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Affiliation(s)
- Aernoud A van Batenburg
- Department of Pulmonology, St Antonius ILD Center of Excellence, St Antonius Hospital, Nieuwegein, The Netherlands
| | - Karin M Kazemier
- Department of Pulmonology, St Antonius ILD Center of Excellence, St Antonius Hospital, Nieuwegein, The Netherlands.,Division of Heart and Lungs, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Ton Peeters
- Department of Pathology, University Medical Center Utrecht, Utrecht, The Netherlands
| | | | - Joanne J van der Vis
- Department of Pulmonology, St Antonius ILD Center of Excellence, St Antonius Hospital, Nieuwegein, The Netherlands.,Department of Clinical Chemistry, St Antonius Hospital, Nieuwegein, The Netherlands
| | - Jan C Grutters
- Department of Pulmonology, St Antonius ILD Center of Excellence, St Antonius Hospital, Nieuwegein, The Netherlands.,Division of Heart and Lungs, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Roel Goldschmeding
- Department of Pathology, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Coline H M van Moorsel
- Department of Pulmonology, St Antonius ILD Center of Excellence, St Antonius Hospital, Nieuwegein, The Netherlands.,Division of Heart and Lungs, University Medical Center Utrecht, Utrecht, The Netherlands
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29
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The antibody horror show: an introductory guide for the perplexed. N Biotechnol 2018; 45:9-13. [PMID: 29355666 DOI: 10.1016/j.nbt.2018.01.006] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2017] [Revised: 01/03/2018] [Accepted: 01/16/2018] [Indexed: 01/21/2023]
Abstract
The biological literature reverberates with the inadequacies of commercial research-tool antibodies. The scientific community spends some $2 billion per year on such reagents. Excellent accessible scientific platforms exist for reliably making, validating and using antibodies, yet the laboratory end-user reality is somehow depressing - because they often "don't work". This experience is due to a bizarre and variegated spectrum of causes including: inadequately identified antibodies; inappropriate user and supplier validation; poor user training; and overloaded publishers. Colourful as this may appear, the outcomes for the community are uniformly grim, including badly damaged scientific careers, wasted public funding, and contaminated literature. As antibodies are amongst the most important of everyday reagents in cell biology and biochemistry, I have tried here to gently suggest a few possible solutions, including: a move towards using recombinant antibodies; obligatory unique identification of antibodies, their immunogens, and their producers; centralized international banking of standard antibodies and their ligands; routine, accessible open-source documentation of user experience with antibodies; and antibody-user certification.
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30
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Rennie MY, Stovall S, Carson JP, Danilchik M, Thornburg KL, Rugonyi S. Hemodynamics Modify Collagen Deposition in the Early Embryonic Chicken Heart Outflow Tract. J Cardiovasc Dev Dis 2017; 4:jcdd4040024. [PMID: 29367553 PMCID: PMC5753125 DOI: 10.3390/jcdd4040024] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2017] [Revised: 12/08/2017] [Accepted: 12/19/2017] [Indexed: 01/08/2023] Open
Abstract
Blood flow is critical for normal cardiac development. Hemodynamic stimuli outside of normal ranges can lead to overt cardiac defects, but how early heart tissue remodels in response to altered hemodynamics is poorly understood. This study investigated changes in tissue collagen in response to hemodynamic overload in the chicken embryonic heart outflow tract (OFT) during tubular heart stages (HH18 to HH24, ~24 h). A suture tied around the OFT at HH18 was tightened to constrict the lumen for ~24 h (constriction range at HH24: 15–60%). Expression of fibril collagens I and III and fibril organizing collagens VI and XIV were quantified at the gene and protein levels via qPCR and quantitative immunofluorescence. Collagen I was slightly elevated upstream of the band and in the cushions in banded versus control OFTs. Changes in collagen III were not observed. Collagen VI deposition was elevated downstream of the band, but not overall. Collagen XIV deposition increased throughout the OFT, and strongly correlated to lumen constriction. Interestingly, organization of collagen I fibrils was observed for the tighter banded embryos in regions that also showed increase in collagen XIV deposition, suggesting a potentially key role for collagens I and XIV in the structural adaptation of embryonic heart tissue to hemodynamic overload.
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Affiliation(s)
- Monique Y Rennie
- Knight Cardiovascular Institute, Center for Developmental Health, Oregon Health & Science University, Portland, OR 97239, USA.
| | - Stephanie Stovall
- Biomedical Engineering, Oregon Health & Science University, Portland, OR 97239, USA.
| | - James P Carson
- Texas Advanced Computing Center, University of Texas, Austin, TX 78758, USA.
| | - Michael Danilchik
- Integrative Biosciences, Oregon Health & Science University, Portland, OR 97239, USA.
| | - Kent L Thornburg
- Knight Cardiovascular Institute, Center for Developmental Health, Oregon Health & Science University, Portland, OR 97239, USA.
| | - Sandra Rugonyi
- Knight Cardiovascular Institute, Center for Developmental Health, Oregon Health & Science University, Portland, OR 97239, USA.
- Biomedical Engineering, Oregon Health & Science University, Portland, OR 97239, USA.
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