1
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Viswanathan R, Cheruba E, Wong PM, Yi Y, Ngang S, Chong DQ, Loh YH, Tan IB, Cheow LF. DARESOME enables concurrent profiling of multiple DNA modifications with restriction enzymes in single cells and cell-free DNA. Sci Adv 2023; 9:eadi0197. [PMID: 37713482 PMCID: PMC10881072 DOI: 10.1126/sciadv.adi0197] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Accepted: 08/15/2023] [Indexed: 09/17/2023]
Abstract
5-Methylcytosine (5mC) and 5-hydroxymethylcytosine (5hmC) are the most abundant DNA modifications that have important roles in gene regulation. Detailed studies of these different epigenetic marks aimed at understanding their combined effects and dynamic interconversion are, however, hampered by the inability of current methods to simultaneously measure both modifications, particularly in samples with limited quantities. We present DNA analysis by restriction enzyme for simultaneous detection of multiple epigenomic states (DARESOME), an assay based on modification-sensitive restriction digest and sequential tag ligation that can concurrently perform quantitative profiling of unmodified cytosine, 5mC, and 5hmC in CCGG sites genome-wide. DARESOME reveals the opposing roles of 5mC and 5hmC in gene expression regulation as well as their interconversion during aging in mouse brain. Implementation of DARESOME in single cells demonstrates pronounced 5hmC strand bias that reflects the semiconservative replication of DNA. Last, we showed that DARESOME enables integrative genomic, 5mC, and 5hmC profiling of cell-free DNA that uncovered multiomics cancer signatures in liquid biopsy.
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Affiliation(s)
- Ramya Viswanathan
- Department of Biomedical Engineering, Faculty of Engineering, National University of Singapore, Singapore 117583, Singapore
- Institute for Health Innovation and Technology, National University of Singapore, Singapore 117599, Singapore
| | - Elsie Cheruba
- Department of Biomedical Engineering, Faculty of Engineering, National University of Singapore, Singapore 117583, Singapore
- Institute for Health Innovation and Technology, National University of Singapore, Singapore 117599, Singapore
| | - Pui-Mun Wong
- Genome Institute of Singapore, Agency for Science, Technology and Research, Singapore 138672, Singapore
| | - Yao Yi
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research, Singapore 138673, Singapore
| | - Shaun Ngang
- Department of Biomedical Engineering, Faculty of Engineering, National University of Singapore, Singapore 117583, Singapore
- Institute for Health Innovation and Technology, National University of Singapore, Singapore 117599, Singapore
| | - Dawn Qingqing Chong
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore
- Duke-NUS Medical School, National University of Singapore, Singapore 169857, Singapore
| | - Yuin-Han Loh
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research, Singapore 138673, Singapore
- Department of Biological Sciences, National University of Singapore, Singapore 117543, Singapore
| | - Iain Beehuat Tan
- Genome Institute of Singapore, Agency for Science, Technology and Research, Singapore 138672, Singapore
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore
- Duke-NUS Medical School, National University of Singapore, Singapore 169857, Singapore
| | - Lih Feng Cheow
- Department of Biomedical Engineering, Faculty of Engineering, National University of Singapore, Singapore 117583, Singapore
- Institute for Health Innovation and Technology, National University of Singapore, Singapore 117599, Singapore
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2
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Zhang S, Chong LH, Woon JYX, Chua TX, Cheruba E, Yip AK, Li HY, Chiam KH, Koh CG. Zyxin regulates embryonic stem cell fate by modulating mechanical and biochemical signaling interface. Commun Biol 2023; 6:62. [PMID: 36653484 PMCID: PMC9849324 DOI: 10.1038/s42003-023-04421-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2022] [Accepted: 01/04/2023] [Indexed: 01/19/2023] Open
Abstract
Biochemical signaling and mechano-transduction are both critical in regulating stem cell fate. How crosstalk between mechanical and biochemical cues influences embryonic development, however, is not extensively investigated. Using a comparative study of focal adhesion constituents between mouse embryonic stem cell (mESC) and their differentiated counterparts, we find while zyxin is lowly expressed in mESCs, its levels increase dramatically during early differentiation. Interestingly, overexpression of zyxin in mESCs suppresses Oct4 and Nanog. Using an integrative biochemical and biophysical approach, we demonstrate involvement of zyxin in regulating pluripotency through actin stress fibres and focal adhesions which are known to modulate cellular traction stress and facilitate substrate rigidity-sensing. YAP signaling is identified as an important biochemical effector of zyxin-induced mechanotransduction. These results provide insights into the role of zyxin in the integration of mechanical and biochemical cues for the regulation of embryonic stem cell fate.
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Affiliation(s)
- Songjing Zhang
- School of Biological Sciences, Nanyang Technological University, Singapore, Singapore
| | - Lor Huai Chong
- Bioinformatics Institute A*STAR, Singapore, Singapore.,School of Pharmacy, Monash University Malaysia, Subang Jaya, Malaysia
| | - Jessie Yong Xing Woon
- School of Biological Sciences, Nanyang Technological University, Singapore, Singapore
| | - Theng Xuan Chua
- School of Biological Sciences, Nanyang Technological University, Singapore, Singapore
| | | | - Ai Kia Yip
- Bioinformatics Institute A*STAR, Singapore, Singapore
| | - Hoi-Yeung Li
- School of Biological Sciences, Nanyang Technological University, Singapore, Singapore
| | | | - Cheng-Gee Koh
- School of Biological Sciences, Nanyang Technological University, Singapore, Singapore.
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3
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Cheruba E, Viswanathan R, Wong PM, Womersley HJ, Han S, Tay B, Lau Y, Gan A, Poon PSY, Skanderup A, Ng SB, Chok AY, Chong DQ, Tan IB, Cheow LF. Heat selection enables highly scalable methylome profiling in cell-free DNA for noninvasive monitoring of cancer patients. Sci Adv 2022; 8:eabn4030. [PMID: 36083902 PMCID: PMC9462700 DOI: 10.1126/sciadv.abn4030] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/25/2021] [Accepted: 07/22/2022] [Indexed: 06/01/2023]
Abstract
Genome-wide analysis of cell-free DNA methylation profile is a promising approach for sensitive and specific detection of many cancers. However, scaling such assays for clinical translation is impractical because of the high cost of whole-genome bisulfite sequencing. We show that the small fraction of GC-rich genome is highly enriched in CpG sites and disproportionately harbors most of the cancer-specific methylation signature. Here, we report on the simple and effective heat enrichment of CpG-rich regions for bisulfite sequencing (Heatrich-BS) platform that allows for focused methylation profiling in these highly informative regions. Our novel method and bioinformatics algorithm enable accurate tumor burden estimation and quantitative tracking of colorectal cancer patient's response to treatment at much reduced sequencing cost suitable for frequent monitoring. We also show tumor epigenetic subtyping using Heatrich-BS, which could enable patient stratification. Heatrich-BS holds great potential for highly scalable screening and monitoring of cancer using liquid biopsy.
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Affiliation(s)
- Elsie Cheruba
- Department of Biomedical Engineering, Faculty of Engineering, National University of Singapore, Singapore 117583, Singapore
- Institute for Health Innovation and Technology, National University of Singapore, Singapore 117599, Singapore
| | - Ramya Viswanathan
- Department of Biomedical Engineering, Faculty of Engineering, National University of Singapore, Singapore 117583, Singapore
- Institute for Health Innovation and Technology, National University of Singapore, Singapore 117599, Singapore
| | - Pui-Mun Wong
- Genome Institute of Singapore, Agency for Science, Technology, and Research, Singapore 138672, Singapore
| | - Howard John Womersley
- Department of Biomedical Engineering, Faculty of Engineering, National University of Singapore, Singapore 117583, Singapore
- Institute for Health Innovation and Technology, National University of Singapore, Singapore 117599, Singapore
| | - Shuting Han
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Brenda Tay
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Yiting Lau
- Genome Institute of Singapore, Agency for Science, Technology, and Research, Singapore 138672, Singapore
| | - Anna Gan
- Genome Institute of Singapore, Agency for Science, Technology, and Research, Singapore 138672, Singapore
| | - Polly S. Y. Poon
- Genome Institute of Singapore, Agency for Science, Technology, and Research, Singapore 138672, Singapore
| | - Anders Skanderup
- Genome Institute of Singapore, Agency for Science, Technology, and Research, Singapore 138672, Singapore
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Sarah B. Ng
- Genome Institute of Singapore, Agency for Science, Technology, and Research, Singapore 138672, Singapore
| | - Aik Yong Chok
- Department of Colorectal Surgery, Singapore General Hospital, Singapore 169608, Singapore
| | - Dawn Qingqing Chong
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore
- Duke-NUS Medical School, National University of Singapore, Singapore 169857, Singapore
| | - Iain Beehuat Tan
- Genome Institute of Singapore, Agency for Science, Technology, and Research, Singapore 138672, Singapore
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore
- Duke-NUS Medical School, National University of Singapore, Singapore 169857, Singapore
| | - Lih Feng Cheow
- Department of Biomedical Engineering, Faculty of Engineering, National University of Singapore, Singapore 117583, Singapore
- Institute for Health Innovation and Technology, National University of Singapore, Singapore 117599, Singapore
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4
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Luo Y, Cui X, Cheruba E, Chua YK, Ng C, Tan RZ, Tan KK, Cheow LF. SAMBA: A Multicolor Digital Melting PCR Platform for Rapid Microbiome Profiling. Small Methods 2022; 6:e2200185. [PMID: 35652511 DOI: 10.1002/smtd.202200185] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/20/2022] [Revised: 04/27/2022] [Indexed: 06/15/2023]
Abstract
During the past decade, breakthroughs in sequencing technology have provided the basis for studies of the myriad ways in which microbial communities in and on the human body influence human health and disease. In almost every medical specialty, there is now a growing interest in accurate and quantitative profiling of the microbiota for use in diagnostic and therapeutic applications. However, the current next-generation sequencing approach for microbiome profiling is costly, requires laborious library preparation, and is challenging to scale up for routine diagnostics. Split, Amplify, and Melt analysis of BActeria-community (SAMBA), a novel multicolor digital melting polymerase chain reaction platform with unprecedented multiplexing capability is presented, and the capability to distinguish and quantify 16 bacteria species in mixtures is demonstrated. Subsequently, SAMBA is applied to measure the compositions of bacteria in the gut microbiome to identify microbial dysbiosis related to colorectal cancer. This rapid, low cost, and high-throughput approach will enable the implementation of microbiome diagnostics in clinical laboratories and routine medical practice.
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Affiliation(s)
- Yongqiang Luo
- Department of Biomedical Engineering & Institute for Health Innovation and Technology, National University of Singapore, Singapore, 119077, Singapore
| | - Xu Cui
- Department of Biomedical Engineering & Institute for Health Innovation and Technology, National University of Singapore, Singapore, 119077, Singapore
| | - Elsie Cheruba
- Department of Biomedical Engineering & Institute for Health Innovation and Technology, National University of Singapore, Singapore, 119077, Singapore
| | - Yong Kang Chua
- Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117597, Singapore
| | - Charmaine Ng
- Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117597, Singapore
| | - Rui Zhen Tan
- Engineering Cluster, Singapore Institute of Technology, Singapore, 138683, Singapore
| | - Ker-Kan Tan
- Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117597, Singapore
- Division of Colorectal Surgery, National University Hospital, Singapore, 119074, Singapore
| | - Lih Feng Cheow
- Department of Biomedical Engineering & Institute for Health Innovation and Technology, National University of Singapore, Singapore, 119077, Singapore
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5
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Joanito I, Wirapati P, Zhao N, Nawaz Z, Yeo G, Lee F, Eng CLP, Macalinao DC, Kahraman M, Srinivasan H, Lakshmanan V, Verbandt S, Tsantoulis P, Gunn N, Venkatesh PN, Poh ZW, Nahar R, Oh HLJ, Loo JM, Chia S, Cheow LF, Cheruba E, Wong MT, Kua L, Chua C, Nguyen A, Golovan J, Gan A, Lim WJ, Guo YA, Yap CK, Tay B, Hong Y, Chong DQ, Chok AY, Park WY, Han S, Chang MH, Seow-En I, Fu C, Mathew R, Toh EL, Hong LZ, Skanderup AJ, DasGupta R, Ong CAJ, Lim KH, Tan EKW, Koo SL, Leow WQ, Tejpar S, Prabhakar S, Tan IB. Single-cell and bulk transcriptome sequencing identifies two epithelial tumor cell states and refines the consensus molecular classification of colorectal cancer. Nat Genet 2022; 54:963-975. [PMID: 35773407 PMCID: PMC9279158 DOI: 10.1038/s41588-022-01100-4] [Citation(s) in RCA: 85] [Impact Index Per Article: 42.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Accepted: 05/16/2022] [Indexed: 12/12/2022]
Abstract
The consensus molecular subtype (CMS) classification of colorectal cancer is based on bulk transcriptomics. The underlying epithelial cell diversity remains unclear. We analyzed 373,058 single-cell transcriptomes from 63 patients, focusing on 49,155 epithelial cells. We identified a pervasive genetic and transcriptomic dichotomy of malignant cells, based on distinct gene expression, DNA copy number and gene regulatory network. We recapitulated these subtypes in bulk transcriptomes from 3,614 patients. The two intrinsic subtypes, iCMS2 and iCMS3, refine CMS. iCMS3 comprises microsatellite unstable (MSI-H) cancers and one-third of microsatellite-stable (MSS) tumors. iCMS3 MSS cancers are transcriptomically more similar to MSI-H cancers than to other MSS cancers. CMS4 cancers had either iCMS2 or iCMS3 epithelium; the latter had the worst prognosis. We defined the intrinsic epithelial axis of colorectal cancer and propose a refined ‘IMF’ classification with five subtypes, combining intrinsic epithelial subtype (I), microsatellite instability status (M) and fibrosis (F). A single-cell transcriptomic analysis of 63 patients with colorectal cancer classifies tumor cells into two epithelial subtypes. An improved tumor classification based on epithelial subtype, microsatellite stability and fibrosis reveals differences in pathway activation and metastasis.
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Affiliation(s)
- Ignasius Joanito
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Pratyaksha Wirapati
- Bioinformatics Core Facility, Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Nancy Zhao
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Zahid Nawaz
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Grace Yeo
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Fiona Lee
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.,National Cancer Centre, Singapore, Singapore
| | - Christine L P Eng
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.,National Cancer Centre, Singapore, Singapore
| | | | - Merve Kahraman
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Harini Srinivasan
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.,National Cancer Centre, Singapore, Singapore
| | | | - Sara Verbandt
- Molecular Digestive Oncology, Department of Oncology, Katholieke Universiteit Leuven, Leuven, Belgium
| | - Petros Tsantoulis
- Hôpitaux Universitaires de Genève, Geneva, Switzerland.,University of Geneva, Geneva, Switzerland
| | - Nicole Gunn
- National Cancer Centre, Singapore, Singapore
| | - Prasanna Nori Venkatesh
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Zhong Wee Poh
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.,Duke-National University of Singapore Medical School, Singapore, Singapore
| | - Rahul Nahar
- MSD International GmbH (Singapore Branch), Singapore, Singapore
| | | | - Jia Min Loo
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Shumei Chia
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | | | - Elsie Cheruba
- National University of Singapore, Singapore, Singapore
| | | | - Lindsay Kua
- National Cancer Centre, Singapore, Singapore
| | | | | | | | - Anna Gan
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Wan-Jun Lim
- National Cancer Centre, Singapore, Singapore
| | - Yu Amanda Guo
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Choon Kong Yap
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Brenda Tay
- National Cancer Centre, Singapore, Singapore
| | - Yourae Hong
- Samsung Genome Institute, Samsung Medical Center, Seoul, Korea
| | - Dawn Qingqing Chong
- National Cancer Centre, Singapore, Singapore.,Duke-National University of Singapore Medical School, Singapore, Singapore
| | - Aik-Yong Chok
- Department of Colorectal Surgery, Singapore General Hospital, Singapore, Singapore
| | - Woong-Yang Park
- Samsung Genome Institute, Samsung Medical Center, Seoul, Korea
| | - Shuting Han
- National Cancer Centre, Singapore, Singapore
| | - Mei Huan Chang
- Department of Colorectal Surgery, Singapore General Hospital, Singapore, Singapore
| | - Isaac Seow-En
- Department of Colorectal Surgery, Singapore General Hospital, Singapore, Singapore
| | - Cherylin Fu
- Department of Colorectal Surgery, Singapore General Hospital, Singapore, Singapore
| | - Ronnie Mathew
- Department of Colorectal Surgery, Singapore General Hospital, Singapore, Singapore
| | - Ee-Lin Toh
- Department of Colorectal Surgery, Singapore General Hospital, Singapore, Singapore.,EL Toh Colorectal & Minimally Invasive Surgery, Singapore, Singapore
| | - Lewis Z Hong
- MSD International GmbH (Singapore Branch), Singapore, Singapore
| | - Anders Jacobsen Skanderup
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Ramanuj DasGupta
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Chin-Ann Johnny Ong
- Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, National Cancer Centre Singapore, Singapore, Singapore.,Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, Singapore General Hospital, Singapore, Singapore.,Laboratory of Applied Human Genetics, Division of Medical Sciences, National Cancer Centre Singapore, Singapore, Singapore.,SingHealth Duke-NUS Oncology Academic Clinical Program, Duke-NUS Medical School, Singapore, Singapore.,SingHealth Duke-NUS Surgery Academic Clinical Program, Duke-NUS Medical School, Singapore, Singapore.,Institute of Molecular and Cell Biology, A*STAR Research Entities, Singapore, Singapore
| | - Kiat Hon Lim
- Department of Anatomical Pathology, Singapore General Hospital, Singapore, Singapore
| | - Emile K W Tan
- Department of Colorectal Surgery, Singapore General Hospital, Singapore, Singapore
| | - Si-Lin Koo
- National Cancer Centre, Singapore, Singapore
| | - Wei Qiang Leow
- Department of Anatomical Pathology, Singapore General Hospital, Singapore, Singapore
| | - Sabine Tejpar
- Molecular Digestive Oncology, Department of Oncology, Katholieke Universiteit Leuven, Leuven, Belgium.
| | - Shyam Prabhakar
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.
| | - Iain Beehuat Tan
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore. .,National Cancer Centre, Singapore, Singapore. .,Duke-National University of Singapore Medical School, Singapore, Singapore.
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6
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Yip AK, Zhang S, Chong LH, Cheruba E, Woon JYX, Chua TX, Goh CJH, Yang H, Tay CY, Koh CG, Chiam KH. Zyxin Is Involved in Fibroblast Rigidity Sensing and Durotaxis. Front Cell Dev Biol 2021; 9:735298. [PMID: 34869319 PMCID: PMC8637444 DOI: 10.3389/fcell.2021.735298] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2021] [Accepted: 10/28/2021] [Indexed: 11/13/2022] Open
Abstract
Focal adhesions (FAs) are specialized structures that enable cells to sense their extracellular matrix rigidity and transmit these signals to the interior of the cells, bringing about actin cytoskeleton reorganization, FA maturation, and cell migration. It is known that cells migrate towards regions of higher substrate rigidity, a phenomenon known as durotaxis. However, the underlying molecular mechanism of durotaxis and how different proteins in the FA are involved remain unclear. Zyxin is a component of the FA that has been implicated in connecting the actin cytoskeleton to the FA. We have found that knocking down zyxin impaired NIH3T3 fibroblast's ability to sense and respond to changes in extracellular matrix in terms of their FA sizes, cell traction stress magnitudes and F-actin organization. Cell migration speed of zyxin knockdown fibroblasts was also independent of the underlying substrate rigidity, unlike wild type fibroblasts which migrated fastest at an intermediate substrate rigidity of 14 kPa. Wild type fibroblasts exhibited durotaxis by migrating toward regions of increasing substrate rigidity on polyacrylamide gels with substrate rigidity gradient, while zyxin knockdown fibroblasts did not exhibit durotaxis. Therefore, we propose zyxin as an essential protein that is required for rigidity sensing and durotaxis through modulating FA sizes, cell traction stress and F-actin organization.
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Affiliation(s)
- Ai Kia Yip
- Bioinformatics Institute ASTAR, Singapore, Singapore
| | - Songjing Zhang
- School of Biological Sciences, Nanyang Technological University Singapore, Singapore, Singapore
| | - Lor Huai Chong
- Bioinformatics Institute ASTAR, Singapore, Singapore.,School of Pharmacy, Monash University Malaysia, Subang Jaya, Malaysia
| | | | - Jessie Yong Xing Woon
- School of Biological Sciences, Nanyang Technological University Singapore, Singapore, Singapore
| | - Theng Xuan Chua
- School of Biological Sciences, Nanyang Technological University Singapore, Singapore, Singapore
| | | | - Haibo Yang
- Mechanobiology Institute, Singapore, Singapore
| | - Chor Yong Tay
- School of Biological Sciences, Nanyang Technological University Singapore, Singapore, Singapore.,School of Materials Science and Engineering, Nanyang Technological University, Singapore, Singapore.,Environmental Chemistry and Materials Centre, Nanyang Environment and Water Research Institute, Singapore, Singapore.,Energy Research Institute, Nanyang Technological University, Singapore, Singapore
| | - Cheng-Gee Koh
- School of Biological Sciences, Nanyang Technological University Singapore, Singapore, Singapore
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7
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Viswanathan R, Cheruba E, Cheow LF. DNA Analysis by Restriction Enzyme (DARE) enables concurrent genomic and epigenomic characterization of single cells. Nucleic Acids Res 2019; 47:e122. [PMID: 31418018 PMCID: PMC6821369 DOI: 10.1093/nar/gkz717] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2019] [Revised: 06/21/2019] [Accepted: 08/13/2019] [Indexed: 12/11/2022] Open
Abstract
Genome-wide profiling of copy number alterations and DNA methylation in single cells could enable detailed investigation into the genomic and epigenomic heterogeneity of complex cell populations. However, current methods to do this require complex sample processing and cleanup steps, lack consistency, or are biased in their genomic representation. Here, we describe a novel single-tube enzymatic method, DNA Analysis by Restriction Enzyme (DARE), to perform deterministic whole genome amplification while preserving DNA methylation information. This method was evaluated on low amounts of DNA and single cells, and provides accurate copy number aberration calling and representative DNA methylation measurement across the whole genome. Single-cell DARE is an attractive and scalable approach for concurrent genomic and epigenomic characterization of cells in a heterogeneous population.
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Affiliation(s)
- Ramya Viswanathan
- Department of Biomedical Engineering, National University of Singapore, Singapore 117583, Singapore.,Institute for Health Innovation and Technology (iHealthtech), National University of Singapore, Singapore 117583, Singapore
| | - Elsie Cheruba
- Department of Biomedical Engineering, National University of Singapore, Singapore 117583, Singapore.,Institute for Health Innovation and Technology (iHealthtech), National University of Singapore, Singapore 117583, Singapore
| | - Lih Feng Cheow
- Department of Biomedical Engineering, National University of Singapore, Singapore 117583, Singapore.,Institute for Health Innovation and Technology (iHealthtech), National University of Singapore, Singapore 117583, Singapore
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8
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Abstract
Cancer metastasis is a complex mechanism involving multiple processes. Previously, our integrative proteome, transcriptome, and phosphoproteome study reported that the levels of serine/threonine phosphatase POPX2 were positively correlated with cancer cell motility through modulating MAPK signaling. Surprisingly, here we found that POPX2 knockdown cells induced more numerous and larger tumor nodules in lungs in longer term animal studies. Interestingly, our analysis of DNA microarray data from cancer patient samples that are available in public databases shows that low POPX2 expression is linked to distant metastasis and poor survival rate. These observations suggest that lower levels of POPX2 may favor tumor progression in later stages of metastasis. We hypothesize that POPX2 may do so by modulation of angiogenesis. Secretome analysis of POPX2-knockdown MDA-MB-231 cells using LC-MS/MS-based SILAC quantitative proteomics and cytokine array show that silencing of POPX2 leads to increased secretion of exosomes, which may, in turn, induce multiple pro-angiogenic cytokines. This study, combined with our previous findings, suggests that a single ubiquitously expressed phosphatase POPX2 influences cancer metastasis via modulating multiple biological processes including MAPK signaling and exosome cytokine secretion.
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Affiliation(s)
- Songjing Zhang
- School of Biological Sciences, Nanyang Technological University , Singapore 637551.,Mechanobiology Institute , Singapore 117411
| | - Ting Weng
- School of Biological Sciences, Nanyang Technological University , Singapore 637551.,Mechanobiology Institute , Singapore 117411
| | | | - Tiannan Guo
- School of Biological Sciences, Nanyang Technological University , Singapore 637551
| | - Hei Chan
- School of Biological Sciences, Nanyang Technological University , Singapore 637551
| | - Siu Kwan Sze
- School of Biological Sciences, Nanyang Technological University , Singapore 637551
| | - Cheng-Gee Koh
- School of Biological Sciences, Nanyang Technological University , Singapore 637551.,Mechanobiology Institute , Singapore 117411
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