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Xia F, Ma Y, Chen K, Duong B, Ahmed S, Atwal R, Philpott D, Ketela T, Pantea J, Lin S, Angers S, Kelley SO. Genome-wide in vivo screen of circulating tumor cells identifies SLIT2 as a regulator of metastasis. Sci Adv 2022; 8:eabo7792. [PMID: 36054348 PMCID: PMC10848953 DOI: 10.1126/sciadv.abo7792] [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: 02/25/2022] [Accepted: 07/19/2022] [Indexed: 06/15/2023]
Abstract
Circulating tumor cells (CTCs) break free from primary tumors and travel through the circulation system to seed metastatic tumors, which are the major cause of death from cancer. The identification of the major genetic factors that enhance production and persistence of CTCs in the bloodstream at a whole genome level would enable more comprehensive molecular mechanisms of metastasis to be elucidated and the identification of novel therapeutic targets, but this remains a challenging task due to the heterogeneity and extreme rarity of CTCs. Here, we describe an in vivo genome-wide CRISPR knockout screen using CTCs directly isolated from a mouse xenograft. This screen elucidated SLIT2-a gene encoding a secreted protein acting as a cellular migration cue-as the most significantly represented gene knockout in the CTC population. SLIT2 knockout cells are highly metastatic with hypermigratory and mesenchymal phenotype, resulting in enhanced cancer progression in xenograft models.
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Affiliation(s)
- Fan Xia
- Department of Pharmaceutical Sciences, Leslie Dan Faculty of Pharmacy, University of Toronto, Ontario, Canada
| | - Yuan Ma
- Department of Pharmaceutical Sciences, Leslie Dan Faculty of Pharmacy, University of Toronto, Ontario, Canada
- Key Laboratory of Tribology, Tsinghua University, Beijing 100084, P.R. China
| | - Kangfu Chen
- Department of Pharmaceutical Sciences, Leslie Dan Faculty of Pharmacy, University of Toronto, Ontario, Canada
| | - Bill Duong
- Department of Chemistry, University of Toronto, Toronto, Ontario, Canada
| | - Sharif Ahmed
- Department of Pharmaceutical Sciences, Leslie Dan Faculty of Pharmacy, University of Toronto, Ontario, Canada
| | - Randy Atwal
- Department of Pharmaceutical Sciences, Leslie Dan Faculty of Pharmacy, University of Toronto, Ontario, Canada
- Department of Biochemistry and Molecular Genetics, Northwestern University, Chicago, IL, USA
| | - David Philpott
- Department of Electrical and Computer Engineering, University of Toronto, Toronto, Ontario, Canada
| | - Troy Ketela
- Princess Margret Genomics Centre, University Health Network, Toronto, Ontario, Canada
| | - Jennifer Pantea
- Department of Pharmaceutical Sciences, Leslie Dan Faculty of Pharmacy, University of Toronto, Ontario, Canada
| | - Sichun Lin
- Donnelly Centre for Cellular & Biomolecular Research, Temerty Faculty of Medicine, University of Toronto, Toronto, ON, Canada
| | - Stephane Angers
- Department of Pharmaceutical Sciences, Leslie Dan Faculty of Pharmacy, University of Toronto, Ontario, Canada
- Donnelly Centre for Cellular & Biomolecular Research, Temerty Faculty of Medicine, University of Toronto, Toronto, ON, Canada
- Department of Biochemistry, Temerty Faculty of Medicine, University of Toronto, ON, Canada
| | - Shana O. Kelley
- Department of Pharmaceutical Sciences, Leslie Dan Faculty of Pharmacy, University of Toronto, Ontario, Canada
- Department of Chemistry, University of Toronto, Toronto, Ontario, Canada
- Department of Biochemistry and Molecular Genetics, Northwestern University, Chicago, IL, USA
- Department of Chemistry, Northwestern University, Evanston, IL, USA
- Department of Biomedical Engineering, Northwestern University, Evanston, IL, USA
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Philpott D, Gomis S, Wang H, Atwal R, Kelil A, Sack T, Morningstar B, Burnie C, Sargent EH, Angers S, Sidhu S, Kelley SO. Rapid On-Cell Selection of High-Performance Human Antibodies. ACS Cent Sci 2022; 8:102-109. [PMID: 35106377 PMCID: PMC8796304 DOI: 10.1021/acscentsci.1c01205] [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] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Indexed: 06/14/2023]
Abstract
Phage display is a critical tool for developing antibodies. However, existing approaches require many time-consuming rounds of biopanning and screening of potential candidates due to a high rate of failure during validation. Herein, we present a rapid on-cell phage display platform which recapitulates the complex in vivo binding environment to produce high-performance human antibodies in a short amount of time. Selection is performed in a highly stringent heterogeneous mixture of cells to quickly remove nonspecific binders. A microfluidic platform then separates antigen-presenting cells with high throughput and specificity. An unsupervised machine learning algorithm analyzes sequences of phage from all pools to identify the structural trends that contribute to affinity and proposes ideal candidates for validation. In a proof-of-concept screen against human Frizzled-7, a key ligand in the Wnt signaling pathway, antibodies with picomolar affinity were discovered in two rounds of selection that outperformed current gold-standard reagents. This approach, termed μCellect, is low cost, high throughput, and compatible with a wide variety of cell types, enabling widespread adoption for antibody development.
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Affiliation(s)
- David
N. Philpott
- Edward
S. Rogers Sr. Department of Electrical & Computer Engineering, University of Toronto, Toronto, Ontario M5S 3G8, Canada
| | - Surath Gomis
- Edward
S. Rogers Sr. Department of Electrical & Computer Engineering, University of Toronto, Toronto, Ontario M5S 3G8, Canada
| | - Hansen Wang
- Department
of Pharmaceutical Sciences, University of
Toronto, Toronto, Ontario M5S 3M2, Canada
| | - Randy Atwal
- Department
of Pharmaceutical Sciences, University of
Toronto, Toronto, Ontario M5S 3M2, Canada
| | - Abdellali Kelil
- Donnelly
Centre, University of Toronto, Toronto, Ontario M5S 3E1, Canada
| | - Tanja Sack
- Department
of Pharmaceutical Sciences, University of
Toronto, Toronto, Ontario M5S 3M2, Canada
| | - Brandon Morningstar
- Department
of Pharmaceutical Sciences, University of
Toronto, Toronto, Ontario M5S 3M2, Canada
| | - Chris Burnie
- Department
of Pharmaceutical Sciences, University of
Toronto, Toronto, Ontario M5S 3M2, Canada
| | - Edward H. Sargent
- Edward
S. Rogers Sr. Department of Electrical & Computer Engineering, University of Toronto, Toronto, Ontario M5S 3G8, Canada
| | - Stephane Angers
- Department
of Pharmaceutical Sciences, University of
Toronto, Toronto, Ontario M5S 3M2, Canada
| | - Sachdev Sidhu
- Donnelly
Centre, University of Toronto, Toronto, Ontario M5S 3E1, Canada
| | - Shana O. Kelley
- Department
of Pharmaceutical Sciences, University of
Toronto, Toronto, Ontario M5S 3M2, Canada
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Ma Y, Chen K, Xia F, Atwal R, Wang H, Ahmed SU, Cardarelli L, Lui I, Duong B, Wang Z, Wells JA, Sidhu SS, Kelley SO. Phage-Based Profiling of Rare Single Cells Using Nanoparticle-Directed Capture. ACS Nano 2021; 15:19202-19210. [PMID: 34813293 DOI: 10.1021/acsnano.1c03935] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Advances in single-cell level profiling of the proteome require quantitative and versatile platforms, especially for rare cell analyses such as circulating tumor cell (CTC) profiling. Here we demonstrate an integrated microfluidic chip that uses magnetic nanoparticles to capture single tumor cells with high efficiency, permits on-chip incubation, and facilitates in situ cell-surface protein expression analysis. Combined with phage-based barcoding and next-generation sequencing technology, we were able to monitor changes in the expression of multiple surface markers stimulated in response to CTC adherence. Interestingly, we found fluctuations in the expression of Frizzled2 (FZD2) that reflected the microenvironment of the single cells. This platform has a high potential for in-depth screening of multiple surface antigens simultaneously in rare cells with single-cell resolution, which will provide further insights regarding biological heterogeneity and human disease.
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Affiliation(s)
- Yuan Ma
- Department of Pharmaceutical Sciences, Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Ontario M5S 3M2, Canada
- State Key Laboratory of Tribology, Tsinghua University, Beijing 100084, P.R. China
| | - Kangfu Chen
- Department of Pharmaceutical Sciences, Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Ontario M5S 3M2, Canada
| | - Fan Xia
- Department of Pharmaceutical Sciences, Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Ontario M5S 3M2, Canada
| | - Randy Atwal
- Department of Pharmaceutical Sciences, Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Ontario M5S 3M2, Canada
| | - Hansen Wang
- Department of Pharmaceutical Sciences, Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Ontario M5S 3M2, Canada
| | - Sharif U Ahmed
- Department of Pharmaceutical Sciences, Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Ontario M5S 3M2, Canada
| | - Lia Cardarelli
- Terrence Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, Ontario M5S 3E1, Canada
| | - Irene Lui
- Department of Pharmaceutical Chemistry, University of California, San Francisco, California 94143, United States
| | - Bill Duong
- Department of Pharmaceutical Sciences, Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Ontario M5S 3M2, Canada
| | - Zongjie Wang
- Department of Pharmaceutical Sciences, Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Ontario M5S 3M2, Canada
| | - James A Wells
- Department of Pharmaceutical Chemistry, University of California, San Francisco, California 94143, United States
| | - Sachdev S Sidhu
- Terrence Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, Ontario M5S 3E1, Canada
| | - Shana O Kelley
- Department of Pharmaceutical Sciences, Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, Ontario M5S 3M2, Canada
- Department of Chemistry, University of Toronto, Toronto, Ontario M5S 3H6, Canada
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Hill KB, Morris AJ, White DA, McHugh S, Atwal R, Burke FJT. A comparison of Personal Dental Service (PDS) and General Dental Service (GDS) patients in terms of reported interventions, oral health and dentists' perceptions. Community Dent Health 2009; 26:170-176. [PMID: 19780358] [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] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
AIMS The aim of the study was to investigate the reported working patterns, dentist perceptions and patient oral health for dentists in a Personal Dental Services (PDS) pilot and compare this with that of matched dentists working in the General Dental Services (GDS) arrangements in the same part of England. METHOD Ten dentists were recruited, five each from PDS and GDS practices in Warwickshire, UK. The number of interventions carried out for adult patients in the year to April 2003 was obtained from the Dental Practice Board (DPB) for the two groups and compared. An Oral Health Index (OHX) (Burke and Wilson, 1995) was used to determine the oral health of a selection of patients from the two groups of dentists in the study. The final stage of the study involved semi-structured interviews with the dentists. RESULTS The average age of dentists was similar, in the early to mid 40's (p>0.05). Both groups were, on average, around 20 years post qualification. The GDS dentists made an average of 3,507 activity reports to the Dental Practice Board in the year examined, compared with 3,441 from the PDS dentists. PDS dentists provided fewer simple periodontal treatments than GDS dentists, but otherwise the pattern of reported activity was similar. Both PDS and GDS dentists suggested that GDS dentists carried out more fillings because of a perverse incentive to provide fillings compared with PDS arrangements. PDS dentists believed that their treatment profiles had not changed significantly since changing to PDS, and suggested that their prescribing was based on clinical need only and was not influenced by the remuneration system. A total of 225 OHX scores were obtained for patients attending PDS dentists and a further 214 from patients attending GDS dentists. Overall, the mean OHX score was lower in the GDS patients than for PDS patients. CONCLUSIONS PDS dentists provided fewer simple periodontal treatments than their GDS counterparts. There was no difference in the oral health of patients treated under either system. Although there was some evidence of a difference in attitude between GDS and PDS dentists towards charging and claiming for simple periodontal treatment, there was no uniformity of opinion within either group. There would appear to be a number of complex factors impacting upon decisions to treat or monitor dental conditions.
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Affiliation(s)
- K B Hill
- University of Birmingham, School of Dentistry, Birmingham, UK.
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Truant R, Atwal R, Burtnik A. Hypothesis: huntingtin may function in membrane association and vesicular traffickingThis paper is one of a selection of papers published in this Special Issue, entitled CSBMCB — Membrane Proteins in Health and Disease. Biochem Cell Biol 2006; 84:912-7. [PMID: 17215878 DOI: 10.1139/o06-181] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Huntington’s disease is a progressive neurodegenerative genetic disorder that is caused by a CAG triplet-repeat expansion in the first exon of the IT15 gene. This CAG expansion results in polyglutamine expansion in the 350 kDa huntingtin protein. The exact function of huntingtin is unknown. Understanding the pathological triggers of mutant huntingtin, and distinguishing the cause of disease from downstream effects, is critical to designing therapeutic strategies and defining long- and short-term goals of therapy. Many studies that have sought to determine the functions of huntingtin by determining huntingtin’s protein–protein interactions have been published. Through these studies, huntingtin has been seen to interact with a large number of proteins, and is likely a scaffolding protein for protein–protein interactions. Recently, using imaging, integrative proteomics, and cell biology, huntingtin has been defined as a membrane-associated protein, with activities related to axonal trafficking of vesicles and mitochondria. These functions have also been attributed to some huntingtin-interacting proteins. Additionally, discoveries of a membrane association domain and a palmitoylation site in huntingtin reinforce the fact that huntingtin is membrane associated. In Huntington’s disease mouse and fly models, axonal vesicle trafficking is inhibited, and lack of proper uptake of neurotrophic factors may be an important pathological trigger leading to striatal cell death in Huntington’s disease. Here we discuss recent advances from many independent groups and methodologies that are starting to resolve the elusive function of huntingtin in vesicle transport, and evidence that suggests that huntingtin may be directly involved in membrane interactions.
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Affiliation(s)
- Ray Truant
- McMaster University. Department of Biochemistry and Biomedical Sciences. HSC4H24A, 1200 Main Street West, Hamilton, ON L8N 3Z5, Canada.
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