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Molinero L, Guan X, Deurloo R, Gozlan Y, Sharim H, Emens LA, Cameron DA, Schmid P, Miles D, Adams S, Chui SY, Mariathasan S, O'Shaughnessy J, Andre F, Loi S. Impact of steroid premedication on atezolizumab (atezo)-induced immune cell activation: A comparative analysis of IMpassion130 and IMpassion131 peripheral blood mononuclear cells (PBMCs). J Clin Oncol 2022. [DOI: 10.1200/jco.2022.40.16_suppl.1083] [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] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
1083 Background: The immune checkpoint inhibitor (ICI) atezo showed disparate outcomes as first-line therapy for metastatic TNBC when combined with nab-paclitaxel (nPac) in IMpassion130 [Schmid 2018] vs solvent-based paclitaxel (Pac) in IMpassion131 [Miles 2021]. A key difference between the trials was use of steroid premedication for Pac in IMpassion131 but not for nPac in IMpassion130. In patients (pts) receiving ICIs, prior steroid exposure has been linked to worse outcome [Drakaki 2020]. Further, IMpassion130 and IMpassion131 subgroup analyses suggested reduced atezo treatment effect in taxane-pretreated pts. This post hoc biomarker study explored the impact of: 1) steroids on systemic immune cell activation with atezo+taxane; 2) prior taxane exposure on atezo-induced immune cell activation. Methods: PBMCs collected at baseline and at day 1, cycle 2 (wk 4) were selected from matched pts (RECIST responders, PD-L1+, no liver metastases) from IMpassion130 and IMpassion131. Single-cell RNAseq was performed and the transcriptomic profile of immune cells was analyzed using GSEA pathway analyses, cell proportion and TCR clonality. Results: CITEseq from 695,851 single cells was generated from 39 IMpassion130 PBMC pairs (29 atezo+nPac; 10 placebo [Pla]+nPac) and 35 IMpassion131 pairs (26 atezo+Pac; 9 Pla+Pac). At wk 4, atezo+nPac resulted in increased IFNα and IFNγ responses across multiple cell types (CD4+ and CD8+ T cells, B cells, NK cells and monocytes) and proliferation in NK cells, but reduced TNF signaling across multiple cell types. In contrast, 4 wks of Pla+nPac increased TNF signaling but decreased IFNα and IFNγ responses. In the presence of steroids, 4 wks of atezo+Pac also increased IFNα and IFNγ responses mainly in NK cells and monocytes, but not T cells, and reduced proliferative pathways across B and T cells and TNF signaling. Pla+Pac increased TNF signaling only in NK cells, but reduced proliferative signatures across cell types. The only on-treatment change differing significantly between atezo+nPac vs atezo+Pac was the increase in proliferation pathways in NK, T and B cells with atezo+nPac. There were no significant changes in proportions of cell subsets or TCR clonality. PBMCs from taxane-pretreated pts had higher RNA-based metabolic profile (OxPhos, DNA repair and IFNα). Taxane-naive but not taxane-pretreated immune cells had increased IFNγ and IFNα response after atezo+taxane. Conclusions: Our results suggest that atezo+taxane promotes IFNα and IFNγ responses and that steroid co-administration reduces proliferation pathways across immune cells. Prior taxane exposure was associated with an increased metabolic status, possibly rendering immune cells less sensitive to atezo-induced activation. The immune context of taxane-naive TNBC may result in more potent immune activation with atezo. Clinical trial information: NCT02425891 and NCT03125902.
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Affiliation(s)
| | | | | | | | | | - Leisha A. Emens
- University of Pittsburgh Medical Center Hillman Cancer Center/Department of Medicine, University of Pittsburgh, Pittsburgh, PA
| | - David A. Cameron
- Edinburgh University Cancer Centre, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, United Kingdom
| | - Peter Schmid
- Barts Cancer Institute, Queen Mary University of London, London, United Kingdom
| | - David Miles
- Mount Vernon Cancer Centre, London, United Kingdom
| | - Sylvia Adams
- Perlmutter Cancer Center, New York University School of Medicine, New York, NY
| | | | | | - Joyce O'Shaughnessy
- Baylor University Medical Center, Texas Oncology, US Oncology Network, Dallas, TX
| | - Fabrice Andre
- Gustave Roussy, Université Paris-Sud, Villejuif, France
| | - Sherene Loi
- Peter MacCallum Cancer Centre, Melbourne, VIC, Australia
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2
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Gilat N, Fridman D, Sharim H, Margalit S, Gassman NR, Michaeli Y, Ebenstein Y. From single-molecule to genome-wide mapping of DNA lesions: repair-assisted damage detection sequencing. Biophysical Reports 2021; 1:None. [PMID: 34939047 PMCID: PMC8651515 DOI: 10.1016/j.bpr.2021.100017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Accepted: 08/30/2021] [Indexed: 10/26/2022]
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3
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Margalit S, Abramson Y, Sharim H, Manber Z, Bhattacharya S, Chen YW, Vilain E, Barseghyan H, Elkon R, Sharan R, Ebenstein Y. Long reads capture simultaneous enhancer-promoter methylation status for cell-type deconvolution. Bioinformatics 2021; 37:i327-i333. [PMID: 34252972 PMCID: PMC8275347 DOI: 10.1093/bioinformatics/btab306] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/25/2021] [Indexed: 11/12/2022] Open
Abstract
MOTIVATION While promoter methylation is associated with reinforcing fundamental tissue identities, the methylation status of distant enhancers was shown by genome-wide association studies to be a powerful determinant of cell-state and cancer. With recent availability of long reads that report on the methylation status of enhancer-promoter pairs on the same molecule, we hypothesized that probing these pairs on the single-molecule level may serve the basis for detection of rare cancerous transformations in a given cell population. We explore various analysis approaches for deconvolving cell-type mixtures based on their genome-wide enhancer-promoter methylation profiles. RESULTS To evaluate our hypothesis we examine long-read optical methylome data for the GM12878 cell line and myoblast cell lines from two donors. We identified over 100 000 enhancer-promoter pairs that co-exist on at least 30 individual DNA molecules. We developed a detailed methodology for mixture deconvolution and applied it to estimate the proportional cell compositions in synthetic mixtures. Analysis of promoter methylation, as well as enhancer-promoter pairwise methylation, resulted in very accurate estimates. In addition, we show that pairwise methylation analysis can be generalized from deconvolving different cell types to subtle scenarios where one wishes to resolve different cell populations of the same cell-type. AVAILABILITY AND IMPLEMENTATION The code used in this work to analyze single-molecule Bionano Genomics optical maps is available via the GitHub repository https://github.com/ebensteinLab/Single_molecule_methylation_in_EP.
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Affiliation(s)
- Sapir Margalit
- Department of Physical Chemistry, Tel Aviv University, Tel Aviv 6997801, Israel.,Edmond J. Safra Center for Bioinformatics, Tel Aviv University, Tel Aviv 6997801, Israel
| | - Yotam Abramson
- Department of Physical Chemistry, Tel Aviv University, Tel Aviv 6997801, Israel.,Edmond J. Safra Center for Bioinformatics, Tel Aviv University, Tel Aviv 6997801, Israel
| | - Hila Sharim
- Department of Physical Chemistry, Tel Aviv University, Tel Aviv 6997801, Israel.,Edmond J. Safra Center for Bioinformatics, Tel Aviv University, Tel Aviv 6997801, Israel
| | - Zohar Manber
- Edmond J. Safra Center for Bioinformatics, Tel Aviv University, Tel Aviv 6997801, Israel.,Department of Human Molecular Genetics and Biochemistry, Sackler School of Medicine, Tel Aviv University, Tel Aviv 6997801, Israel
| | - Surajit Bhattacharya
- Center for Genetic Medicine Research, Children's National Hospital, Washington, DC 20010, USA
| | - Yi-Wen Chen
- Center for Genetic Medicine Research, Children's National Hospital, Washington, DC 20010, USA.,Department of Genomics and Precision Medicine, George Washington University, Washington, DC 20052, USA
| | - Eric Vilain
- Center for Genetic Medicine Research, Children's National Hospital, Washington, DC 20010, USA.,Department of Genomics and Precision Medicine, George Washington University, Washington, DC 20052, USA
| | - Hayk Barseghyan
- Center for Genetic Medicine Research, Children's National Hospital, Washington, DC 20010, USA.,Department of Genomics and Precision Medicine, George Washington University, Washington, DC 20052, USA
| | - Ran Elkon
- Edmond J. Safra Center for Bioinformatics, Tel Aviv University, Tel Aviv 6997801, Israel.,Department of Human Molecular Genetics and Biochemistry, Sackler School of Medicine, Tel Aviv University, Tel Aviv 6997801, Israel
| | - Roded Sharan
- Edmond J. Safra Center for Bioinformatics, Tel Aviv University, Tel Aviv 6997801, Israel.,School of Computer Science, Tel-Aviv University, Tel-Aviv 6997801, Israel
| | - Yuval Ebenstein
- Department of Physical Chemistry, Tel Aviv University, Tel Aviv 6997801, Israel.,Edmond J. Safra Center for Bioinformatics, Tel Aviv University, Tel Aviv 6997801, Israel
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4
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Mor M, Werbner M, Alter J, Safra M, Chomsky E, Lee JC, Hada-Neeman S, Polonsky K, Nowell CJ, Clark AE, Roitburd-Berman A, Ben-Shalom N, Navon M, Rafael D, Sharim H, Kiner E, Griffis ER, Gershoni JM, Kobiler O, Leibel SL, Zimhony O, Carlin AF, Yaari G, Dessau M, Gal-Tanamy M, Hagin D, Croker BA, Freund NT. Multi-clonal SARS-CoV-2 neutralization by antibodies isolated from severe COVID-19 convalescent donors. PLoS Pathog 2021; 17:e1009165. [PMID: 33571304 PMCID: PMC7877634 DOI: 10.1371/journal.ppat.1009165] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Accepted: 11/25/2020] [Indexed: 11/19/2022] Open
Abstract
The interactions between antibodies, SARS-CoV-2 and immune cells contribute to the pathogenesis of COVID-19 and protective immunity. To understand the differences between antibody responses in mild versus severe cases of COVID-19, we analyzed the B cell responses in patients 1.5 months post SARS-CoV-2 infection. Severe, and not mild, infection correlated with high titers of IgG against Spike receptor binding domain (RBD) that were capable of ACE2:RBD inhibition. B cell receptor (BCR) sequencing revealed that VH3-53 was enriched during severe infection. Of the 22 antibodies cloned from two severe donors, six exhibited potent neutralization against authentic SARS-CoV-2, and inhibited syncytia formation. Using peptide libraries, competition ELISA and mutagenesis of RBD, we mapped the epitopes of the neutralizing antibodies (nAbs) to three different sites on the Spike. Finally, we used combinations of nAbs targeting different immune-sites to efficiently block SARS-CoV-2 infection. Analysis of 49 healthy BCR repertoires revealed that the nAbs germline VHJH precursors comprise up to 2.7% of all VHJHs. We demonstrate that severe COVID-19 is associated with unique BCR signatures and multi-clonal neutralizing responses that are relatively frequent in the population. Moreover, our data support the use of combination antibody therapy to prevent and treat COVID-19.
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Affiliation(s)
- Michael Mor
- Sackler Faculty of Medicine, Tel Aviv University, Tel-Aviv, Israel
| | - Michal Werbner
- Azrieli Faculty of Medicine, Bar Ilan University, Safed, Israel
| | - Joel Alter
- Azrieli Faculty of Medicine, Bar Ilan University, Safed, Israel
| | - Modi Safra
- Alexander Kofkin Faculty of Engineering, Bar Ilan University, Ramat Gan, Israel
| | - Elad Chomsky
- ImmunAi, New York, New York, United States of America
| | - Jamie C. Lee
- School of Medicine, University of California San Diego, La Jolla, California, United States of America
| | - Smadar Hada-Neeman
- George S. Wise Life sciences Faculty, Tel Aviv University, Tel-Aviv, Israel
| | - Ksenia Polonsky
- Sackler Faculty of Medicine, Tel Aviv University, Tel-Aviv, Israel
| | - Cameron J. Nowell
- Monash Institute of Pharmaceutical Sciences, Parkville, Victoria, Australia
| | - Alex E. Clark
- School of Medicine, University of California San Diego, La Jolla, California, United States of America
| | | | - Noam Ben-Shalom
- Sackler Faculty of Medicine, Tel Aviv University, Tel-Aviv, Israel
| | - Michal Navon
- Sackler Faculty of Medicine, Tel Aviv University, Tel-Aviv, Israel
| | - Dor Rafael
- Sackler Faculty of Medicine, Tel Aviv University, Tel-Aviv, Israel
| | - Hila Sharim
- ImmunAi, New York, New York, United States of America
| | - Evgeny Kiner
- ImmunAi, New York, New York, United States of America
| | - Eric R. Griffis
- Nikon Imaging Center, University of California San Diego, California, United States of America
| | | | - Oren Kobiler
- Sackler Faculty of Medicine, Tel Aviv University, Tel-Aviv, Israel
| | - Sandra Lawrynowicz Leibel
- School of Medicine, University of California San Diego, La Jolla, California, United States of America
| | | | - Aaron F. Carlin
- School of Medicine, University of California San Diego, La Jolla, California, United States of America
| | - Gur Yaari
- Alexander Kofkin Faculty of Engineering, Bar Ilan University, Ramat Gan, Israel
| | - Moshe Dessau
- Azrieli Faculty of Medicine, Bar Ilan University, Safed, Israel
| | | | | | - Ben A. Croker
- School of Medicine, University of California San Diego, La Jolla, California, United States of America
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5
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Mor M, Werbner M, Alter J, Safra M, Chomsky E, Hada-Neeman S, Polonsky K, Nowell CJ, Clark AE, Roitburd-Berman A, Shalom NB, Navon M, Rafael D, Sharim H, Kiner E, Griffis E, Gershoni JM, Kobiler O, Leibel SL, Zimhony O, Carlin AF, Yaari G, Dassau M, Gal-Tanamy M, Hagin D, Croker BA, Freund NT. Multi-Clonal Live SARS-CoV-2 In Vitro Neutralization by Antibodies Isolated from Severe COVID-19 Convalescent Donors. bioRxiv 2020:2020.10.06.323634. [PMID: 33052341 PMCID: PMC7553166 DOI: 10.1101/2020.10.06.323634] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
The interactions between antibodies, SARS-CoV-2 and immune cells contribute to the pathogenesis of COVID-19 and protective immunity. To understand the differences between antibody responses in mild versus severe cases of COVID-19, we analyzed the B cell responses in patients 1.5 months post SARS-CoV-2 infection. Severe and not mild infection correlated with high titers of IgG against Spike receptor binding domain (RBD) that were capable of viral inhibition. B cell receptor (BCR) sequencing revealed two VH genes, VH3-38 and VH3-53, that were enriched during severe infection. Of the 22 antibodies cloned from two severe donors, six exhibited potent neutralization against live SARS-CoV-2, and inhibited syncytia formation. Using peptide libraries, competition ELISA and RBD mutagenesis, we mapped the epitopes of the neutralizing antibodies (nAbs) to three different sites on the Spike. Finally, we used combinations of nAbs targeting different immune-sites to efficiently block SARS-CoV-2 infection. Analysis of 49 healthy BCR repertoires revealed that the nAbs germline VHJH precursors comprise up to 2.7% of all VHJHs. We demonstrate that severe COVID-19 is associated with unique BCR signatures and multi-clonal neutralizing responses that are relatively frequent in the population. Moreover, our data support the use of combination antibody therapy to prevent and treat COVID-19.
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Affiliation(s)
- Michael Mor
- Department for Microbiology and Clinical Immunology, Faculty of Medicine, Tel Aviv University, Israel
| | - Michal Werbner
- Azrieli Faculty of Medicine, Bar Ilan University, 2800123, Israel
| | - Joel Alter
- Azrieli Faculty of Medicine, Bar Ilan University, 2800123, Israel
| | - Modi Safra
- Faculty of Engineering, Bar Ilan University, 5290002, Israel
| | | | - Smadar Hada-Neeman
- George S Weiss, Life sciences Faculty, Tel Aviv University, 699780, Israel
| | - Ksenia Polonsky
- Department for Microbiology and Clinical Immunology, Faculty of Medicine, Tel Aviv University, Israel
| | - Cameron J Nowell
- Monash Institute of Pharmaceutical Sciences, Parkville, Victoria 3052, Australia
| | - Alex E Clark
- Department of Cellular and Molecular Medicine, School of Medicine, UC San Diego, La Jolla, CA 92093 USA
| | | | - Noam Ben Shalom
- Department for Microbiology and Clinical Immunology, Faculty of Medicine, Tel Aviv University, Israel
| | - Michal Navon
- Department for Microbiology and Clinical Immunology, Faculty of Medicine, Tel Aviv University, Israel
| | - Dor Rafael
- Department for Microbiology and Clinical Immunology, Faculty of Medicine, Tel Aviv University, Israel
| | | | | | - Eric Griffis
- Nikon Imaging Center, UC San Diego, CA, 92093 USA
| | | | - Oren Kobiler
- Department for Microbiology and Clinical Immunology, Faculty of Medicine, Tel Aviv University, Israel
| | | | - Oren Zimhony
- Infectious Diseases unit, Kaplan Medical Center, Rehovot, 7610001, affiliated to the School of Medicine Hebrew University and Hadassah, Israel
| | - Aaron F Carlin
- Department of Cellular and Molecular Medicine, School of Medicine, UC San Diego, La Jolla, CA 92093 USA
| | - Gur Yaari
- Faculty of Engineering, Bar Ilan University, 5290002, Israel
| | - Moshe Dassau
- Azrieli Faculty of Medicine, Bar Ilan University, 2800123, Israel
| | | | - David Hagin
- Department of Immunology Ichilov Hospital, 623906, Israel
| | - Ben A Croker
- Department of Pediatrics, School of Medicine, UC San Diego, La Jolla, CA 92093 USA
| | - Natalia T Freund
- Department for Microbiology and Clinical Immunology, Faculty of Medicine, Tel Aviv University, Israel
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6
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Gilat N, Torchinsky D, Margalit S, Michaeli Y, Avraham S, Sharim H, Elkoshi N, Levy C, Zirkin S, Ebenstein Y. Rapid Quantification of Oxidation and UV Induced DNA Damage by Repair Assisted Damage Detection-(Rapid RADD). Anal Chem 2020; 92:9887-9894. [PMID: 32578422 DOI: 10.1021/acs.analchem.0c01393] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
Knowing the amount and type of DNA damage is of great significance for a broad range of clinical and research applications. However, existing methods are either lacking in their ability to distinguish between types of DNA damage or limited in their sensitivity and reproducibility. The method described herein enables rapid and robust quantification of type-specific single-strand DNA damage. The method is based on repair-assisted damage detection (RADD) by which fluorescent nucleotides are incorporated into DNA damage sites using type-specific repair enzymes. Up to 90 DNA samples are then deposited on a multiwell glass slide, and analyzed by a conventional slide scanner for quantification of DNA damage levels. Accurate and sensitive measurements of oxidative or UV-induced DNA damage levels and repair kinetics are presented for both in vitro and in vivo models.
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Affiliation(s)
- Noa Gilat
- School of Chemistry, Center for Nanoscience and Nanotechnology, Center for Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Dmitry Torchinsky
- School of Chemistry, Center for Nanoscience and Nanotechnology, Center for Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Sapir Margalit
- School of Chemistry, Center for Nanoscience and Nanotechnology, Center for Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Yael Michaeli
- School of Chemistry, Center for Nanoscience and Nanotechnology, Center for Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Sigal Avraham
- School of Chemistry, Center for Nanoscience and Nanotechnology, Center for Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Hila Sharim
- School of Chemistry, Center for Nanoscience and Nanotechnology, Center for Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Nadav Elkoshi
- Department of Human Genetics and Biochemistry, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Carmit Levy
- Department of Human Genetics and Biochemistry, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Shahar Zirkin
- School of Chemistry, Center for Nanoscience and Nanotechnology, Center for Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Yuval Ebenstein
- School of Chemistry, Center for Nanoscience and Nanotechnology, Center for Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Tel Aviv, Israel
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7
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Kiner E, Sharim H, Montalbano A, Raveh-Sadka T, Yanover U, Wells DK, Satpathy A. Curated, multi-omic, ML-driven single-cell atlas for characterizing the human immune system across disease states. The Journal of Immunology 2020. [DOI: 10.4049/jimmunol.204.supp.159.11] [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] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Abstract
The immune system plays a key role in various diseases such as cancer, autoimmune disorders and infections. It has been recently shown that cell surface protein markers on peripheral blood mononuclear cells (PBMCs) can be predictive of response to therapies1, but measurements of such markers is technically limited in the number of cells and markers that can be assessed. Single-cell RNA technology allows the measurement of the entire transcriptome in tens of thousands of cells, and therefore has the potential to survey the immune system in more depth and reveal rare cell states. However, no large single-cell datasets for immune cell states exist. Moreover, attempts to combine smaller distinct datasets are often hindered by batch effects stemming from differences in sample handling, single-cell technologies and computational analyses. We created a large curated multi-omic single-cell human PBMC atlas with clinical annotations from dozens of patients with several conditions across hundreds of thousands of cells. Our standardized end-to-end protocols and quality control processes provide a platform that allows production of large datasets with minimal batch effects. By combining single-cell RNA-seq (scRNA-seq) with surface marker identification by CITE-seq, we generate curated immune gene signatures and train a classifier to robustly identify many cell types and states across patients and different diseases, including rare cell populations. This curated, multi-omic clinically-annotated atlas is particularly suited for use by machine learning algorithms, and we are confident that as this data accumulates, it will be instrumental for inferring disease states and predict responses to various therapies.
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8
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Gabrieli T, Sharim H, Fridman D, Arbib N, Michaeli Y, Ebenstein Y. Selective nanopore sequencing of human BRCA1 by Cas9-assisted targeting of chromosome segments (CATCH). Nucleic Acids Res 2019; 46:e87. [PMID: 29788371 PMCID: PMC6101500 DOI: 10.1093/nar/gky411] [Citation(s) in RCA: 67] [Impact Index Per Article: 13.4] [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: 11/19/2017] [Accepted: 05/04/2018] [Indexed: 12/15/2022] Open
Abstract
Next generation sequencing (NGS) is challenged by structural and copy number variations larger than the typical read length of several hundred bases. Third-generation sequencing platforms such as single-molecule real-time (SMRT) and nanopore sequencing provide longer reads and are able to characterize variations that are undetected in NGS data. Nevertheless, these technologies suffer from inherent low throughput which prohibits deep sequencing at reasonable cost without target enrichment. Here, we optimized Cas9-Assisted Targeting of CHromosome segments (CATCH) for nanopore sequencing of the breast cancer gene BRCA1. A 200 kb target containing the 80 kb BRCA1 gene body and its flanking regions was isolated intact from primary human peripheral blood cells, allowing long-range amplification and long-read nanopore sequencing. The target was enriched 237-fold and sequenced at up to 70× coverage on a single flow-cell. Overall performance and single-nucleotide polymorphism (SNP) calling were directly compared to Illumina sequencing of the same enriched sample, highlighting the benefits of CATCH for targeted sequencing. The CATCH enrichment scheme only requires knowledge of the target flanking sequence for Cas9 cleavage while providing contiguous data across both coding and non-coding sequence and holds promise for characterization of complex disease-related or highly variable genomic regions.
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Affiliation(s)
- Tslil Gabrieli
- School of Chemistry, Center for Nanoscience and Nanotechnology, Center for Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Hila Sharim
- School of Chemistry, Center for Nanoscience and Nanotechnology, Center for Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Dena Fridman
- School of Chemistry, Center for Nanoscience and Nanotechnology, Center for Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Nissim Arbib
- Department of Obstetrics and Gynecology, Meir Hospital, Kfar Saba, Israel & Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Yael Michaeli
- School of Chemistry, Center for Nanoscience and Nanotechnology, Center for Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Yuval Ebenstein
- School of Chemistry, Center for Nanoscience and Nanotechnology, Center for Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Tel Aviv, Israel
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Sharim H, Grunwald A, Gabrieli T, Michaeli Y, Margalit S, Torchinsky D, Arielly R, Nifker G, Juhasz M, Gularek F, Almalvez M, Dufault B, Chandra SS, Liu A, Bhattacharya S, Chen YW, Vilain E, Wagner KR, Pevsner J, Reifenberger J, Lam ET, Hastie AR, Cao H, Barseghyan H, Weinhold E, Ebenstein Y. Long-read single-molecule maps of the functional methylome. Genome Res 2019; 29:646-656. [PMID: 30846530 PMCID: PMC6442387 DOI: 10.1101/gr.240739.118] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [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: 06/14/2018] [Accepted: 02/25/2019] [Indexed: 01/23/2023]
Abstract
We report on the development of a methylation analysis workflow for optical detection of fluorescent methylation profiles along chromosomal DNA molecules. In combination with Bionano Genomics genome mapping technology, these profiles provide a hybrid genetic/epigenetic genome-wide map composed of DNA molecules spanning hundreds of kilobase pairs. The method provides kilobase pair–scale genomic methylation patterns comparable to whole-genome bisulfite sequencing (WGBS) along genes and regulatory elements. These long single-molecule reads allow for methylation variation calling and analysis of large structural aberrations such as pathogenic macrosatellite arrays not accessible to single-cell second-generation sequencing. The method is applied here to study facioscapulohumeral muscular dystrophy (FSHD), simultaneously recording the haplotype, copy number, and methylation status of the disease-associated, highly repetitive locus on Chromosome 4q.
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Affiliation(s)
- Hila Sharim
- School of Chemistry, Center for Nanoscience and Nanotechnology, Center for Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Ramat Aviv 6997801, Israel
| | - Assaf Grunwald
- School of Chemistry, Center for Nanoscience and Nanotechnology, Center for Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Ramat Aviv 6997801, Israel
| | - Tslil Gabrieli
- School of Chemistry, Center for Nanoscience and Nanotechnology, Center for Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Ramat Aviv 6997801, Israel
| | - Yael Michaeli
- School of Chemistry, Center for Nanoscience and Nanotechnology, Center for Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Ramat Aviv 6997801, Israel
| | - Sapir Margalit
- School of Chemistry, Center for Nanoscience and Nanotechnology, Center for Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Ramat Aviv 6997801, Israel
| | - Dmitry Torchinsky
- School of Chemistry, Center for Nanoscience and Nanotechnology, Center for Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Ramat Aviv 6997801, Israel
| | - Rani Arielly
- School of Chemistry, Center for Nanoscience and Nanotechnology, Center for Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Ramat Aviv 6997801, Israel
| | - Gil Nifker
- School of Chemistry, Center for Nanoscience and Nanotechnology, Center for Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Ramat Aviv 6997801, Israel
| | - Matyas Juhasz
- Institute of Organic Chemistry RWTH Aachen University, D-52056 Aachen, Germany
| | - Felix Gularek
- Institute of Organic Chemistry RWTH Aachen University, D-52056 Aachen, Germany
| | - Miguel Almalvez
- Center for Genetic Medicine Research, Children's National Health System, Children's Research Institute, Washington, DC 20010, USA
| | - Brandon Dufault
- Center for Genetic Medicine Research, Children's National Health System, Children's Research Institute, Washington, DC 20010, USA
| | - Sreetama Sen Chandra
- Center for Genetic Medicine Research, Children's National Health System, Children's Research Institute, Washington, DC 20010, USA
| | - Alexander Liu
- Center for Genetic Medicine Research, Children's National Health System, Children's Research Institute, Washington, DC 20010, USA
| | - Surajit Bhattacharya
- Center for Genetic Medicine Research, Children's National Health System, Children's Research Institute, Washington, DC 20010, USA
| | - Yi-Wen Chen
- Center for Genetic Medicine Research, Children's National Health System, Children's Research Institute, Washington, DC 20010, USA
| | - Eric Vilain
- Center for Genetic Medicine Research, Children's National Health System, Children's Research Institute, Washington, DC 20010, USA
| | - Kathryn R Wagner
- Kennedy Krieger Institute and Departments of Neurology and Neuroscience, The Johns Hopkins School of Medicine, Baltimore, Maryland 21205, USA
| | - Jonathan Pevsner
- Kennedy Krieger Institute and Departments of Neurology and Neuroscience, The Johns Hopkins School of Medicine, Baltimore, Maryland 21205, USA
| | | | - Ernest T Lam
- Bionano Genomics, Incorporated, San Diego, California 92121, USA
| | - Alex R Hastie
- Bionano Genomics, Incorporated, San Diego, California 92121, USA
| | - Han Cao
- Bionano Genomics, Incorporated, San Diego, California 92121, USA
| | - Hayk Barseghyan
- Center for Genetic Medicine Research, Children's National Health System, Children's Research Institute, Washington, DC 20010, USA
| | - Elmar Weinhold
- Institute of Organic Chemistry RWTH Aachen University, D-52056 Aachen, Germany
| | - Yuval Ebenstein
- School of Chemistry, Center for Nanoscience and Nanotechnology, Center for Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact Sciences, Tel Aviv University, Ramat Aviv 6997801, Israel
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10
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Wu S, Jeffet J, Grunwald A, Sharim H, Gilat N, Torchinsky D, Zheng Q, Zirkin S, Xu L, Ebenstein Y. Microfluidic DNA combing for parallel single-molecule analysis. Nanotechnology 2019; 30:045101. [PMID: 30485249 DOI: 10.1088/1361-6528/aaeddc] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
DNA combing is a widely used method for stretching and immobilising DNA molecules on a surface. Fluorescent labelling of genomic information enables high-resolution optical analysis of DNA at the single-molecule level. Despite its simplicity, the application of DNA combing in diagnostic workflows is still limited, mainly due to difficulties in analysing multiple small-volume DNA samples in parallel. Here, we report a simple and versatile microfluidic DNA combing technology (μDC), which allows manipulating, stretching and imaging of multiple, microliter scale DNA samples by employing a manifold of parallel microfluidic channels. Using DNA molecules with repetitive units as molecular rulers, we demonstrate that the μDC technology allows uniform stretching of DNA molecules. The stretching ratio remains consistent along individual molecules as well as between different molecules in the various channels, allowing simultaneous quantitative analysis of different samples loaded into parallel channels. Furthermore, we demonstrate the application of μDC to characterise UVB-induced DNA damage levels in human embryonic kidney cells and the spatial correlation between DNA damage sites. Our results point out the potential application of μDC for quantitative and comparative single-molecule studies of genomic features. The extremely simple design of μDC makes it suitable for integration into other microfluidic platforms to facilitate high-throughput DNA analysis in biological research and medical point-of-care applications.
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Affiliation(s)
- Shuyi Wu
- Center for Nano and Micro Mechanics, School of Aerospace Engineering, Tsinghua University, Beijing, People's Republic of China
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11
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Gabrieli T, Sharim H, Nifker G, Jeffet J, Shahal T, Arielly R, Levi-Sakin M, Hoch L, Arbib N, Michaeli Y, Ebenstein Y. Epigenetic Optical Mapping of 5-Hydroxymethylcytosine in Nanochannel Arrays. ACS Nano 2018; 12:7148-7158. [PMID: 29924591 PMCID: PMC6114841 DOI: 10.1021/acsnano.8b03023] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [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: 04/23/2018] [Accepted: 06/20/2018] [Indexed: 05/25/2023]
Abstract
The epigenetic mark 5-hydroxymethylcytosine (5-hmC) is a distinct product of active DNA demethylation that is linked to gene regulation, development, and disease. In particular, 5-hmC levels dramatically decline in many cancers, potentially serving as an epigenetic biomarker. The noise associated with next-generation 5-hmC sequencing hinders reliable analysis of low 5-hmC containing tissues such as blood and malignant tumors. Additionally, genome-wide 5-hmC profiles generated by short-read sequencing are limited in providing long-range epigenetic information relevant to highly variable genomic regions, such as the 3.7 Mbp disease-related Human Leukocyte Antigen (HLA) region. We present a long-read, highly sensitive single-molecule mapping technology that generates hybrid genetic/epigenetic profiles of native chromosomal DNA. The genome-wide distribution of 5-hmC in human peripheral blood cells correlates well with 5-hmC DNA immunoprecipitation (hMeDIP) sequencing. However, the long single-molecule read-length of 100 kbp to 1 Mbp produces 5-hmC profiles across variable genomic regions that failed to show up in the sequencing data. In addition, optical 5-hmC mapping shows a strong correlation between the 5-hmC density in gene bodies and the corresponding level of gene expression. The single-molecule concept provides information on the distribution and coexistence of 5-hmC signals at multiple genomic loci on the same genomic DNA molecule, revealing long-range correlations and cell-to-cell epigenetic variation.
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Affiliation(s)
- Tslil Gabrieli
- School
of Chemistry, Center for Nanoscience and Nanotechnology, Center for
Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact
Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Hila Sharim
- School
of Chemistry, Center for Nanoscience and Nanotechnology, Center for
Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact
Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Gil Nifker
- School
of Chemistry, Center for Nanoscience and Nanotechnology, Center for
Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact
Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Jonathan Jeffet
- School
of Chemistry, Center for Nanoscience and Nanotechnology, Center for
Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact
Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Tamar Shahal
- School
of Chemistry, Center for Nanoscience and Nanotechnology, Center for
Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact
Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Rani Arielly
- School
of Chemistry, Center for Nanoscience and Nanotechnology, Center for
Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact
Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Michal Levi-Sakin
- School
of Chemistry, Center for Nanoscience and Nanotechnology, Center for
Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact
Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Lily Hoch
- School
of Chemistry, Center for Nanoscience and Nanotechnology, Center for
Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact
Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Nissim Arbib
- Department
of Obstetrics and Gynecology, Meir Hospital, Kfar Saba, Israel
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Yael Michaeli
- School
of Chemistry, Center for Nanoscience and Nanotechnology, Center for
Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact
Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Yuval Ebenstein
- School
of Chemistry, Center for Nanoscience and Nanotechnology, Center for
Light-Matter Interaction, Raymond and Beverly Sackler Faculty of Exact
Sciences, Tel Aviv University, Tel Aviv, Israel
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12
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Zirkin S, Fishman S, Sharim H, Michaeli Y, Don J, Ebenstein Y. Lighting up individual DNA damage sites by in vitro repair synthesis. J Am Chem Soc 2014; 136:7771-6. [PMID: 24802414 DOI: 10.1021/ja503677n] [Citation(s) in RCA: 55] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
DNA damage and repair are linked to fundamental biological processes such as metabolism, disease, and aging. Single-strand lesions are the most abundant form of DNA damage; however, methods for characterizing these damage lesions are lacking. To avoid double-strand breaks and genomic instability, DNA damage is constantly repaired by efficient enzymatic machinery. We take advantage of this natural process and harness the repair capacity of a bacterial enzymatic cocktail to repair damaged DNA in vitro and incorporate fluorescent nucleotides into damage sites as part of the repair process. We use single-molecule imaging to detect individual damage sites in genomic DNA samples. When the labeled DNA is extended on a microscope slide, damage sites are visualized as fluorescent spots along the DNA contour, and the extent of damage is easily quantified. We demonstrate the ability to quantitatively follow the damage dose response to different damaging agents as well as repair dynamics in response to UV irradiation in several cell types. Finally, we show the modularity of this single-molecule approach by labeling DNA damage in conjunction with 5-hydroxymethylcytosine in genomic DNA extracted from mouse brain tissue.
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Affiliation(s)
- Shahar Zirkin
- Mina & Everard Goodman Faculty of Life Sciences, Bar-Ilan University , Max and Anna Web Street, Ramat-Gan, Israel 5290002
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