1
|
Gerace D, Zhou Q, Kenty JHR, Veres A, Sintov E, Wang X, Boulanger KR, Li H, Melton DA. Engineering human stem cell-derived islets to evade immune rejection and promote localized immune tolerance. Cell Rep Med 2023; 4:100879. [PMID: 36599351 PMCID: PMC9873825 DOI: 10.1016/j.xcrm.2022.100879] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [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: 04/11/2022] [Revised: 09/02/2022] [Accepted: 12/08/2022] [Indexed: 01/06/2023]
Abstract
Immunological protection of transplanted stem cell-derived islet (SC-islet) cells is yet to be achieved without chronic immunosuppression or encapsulation. Existing genetic engineering approaches to produce immune-evasive SC-islet cells have so far shown variable results. Here, we show that targeting human leukocyte antigens (HLAs) and PD-L1 alone does not sufficiently protect SC-islet cells from xenograft (xeno)- or allograft (allo)-rejection. As an addition to these approaches, we genetically engineer SC-islet cells to secrete the cytokines interleukin-10 (IL-10), transforming growth factor β (TGF-β), and modified IL-2 such that they promote a tolerogenic local microenvironment by recruiting regulatory T cells (Tregs) to the islet grafts. Cytokine-secreting human SC-β cells resist xeno-rejection and correct diabetes for up to 8 weeks post-transplantation in non-obese diabetic (NOD) mice. Thus, genetically engineering human embryonic SCs (hESCs) to induce a tolerogenic local microenvironment represents a promising approach to provide SC-islet cells as a cell replacement therapy for diabetes without the requirement for encapsulation or immunosuppression.
Collapse
Affiliation(s)
- Dario Gerace
- Department of Stem Cell and Regenerative Biology, Harvard University, Howard Hughes Medical Institute, Harvard Stem Cell Institute, Boston, MA, USA
| | - Quan Zhou
- Department of Stem Cell and Regenerative Biology, Harvard University, Howard Hughes Medical Institute, Harvard Stem Cell Institute, Boston, MA, USA
| | - Jennifer Hyoje-Ryu Kenty
- Department of Stem Cell and Regenerative Biology, Harvard University, Howard Hughes Medical Institute, Harvard Stem Cell Institute, Boston, MA, USA
| | - Adrian Veres
- Department of Stem Cell and Regenerative Biology, Harvard University, Howard Hughes Medical Institute, Harvard Stem Cell Institute, Boston, MA, USA
| | - Elad Sintov
- Department of Stem Cell and Regenerative Biology, Harvard University, Howard Hughes Medical Institute, Harvard Stem Cell Institute, Boston, MA, USA
| | - Xi Wang
- Department of Stem Cell and Regenerative Biology, Harvard University, Howard Hughes Medical Institute, Harvard Stem Cell Institute, Boston, MA, USA
| | - Kyle R. Boulanger
- Department of Stem Cell and Regenerative Biology, Harvard University, Howard Hughes Medical Institute, Harvard Stem Cell Institute, Boston, MA, USA
| | - Hongfei Li
- Department of Stem Cell and Regenerative Biology, Harvard University, Howard Hughes Medical Institute, Harvard Stem Cell Institute, Boston, MA, USA
| | - Douglas A. Melton
- Department of Stem Cell and Regenerative Biology, Harvard University, Howard Hughes Medical Institute, Harvard Stem Cell Institute, Boston, MA, USA,Corresponding author
| |
Collapse
|
2
|
Sintov E, Rosado-Olivieri EA, Leite N, Straubhaar J, Veres A, Boulanger K, Brehm M, Melton DA. 402.4: Genetic Approaches to Attain Hypo-immunogenic Human Stem Cell Derived Islets for Transplantation. Transplantation 2021. [PMID: 34908338 DOI: 10.1097/01.tp.0000804444.63104.17] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Affiliation(s)
- Elad Sintov
- Harvard Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA, United States
| | | | - Nayara Leite
- Harvard Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA, United States
| | - Juerg Straubhaar
- FAS Informatics, Harvard University, Cambridge, MA, United States
| | - Adrian Veres
- Harvard Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA, United States
| | - Kyle Boulanger
- Harvard Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA, United States
| | - Michael Brehm
- Diabetes Center of Excellence, University of Massachusetts Medical School, Worcester, MA, United States
| | - Douglas A Melton
- Harvard Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA, United States
| |
Collapse
|
3
|
Veres A. 64 Dosimetry audits in advanced techniques of radiotherapy – feedback on Equal-Estro experience in Tomotherapy. Phys Med 2019. [DOI: 10.1016/j.ejmp.2019.09.145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
|
4
|
Kotliar D, Veres A, Nagy MA, Tabrizi S, Hodis E, Melton DA, Sabeti PC. Identifying gene expression programs of cell-type identity and cellular activity with single-cell RNA-Seq. eLife 2019; 8:e43803. [PMID: 31282856 PMCID: PMC6639075 DOI: 10.7554/elife.43803] [Citation(s) in RCA: 170] [Impact Index Per Article: 34.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2018] [Accepted: 07/07/2019] [Indexed: 12/28/2022] Open
Abstract
Identifying gene expression programs underlying both cell-type identity and cellular activities (e.g. life-cycle processes, responses to environmental cues) is crucial for understanding the organization of cells and tissues. Although single-cell RNA-Seq (scRNA-Seq) can quantify transcripts in individual cells, each cell's expression profile may be a mixture of both types of programs, making them difficult to disentangle. Here, we benchmark and enhance the use of matrix factorization to solve this problem. We show with simulations that a method we call consensus non-negative matrix factorization (cNMF) accurately infers identity and activity programs, including their relative contributions in each cell. To illustrate the insights this approach enables, we apply it to published brain organoid and visual cortex scRNA-Seq datasets; cNMF refines cell types and identifies both expected (e.g. cell cycle and hypoxia) and novel activity programs, including programs that may underlie a neurosecretory phenotype and synaptogenesis.
Collapse
Affiliation(s)
- Dylan Kotliar
- Department of Systems BiologyHarvard Medical SchoolBostonUnited States
- Broad Institute of MIT and HarvardCambridgeUnited States
- Harvard-MIT Division of Health Sciences and TechnologyMassachusetts Institute of TechnologyCambridgeUnited States
| | - Adrian Veres
- Department of Systems BiologyHarvard Medical SchoolBostonUnited States
- Harvard-MIT Division of Health Sciences and TechnologyMassachusetts Institute of TechnologyCambridgeUnited States
- Harvard Stem Cell InstituteHarvard UniversityCambridgeUnited States
| | - M Aurel Nagy
- Harvard-MIT Division of Health Sciences and TechnologyMassachusetts Institute of TechnologyCambridgeUnited States
- Department of NeurobiologyHarvard Medical SchoolBostonUnited States
| | | | - Eran Hodis
- Harvard-MIT Division of Health Sciences and TechnologyMassachusetts Institute of TechnologyCambridgeUnited States
- Biophysics ProgramHarvard UniversityCambridgeUnited States
| | - Douglas A Melton
- Harvard Stem Cell InstituteHarvard UniversityCambridgeUnited States
- Howard Hughes Medical InstituteChevy ChaseUnited States
| | - Pardis C Sabeti
- Department of Systems BiologyHarvard Medical SchoolBostonUnited States
- Broad Institute of MIT and HarvardCambridgeUnited States
- Howard Hughes Medical InstituteChevy ChaseUnited States
| |
Collapse
|
5
|
Veres A, Faust AL, Bushnell HL, Engquist EN, Kenty JHR, Harb G, Poh YC, Sintov E, Gürtler M, Pagliuca FW, Peterson QP, Melton DA. Charting cellular identity during human in vitro β-cell differentiation. Nature 2019; 569:368-373. [PMID: 31068696 DOI: 10.1038/s41586-019-1168-5] [Citation(s) in RCA: 282] [Impact Index Per Article: 56.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2018] [Accepted: 04/02/2019] [Indexed: 02/08/2023]
Abstract
In vitro differentiation of human stem cells can produce pancreatic β-cells; the loss of this insulin-secreting cell type underlies type 1 diabetes. Here, as a step towards understanding this differentiation process, we report the transcriptional profiling of more than 100,000 human cells undergoing in vitro β-cell differentiation, and describe the cells that emerged. We resolve populations that correspond to β-cells, α-like poly-hormonal cells, non-endocrine cells that resemble pancreatic exocrine cells and a previously unreported population that resembles enterochromaffin cells. We show that endocrine cells maintain their identity in culture in the absence of exogenous growth factors, and that changes in gene expression associated with in vivo β-cell maturation are recapitulated in vitro. We implement a scalable re-aggregation technique to deplete non-endocrine cells and identify CD49a (also known as ITGA1) as a surface marker of the β-cell population, which allows magnetic sorting to a purity of 80%. Finally, we use a high-resolution sequencing time course to characterize gene-expression dynamics during the induction of human pancreatic endocrine cells, from which we develop a lineage model of in vitro β-cell differentiation. This study provides a perspective on human stem-cell differentiation, and will guide future endeavours that focus on the differentiation of pancreatic islet cells, and their applications in regenerative medicine.
Collapse
Affiliation(s)
- Adrian Veres
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA, USA.,Harvard Stem Cell Institute, Harvard University, Cambridge, MA, USA.,Harvard-MIT Division of Health Sciences and Technology, Massachusetts Institute of Technology, Cambridge, MA, USA.,Harvard Systems Biology PhD Program, Harvard University, Cambridge, MA, USA
| | - Aubrey L Faust
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA, USA.,Harvard Stem Cell Institute, Harvard University, Cambridge, MA, USA
| | - Henry L Bushnell
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA, USA.,Harvard Stem Cell Institute, Harvard University, Cambridge, MA, USA
| | - Elise N Engquist
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA, USA.,Harvard Stem Cell Institute, Harvard University, Cambridge, MA, USA
| | | | | | | | - Elad Sintov
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA, USA.,Harvard Stem Cell Institute, Harvard University, Cambridge, MA, USA
| | | | | | - Quinn P Peterson
- Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, MN, USA
| | - Douglas A Melton
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA, USA. .,Harvard Stem Cell Institute, Harvard University, Cambridge, MA, USA. .,Howard Hughes Medical Institute, Chevy Chase, MD, USA.
| |
Collapse
|
6
|
Hoyuela C, Juvany M, Carvajal F, Veres A, Troyano D, Trias M, Martrat A, Ardid J, Obiols J, López-Cano M. Randomized clinical trial of mesh fixation with glue or sutures for Lichtenstein hernia repair. Br J Surg 2017; 104:688-694. [PMID: 28218406 DOI: 10.1002/bjs.10488] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2016] [Revised: 09/20/2016] [Accepted: 12/09/2016] [Indexed: 11/10/2022]
Abstract
BACKGROUND Pain is the most likely reason for delay in resuming normal activities after groin hernia repair. The primary aim of this study was to determine whether the use of glue to fix the mesh instead of sutures reduced acute postoperative pain after inguinal hernia repair. Secondary objectives were to compare postoperative complications, chronic pain and early recurrence rates during 1-year follow-up. METHODS Some 370 patients who underwent Lichtenstein hernia repair were randomized to receive either glue (Histoacryl®) or non-absorbable polypropylene sutures for fixation of lightweight polypropylene mesh. Postoperative complications, pain and recurrence were evaluated by an independent blinded observer. RESULTS Postoperative pain at 8 h, 24 h, 7 days and 30 days was less when glue was used instead of sutures for all measures (P < 0·001). The operation was significantly quicker using glue (mean(s.d.) 35·3(8·7) min versus 39·9(11·1) min for sutures; P < 0·001). There were no significant differences between the groups in terms of postoperative complications, chronic pain and early recurrence at 1-year follow-up. CONCLUSION Atraumatic mesh fixation with glue was quicker and resulted in less acute postoperative pain than sutures for Lichtenstein hernia repair. Registration number: NCT02632097 (http://www.clinicaltrials.gov).
Collapse
Affiliation(s)
- C Hoyuela
- Department of General and Digestive Surgery, Hospital Platón, Barcelona, Spain
| | - M Juvany
- Department of General and Digestive Surgery, Hospital Platón, Barcelona, Spain
| | - F Carvajal
- Department of General and Digestive Surgery, Hospital Platón, Barcelona, Spain
| | - A Veres
- Department of Surgery, Hospital de la Cerdanya, Puigcerdà, Spain
| | - D Troyano
- Department of General and Digestive Surgery, Hospital Platón, Barcelona, Spain
| | - M Trias
- Department of General and Digestive Surgery, Hospital Platón, Barcelona, Spain
| | - A Martrat
- Department of General and Digestive Surgery, Hospital Platón, Barcelona, Spain
| | - J Ardid
- Department of General and Digestive Surgery, Hospital Platón, Barcelona, Spain
| | - J Obiols
- Department of General and Digestive Surgery, Hospital Platón, Barcelona, Spain
| | - M López-Cano
- Department of General Surgery, Hospital Universitari Vall d'Hebron, Universitat Autònoma de Barcelona, Barcelona, Spain
| |
Collapse
|
7
|
Abstract
Single-cell RNA sequencing has recently emerged as a powerful tool for mapping cellular heterogeneity in diseased and healthy tissues, yet high-throughput methods are needed for capturing the unbiased diversity of cells. Droplet microfluidics is among the most promising candidates for capturing and processing thousands of individual cells for whole-transcriptome or genomic analysis in a massively parallel manner with minimal reagent use. We recently established a method called inDrops, which has the capability to index >15,000 cells in an hour. A suspension of cells is first encapsulated into nanoliter droplets with hydrogel beads (HBs) bearing barcoding DNA primers. Cells are then lysed and mRNA is barcoded (indexed) by a reverse transcription (RT) reaction. Here we provide details for (i) establishing an inDrops platform (1 d); (ii) performing hydrogel bead synthesis (4 d); (iii) encapsulating and barcoding cells (1 d); and (iv) RNA-seq library preparation (2 d). inDrops is a robust and scalable platform, and it is unique in its ability to capture and profile >75% of cells in even very small samples, on a scale of thousands or tens of thousands of cells.
Collapse
Affiliation(s)
- Rapolas Zilionis
- Institute of Biotechnology, Vilnius University, Vilnius, Lithuania.,Department of Systems Biology, Harvard Medical School, Boston, Massachusetts, USA
| | - Juozas Nainys
- Institute of Biotechnology, Vilnius University, Vilnius, Lithuania
| | - Adrian Veres
- Department of Systems Biology, Harvard Medical School, Boston, Massachusetts, USA.,Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, Massachusetts, USA.,Harvard Stem Cell Institute, Harvard University, Cambridge, Massachusetts, USA
| | - Virginia Savova
- Department of Systems Biology, Harvard Medical School, Boston, Massachusetts, USA
| | - David Zemmour
- Division of Immunology, Department of Microbiology and Immunobiology, Harvard Medical School, Boston, Massachusetts, USA
| | - Allon M Klein
- Department of Systems Biology, Harvard Medical School, Boston, Massachusetts, USA
| | - Linas Mazutis
- Institute of Biotechnology, Vilnius University, Vilnius, Lithuania
| |
Collapse
|
8
|
Baron M, Veres A, Wolock SL, Faust AL, Gaujoux R, Vetere A, Ryu JH, Wagner BK, Shen-Orr SS, Klein AM, Melton DA, Yanai I. A Single-Cell Transcriptomic Map of the Human and Mouse Pancreas Reveals Inter- and Intra-cell Population Structure. Cell Syst 2016; 3:346-360.e4. [PMID: 27667365 DOI: 10.1016/j.cels.2016.08.011] [Citation(s) in RCA: 793] [Impact Index Per Article: 99.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2016] [Revised: 05/16/2016] [Accepted: 08/10/2016] [Indexed: 11/30/2022]
Abstract
Although the function of the mammalian pancreas hinges on complex interactions of distinct cell types, gene expression profiles have primarily been described with bulk mixtures. Here we implemented a droplet-based, single-cell RNA-seq method to determine the transcriptomes of over 12,000 individual pancreatic cells from four human donors and two mouse strains. Cells could be divided into 15 clusters that matched previously characterized cell types: all endocrine cell types, including rare epsilon-cells; exocrine cell types; vascular cells; Schwann cells; quiescent and activated stellate cells; and four types of immune cells. We detected subpopulations of ductal cells with distinct expression profiles and validated their existence with immuno-histochemistry stains. Moreover, among human beta- cells, we detected heterogeneity in the regulation of genes relating to functional maturation and levels of ER stress. Finally, we deconvolved bulk gene expression samples using the single-cell data to detect disease-associated differential expression. Our dataset provides a resource for the discovery of novel cell type-specific transcription factors, signaling receptors, and medically relevant genes.
Collapse
Affiliation(s)
- Maayan Baron
- Faculty of Biology, Technion - Israel Institute of Technology, Haifa 3200003, Israel
| | - Adrian Veres
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA 02138, USA; Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Samuel L Wolock
- Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Aubrey L Faust
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA 02138, USA
| | - Renaud Gaujoux
- Department of Immunology, Faculty of Medicine, Technion - Israel Institute of Technology, Haifa 3200003, Israel
| | - Amedeo Vetere
- Center for the Science of Therapeutics, Broad Institute, Cambridge, MA 02142, USA
| | - Jennifer Hyoje Ryu
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA 02138, USA
| | - Bridget K Wagner
- Center for the Science of Therapeutics, Broad Institute, Cambridge, MA 02142, USA
| | - Shai S Shen-Orr
- Department of Immunology, Faculty of Medicine, Technion - Israel Institute of Technology, Haifa 3200003, Israel
| | - Allon M Klein
- Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA.
| | - Douglas A Melton
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA 02138, USA.
| | - Itai Yanai
- Faculty of Biology, Technion - Israel Institute of Technology, Haifa 3200003, Israel.
| |
Collapse
|
9
|
Klein AM, Mazutis L, Akartuna I, Tallapragada N, Veres A, Li V, Peshkin L, Weitz DA, Kirschner MW. Droplet barcoding for single-cell transcriptomics applied to embryonic stem cells. Cell 2015; 161:1187-1201. [PMID: 26000487 DOI: 10.1016/j.cell.2015.04.044] [Citation(s) in RCA: 2051] [Impact Index Per Article: 227.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2014] [Revised: 02/23/2015] [Accepted: 04/20/2015] [Indexed: 12/11/2022]
Abstract
It has long been the dream of biologists to map gene expression at the single-cell level. With such data one might track heterogeneous cell sub-populations, and infer regulatory relationships between genes and pathways. Recently, RNA sequencing has achieved single-cell resolution. What is limiting is an effective way to routinely isolate and process large numbers of individual cells for quantitative in-depth sequencing. We have developed a high-throughput droplet-microfluidic approach for barcoding the RNA from thousands of individual cells for subsequent analysis by next-generation sequencing. The method shows a surprisingly low noise profile and is readily adaptable to other sequencing-based assays. We analyzed mouse embryonic stem cells, revealing in detail the population structure and the heterogeneous onset of differentiation after leukemia inhibitory factor (LIF) withdrawal. The reproducibility of these high-throughput single-cell data allowed us to deconstruct cell populations and infer gene expression relationships. VIDEO ABSTRACT.
Collapse
Affiliation(s)
- Allon M Klein
- Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Linas Mazutis
- School of Engineering and Applied Sciences (SEAS), Harvard University, Cambridge, MA 02138, USA; Vilnius University Institute of Biotechnology, Vilnius LT-02241, Lithuania
| | - Ilke Akartuna
- School of Engineering and Applied Sciences (SEAS), Harvard University, Cambridge, MA 02138, USA
| | - Naren Tallapragada
- Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Adrian Veres
- Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA; Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA 02138, USA; Harvard Stem Cell Institute, Harvard University, Cambridge, MA 02138, USA
| | - Victor Li
- Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Leonid Peshkin
- Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA
| | - David A Weitz
- School of Engineering and Applied Sciences (SEAS), Harvard University, Cambridge, MA 02138, USA.
| | - Marc W Kirschner
- Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA.
| |
Collapse
|
10
|
Palmer AC, Toprak E, Baym M, Kim S, Veres A, Bershtein S, Kishony R. Delayed commitment to evolutionary fate in antibiotic resistance fitness landscapes. Nat Commun 2015; 6:7385. [PMID: 26060115 DOI: 10.1038/ncomms8385] [Citation(s) in RCA: 94] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2014] [Accepted: 05/01/2015] [Indexed: 11/09/2022] Open
Abstract
Predicting evolutionary paths to antibiotic resistance is key for understanding and controlling drug resistance. When considering a single final resistant genotype, epistatic contingencies among mutations restrict evolution to a small number of adaptive paths. Less attention has been given to multi-peak landscapes, and while specific peaks can be favoured, it is unknown whether and how early a commitment to final fate is made. Here we characterize a multi-peaked adaptive landscape for trimethoprim resistance by constructing all combinatorial alleles of seven resistance-conferring mutations in dihydrofolate reductase. We observe that epistatic interactions increase rather than decrease the accessibility of each peak; while they restrict the number of direct paths, they generate more indirect paths, where mutations are adaptively gained and later adaptively lost or changed. This enhanced accessibility allows evolution to proceed through many adaptive steps while delaying commitment to genotypic fate, hindering our ability to predict or control evolutionary outcomes.
Collapse
Affiliation(s)
- Adam C Palmer
- Department of Systems Biology, Harvard Medical School, Boston, Massachusetts, USA.,Laboratory of Systems Pharmacology, Harvard Medical School, Boston, Massachusetts, USA.,School of Biotechnology and Biomolecular Sciences, University of New South Wales, Sydney, Australia
| | - Erdal Toprak
- Department of Systems Biology, Harvard Medical School, Boston, Massachusetts, USA.,Green Center for Systems Biology, University of Texas Southwestern Medical Center, Dallas, USA
| | - Michael Baym
- Department of Systems Biology, Harvard Medical School, Boston, Massachusetts, USA
| | - Seungsoo Kim
- Department of Systems Biology, Harvard Medical School, Boston, Massachusetts, USA
| | - Adrian Veres
- Department of Systems Biology, Harvard Medical School, Boston, Massachusetts, USA
| | - Shimon Bershtein
- Department of Life Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Roy Kishony
- Department of Systems Biology, Harvard Medical School, Boston, Massachusetts, USA.,Department of Biology and Department of Computer Science, Technion-Israel Institute of Technology, Haifa, Israel
| |
Collapse
|
11
|
Veres A, Gosis BS, Ding Q, Collins R, Ragavendran A, Brand H, Erdin S, Cowan CA, Talkowski ME, Musunuru K. Low incidence of off-target mutations in individual CRISPR-Cas9 and TALEN targeted human stem cell clones detected by whole-genome sequencing. Cell Stem Cell 2015; 15:27-30. [PMID: 24996167 DOI: 10.1016/j.stem.2014.04.020] [Citation(s) in RCA: 382] [Impact Index Per Article: 42.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2014] [Revised: 03/13/2014] [Accepted: 04/24/2014] [Indexed: 12/26/2022]
Abstract
Genome editing has attracted wide interest for the generation of cellular models of disease using human pluripotent stem cells and other cell types. CRISPR-Cas systems and TALENs can target desired genomic sites with high efficiency in human cells, but recent publications have led to concern about the extent to which these tools may cause off-target mutagenic effects that could potentially confound disease-modeling studies. Using CRISPR-Cas9 and TALEN targeted human pluripotent stem cell clones, we performed whole-genome sequencing at high coverage in order to assess the degree of mutagenesis across the entire genome. In both types of clones, we found that off-target mutations attributable to the nucleases were very rare. From this analysis, we suggest that, although some cell types may be at risk for off-target mutations, the incidence of such effects in human pluripotent stem cells may be sufficiently low and thus not a significant concern for disease modeling and other applications.
Collapse
Affiliation(s)
- Adrian Veres
- Department of Stem Cell and Regenerative Biology, Harvard University and Harvard Stem Cell Institute, Cambridge, MA 02138, USA; Department of Medicine, Harvard Medical School, Boston, MA 02115, USA
| | - Bridget S Gosis
- Department of Stem Cell and Regenerative Biology, Harvard University and Harvard Stem Cell Institute, Cambridge, MA 02138, USA
| | - Qiurong Ding
- Department of Stem Cell and Regenerative Biology, Harvard University and Harvard Stem Cell Institute, Cambridge, MA 02138, USA
| | - Ryan Collins
- Molecular Neurogenetics Unit, Psychiatric and Neurodevelopmental Genetics Unit, Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Ashok Ragavendran
- Molecular Neurogenetics Unit, Psychiatric and Neurodevelopmental Genetics Unit, Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Harrison Brand
- Molecular Neurogenetics Unit, Psychiatric and Neurodevelopmental Genetics Unit, Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Serkan Erdin
- Molecular Neurogenetics Unit, Psychiatric and Neurodevelopmental Genetics Unit, Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA 02114, USA
| | | | - Michael E Talkowski
- Molecular Neurogenetics Unit, Psychiatric and Neurodevelopmental Genetics Unit, Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Neurology, Harvard Medical School, Boston, MA 02115, USA; Broad Institute, Cambridge, MA 02142, USA
| | - Kiran Musunuru
- Department of Stem Cell and Regenerative Biology, Harvard University and Harvard Stem Cell Institute, Cambridge, MA 02138, USA; Department of Medicine, Harvard Medical School, Boston, MA 02115, USA; Broad Institute, Cambridge, MA 02142, USA; Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA.
| |
Collapse
|
12
|
Dryden-Peterson S, Bennett K, Hughes MD, Veres A, John O, Pradhananga R, Boyer M, Brown C, Sakyi B, van Widenfelt E, Keapoletswe K, Mine M, Moyo S, Asmelash A, Siedner M, Mmalane M, Shapiro RL, Lockman S. An augmented SMS intervention to improve access to antenatal CD4 testing and ART initiation in HIV-infected pregnant women: a cluster randomized trial. PLoS One 2015; 10:e0117181. [PMID: 25693050 PMCID: PMC4334487 DOI: 10.1371/journal.pone.0117181] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.1] [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] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND Less than one-third of HIV-infected pregnant women eligible for combination antiretroviral therapy (ART) globally initiate treatment prior to delivery, with lack of access to timely CD4 results being a principal barrier. We evaluated the effectiveness of an SMS-based intervention to improve access to timely antenatal ART. METHODS We conducted a stepped-wedge cluster randomized trial of a low-cost programmatic intervention in 20 antenatal clinics in Gaborone, Botswana. From July 2011-April 2012, 2 clinics were randomly selected every 4 weeks to receive an ongoing clinic-based educational intervention to improve CD4 collection and to receive CD4 results via an automated SMS platform with active patient tracing. CD4 testing before 26 weeks gestation and ART initiation before 30 weeks gestation were assessed. RESULTS Three-hundred-sixty-six ART-naïve women were included, 189 registering for antenatal care under Intervention and 177 under Usual Care periods. Of CD4-eligible women, 100 (59.2%) women under Intervention and 79 (50.6%) women under Usual Care completed CD4 phlebotomy before 26 weeks gestation, adjusted odds ratio (aOR, adjusted for time that a clinic initiated Intervention) 0.87 (95% confidence interval [CI]0.47-1.63, P = 0.67). The SMS-based platform reduced time to clinic receipt of CD4 test result from median of 16 to 6 days (P<0.001), was appreciated by clinic staff, and was associated with reduced operational cost. However, rates of ART initiation remained low, with 56 (36.4%) women registering under Intervention versus 37 (24.2%) women under Usual Care initiating ART prior to 30 weeks gestation, aOR 1.06 (95%CI 0.53-2.13, P = 0.87). CONCLUSIONS The augmented SMS-based intervention delivered CD4 results more rapidly and efficiently, and this type of SMS-based results delivery platform may be useful for a variety of tests and settings. However, the intervention did not appear to improve access to timely antenatal CD4 testing or ART initiation, as obstacles other than CD4 impeded ART initiation during pregnancy.
Collapse
Affiliation(s)
- Scott Dryden-Peterson
- Division of Infectious Diseases, Brigham and Women’s Hospital, Boston, Massachusetts, United States of America
- Botswana Harvard AIDS Institute Partnership, Gaborone, Botswana
- Department of Immunology and Infectious Diseases, Harvard School of Public Health, Boston, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts, United States of America
| | - Kara Bennett
- Bennett Statistical Consulting, Inc., Ballston Lake, New York, United States of America
| | - Michael D. Hughes
- Department of Biostatistics, Harvard School of Public Health, Boston, Massachusetts, United States of America
| | - Adrian Veres
- Harvard Medical School, Boston, Massachusetts, United States of America
| | - Oaitse John
- Botswana Harvard AIDS Institute Partnership, Gaborone, Botswana
| | - Rosina Pradhananga
- Yale School of Public Health, New Haven, Connecticut, United States of America
| | - Matthew Boyer
- Joan C. Edwards School of Medicine, Marshall University, Huntington, West Virginia, United States of America
| | - Carolyn Brown
- John’s Hopkins Bloomberg School of Public Health, Baltimore, Maryland, United States of America
| | | | | | | | | | - Sikhulile Moyo
- Botswana Harvard AIDS Institute Partnership, Gaborone, Botswana
| | - Aida Asmelash
- Botswana Harvard AIDS Institute Partnership, Gaborone, Botswana
| | - Mark Siedner
- Harvard Medical School, Boston, Massachusetts, United States of America
- Division of Infectious Diseases, Massachusetts General Hospital, Boston, Massachusetts, United States of America
| | - Mompati Mmalane
- Botswana Harvard AIDS Institute Partnership, Gaborone, Botswana
| | - Roger L. Shapiro
- Botswana Harvard AIDS Institute Partnership, Gaborone, Botswana
- Department of Immunology and Infectious Diseases, Harvard School of Public Health, Boston, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts, United States of America
- Division of Infectious Diseases, Beth Israel Deaconess Medical Center, Boston, Massachusetts, United States of America
| | - Shahin Lockman
- Division of Infectious Diseases, Brigham and Women’s Hospital, Boston, Massachusetts, United States of America
- Botswana Harvard AIDS Institute Partnership, Gaborone, Botswana
- Department of Immunology and Infectious Diseases, Harvard School of Public Health, Boston, Massachusetts, United States of America
- Harvard Medical School, Boston, Massachusetts, United States of America
| |
Collapse
|
13
|
Mohamad Alabdoaburas M, Lefkopoulos D, Mège J, Veres A, Chavaudra J, de Vathaire F, Diallo I. Experimental assessment of peripheral dose in high-energy electron beams used in external radiotherapy. Cancer Radiother 2014. [DOI: 10.1016/j.canrad.2014.07.078] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
|
14
|
Affiliation(s)
- A Veres
- 1School of Health Policy & Management, York University, Toronto, ON, Canada
| | | | | | | | | |
Collapse
|
15
|
Alabdoaburas MM, Lefkopoulos D, Bezin J, Mege J, Veres A, De Vathaire F, Diallo I. A semi-empirical model of in-field and out-of-field bremsstrahlung dose distribution in high energy electrons beams used in external radiotherapy. Phys Med 2014. [DOI: 10.1016/j.ejmp.2014.07.180] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/24/2022] Open
|
16
|
Guinement L, Marchesi V, Veres A, Lacornerie T, Buchheit I, Peiffert D. [Development of external quality control protocol for CyberKnife beams dosimetry: preliminary tests multicentre]. Cancer Radiother 2013; 17:288-96. [PMID: 23871458 DOI: 10.1016/j.canrad.2013.04.005] [Citation(s) in RCA: 3] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2012] [Revised: 04/09/2013] [Accepted: 04/11/2013] [Indexed: 12/31/2022]
Abstract
PURPOSE To develop an external quality control procedure for CyberKnife(®) beams. This work conducted in Nancy, has included a test protocol initially drawn by the medical physicist of Nancy and Lille in collaboration with Equal-Estro Laboratory. MATERIALS AND METHODS A head and neck anthropomorphic phantom and a water-equivalent homogeneous cubic plastic test-object, so-called "MiniCube", have been used. Powder and solid thermoluminescent dosimeters as well as radiochromic films have been used to perform absolute and relative dose studies, respectively. The comparison between doses calculated by Multiplan treatment planning system and measured doses have been studied in absolute dose. The dose distributions measured with films and treatment planning system calculations have been compared via the gamma function, configured with different tolerance criteria. RESULTS This work allowed, via solid thermoluminescent dosimeter measurements, verifying the beam reliability with a reproducibility of 1.7 %. The absolute dose measured in the phantom irradiated by the seven participating centres has shown an error inferior to the standard tolerance limits (± 5 %), for most of participating centres. The relative dose measurements performed at Nancy and by the Equal-Estro laboratory allowed defining the most adequate parameters for gamma index (5 %/2mm--with at least 95 % of pixels satisfying acceptability criteria: γ<1). These parameters should be independent of the film analysis software. CONCLUSION This work allowed defining a dosimetric external quality control for CyberKnife(®) systems, based on a reproducible irradiation plan through measurements performed with thermoluminescent dosimeters and radiochromic films. This protocol should be validated by a new series of measurement and taking into account the lessons of this work.
Collapse
Affiliation(s)
- L Guinement
- Institut de Cancérologie de Lorraine, Avenue de Bourgogne, CS 30519, 54519 Vandœuvre-lès-Nancy, France.
| | | | | | | | | | | |
Collapse
|
17
|
Bezin J, Benadjaoud MA, Alabdo Aburas MM, Auzac G, Veres A, Lefkopoulos D, Chavaudr J, Bridier A, Deutsch E, de Vathaire F, Diallo I. The use of a graphics library in multisource modelling for head scatter assessment. Phys Med 2013. [DOI: 10.1016/j.ejmp.2013.08.067] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
|
18
|
Dieng A, Veres A. Radiotherapy dose measurement uncertainty evaluation. Phys Med 2013. [DOI: 10.1016/j.ejmp.2013.08.137] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/26/2022] Open
|
19
|
Harangozó T, Pernesz G, Veres A, Tóth-Lencsés K, Heszky L, Kiss E. Assessment of morphological and molecular similarity of Hungarian white grape varieties. Acta Biol Hung 2013; 64:231-48. [PMID: 23739891 DOI: 10.1556/abiol.64.2013.2.9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [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: 11/19/2022]
Abstract
The aim of this paper was to find possible link between molecular and morphological similarities of 38 Hungarian white grape varieties. Three aspects of morphological and molecular similarity were assessed in the study: comparison of the ordered variety pairs, assessment of molecular and morphological mean similarity differences and separation of varieties into similar groups by divisive cluster analysis to define (DIANA). Molecular similarity was calculated from binary data based on allele sizes obtained in DNA analysis. DNA fingerprints were determined at 9 SSR loci recommended by the European GrapeGen06 project. Morphological similarity was calculated on the basis of quantitative morphological descriptors. Morphological and molecular similarity values were ordered and categorized after pairwise comparison. Overall correlation was found to be weak but case by case assessment of the variety pairs confirmed some coincidence of molecular and morphological similarity. General similarity position of each variety was characterized by Mean Similarity Index (MSI). It was calculated as the mean of n-1 pair similarity values of the variety concerned. Varieties were ordered and compared by the difference of the index. Five varieties had low morphological and high molecular MSI meaning that they share several SSR marker alleles with the others but seems relatively distinct according to the expression of their morphological traits. Divisive cluster analysis was carried out to find similar groups. Eight and twelve cluster solutions proved to be sufficient to distinct varieties. Morphological and molecular similarity groups partly coincided according to the results. Several clusters reflected parent offspring relations but molecular clustering gave more realistic results concerning pedigree.
Collapse
Affiliation(s)
- T Harangozó
- National Foodchain Safety Office, Budapest, Hungary
| | | | | | | | | | | |
Collapse
|
20
|
Veres A, Snyder M. SU-C-108-04: To Better Understand IMRT and Planned Dose Distributions: A Measure of Entropy. Med Phys 2013. [DOI: 10.1118/1.4813942] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
|
21
|
Ben Abdennebi A, Auzac G, Chavaudra J, Besbes M, Llanas D, Allodji R, Tao Y, Blanchard P, Veres A, Bridier A, Lefkopoulos D, de Vathaire F, Diallo I. Comparison of dose distribution between intensity modulated radiation therapy and dynamic arc therapy in and out-of-field for prostate cancer treatment plan. Phys Med 2013. [DOI: 10.1016/j.ejmp.2013.08.121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
|
22
|
Marchesi V, Guinement L, Lacornerie T, Buchheit I, Veres A. Definition of action levels for a new external quality control procedure of stereotactic beams on cyberknife. Phys Med 2013. [DOI: 10.1016/j.ejmp.2013.08.032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
|
23
|
Marchesi V, Guinement L, Veres A, Lacornerie T, Peiffert D, Noel A. EP-1138: Preliminary results of a new external quality control protocol for stereotactic CyberknifeÆ treatments. Radiother Oncol 2013. [DOI: 10.1016/s0167-8140(15)33444-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
|
24
|
Toprak E, Veres A, Yildiz S, Pedraza JM, Chait R, Paulsson J, Kishony R. Building a morbidostat: an automated continuous-culture device for studying bacterial drug resistance under dynamically sustained drug inhibition. Nat Protoc 2013; 8:555-67. [PMID: 23429717 DOI: 10.1038/nprot.nprot.2013.021] [Citation(s) in RCA: 53] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
We present a protocol for building and operating an automated fluidic system for continuous culture that we call the 'morbidostat'. The morbidostat is used to follow the evolution of microbial drug resistance in real time. Instead of exposing bacteria to predetermined drug environments, the morbidostat constantly measures the growth rates of evolving microbial populations and dynamically adjusts drug concentrations inside culture vials in order to maintain a constant drug-induced inhibition. The growth rate measurements are done using an optical detection system that is based on measuring the intensity of back-scattered light from bacterial cells suspended in the liquid culture. The morbidostat can additionally be used as a chemostat or a turbidostat. The whole system can be built from readily available components within 2-3 weeks by biologists with some electronics experience or engineers familiar with basic microbiology.
Collapse
Affiliation(s)
- Erdal Toprak
- Department of Systems Biology, Harvard Medical School, Boston, Massachusetts, USA.
| | | | | | | | | | | | | |
Collapse
|
25
|
Toprak E, Palmer AC, Kim S, Veres A, Bershtein S, Kishony R. Evolution of Antibiotic Resistance through a Multi-Peaked Adaptive Landscape. Biophys J 2013. [DOI: 10.1016/j.bpj.2012.11.3644] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022] Open
|
26
|
Ding Q, Lee YK, Schaefer EAK, Peters DT, Veres A, Kim K, Kuperwasser N, Motola DL, Meissner TB, Hendriks WT, Trevisan M, Gupta RM, Moisan A, Banks E, Friesen M, Schinzel RT, Xia F, Tang A, Xia Y, Figueroa E, Wann A, Ahfeldt T, Daheron L, Zhang F, Rubin LL, Peng LF, Chung RT, Musunuru K, Cowan CA. A TALEN genome-editing system for generating human stem cell-based disease models. Cell Stem Cell 2012; 12:238-51. [PMID: 23246482 DOI: 10.1016/j.stem.2012.11.011] [Citation(s) in RCA: 376] [Impact Index Per Article: 31.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2012] [Revised: 10/19/2012] [Accepted: 11/12/2012] [Indexed: 10/27/2022]
Abstract
Transcription activator-like effector nucleases (TALENs) are a new class of engineered nucleases that are easier to design to cleave at desired sites in a genome than previous types of nucleases. We report here the use of TALENs to rapidly and efficiently generate mutant alleles of 15 genes in cultured somatic cells or human pluripotent stem cells, the latter for which we differentiated both the targeted lines and isogenic control lines into various metabolic cell types. We demonstrate cell-autonomous phenotypes directly linked to disease-dyslipidemia, insulin resistance, hypoglycemia, lipodystrophy, motor-neuron death, and hepatitis C infection. We found little evidence of TALEN off-target effects, but each clonal line nevertheless harbors a significant number of unique mutations. Given the speed and ease with which we were able to derive and characterize these cell lines, we anticipate TALEN-mediated genome editing of human cells becoming a mainstay for the investigation of human biology and disease.
Collapse
Affiliation(s)
- Qiurong Ding
- Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA 02138, USA
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
Collapse
|
27
|
Toprak E, Veres A, Michel JB, Chait R, Hartl DL, Kishony R. Evolutionary paths to antibiotic resistance under dynamically sustained drug selection. Nat Genet 2011; 44:101-5. [PMID: 22179135 PMCID: PMC3534735 DOI: 10.1038/ng.1034] [Citation(s) in RCA: 488] [Impact Index Per Article: 37.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2011] [Accepted: 11/15/2011] [Indexed: 12/31/2022]
Abstract
Antibiotic resistance can evolve through the sequential accumulation of multiple mutations. To study such gradual evolution, we developed a selection device, the 'morbidostat', that continuously monitors bacterial growth and dynamically regulates drug concentrations, such that the evolving population is constantly challenged. We analyzed the evolution of resistance in Escherichia coli under selection with single drugs, including chloramphenicol, doxycycline and trimethoprim. Over a period of ∼20 days, resistance levels increased dramatically, with parallel populations showing similar phenotypic trajectories. Whole-genome sequencing of the evolved strains identified mutations both specific to resistance to a particular drug and shared in resistance to multiple drugs. Chloramphenicol and doxycycline resistance evolved smoothly through diverse combinations of mutations in genes involved in translation, transcription and transport. In contrast, trimethoprim resistance evolved in a stepwise manner, through mutations restricted to the gene encoding the enzyme dihydrofolate reductase (DHFR). Sequencing of DHFR over the time course of the experiment showed that parallel populations evolved similar mutations and acquired them in a similar order.
Collapse
Affiliation(s)
- Erdal Toprak
- Department of Systems Biology, Harvard Medical School, Boston, Massachusetts, USA
| | - Adrian Veres
- Faculty of Arts and Sciences, Harvard University, Cambridge, Massachusetts, USA
| | - Jean-Baptiste Michel
- Department of Systems Biology, Harvard Medical School, Boston, Massachusetts, USA
- Program for Evolutionary Dynamics, Harvard University, Cambridge, Massachusetts, USA
| | - Remy Chait
- Department of Systems Biology, Harvard Medical School, Boston, Massachusetts, USA
| | - Daniel L. Hartl
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, Massachusetts, USA
| | - Roy Kishony
- Department of Systems Biology, Harvard Medical School, Boston, Massachusetts, USA
- School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts, USA
| |
Collapse
|
28
|
Michel JB, Shen YK, Aiden AP, Veres A, Gray MK, Pickett JP, Hoiberg D, Clancy D, Norvig P, Orwant J, Pinker S, Nowak MA, Aiden EL. Quantitative analysis of culture using millions of digitized books. Science 2011; 331:176-82. [PMID: 21163965 PMCID: PMC3279742 DOI: 10.1126/science.1199644] [Citation(s) in RCA: 531] [Impact Index Per Article: 40.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
Abstract
We constructed a corpus of digitized texts containing about 4% of all books ever printed. Analysis of this corpus enables us to investigate cultural trends quantitatively. We survey the vast terrain of 'culturomics,' focusing on linguistic and cultural phenomena that were reflected in the English language between 1800 and 2000. We show how this approach can provide insights about fields as diverse as lexicography, the evolution of grammar, collective memory, the adoption of technology, the pursuit of fame, censorship, and historical epidemiology. Culturomics extends the boundaries of rigorous quantitative inquiry to a wide array of new phenomena spanning the social sciences and the humanities.
Collapse
Affiliation(s)
- Jean-Baptiste Michel
- Program for Evolutionary Dynamics, Harvard University, Cambridge, Massachusetts 02138, USA
- Institute for Quantitative Social Sciences, Harvard University, Cambridge, Massachusetts 02138, USA
- Department of Psychology, Harvard University, Cambridge, Massachusetts 02138, USA
- Department of Systems Biology, Harvard Medical School, Boston, Massachusetts 02115, USA
| | - Yuan Kui Shen
- Computer Science and Artificial Intelligence Laboratory, MIT, Cambridge, Massachusetts 02139, USA
| | - Aviva P. Aiden
- Harvard Medical School, Boston, Massachusetts, 02115, USA
| | - Adrian Veres
- Harvard College, Cambridge, Massachusetts 02138, USA
| | | | | | | | - Dale Hoiberg
- Encyclopaedia Britannica, Inc., Chicago, Illinois 60654, USA
| | - Dan Clancy
- Google, Inc., Mountain View, California, 94043, USA
| | - Peter Norvig
- Google, Inc., Mountain View, California, 94043, USA
| | - Jon Orwant
- Google, Inc., Mountain View, California, 94043, USA
| | - Steven Pinker
- Department of Systems Biology, Harvard Medical School, Boston, Massachusetts 02115, USA
| | - Martin A. Nowak
- Program for Evolutionary Dynamics, Harvard University, Cambridge, Massachusetts 02138, USA
- Dept of Organismic and Evolutionary Biology, Harvard University, Cambridge, Massachusetts 02138, USA
- Dept of Mathematics, Harvard University, Cambridge, Massachusetts 02138, USA
| | - Erez Lieberman Aiden
- Program for Evolutionary Dynamics, Harvard University, Cambridge, Massachusetts 02138, USA
- Dept of Mathematics, Harvard University, Cambridge, Massachusetts 02138, USA
- Broad Institute of Harvard and MIT, Harvard University, Cambridge, Massachusetts 02138, USA
- School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts 02138, USA
- Harvard Society of Fellows, Harvard University, Cambridge, Massachusetts 02138, USA
- Laboratory-at-Large, Harvard University, Cambridge, Massachusetts 02138, USA
| |
Collapse
|
29
|
Ruiz-Hernández G, de Juan R, Samanes A, Verea H, Peñas JM, Veres A, Lapeña L, Montz R, Carreras JL. [Positron emission tomography using 18-FDG-PET in radiologically indeterminate pulmonary lesions]. ACTA ACUST UNITED AC 2004; 21:12-6. [PMID: 15195479 DOI: 10.4321/s0212-71992004000100004] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [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: 11/11/2022]
Abstract
OBJECTIVE Fluorine-18 deoxyglucose Positron Emission Tomography (FDG-PET) is a non-invasive technique that offers the possibility to define if the radiologically indetermined pulmonary lesions are benign or malignant with high positive and negative predictive values. Considering the indexed literature we can observe that there are few original studies performed with the diagnostic possibilities of our means. For this reason, our main objective is to evaluate the diagnostic accuracy of positron emission tomography in sixty-seven radiologically indetermined pulmonary nodular lesions. MATERIAL AND METHOD Retrospectively, we evaluated the diagnostic ability of FDG-PET globally (by means of visual and semiquantitative analysis) and partially (only considering the Standardized Uptake Value (SUV)), in sixty-seven patients confirmed by pathology or clinical and radiological monitoring, in a time interval superior to one year. RESULTS Globally, FDG-PET had a sensitivity (S) of 92%, specificity (SP) of 86.6%, positive predictive value (PPV) of 89.4%, negative predictive value (NPV) of 89.6% and diagnostic accuracy (DA) of 89%. The best results were obtained for an SUV equal or superior to 2.5. With this value, the clinical efficacy parameters were: S 0.92, SP 0.90, PPV 0.92, NPV 0.90 and DA 0.91. CONCLUSIONS We can characterize most of the radiologically indetermined pulmonary lesions by FDG-PET. The additional use of SUV facilitates an increase in the positive predictive value and specificity of FDG-PET.
Collapse
Affiliation(s)
- G Ruiz-Hernández
- Servicio de Medicina Nuclear, Hospital Clínico Universitario, San Carlos.
| | | | | | | | | | | | | | | | | |
Collapse
|
30
|
Veres A, Nyeste L, Kurucz I, Kirchknopf L, Szigeti L, Holló J. Automated fermentation equipment I. program-controlled fermentor. Biotechnol Bioeng 2004. [DOI: 10.1002/bit.260230213] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
|
31
|
|
32
|
Pandey JP, Prohászka Z, Veres A, Füst G, Hurme M. Epistatic effects of genes encoding immunoglobulin GM allotypes and interleukin-6 on the production of autoantibodies to 60- and 65-kDa heat-shock proteins. Genes Immun 2004; 5:68-71. [PMID: 14735152 DOI: 10.1038/sj.gene.6364033] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.5] [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: 11/08/2022]
Abstract
Immunoglobulin GM and KM genes have been associated with antibody responses to a variety of antigens. A promoter-region polymorphism of interleukin-6 (IL-6) gene (-174 G/C) has been shown to be associated with antibody responses to heat-shock proteins (hsp) 60 and hsp65. To examine the possible epistatic effects of these unlinked genetic systems on the autoimmune responses to hsp60 and hsp65, 176 healthy Caucasian subjects from Finland were genotyped for several allelic determinants of GM, KM, and IL-6 genes by PCR-RFLP methods. IgG antibodies to hsp60 and hsp65 were measured by an ELISA. Significant interactive effects of GM f,z and IL-6-174 genotypes were noted for both anti-hsp60 (P=0.002) and anti-hsp65 (P=0.038) antibody levels. Since these autoantibodies have been implicated in susceptibility to coronary heart disease and carotid atherosclerosis, the associations reported here might be relevant to the etiology of these diseases.
Collapse
Affiliation(s)
- J P Pandey
- Department of Microbiology and Immunology, Medical University of South Carolina, Charleston, SC 29425, USA.
| | | | | | | | | |
Collapse
|
33
|
Füst A, Veres A, Kiszel P, Nagy ZZ, Cervenak L, Csákány B, Maka E, Süveges I, Grus FH. Changes in tear protein pattern after photorefractive keratectomy. Eur J Ophthalmol 2003; 13:525-31. [PMID: 12948309 DOI: 10.1177/112067210301300603] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.4] [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: 11/15/2022]
Abstract
PURPOSE Changes in tear protein composition of patients who underwent photorefractive keratectomy (PRK) were analyzed. METHODS Tear samples were obtained from 23 eyes of 23 patients immediately before PRK and on the fourth postoperative day with glass capillaries. Tear proteins were separated by sodium dodecyl sulfate-polyacrylamide gel electrophoresis. Digital image analysis and evaluation of the densitometric data of the electrophoretic separations were done with BioDoc-Analyze. RESULTS Analysis of discriminance found a significant difference in the protein patterns (p < 0.001). This type of analysis of the electrophoretic densitographs uses all peak information simultaneously. A significant decrease (p < 0.005) in three of the main protein peaks--lactoferrin, immunoglobulin A heavy chain, and lysozyme--was also found after PRK. CONCLUSIONS Excimer laser ablation of the cornea has an acute effect on lacrimal gland protein secretion. Changes in tear composition may lead to feelings of dryness and to a decrease in tear film stability postoperatively.
Collapse
Affiliation(s)
- A Füst
- First Department of Ophthalmology, Faculty of Medicine, Semmelweis University, Budapest, Hungary
| | | | | | | | | | | | | | | | | |
Collapse
|
34
|
Veres A, Szamosi T, Ablonczy M, Szamosi T, Singh M, Karádi I, Romics L, Füst G, Prohászka Z. Complement activating antibodies against the human 60 kDa heat shock protein as a new independent family risk factor of coronary heart disease. Eur J Clin Invest 2002; 32:405-10. [PMID: 12059985 DOI: 10.1046/j.1365-2362.2002.01007.x] [Citation(s) in RCA: 18] [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] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
BACKGROUND Several groups have reported high levels of antibodies against 60 kDa heat shock proteins (hsp) associated with coronary heart disease. METHODS AND RESULTS Complement activating (CA) antihsp60 autoantibodies were measured by the AtheroRisk kit (CardioPath Ltd, Alloa, UK), in parallel with IgG antibodies to human hsp60 and mycobacterial hsp65 by ELISA in 32 healthy children (18 boys, 14 girls, 11.8 +/- 4.0 years). At least one of the parents of these children had a history of myocardial infarction before 55 years of age (high family risk (HFR) group). The control group consisted of 63 healthy children (31 boys, 32 girls, 9.0 +/- 3.6 years) without known family history of coronary heart disease (CHD), hypertension, and diabetes mellitus. Concentrations of CA antihsp60 antibodies were significantly (P = 0.021) higher in the HFR group than in the control group. Also in the HFR group, significantly (P = 0.004) lower high-density lipoprotein cholesterol (HDL-C)-cholesterol (measured enzymatically) and significantly (P = 0.020) higher low-density lipoprotein cholesterol (LDL-C)-cholesterol levels (calculated by the Friedewald formula) were observed when compared with the controls. The difference in the CA antihsp60 antibody levels between the HFR and control groups remained significant even after adjustments for age, smoking, HDL-cholesterol, LDL-cholesterol levels, and white blood cell count. Children with high (in the highest quartile) CA antihsp60 antibody levels compared with those with normal levels of these antibodies also had adjusted odds ratios (OR) of 9.80 (2.15-44.58, P = 0.003), indicating high family risk. No significant difference in the IgG antihsp antibody levels was observed. CONCLUSIONS These findings indicate that high levels of CA autoantibodies against hsp60 can be considered to be a novel family risk factor of CHD, independent of HDL- and LDL-cholesterol levels.
Collapse
Affiliation(s)
- A Veres
- 3rd Department of Medicine, Faculty of Medicine, Semmelweis University, Budapest, Hungary
| | | | | | | | | | | | | | | | | |
Collapse
|
35
|
Horváth A, Bánhegyi D, Bíró A, Ujhelyi E, Veres A, Horváth L, Prohászka Z, Bácsi A, Tarján V, Romics L, Horváth I, Tóth FD, Füst G, Karádi I. High level of anticholesterol antibodies (ACHA) in HIV patients. Normalization of serum ACHA concentration after introduction of HAART. Immunobiology 2001; 203:756-68. [PMID: 11563675 DOI: 10.1016/s0171-2985(01)80004-8] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.4] [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: 02/05/2023]
Abstract
Anticholesterol antibodies (ACHA) are natural antibodies against the 3beta-OH group of cholesterol. Since lipid disorders are common in HIV infection and HAART may further enhance dislipidaemia, we determined by using an ELISA method serum ACHA concentrations in HIV patients and healthy HIV-seronegative controls. ACHA levels were almost 4 times higher in the sera of 46 patients than in 110 controls. No difference in the specificity of ACHA was found between HIV-seropositive and HIV-seronegative sera. Binding of ACHA to cholesterol-coated plates from a HIV-seropositive serum was dose-dependently inhibited by preincubation with HIV-1(BA-L) preparation. Serum concentration of ACHA was significantly higher in the patients with low serum cholesterol levels than in those with normal cholesterol levels. HAART induced a marked drop of ACHA concentration. We found a significant negative correlation between the length of HAART and the ACHA levels. By contrast, HAART did not significantly influence total IgG concentration and titers of antibodies against 60 kD heat shock protein. Our findings indicate that high levels of ACHA in HIV-infection may contribute to the development of hypocholesterolaemia frequently observed in this disease.
Collapse
Affiliation(s)
- A Horváth
- 3rd Department of Internal Medicine, Faculty of Medicine, Semmelweis University, Budapest, Hungary
| | | | | | | | | | | | | | | | | | | | | | | | | | | |
Collapse
|
36
|
Abstract
The aim of this study was to explore complement activation in the nasal lavage following a nasal ragweed-allergen challenge. The study was carried out with 15 adolescents who were allergic to ragweed and with six non-allergic healthy volunteers. Following the baseline measurement after the symptoms were registered, subjects were given increasing doses of ragweed allergen. Lavage fluid was collected and tested for a complement-activation product (C3bBbP). The allergic patients responded to allergen provocation with an increase in C3bBbP formation compared to the initial lavage (p = 0.001). The C3bBbP level remained low in the lavage fluids of the non-allergic controls. We found a strong correlation between the threshold dose that induced symptoms and the dose where the maximum complement activation was detected (r = 0.78, p = 0.001). Our findings indicate that in allergic patients nasal challenge with ragweed allergen induces a rise in complement activation in the nasal lavage fluid. These results highlight the role of the complement system in the allergic inflammation on the nasal mucosal surface.
Collapse
Affiliation(s)
- G Mezei
- First Department of Pediatrics, Faculty of Medicine, Semmelweis University, Budapest, Hungary.
| | | | | | | | | |
Collapse
|
37
|
Prohászka Z, Veres A, Szamosi T, Ablonczy M, Singh M, Romics L, Füst G. Complement activating antibodies against the 60 kD heat shock proteins as a new and independent family risk factor of coronary heart disease. ATHEROSCLEROSIS SUPP 2001. [DOI: 10.1016/s1567-5688(01)80185-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
|
38
|
Abstract
This paper analyzes how TCP congestion control can propagate self-similarity between distant areas of the Internet. This property of TCP is due to its congestion control algorithm, which adapts to self-similar fluctuations on several timescales. The mechanisms and limitations of this propagation are investigated, and it is demonstrated that if a TCP connection shares a bottleneck link with a self-similar background traffic flow, it propagates the correlation structure of the background traffic flow above a characteristic timescale. The cut-off timescale depends on the end-to-end path properties, e.g., round-trip time and average window size. It is also demonstrated that even short TCP connections can propagate long-range correlations effectively. Our analysis reveals that if congestion periods in a connection's hops are long-range dependent, then the end-user perceived end-to-end traffic is also long-range dependent and it is characterized by the largest Hurst exponent. Furthermore, it is shown that self-similarity of one TCP stream can be passed on to other TCP streams that it is multiplexed with. These mechanisms complement the widespread scaling phenomena reported in a number of recent papers. Our arguments are supported with a combination of analytic techniques, simulations and statistical analyses of real Internet traffic measurements.
Collapse
Affiliation(s)
- A. Veres
- Traffic Laboratory, Ericsson Research, H-1037, Laborc u. 1., Budapest, Hungary
| | - Kenesi S. Molnár
- HSN Laboratory, Dept. of Telecomm and Telematics, Budapest University of Technology and Economics, H-1117, Pázmány P. 1/D, Budapest, Hungary
| | - G. Vattay
- Department of Physics of Complex Systems, Eötvös University, H-1518 Pf. 32, Budapest, Hungary and COMET group, Columbia University, New York, NY
| |
Collapse
|
39
|
Sáfár J, Lakosi L, Pavlicsek I, Veres A, Sekine T, Yoshihara K. Integral cross section of the99Tc(γ,γ′)99mTc reaction at 4 MeV. J Radioanal Nucl Chem 1993. [DOI: 10.1007/bf02163493] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
|
40
|
|
41
|
|
42
|
Puskás G, Veres A, Balazs G, Imre B. [Treatment of recurrent obstructive bronchitis in a subterranean salt mine]. Rev Pediatr Obstet Ginecol Pediatr 1979; 28:361-4. [PMID: 120597] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
|
43
|
|
44
|
|
45
|
|
46
|
|