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Englund E, Schmidt M, Nava AA, Klass S, Keiser L, Dan Q, Katz L, Yuzawa S, Keasling JD. Biosensor Guided Polyketide Synthases Engineering for Optimization of Domain Exchange Boundaries. Nat Commun 2023; 14:4871. [PMID: 37573440 PMCID: PMC10423236 DOI: 10.1038/s41467-023-40464-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2022] [Accepted: 07/28/2023] [Indexed: 08/14/2023] Open
Abstract
Type I modular polyketide synthases (PKSs) are multi-domain enzymes functioning like assembly lines. Many engineering attempts have been made for the last three decades to replace, delete and insert new functional domains into PKSs to produce novel molecules. However, inserting heterologous domains often destabilize PKSs, causing loss of activity and protein misfolding. To address this challenge, here we develop a fluorescence-based solubility biosensor that can quickly identify engineered PKSs variants with minimal structural disruptions. Using this biosensor, we screen a library of acyltransferase (AT)-exchanged PKS hybrids with randomly assigned domain boundaries, and we identify variants that maintain wild type production levels. We then probe each position in the AT linker region to determine how domain boundaries influence structural integrity and identify a set of optimized domain boundaries. Overall, we have successfully developed an experimentally validated, high-throughput method for making hybrid PKSs that produce novel molecules.
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Affiliation(s)
- Elias Englund
- Joint BioEnergy Institute, Emeryville, CA, USA
- School of Engineering Sciences in Chemistry, Biotechnology and Health, Science for Life Laboratory, KTH - Royal Institute of Technology, Stockholm, Sweden
| | - Matthias Schmidt
- Joint BioEnergy Institute, Emeryville, CA, USA
- Institute of Applied Microbiology, Aachen Biology and Biotechnology (ABBt), RWTH Aachen University, Aachen, Germany
- Biological Systems and Engineering Division, Lawrence Berkeley National laboratory, Berkeley, CA, USA
| | - Alberto A Nava
- Joint BioEnergy Institute, Emeryville, CA, USA
- Department of Chemical & Biomolecular Engineering, University of California, Berkeley, Berkeley, CA, USA
| | - Sarah Klass
- Joint BioEnergy Institute, Emeryville, CA, USA
- Biological Systems and Engineering Division, Lawrence Berkeley National laboratory, Berkeley, CA, USA
- Department of Chemical & Biomolecular Engineering, University of California, Berkeley, Berkeley, CA, USA
| | - Leah Keiser
- Joint BioEnergy Institute, Emeryville, CA, USA
- Department of Chemical & Biomolecular Engineering, University of California, Berkeley, Berkeley, CA, USA
| | - Qingyun Dan
- Joint BioEnergy Institute, Emeryville, CA, USA
- Biological Systems and Engineering Division, Lawrence Berkeley National laboratory, Berkeley, CA, USA
| | - Leonard Katz
- Joint BioEnergy Institute, Emeryville, CA, USA
- QB3, University of California, Berkeley, Berkeley, CA, USA
| | - Satoshi Yuzawa
- Joint BioEnergy Institute, Emeryville, CA, USA
- Biological Systems and Engineering Division, Lawrence Berkeley National laboratory, Berkeley, CA, USA
- Institute for Advanced Biosciences, Keio University, Tsuruoka, Yamagata, Japan
- Graduate school of Media and Governance, Keio University, Fujisawa, Kanagawa, Japan
| | - Jay D Keasling
- Joint BioEnergy Institute, Emeryville, CA, USA.
- Biological Systems and Engineering Division, Lawrence Berkeley National laboratory, Berkeley, CA, USA.
- Department of Chemical & Biomolecular Engineering, University of California, Berkeley, Berkeley, CA, USA.
- QB3, University of California, Berkeley, Berkeley, CA, USA.
- Department of Bioengineering, University of California, Berkeley, Berkeley, CA, USA.
- Center for Biosustainability, Danish Technical University, Lyngby, Denmark.
- Center for Synthetic biochemistry, Institute for Synthetic biology, Shenzhen Institute of Advanced Technology, Shenzhen, China.
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Englund E, Schmidt M, Nava AA, Lechner A, Deng K, Jocic R, Lin Y, Roberts J, Benites VT, Kakumanu R, Gin JW, Chen Y, Liu Y, Petzold CJ, Baidoo EEK, Northen TR, Adams PD, Katz L, Yuzawa S, Keasling JD. Expanding Extender Substrate Selection for Unnatural Polyketide Biosynthesis by Acyltransferase Domain Exchange within a Modular Polyketide Synthase. J Am Chem Soc 2023; 145:8822-8832. [PMID: 37057992 PMCID: PMC10141241 DOI: 10.1021/jacs.2c11027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/15/2023]
Abstract
Modular polyketide synthases (PKSs) are polymerases that employ α-carboxyacyl-CoAs as extender substrates. This enzyme family contains several catalytic modules, where each module is responsible for a single round of polyketide chain extension. Although PKS modules typically use malonyl-CoA or methylmalonyl-CoA for chain elongation, many other malonyl-CoA analogues are used to diversify polyketide structures in nature. Previously, we developed a method to alter an extension substrate of a given module by exchanging an acyltransferase (AT) domain while maintaining protein folding. Here, we report in vitro polyketide biosynthesis by 13 PKSs (the wild-type PKS and 12 AT-exchanged PKSs with unusual ATs) and 14 extender substrates. Our ∼200 in vitro reactions resulted in 13 structurally different polyketides, including several polyketides that have not been reported. In some cases, AT-exchanged PKSs produced target polyketides by >100-fold compared to the wild-type PKS. These data also indicate that most unusual AT domains do not incorporate malonyl-CoA and methylmalonyl-CoA but incorporate various rare extender substrates that are equal to in size or slightly larger than natural substrates. We developed a computational workflow to predict the approximate AT substrate range based on active site volumes to support the selection of ATs. These results greatly enhance our understanding of rare AT domains and demonstrate the benefit of using the proposed PKS engineering strategy to produce novel chemicals in vitro.
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Affiliation(s)
- Elias Englund
- Joint BioEnergy Institute, Emeryville, California 94608, United States
- Science for Life Laboratory, KTH - Royal Institute of Technology, 17165 Stockholm, Sweden
| | - Matthias Schmidt
- Joint BioEnergy Institute, Emeryville, California 94608, United States
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
- Institute of Applied Microbiology, Aachen Biology and Biotechnology, RWTH Aachen University, 52074 Aachen, Germany
| | - Alberto A Nava
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
- Department of Chemical and Biomolecular Engineering, University of California, Berkeley, California 94720, United States
| | - Anna Lechner
- Department of Chemical and Biomolecular Engineering, University of California, Berkeley, California 94720, United States
- Department of Bioengineering, University of California, Berkeley, California 94720, United States
| | - Kai Deng
- Joint BioEnergy Institute, Emeryville, California 94608, United States
- Department of Biomaterials and Biomanufacturing, Sandia National Laboratory, Livermore, California 94550, United States
| | - Renee Jocic
- Joint BioEnergy Institute, Emeryville, California 94608, United States
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Yingxin Lin
- Department of Molecular and Cell Biology, University of California, Berkeley, California 94720, United States
| | - Jacob Roberts
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
- Department of Bioengineering, University of California, Berkeley, California 94720, United States
| | - Veronica T Benites
- Joint BioEnergy Institute, Emeryville, California 94608, United States
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Ramu Kakumanu
- Joint BioEnergy Institute, Emeryville, California 94608, United States
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Jennifer W Gin
- Joint BioEnergy Institute, Emeryville, California 94608, United States
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Yan Chen
- Joint BioEnergy Institute, Emeryville, California 94608, United States
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Yuzhong Liu
- Department of Chemical and Biomolecular Engineering, University of California, Berkeley, California 94720, United States
- Department of Bioengineering, University of California, Berkeley, California 94720, United States
| | - Christopher J Petzold
- Joint BioEnergy Institute, Emeryville, California 94608, United States
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Edward E K Baidoo
- Joint BioEnergy Institute, Emeryville, California 94608, United States
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Trent R Northen
- Joint BioEnergy Institute, Emeryville, California 94608, United States
- Environmental Genomics and Systems Biology Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Paul D Adams
- Joint BioEnergy Institute, Emeryville, California 94608, United States
- Molecular Biophysics and Integrated Bioimaging Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
- Department of Bioengineering, University of California, Berkeley, California 94720, United States
| | - Leonard Katz
- Joint BioEnergy Institute, Emeryville, California 94608, United States
- QB3 Institute, University of California, Berkeley, California 94720, United States
| | - Satoshi Yuzawa
- Joint BioEnergy Institute, Emeryville, California 94608, United States
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
- Systems Biology Program, Graduate School of Media and Governance, Keio University, Fujisawa, Kanagawa 252-0882, Japan
- Institute of Advanced Biosciences, Keio University, Tsuruoka, Yamagata 997-0017, Japan
| | - Jay D Keasling
- Joint BioEnergy Institute, Emeryville, California 94608, United States
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
- Department of Chemical and Biomolecular Engineering, University of California, Berkeley, California 94720, United States
- Department of Bioengineering, University of California, Berkeley, California 94720, United States
- QB3 Institute, University of California, Berkeley, California 94720, United States
- Department of Biomaterials and Biomanufacturing, Sandia National Laboratory, Livermore, California 94550, United States
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kongens Lyngby 2800, Denmark
- Center for Synthetic Biochemistry, Shenzhen Institutes of Advanced Technologies, Shenzhen, Guangdong 518055, China
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Ohana-Levi N, Derumigny A, Peeters A, Ben-Gal A, Bahat I, Katz L, Netzer Y, Naor A, Cohen Y. A multifunctional matching algorithm for sample design in agricultural plots. Comput Electron Agric 2021; 187:None. [PMID: 34381288 PMCID: PMC8329933 DOI: 10.1016/j.compag.2021.106262] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/27/2020] [Revised: 06/07/2021] [Accepted: 06/08/2021] [Indexed: 06/13/2023]
Abstract
Collection of accurate and representative data from agricultural fields is required for efficient crop management. Since growers have limited available resources, there is a need for advanced methods to select representative points within a field in order to best satisfy sampling or sensing objectives. The main purpose of this work was to develop a data-driven method for selecting locations across an agricultural field given observations of some covariates at every point in the field. These chosen locations should be representative of the distribution of the covariates in the entire population and represent the spatial variability in the field. They can then be used to sample an unknown target feature whose sampling is expensive and cannot be realistically done at the population scale. An algorithm for determining these optimal sampling locations, namely the multifunctional matching (MFM) criterion, was based on matching of moments (functionals) between sample and population. The selected functionals in this study were standard deviation, mean, and Kendall's tau. An additional algorithm defined the minimal number of observations that could represent the population according to a desired level of accuracy. The MFM was applied to datasets from two agricultural plots: a vineyard and a peach orchard. The data from the plots included measured values of slope, topographic wetness index, normalized difference vegetation index, and apparent soil electrical conductivity. The MFM algorithm selected the number of sampling points according to a representation accuracy of 90% and determined the optimal location of these points. The algorithm was validated against values of vine or tree water status measured as crop water stress index (CWSI). Algorithm performance was then compared to two other sampling methods: the conditioned Latin hypercube sampling (cLHS) model and a uniform random sample with spatial constraints. Comparison among sampling methods was based on measures of similarity between the target variable population distribution and the distribution of the selected sample. MFM represented CWSI distribution better than the cLHS and the uniform random sampling, and the selected locations showed smaller deviations from the mean and standard deviation of the entire population. The MFM functioned better in the vineyard, where spatial variability was larger than in the orchard. In both plots, the spatial pattern of the selected samples captured the spatial variability of CWSI. MFM can be adjusted and applied using other moments/functionals and may be adopted by other disciplines, particularly in cases where small sample sizes are desired.
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Affiliation(s)
- N. Ohana-Levi
- Independent Researcher, Variability, Ashalim 85512, Israel
| | - A. Derumigny
- Department of Applied Mathematics, Delft University of Technology, Mourik Broekmanweg 6, 2628 XE Delft, the Netherlands
| | - A. Peeters
- TerraVision Lab, Midreshet Ben-Gurion 8499000, Israel
| | - A. Ben-Gal
- Institute of Soil, Water and Environmental Sciences, Agricultural Research Organization, Gilat Research Center, Mobile post Negev 2, 85280, Israel
| | - I. Bahat
- Institute of Agricultural Engineering, Agricultural Research Organization, Volcani Center, P.O. Box 15159, Rishon LeZion 7505101, Israel
- The Robert H. Smith Institute of Plant Sciences and Genetics in Agriculture, The Hebrew University of Jerusalem, The Robert H. Smith Faculty of Agriculture, Food & Environment, Rehovot 76100, Israel
| | - L. Katz
- Institute of Soil, Water and Environmental Sciences, Agricultural Research Organization, Gilat Research Center, Mobile post Negev 2, 85280, Israel
- Institute of Agricultural Engineering, Agricultural Research Organization, Volcani Center, P.O. Box 15159, Rishon LeZion 7505101, Israel
- The Robert H. Smith Institute of Plant Sciences and Genetics in Agriculture, The Hebrew University of Jerusalem, The Robert H. Smith Faculty of Agriculture, Food & Environment, Rehovot 76100, Israel
- Department of Soil and Water Sciences, The Robert H. Smith Faculty of Agriculture, Food and Environment, The Hebrew University of Jerusalem, P.O. Box 12, Rehovot 7610001, Israel
| | - Y. Netzer
- Department of Agriculture and Oenology, Eastern R&D Center, Israel
- Department of Chemical Engineering, Ariel University, Ariel 40700, Israel
| | - A. Naor
- Department of Precision Agriculture, MIGAL Galilee Research Institute, Kiryat Shmona 11016, Israel
| | - Y. Cohen
- Institute of Agricultural Engineering, Agricultural Research Organization, Volcani Center, P.O. Box 15159, Rishon LeZion 7505101, Israel
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Kedar I, Walsh L, Levi GR, Lieberman S, Shtaya AA, Nathan SN, Lagovsky I, Tomashov-Matar R, Goldenberg M, Basel-Salmon L, Katz L, Aleme O, Peretz TY, Hubert A, Rothstein D, Castellvi-Bel S, Walsh T, King MC, Pritchard CC, Levi Z, Half E, Laish I, Goldberg Y. A novel founder MSH2 deletion in Ethiopian Jews is mainly associated with early-onset colorectal cancer. Fam Cancer 2021; 21:181-188. [PMID: 33837488 DOI: 10.1007/s10689-021-00249-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2020] [Accepted: 03/29/2021] [Indexed: 11/27/2022]
Abstract
Lynch syndrome is an inherited cancer predisposition syndrome caused by germline defects in any of the mismatch repair (MMR) genes. Diagnosis of carriers makes precision prevention, early detection, and tailored treatment possible. Herein we report a novel founder deletion of 18,758 bp, mediated by Alu repeats on both sides, detected in Ethiopian Jews. The deletion, which encompasses exon 9-10 of the MSH2 coding sequence, is associated mainly with early-onset MSH2/MSH6-deficient colorectal cancer (CRC) and liposarcoma. Testing of 35 members of 5 seemingly unrelated families of Ethiopian origin yielded 10/21 (48%) carriers, of whom 9 had CRC. Age at first tumor diagnosis ranged from 16 to 89 years. Carriers from the oldest generations were diagnosed after age 45 years (mean 57), and carriers from the younger generation were diagnosed before age 45 years (mean 30). Awareness of this founder deletion is important to improve patient diagnosis, institute surveillance from an early age, and refer patients for genetic counseling addressing the risk of bi-allelic constitutional MMR deficiency syndrome.
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Affiliation(s)
- I Kedar
- The Raphael Recanati Genetics Institute, Rabin Medical Center - Beilinson Hospital, 39 Jabotinsky St., 4941492, Petach Tikva, Israel
| | - L Walsh
- Departments of Medicine and Genome Sciences, University of Washington, Seattle, WA, USA
| | - G Reznick Levi
- The Genetics Institute, Rambam Health Care Campus, Haifa, Israel
| | - S Lieberman
- Medical Genetics Institute, Shaare Zedek Medical Center, Jerusalem, Israel
| | - A Abu Shtaya
- Department of Internal Medicine, Carmel Medical Center, Haifa, Israel
| | - S Naftaly Nathan
- The Raphael Recanati Genetics Institute, Rabin Medical Center - Beilinson Hospital, 39 Jabotinsky St., 4941492, Petach Tikva, Israel
| | - I Lagovsky
- The Raphael Recanati Genetics Institute, Rabin Medical Center - Beilinson Hospital, 39 Jabotinsky St., 4941492, Petach Tikva, Israel
| | - R Tomashov-Matar
- The Raphael Recanati Genetics Institute, Rabin Medical Center - Beilinson Hospital, 39 Jabotinsky St., 4941492, Petach Tikva, Israel
| | - M Goldenberg
- The Raphael Recanati Genetics Institute, Rabin Medical Center - Beilinson Hospital, 39 Jabotinsky St., 4941492, Petach Tikva, Israel
| | - L Basel-Salmon
- The Raphael Recanati Genetics Institute, Rabin Medical Center - Beilinson Hospital, 39 Jabotinsky St., 4941492, Petach Tikva, Israel
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - L Katz
- Department of Gastroenterology and Hepatology, Hadassah Medical Center, Jerusalem, Israel
| | - O Aleme
- Genetics Institute, Emek Medical Center, Afula, Israel
| | - T Yablonski Peretz
- Sharett Institute of Oncology, Hebrew University-Hadassah Medical Center, Jerusalem, Israel
| | - A Hubert
- Gastrointestinal Cancer Center, Sharett Institute of Oncology, Hebrew University-Hadassah Medical Center, Jerusalem, Israel
| | | | - S Castellvi-Bel
- Gastroenterology Department, Institut D'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Hospital Clínic, Barcelona, Spain
| | - T Walsh
- Departments of Medicine and Genome Sciences, University of Washington, Seattle, WA, USA
| | - M C King
- Departments of Medicine and Genome Sciences, University of Washington, Seattle, WA, USA
| | - C C Pritchard
- Department of Laboratory Medicine, University of Washington, Seattle, WA, USA
| | - Z Levi
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
- Division of Gastroenterology, Rabin Medical Center - Beilinson Hospital, Petach Tikva, Israel
| | - E Half
- Department of Gastroenterology, Rambam Health Care Campus, Haifa, Israel
| | - I Laish
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
- Gastroenterology Institute, Chaim Sheba Medical Center, Tel Hashomer, Israel
| | - Y Goldberg
- The Raphael Recanati Genetics Institute, Rabin Medical Center - Beilinson Hospital, 39 Jabotinsky St., 4941492, Petach Tikva, Israel.
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
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Takemoto M, Menezes MO, Andreucci CB, Knobel R, Sousa L, Katz L, Fonseca EB, Nakamura-Pereira M, Magalhães CG, Diniz C, Melo A, Amorim M. Clinical characteristics and risk factors for mortality in obstetric patients with severe COVID-19 in Brazil: a surveillance database analysis. BJOG 2020; 127:1618-1626. [PMID: 32799381 PMCID: PMC7461482 DOI: 10.1111/1471-0528.16470] [Citation(s) in RCA: 48] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/07/2020] [Indexed: 12/22/2022]
Abstract
Objective To describe clinical characteristics of pregnant and postpartum women with severe COVID‐19 in Brazil and to examine risk factors for mortality. Design Cross‐sectional study based on secondary surveillance database analysis. Setting Nationwide Brazil. Population or sample 978 Brazilian pregnant and postpartum women notified as COVID‐19 Acute Respiratory Distress Syndrome (ARDS) cases with complete outcome (death or cure) up to 18 June 2020. Methods Data was abstracted from the Brazilian ARDS Surveillance System (ARDS‐SS) database. All eligible cases were included. Data on demographics, clinical characteristics, intensive care resources use and outcomes were collected. Risk factors for mortality were examined by multivariate logistic regression. Main outcome measures Case fatality rate. Results We identified 124 maternal deaths, corresponding to a case fatality rate among COVID‐19 ARDS cases in the obstetric population of 12.7%. At least one comorbidity was present in 48.4% of fatal cases compared with 24.9% in survival cases. Among women who died, 58.9% were admitted to ICU, 53.2% had invasive ventilation and 29.0% had no respiratory support. The multivariate logistic regression showed that the main risk factors for maternal death by COVID‐19 were being postpartum at onset of ARDS, obesity, diabetes and cardiovascular disease, whereas white ethnicity had a protective effect. Conclusions Negative outcomes of COVID‐19 in this population are affected by clinical characteristics but social determinants of health also seem to play a role. It is urgent to reinforce containment measures targeting the obstetric population and ensure high quality care throughout pregnancy and the postpartum period. Tweetable abstract A total of 124 COVID‐19 maternal deaths were identified in Brazil. Symptoms onset at postpartum and comorbidities are risk factors. A total of 124 COVID‐19 maternal deaths were identified in Brazil. Symptoms onset at postpartum and comorbidities are risk factors.
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Affiliation(s)
- Mls Takemoto
- Programa de Pós-graduação em Tocoginecologia, Medical School of Botucatu, São Paulo State University (UNESP), Botucatu, Brazil
| | - M O Menezes
- Programa de Pós-graduação em Tocoginecologia, Medical School of Botucatu, São Paulo State University (UNESP), Botucatu, Brazil
| | - C B Andreucci
- Department of Medicine, Universidade Federal de São Carlos (UFSCAR), São Carlos, Brazil
| | - R Knobel
- Department of Gynecology and Obstetrics, Universidade Federal de Santa Catarina (UFSC), Florianópolis, Brazil
| | - L Sousa
- Programa de Pós-Graduação Profissional em Saúde da Mulher e da Criança, Universidade Federal do Ceará (UFC), Fortaleza, Brazil
| | - L Katz
- Programa de Pós-graduação em Saúde Materno Infantil do IMIP, Instituto de Medicina Integral Professor Fernando Figueira (IMIP), Recife, Brazil
| | - E B Fonseca
- Division of Obstetrics and Gynecology, Universidade Federal da Paraíba, João Pessoa, Brazil
| | - M Nakamura-Pereira
- Fundação Oswaldo Cruz, Instituto Nacional de Saúde da Mulher, da Criança e do Adolescente Fernandes Figueira, Rio de Janeiro, Brazil
| | - C G Magalhães
- Department of Gynecology and Obstetrics, Medical School of Botucatu, São Paulo State University (UNESP), Botucatu, Brazil
| | - Csg Diniz
- Department of Health, Life Cycles and Society, School of Public Health, University of São Paulo, São Paulo, Brazil
| | - Aso Melo
- Departamento de Saúde da Mulher, Instituto de Pesquisa Professor Joaquim Amorim Neto, IPESQ, Campina Grande, Brazil
| | - Mmr Amorim
- Programa de Pós-graduação em Saúde Materno Infantil do IMIP, Instituto de Medicina Integral Professor Fernando Figueira (IMIP), Recife, Brazil
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Zargar A, Valencia L, Wang J, Lal R, Chang S, Werts M, Wong AR, Hernández AC, Benites V, Baidoo EE, Katz L, Keasling JD. A bimodular PKS platform that expands the biological design space. Metab Eng 2020; 61:389-396. [DOI: 10.1016/j.ymben.2020.07.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2020] [Revised: 07/03/2020] [Accepted: 07/04/2020] [Indexed: 01/21/2023]
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Zargar A, Lal R, Valencia L, Wang J, Backman TWH, Cruz-Morales P, Kothari A, Werts M, Wong AR, Bailey CB, Loubat A, Liu Y, Chen Y, Chang S, Benites VT, Hernández AC, Barajas JF, Thompson MG, Barcelos C, Anayah R, Martin HG, Mukhopadhyay A, Petzold CJ, Baidoo EEK, Katz L, Keasling JD. Chemoinformatic-Guided Engineering of Polyketide Synthases. J Am Chem Soc 2020; 142:9896-9901. [DOI: 10.1021/jacs.0c02549] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Amin Zargar
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
- QB3 Institute, University of California−Berkeley, 5885 Hollis Street, Fourth Floor, Emeryville, California 94608, United States
| | - Ravi Lal
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
| | - Luis Valencia
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
| | - Jessica Wang
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
| | - Tyler William H. Backman
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
| | - Pablo Cruz-Morales
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
| | - Ankita Kothari
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
| | - Miranda Werts
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
| | - Andrew R. Wong
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
| | - Constance B. Bailey
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
- QB3 Institute, University of California−Berkeley, 5885 Hollis Street, Fourth Floor, Emeryville, California 94608, United States
| | - Arthur Loubat
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
| | - Yuzhong Liu
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
| | - Yan Chen
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
| | - Samantha Chang
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
| | - Veronica T. Benites
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
- Department of Energy, Agile BioFoundry, Emeryville, California 94608, United States
| | - Amanda C. Hernández
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
| | - Jesus F. Barajas
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
- Department of Energy, Agile BioFoundry, Emeryville, California 94608, United States
| | - Mitchell G. Thompson
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
| | - Carolina Barcelos
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
| | - Rasha Anayah
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
| | - Hector Garcia Martin
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
- Department of Energy, Agile BioFoundry, Emeryville, California 94608, United States
- BCAM, Basque Center for Applied Mathematics, 48009 Bilbao, Spain
| | - Aindrila Mukhopadhyay
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
| | - Christopher J. Petzold
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
- Department of Energy, Agile BioFoundry, Emeryville, California 94608, United States
| | - Edward E. K. Baidoo
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
- Department of Energy, Agile BioFoundry, Emeryville, California 94608, United States
| | - Leonard Katz
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- QB3 Institute, University of California−Berkeley, 5885 Hollis Street, Fourth Floor, Emeryville, California 94608, United States
| | - Jay D. Keasling
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, California 94608, United States
- Biological Systems and Engineering, Lawrence Berkeley National Laboratory, Berkeley, California 94710, United States
- QB3 Institute, University of California−Berkeley, 5885 Hollis Street, Fourth Floor, Emeryville, California 94608, United States
- Department of Chemical & Biomolecular Engineering, University of California, Berkeley, California 94720, United States
- Department of Bioengineering, University of California, Berkeley, California 94720, United States
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8
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Blake-Hedges JM, Pereira JH, Cruz-Morales P, Thompson MG, Barajas JF, Chen J, Krishna RN, Chan LJG, Nimlos D, Alonso-Martinez C, Baidoo EEK, Chen Y, Gin JW, Katz L, Petzold CJ, Adams PD, Keasling JD. Structural Mechanism of Regioselectivity in an Unusual Bacterial Acyl-CoA Dehydrogenase. J Am Chem Soc 2020; 142:835-846. [PMID: 31793780 DOI: 10.1021/jacs.9b09187] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Terminal alkenes are easily derivatized, making them desirable functional group targets for polyketide synthase (PKS) engineering. However, they are rarely encountered in natural PKS systems. One mechanism for terminal alkene formation in PKSs is through the activity of an acyl-CoA dehydrogenase (ACAD). Herein, we use biochemical and structural analysis to understand the mechanism of terminal alkene formation catalyzed by an γ,δ-ACAD from the biosynthesis of the polyketide natural product FK506, TcsD. While TcsD is homologous to canonical α,β-ACADs, it acts regioselectively at the γ,δ-position and only on α,β-unsaturated substrates. Furthermore, this regioselectivity is controlled by a combination of bulky residues in the active site and a lateral shift in the positioning of the FAD cofactor within the enzyme. Substrate modeling suggests that TcsD utilizes a novel set of hydrogen bond donors for substrate activation and positioning, preventing dehydrogenation at the α,β position of substrates. From the structural and biochemical characterization of TcsD, key residues that contribute to regioselectivity and are unique to the protein family were determined and used to identify other putative γ,δ-ACADs that belong to diverse natural product biosynthetic gene clusters. These predictions are supported by the demonstration that a phylogenetically distant homologue of TcsD also regioselectively oxidizes α,β-unsaturated substrates. This work exemplifies a powerful approach to understand unique enzymatic reactions and will facilitate future enzyme discovery, inform enzyme engineering, and aid natural product characterization efforts.
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Affiliation(s)
- Jacquelyn M Blake-Hedges
- Department of Chemistry , University of California , Berkeley , California 94720 , United States.,Joint BioEnergy Institute , Emeryville , California 94608 , United States.,Biological Systems and Engineering Division , Lawrence Berkeley National Laboratory , Berkeley , California 94720 , United States
| | - Jose Henrique Pereira
- Joint BioEnergy Institute , Emeryville , California 94608 , United States.,Molecular Biophysics and Integrated Bioimaging , Lawrence Berkeley National Laboratory , Berkeley , California 94720 , United States
| | - Pablo Cruz-Morales
- Joint BioEnergy Institute , Emeryville , California 94608 , United States.,Biological Systems and Engineering Division , Lawrence Berkeley National Laboratory , Berkeley , California 94720 , United States
| | - Mitchell G Thompson
- Joint BioEnergy Institute , Emeryville , California 94608 , United States.,Biological Systems and Engineering Division , Lawrence Berkeley National Laboratory , Berkeley , California 94720 , United States.,Department of Plant and Microbial Biology , University of California-Berkeley , Berkeley , California 94720 , United States
| | - Jesus F Barajas
- Joint BioEnergy Institute , Emeryville , California 94608 , United States.,Biological Systems and Engineering Division , Lawrence Berkeley National Laboratory , Berkeley , California 94720 , United States.,Department of Plant and Microbial Biology , University of California-Berkeley , Berkeley , California 94720 , United States
| | - Jeffrey Chen
- Department of Chemistry , University of California , Berkeley , California 94720 , United States
| | - Rohith N Krishna
- Department of Chemistry , University of California , Berkeley , California 94720 , United States
| | - Leanne Jade G Chan
- Joint BioEnergy Institute , Emeryville , California 94608 , United States.,Biological Systems and Engineering Division , Lawrence Berkeley National Laboratory , Berkeley , California 94720 , United States
| | - Danika Nimlos
- Department of Chemistry , University of California , Berkeley , California 94720 , United States
| | - Catalina Alonso-Martinez
- Department of Chemistry , University of California , Berkeley , California 94720 , United States
| | - Edward E K Baidoo
- Joint BioEnergy Institute , Emeryville , California 94608 , United States.,Biological Systems and Engineering Division , Lawrence Berkeley National Laboratory , Berkeley , California 94720 , United States
| | - Yan Chen
- Joint BioEnergy Institute , Emeryville , California 94608 , United States.,Biological Systems and Engineering Division , Lawrence Berkeley National Laboratory , Berkeley , California 94720 , United States.,Department of Energy Agile BioFoundry , Emeryville , California 94608 , United States
| | - Jennifer W Gin
- Joint BioEnergy Institute , Emeryville , California 94608 , United States.,Biological Systems and Engineering Division , Lawrence Berkeley National Laboratory , Berkeley , California 94720 , United States.,Department of Energy Agile BioFoundry , Emeryville , California 94608 , United States
| | - Leonard Katz
- Joint BioEnergy Institute , Emeryville , California 94608 , United States.,QB3 Institute , University of California-Berkeley , Emeryville , California 94608 , United States
| | - Christopher J Petzold
- Joint BioEnergy Institute , Emeryville , California 94608 , United States.,Biological Systems and Engineering Division , Lawrence Berkeley National Laboratory , Berkeley , California 94720 , United States.,Department of Energy Agile BioFoundry , Emeryville , California 94608 , United States
| | - Paul D Adams
- Joint BioEnergy Institute , Emeryville , California 94608 , United States.,Biological Systems and Engineering Division , Lawrence Berkeley National Laboratory , Berkeley , California 94720 , United States.,Molecular Biophysics and Integrated Bioimaging , Lawrence Berkeley National Laboratory , Berkeley , California 94720 , United States
| | - Jay D Keasling
- Joint BioEnergy Institute , Emeryville , California 94608 , United States.,Biological Systems and Engineering Division , Lawrence Berkeley National Laboratory , Berkeley , California 94720 , United States.,QB3 Institute , University of California-Berkeley , Emeryville , California 94608 , United States.,Department of Chemical & Biomolecular Engineering, Department of Bioengineering , University of California-Berkeley , Berkeley , California 94720 , United States.,Novo Nordisk Foundation Center for Biosustainability , Technical University Denmark , DK2970 Horsholm , Denmark.,Center for Synthetic Biochemistry , Shenzhen Institutes for Advanced Technologies , Shenzhen 518055 , P. R. China
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9
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Garagozzo A, Katz L, Scott M, Hunter S. C-65 Transdiagnostic Factors of Social Impairment in Comorbid Autism Spectrum Disorder and Attention Deficit Hyperactivity Disorder. Arch Clin Neuropsychol 2019. [DOI: 10.1093/arclin/acz034.227] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Abstract
Objective
Comorbid Autism Spectrum Disorder (ASD) and ADHD are associated with greater symptom severity, including social impairment. Furthering work by Lerner, Pothoff, and Hunter (2015), we sought to identify unique and shared factors that contribute to parent-reported social deficits in children with ADHD, ASD, and ADHD+ASD. We hypothesized attention, hyperactivity, and motor skills would predict social deficits in ADHD, while functional communication and motor skills would predict social deficits in ASD; and additively, all factors would predict social deficits in ADHD+ASD.
Method
Utilizing a clinical database, we identified 236 participants (4-21 years; Mage = 10.6; 71% male; 28% African American; FSIQ M = 94.31) with diagnoses of ADHD, ASD, and ADHD+ASD. We examined FSIQ from the WISC-4/5, WPPSI-3, or DAS-2, motor skills and social impairment from the SIB-R and attention, hyperactivity, and functional communication from the BASC-2/3.
Results
Using hierarchical linear regression and controlling for FSIQ, hypotheses were partially supported. FSIQ was controlled for in each group. For ADHD, hyperactivity, functional communication, and motor skills contributed significantly to the model (p < .001), while for ASD, motor skills contributed significantly to the model (p < .001). For ASD + ADHD, functional communication and motor skills contributed significantly to the model (p < .001)
Conclusion
Results support previous findings that motor deficits and functional communication are associated with social impairment in children with ADHD and ASD, independently and comorbidly. This suggests that targeting motor dysfunction and functional communication concurrently may be effective for improving social interaction skills in children with ADHD +ASD.
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10
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Eng CH, Backman TWH, Bailey CB, Magnan C, García Martín H, Katz L, Baldi P, Keasling JD. ClusterCAD: a computational platform for type I modular polyketide synthase design. Nucleic Acids Res 2019; 46:D509-D515. [PMID: 29040649 PMCID: PMC5753242 DOI: 10.1093/nar/gkx893] [Citation(s) in RCA: 50] [Impact Index Per Article: 10.0] [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: 08/15/2017] [Accepted: 09/24/2017] [Indexed: 01/10/2023] Open
Abstract
ClusterCAD is a web-based toolkit designed to leverage the collinear structure and deterministic logic of type I modular polyketide synthases (PKSs) for synthetic biology applications. The unique organization of these megasynthases, combined with the diversity of their catalytic domain building blocks, has fueled an interest in harnessing the biosynthetic potential of PKSs for the microbial production of both novel natural product analogs and industrially relevant small molecules. However, a limited theoretical understanding of the determinants of PKS fold and function poses a substantial barrier to the design of active variants, and identifying strategies to reliably construct functional PKS chimeras remains an active area of research. In this work, we formalize a paradigm for the design of PKS chimeras and introduce ClusterCAD as a computational platform to streamline and simplify the process of designing experiments to test strategies for engineering PKS variants. ClusterCAD provides chemical structures with stereochemistry for the intermediates generated by each PKS module, as well as sequence- and structure-based search tools that allow users to identify modules based either on amino acid sequence or on the chemical structure of the cognate polyketide intermediate. ClusterCAD can be accessed at https://clustercad.jbei.org and at http://clustercad.igb.uci.edu.
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Affiliation(s)
- Clara H Eng
- Department of Chemical and Biomolecular Engineering, University of California, Berkeley, CA 94720, USA
| | - Tyler W H Backman
- Joint BioEnergy Institute, 5885 Hollis Street, Emeryville, CA 94608, USA.,Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA.,Department of Energy Agile BioFoundry, Emeryville, CA 94608, USA
| | - Constance B Bailey
- Joint BioEnergy Institute, 5885 Hollis Street, Emeryville, CA 94608, USA.,Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA
| | - Christophe Magnan
- Department of Computer Science, University of California, Irvine, CA 92697, USA.,Institute for Genomics and Bioinformatics, University of California, Irvine, CA 92697, USA
| | - Héctor García Martín
- Joint BioEnergy Institute, 5885 Hollis Street, Emeryville, CA 94608, USA.,Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA.,Department of Energy Agile BioFoundry, Emeryville, CA 94608, USA
| | - Leonard Katz
- QB3 Institute, University of California, Berkeley, CA 94720, USA
| | - Pierre Baldi
- Department of Computer Science, University of California, Irvine, CA 92697, USA.,Institute for Genomics and Bioinformatics, University of California, Irvine, CA 92697, USA
| | - Jay D Keasling
- Department of Chemical and Biomolecular Engineering, University of California, Berkeley, CA 94720, USA.,Joint BioEnergy Institute, 5885 Hollis Street, Emeryville, CA 94608, USA.,Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA.,Department of Energy Agile BioFoundry, Emeryville, CA 94608, USA.,QB3 Institute, University of California, Berkeley, CA 94720, USA.,Department of Bioengineering, University of California, Berkeley, CA 94720, USA.,Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, DK2970 Horsholm, Denmark
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11
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Yuzawa S, Mirsiaghi M, Jocic R, Fujii T, Masson F, Benites VT, Baidoo EEK, Sundstrom E, Tanjore D, Pray TR, George A, Davis RW, Gladden JM, Simmons BA, Katz L, Keasling JD. Short-chain ketone production by engineered polyketide synthases in Streptomyces albus. Nat Commun 2018; 9:4569. [PMID: 30385744 PMCID: PMC6212451 DOI: 10.1038/s41467-018-07040-0] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [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: 04/03/2018] [Accepted: 09/26/2018] [Indexed: 01/14/2023] Open
Abstract
Microbial production of fuels and commodity chemicals has been performed primarily using natural or slightly modified enzymes, which inherently limits the types of molecules that can be produced. Type I modular polyketide synthases (PKSs) are multi-domain enzymes that can produce unique and diverse molecular structures by combining particular types of catalytic domains in a specific order. This catalytic mechanism offers a wealth of engineering opportunities. Here we report engineered microbes that produce various short-chain (C5-C7) ketones using hybrid PKSs. Introduction of the genes into the chromosome of Streptomyces albus enables it to produce >1 g · l-1 of C6 and C7 ethyl ketones and several hundred mg · l-1 of C5 and C6 methyl ketones from plant biomass hydrolysates. Engine tests indicate these short-chain ketones can be added to gasoline as oxygenates to increase the octane of gasoline. Together, it demonstrates the efficient and renewable microbial production of biogasolines by hybrid enzymes.
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Affiliation(s)
- Satoshi Yuzawa
- Biogical Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California, 94720, United States. .,Joint BioEnegy Institute, Emeryville, California, 94608, United States. .,Biotechnology Research Center, The University of Tokyo, Tokyo, 113-8657, Japan.
| | - Mona Mirsiaghi
- Biogical Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California, 94720, United States.,Advanced Biofuels & Bioproducts Process Development Unit, Lawrence Berkeley National Laboratory, Berkeley, California, 94720, United States
| | - Renee Jocic
- Biogical Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California, 94720, United States
| | - Tatsuya Fujii
- Joint BioEnegy Institute, Emeryville, California, 94608, United States.,Research Institute for Sustainable Chemistry, Institute for Synthetic Biology, National Institute of Advanced Industrial Science and Technology, Higashi-hiroshima, Hiroshima, 739-0046, Japan
| | - Fabrice Masson
- Biogical Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California, 94720, United States.,Advanced Biofuels & Bioproducts Process Development Unit, Lawrence Berkeley National Laboratory, Berkeley, California, 94720, United States
| | - Veronica T Benites
- Biogical Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California, 94720, United States.,Joint BioEnegy Institute, Emeryville, California, 94608, United States
| | - Edward E K Baidoo
- Biogical Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California, 94720, United States.,Joint BioEnegy Institute, Emeryville, California, 94608, United States
| | - Eric Sundstrom
- Biogical Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California, 94720, United States.,Advanced Biofuels & Bioproducts Process Development Unit, Lawrence Berkeley National Laboratory, Berkeley, California, 94720, United States
| | - Deepti Tanjore
- Biogical Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California, 94720, United States.,Advanced Biofuels & Bioproducts Process Development Unit, Lawrence Berkeley National Laboratory, Berkeley, California, 94720, United States
| | - Todd R Pray
- Biogical Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California, 94720, United States.,Advanced Biofuels & Bioproducts Process Development Unit, Lawrence Berkeley National Laboratory, Berkeley, California, 94720, United States
| | - Anthe George
- Joint BioEnegy Institute, Emeryville, California, 94608, United States.,Department of Biomass Science and Conversion Technologies, Sandia National Laboratory, Livermore, California, 94551, United States
| | - Ryan W Davis
- Department of Biomass Science and Conversion Technologies, Sandia National Laboratory, Livermore, California, 94551, United States
| | - John M Gladden
- Joint BioEnegy Institute, Emeryville, California, 94608, United States.,Department of Biomass Science and Conversion Technologies, Sandia National Laboratory, Livermore, California, 94551, United States
| | - Blake A Simmons
- Biogical Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California, 94720, United States.,Joint BioEnegy Institute, Emeryville, California, 94608, United States
| | - Leonard Katz
- Joint BioEnegy Institute, Emeryville, California, 94608, United States.,QB3 Institute, University of California, Berkeley, California, 94720, United States
| | - Jay D Keasling
- Biogical Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California, 94720, United States. .,Joint BioEnegy Institute, Emeryville, California, 94608, United States. .,QB3 Institute, University of California, Berkeley, California, 94720, United States. .,Department of Bioengineering, University of California, Berkeley, California, 94720, United States. .,Department of Chemical and Biomolecular Engineering, University of California, Berkeley, California, 94720, United States. .,Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Building 220, Kemitorvet, DK-2800, Kgs, Lyngby, Denmark. .,Center for Synthetic Biochemistry, Shenzhen Institutes for Advanced Technologies, Shenzhen, Guangdong, 518055, China.
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12
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Katz L, Sunnquist M, Garagozzo A, Scott M, Hunter S. PGR - 2Neuropsychological Functioning Following Methotrexate Neurotoxicity Stroke in an 11-Year-Old Female with Acute Lymphoblastic Leukemia. Arch Clin Neuropsychol 2018. [DOI: 10.1093/arclin/acy059.02] [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: 11/14/2022] Open
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13
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Curran SC, Hagen A, Poust S, Chan LJG, Garabedian BM, de Rond T, Baluyot MJ, Vu JT, Lau AK, Yuzawa S, Petzold CJ, Katz L, Keasling JD. Probing the Flexibility of an Iterative Modular Polyketide Synthase with Non-Native Substrates in Vitro. ACS Chem Biol 2018; 13:2261-2268. [PMID: 29912551 DOI: 10.1021/acschembio.8b00422] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
In the search for molecular machinery for custom biosynthesis of valuable compounds, the modular type I polyketide synthases (PKSs) offer great potential. In this study, we investigate the flexibility of BorM5, the iterative fifth module of the borrelidin synthase, with a panel of non-native priming substrates in vitro. BorM5 differentially extends various aliphatic and substituted substrates. Depending on substrate size and substitution BorM5 can exceed the three iterations it natively performs. To probe the effect of methyl branching on chain length regulation, we engineered a BorM5 variant capable of incorporating methylmalonyl- and malonyl-CoA into its intermediates. Intermediate methylation did not affect overall chain length, indicating that the enzyme does not to count methyl branches to specify the number of iterations. In addition to providing regulatory insight about BorM5, we produced dozens of novel methylated intermediates that might be used for production of various hydrocarbons or pharmaceuticals. These findings enable rational engineering and recombination of BorM5 and inform the study of other iterative modules.
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Affiliation(s)
- Samuel C. Curran
- Joint Bioenergy Institute, 5885 Hollis Street, Emeryville California 94608, United States
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Andrew Hagen
- Joint Bioenergy Institute, 5885 Hollis Street, Emeryville California 94608, United States
| | - Sean Poust
- Joint Bioenergy Institute, 5885 Hollis Street, Emeryville California 94608, United States
| | - Leanne Jade G. Chan
- Joint Bioenergy Institute, 5885 Hollis Street, Emeryville California 94608, United States
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Brett M. Garabedian
- Joint Bioenergy Institute, 5885 Hollis Street, Emeryville California 94608, United States
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Tristan de Rond
- Joint Bioenergy Institute, 5885 Hollis Street, Emeryville California 94608, United States
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Marian-Joy Baluyot
- Joint Bioenergy Institute, 5885 Hollis Street, Emeryville California 94608, United States
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Jonathan T. Vu
- Joint Bioenergy Institute, 5885 Hollis Street, Emeryville California 94608, United States
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Andrew K. Lau
- Joint Bioenergy Institute, 5885 Hollis Street, Emeryville California 94608, United States
| | - Satoshi Yuzawa
- Joint Bioenergy Institute, 5885 Hollis Street, Emeryville California 94608, United States
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Christopher J. Petzold
- Joint Bioenergy Institute, 5885 Hollis Street, Emeryville California 94608, United States
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Leonard Katz
- Joint Bioenergy Institute, 5885 Hollis Street, Emeryville California 94608, United States
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Jay D. Keasling
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Hørsholm, Denmark
- Center for Synthetic Biochemistry, Institute for Synthetic Biology, Shenzhen Institutes for Advanced Technologies, Shenzhen, China
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14
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Katz L, Chen YY, Gonzalez R, Peterson TC, Zhao H, Baltz RH. Synthetic biology advances and applications in the biotechnology industry: a perspective. ACTA ACUST UNITED AC 2018; 45:449-461. [DOI: 10.1007/s10295-018-2056-y] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2018] [Accepted: 06/06/2018] [Indexed: 12/22/2022]
Abstract
Abstract
Synthetic biology is a logical extension of what has been called recombinant DNA (rDNA) technology or genetic engineering since the 1970s. As rDNA technology has been the driver for the development of a thriving biotechnology industry today, starting with the commercialization of biosynthetic human insulin in the early 1980s, synthetic biology has the potential to take the industry to new heights in the coming years. Synthetic biology advances have been driven by dramatic cost reductions in DNA sequencing and DNA synthesis; by the development of sophisticated tools for genome editing, such as CRISPR/Cas9; and by advances in informatics, computational tools, and infrastructure to facilitate and scale analysis and design. Synthetic biology approaches have already been applied to the metabolic engineering of microorganisms for the production of industrially important chemicals and for the engineering of human cells to treat medical disorders. It also shows great promise to accelerate the discovery and development of novel secondary metabolites from microorganisms through traditional, engineered, and combinatorial biosynthesis. We anticipate that synthetic biology will continue to have broadening impacts on the biotechnology industry to address ongoing issues of human health, world food supply, renewable energy, and industrial chemicals and enzymes.
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Affiliation(s)
- Leonard Katz
- 0000 0001 2181 7878 grid.47840.3f QB3 Institute University of California-Berkeley 5885 Hollis St., 4th Floor 94608 Emeryville CA USA
| | - Yvonne Y Chen
- 0000 0000 9632 6718 grid.19006.3e Department of Chemical and Biomolecular Engineering University of California-Los Angeles 420 Westwood Plaza, Boelter Hall 5531 90095 Los Angeles CA USA
| | - Ramon Gonzalez
- 0000 0004 1936 8278 grid.21940.3e Departments of Chemical and Biomolecular Engineering and Bioengineering Rice University 6100 Main Street 77005 Houston TX USA
| | - Todd C Peterson
- grid.427368.c Synthetic Genomics, Inc. 11149 North Torrey Pines Road 92037 La Jolla CA USA
| | - Huimin Zhao
- 0000 0004 1936 9991 grid.35403.31 Department of Chemical and Biomolecular Engineering University of Illinois 600 South Mathews Avenue 61801 Urbana IL USA
| | - Richard H Baltz
- CognoGen Biotechnology Consulting 7636 Andora Drive 34238 Sarasota FL USA
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15
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Krink-Koutsoubelis N, Loechner AC, Lechner A, Link H, Denby CM, Vögeli B, Erb TJ, Yuzawa S, Jakociunas T, Katz L, Jensen MK, Sourjik V, Keasling JD. Engineered Production of Short-Chain Acyl-Coenzyme A Esters in Saccharomyces cerevisiae. ACS Synth Biol 2018; 7:1105-1115. [PMID: 29498824 DOI: 10.1021/acssynbio.7b00466] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Short-chain acyl-coenzyme A esters serve as intermediate compounds in fatty acid biosynthesis, and the production of polyketides, biopolymers and other value-added chemicals. S. cerevisiae is a model organism that has been utilized for the biosynthesis of such biologically and economically valuable compounds. However, its limited repertoire of short-chain acyl-CoAs effectively prevents its application as a production host for a plethora of natural products. Therefore, we introduced biosynthetic metabolic pathways to five different acyl-CoA esters into S. cerevisiae. Our engineered strains provide the following acyl-CoAs: propionyl-CoA, methylmalonyl-CoA, n-butyryl-CoA, isovaleryl-CoA and n-hexanoyl-CoA. We established a yeast-specific metabolite extraction protocol to determine the intracellular acyl-CoA concentrations in the engineered strains. Propionyl-CoA was produced at 4-9 μM; methylmalonyl-CoA at 0.5 μM; and isovaleryl-CoA, n-butyryl-CoA, and n-hexanoyl-CoA at 6 μM each. The acyl-CoAs produced in this study are common building blocks of secondary metabolites and will enable the engineered production of a variety of natural products in S. cerevisiae. By providing this toolbox of acyl-CoA producing strains, we have laid the foundation to explore S. cerevisiae as a heterologous production host for novel secondary metabolites.
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Affiliation(s)
- Nicolas Krink-Koutsoubelis
- Max Planck Institute for Terrestrial Microbiology, 35043 Marburg, Germany
- LOEWE Center for Synthetic Microbiology (SYNMIKRO), 35043 Marburg, Germany
| | - Anne C. Loechner
- Max Planck Institute for Terrestrial Microbiology, 35043 Marburg, Germany
- LOEWE Center for Synthetic Microbiology (SYNMIKRO), 35043 Marburg, Germany
| | - Anna Lechner
- Joint BioEnergy Institute, Emeryville, California 94608, United States
| | - Hannes Link
- Max Planck Institute for Terrestrial Microbiology, 35043 Marburg, Germany
- LOEWE Center for Synthetic Microbiology (SYNMIKRO), 35043 Marburg, Germany
| | - Charles M. Denby
- Joint BioEnergy Institute, Emeryville, California 94608, United States
- Biological System & Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Bastian Vögeli
- Max Planck Institute for Terrestrial Microbiology, 35043 Marburg, Germany
- LOEWE Center for Synthetic Microbiology (SYNMIKRO), 35043 Marburg, Germany
| | - Tobias J. Erb
- Max Planck Institute for Terrestrial Microbiology, 35043 Marburg, Germany
- LOEWE Center for Synthetic Microbiology (SYNMIKRO), 35043 Marburg, Germany
| | - Satoshi Yuzawa
- Joint BioEnergy Institute, Emeryville, California 94608, United States
- Biological System & Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Tadas Jakociunas
- The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800 Kgs. Lyngby, Denmark
| | - Leonard Katz
- Synthetic Biology Engineering Research Center, Emeryville, California 94608, United States
| | - Michael K. Jensen
- The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800 Kgs. Lyngby, Denmark
| | - Victor Sourjik
- Max Planck Institute for Terrestrial Microbiology, 35043 Marburg, Germany
- LOEWE Center for Synthetic Microbiology (SYNMIKRO), 35043 Marburg, Germany
| | - Jay D. Keasling
- Joint BioEnergy Institute, Emeryville, California 94608, United States
- Biological System & Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
- Synthetic Biology Engineering Research Center, Emeryville, California 94608, United States
- Department of Chemical and Biomolecular Engineering & Department of Bioengineering, University of California, Berkeley, California 94720, United States
- The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, 2800 Kgs. Lyngby, Denmark
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16
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Yuzawa S, Bailey CB, Fujii T, Jocic R, Barajas JF, Benites VT, Baidoo EEK, Chen Y, Petzold CJ, Katz L, Keasling JD. Heterologous Gene Expression of N-Terminally Truncated Variants of LipPks1 Suggests a Functionally Critical Structural Motif in the N-terminus of Modular Polyketide Synthase. ACS Chem Biol 2017; 12:2725-2729. [PMID: 29028314 DOI: 10.1021/acschembio.7b00714] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Streptomyces genomes have a high G + C content and typically use an ATG or GTG codon to initiate protein synthesis. Although gene-finding tools perform well in low GC genomes, it is known that the accuracy in predicting a translational start site (TSS) is much less for high GC genomes. LipPks1 is a Streptomyces-derived, well-characterized modular polyketide synthase (PKS). Using this enzyme as a model, we experimentally investigated the effects of alternative TSSs using a heterologous host, Streptomyces venezuelae. One of the TSSs employed boosted the protein level by 59-fold and the product yield by 23-fold compared to the originally annotated start codon. Interestingly, a structural model of the PKS indicated the presence of a structural motif in the N-terminus, which may explain the observed different protein levels together with a proline and arginine-rich sequence that may inhibit translational initiation. This structure was also found in six other modular PKSs that utilize noncarboxylated starter substrates, which may guide the selection of optimal TSSs in conjunction with start-codon prediction software.
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Affiliation(s)
- Satoshi Yuzawa
- Biogical
Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
- Joint BioEnegy Institute, Emeryville, California 94608, United States
- Agile BioFoundary, Emeryville, California 94608, United States
| | - Constance B. Bailey
- Biogical
Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
| | - Tatsuya Fujii
- Research
Institute for Sustainable Chemistry, National Institute of Advanced Industrial Science and Technology, Higashi-hiroshima, Hiroshima, 739-0046, Japan
| | - Renee Jocic
- Biogical
Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
- Agile BioFoundary, Emeryville, California 94608, United States
| | | | - Veronica T. Benites
- Biogical
Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
- Joint BioEnegy Institute, Emeryville, California 94608, United States
- Agile BioFoundary, Emeryville, California 94608, United States
| | - Edward E. K. Baidoo
- Biogical
Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
- Joint BioEnegy Institute, Emeryville, California 94608, United States
- Agile BioFoundary, Emeryville, California 94608, United States
| | - Yan Chen
- Biogical
Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
- Joint BioEnegy Institute, Emeryville, California 94608, United States
| | - Christopher J. Petzold
- Biogical
Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
- Joint BioEnegy Institute, Emeryville, California 94608, United States
- Agile BioFoundary, Emeryville, California 94608, United States
| | - Leonard Katz
- QB3
Institute, University of California, Berkeley, California 94720, United States
| | - Jay D. Keasling
- Biogical
Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94720, United States
- Joint BioEnegy Institute, Emeryville, California 94608, United States
- QB3
Institute, University of California, Berkeley, California 94720, United States
- Department
of Bioengineering, University of California, Berkeley, California 94720, United States
- Department
of Chemical and Biomolecular Engineering, University of California, Berkeley, California 94720, United States
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17
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Gorovets D, Wu P, Ahmed I, Cohen P, Ishaq O, Katz L, Oh P, Shaikh F, Tam M, Rawn E, Du K, Vega RM. Development and Implementation of a Statistics Curriculum for Radiation Oncology Residents. Int J Radiat Oncol Biol Phys 2017. [DOI: 10.1016/j.ijrobp.2017.06.893] [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]
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18
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Zargar A, Bailey CB, Haushalter RW, Eiben CB, Katz L, Keasling JD. Leveraging microbial biosynthetic pathways for the generation of 'drop-in' biofuels. Curr Opin Biotechnol 2017; 45:156-163. [PMID: 28427010 DOI: 10.1016/j.copbio.2017.03.004] [Citation(s) in RCA: 47] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2016] [Revised: 02/24/2017] [Accepted: 03/03/2017] [Indexed: 01/21/2023]
Abstract
Advances in retooling microorganisms have enabled bioproduction of 'drop-in' biofuels, fuels that are compatible with existing spark-ignition, compression-ignition, and gas-turbine engines. As the majority of petroleum consumption in the United States consists of gasoline (47%), diesel fuel and heating oil (21%), and jet fuel (8%), 'drop-in' biofuels that replace these petrochemical sources are particularly attractive. In this review, we discuss the application of aldehyde decarbonylases to produce gasoline substitutes from fatty acid products, a recently crystallized reductase that could hydrogenate jet fuel precursors from terpene synthases, and the exquisite control of polyketide synthases to produce biofuels with desired physical properties (e.g., lower freezing points). With our increased understanding of biosynthetic logic of metabolic pathways, we discuss the unique advantages of fatty acid, terpene, and polyketide synthases for the production of bio-based gasoline, diesel and jet fuel.
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Affiliation(s)
- Amin Zargar
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, CA 94608, United States; QB3 Institute, University of California-Berkeley, 5885 Hollis Street, 4th Floor, Emeryville, CA 94608, United States
| | - Constance B Bailey
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, CA 94608, United States; Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, United States
| | - Robert W Haushalter
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, CA 94608, United States; Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, United States
| | - Christopher B Eiben
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, CA 94608, United States; Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, United States
| | - Leonard Katz
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, CA 94608, United States; QB3 Institute, University of California-Berkeley, 5885 Hollis Street, 4th Floor, Emeryville, CA 94608, United States; Synthetic Biology Engineering Research Center, University of California, Berkeley, CA 94720, United States
| | - Jay D Keasling
- Joint BioEnergy Institute, Lawrence Berkeley National Laboratory, Emeryville, CA 94608, United States; Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, United States; QB3 Institute, University of California-Berkeley, 5885 Hollis Street, 4th Floor, Emeryville, CA 94608, United States; Synthetic Biology Engineering Research Center, University of California, Berkeley, CA 94720, United States; Department of Chemical & Biomolecular Engineering, Department of Bioengineering, University of California, Berkeley, CA 94720, United States; Novo Nordisk Foundation Center for Biosustainability, Technical University Denmark, DK2970 Horsholm, Denmark.
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19
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Phelan RM, Sachs D, Petkiewicz SJ, Barajas JF, Blake-Hedges JM, Thompson MG, Reider Apel A, Rasor BJ, Katz L, Keasling JD. Development of Next Generation Synthetic Biology Tools for Use in Streptomyces venezuelae. ACS Synth Biol 2017; 6:159-166. [PMID: 27605473 DOI: 10.1021/acssynbio.6b00202] [Citation(s) in RCA: 56] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Streptomyces have a rich history as producers of important natural products and this genus of bacteria has recently garnered attention for its potential applications in the broader context of synthetic biology. However, the dearth of genetic tools available to control and monitor protein production precludes rapid and predictable metabolic engineering that is possible in hosts such as Escherichia coli or Saccharomyces cerevisiae. In an effort to improve genetic tools for Streptomyces venezuelae, we developed a suite of standardized, orthogonal integration vectors and an improved method to monitor protein production in this host. These tools were applied to characterize heterologous promoters and various attB chromosomal integration sites. A final study leveraged the characterized toolset to demonstrate its use in producing the biofuel precursor bisabolene using a chromosomally integrated expression system. These tools advance S. venezuelae to be a practical host for future metabolic engineering efforts.
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Affiliation(s)
- Ryan M. Phelan
- Joint Bioenergy Institute, 5885 Hollis Street, Emeryville, California 94608, United States
| | - Daniel Sachs
- Joint Bioenergy Institute, 5885 Hollis Street, Emeryville, California 94608, United States
| | - Shayne J. Petkiewicz
- Joint Bioenergy Institute, 5885 Hollis Street, Emeryville, California 94608, United States
| | - Jesus F. Barajas
- Joint Bioenergy Institute, 5885 Hollis Street, Emeryville, California 94608, United States
| | | | | | - Amanda Reider Apel
- Joint Bioenergy Institute, 5885 Hollis Street, Emeryville, California 94608, United States
| | - Blake J. Rasor
- Department
of Biology, Miami University, 212 Pearson Hall, Oxford, Ohio 45046, United States
| | | | - Jay D. Keasling
- Joint Bioenergy Institute, 5885 Hollis Street, Emeryville, California 94608, United States
- Novo
Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kogle Allé, DK2970-Hørsholm, Denmark
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20
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Yuzawa S, Deng K, Wang G, Baidoo EEK, Northen TR, Adams PD, Katz L, Keasling JD. Comprehensive in Vitro Analysis of Acyltransferase Domain Exchanges in Modular Polyketide Synthases and Its Application for Short-Chain Ketone Production. ACS Synth Biol 2017; 6:139-147. [PMID: 27548700 DOI: 10.1021/acssynbio.6b00176] [Citation(s) in RCA: 84] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Type I modular polyketide synthases (PKSs) are polymerases that utilize acyl-CoAs as substrates. Each polyketide elongation reaction is catalyzed by a set of protein domains called a module. Each module usually contains an acyltransferase (AT) domain, which determines the specific acyl-CoA incorporated into each condensation reaction. Although a successful exchange of individual AT domains can lead to the biosynthesis of a large variety of novel compounds, hybrid PKS modules often show significantly decreased activities. Using monomodular PKSs as models, we have systematically analyzed the segments of AT domains and associated linkers in AT exchanges in vitro and have identified the boundaries within a module that can be used to exchange AT domains while maintaining protein stability and enzyme activity. Importantly, the optimized domain boundary is highly conserved, which facilitates AT domain replacements in most type I PKS modules. To further demonstrate the utility of the optimized AT domain boundary, we have constructed hybrid PKSs to produce industrially important short-chain ketones. Our in vitro and in vivo analysis demonstrated production of predicted ketones without significant loss of activities of the hybrid enzymes. These results greatly enhance the mechanistic understanding of PKS modules and prove the benefit of using engineered PKSs as a synthetic biology tool for chemical production.
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Affiliation(s)
| | - Kai Deng
- Joint BioEnergy Institute, Emeryville, California 94608, United States
- Sandia National Laboratories, Livermore, California 94551, United States
| | - George Wang
- Joint BioEnergy Institute, Emeryville, California 94608, United States
| | | | - Trent R. Northen
- Joint BioEnergy Institute, Emeryville, California 94608, United States
| | - Paul D. Adams
- Joint BioEnergy Institute, Emeryville, California 94608, United States
| | - Leonard Katz
- Synthetic Biology Research Center, Emeryville, California 94608, United States
| | - Jay D. Keasling
- Joint BioEnergy Institute, Emeryville, California 94608, United States
- Synthetic Biology Research Center, Emeryville, California 94608, United States
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kogle Allé, DK2970-Hørsholm, Denmark
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21
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Yuzawa S, Keasling JD, Katz L. Bio-based production of fuels and industrial chemicals by repurposing antibiotic-producing type I modular polyketide synthases: opportunities and challenges. J Antibiot (Tokyo) 2016; 70:378-385. [PMID: 27847387 DOI: 10.1038/ja.2016.136] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2016] [Revised: 10/10/2016] [Accepted: 10/14/2016] [Indexed: 11/09/2022]
Abstract
Complex polyketides comprise a large number of natural products that have broad application in medicine and agriculture. They are produced in bacteria and fungi from large enzyme complexes named type I modular polyketide synthases (PKSs) that are composed of multifunctional polypeptides containing discrete enzymatic domains organized into modules. The modular nature of PKSs has enabled a multitude of efforts to engineer the PKS genes to produce novel polyketides of predicted structure. We have repurposed PKSs to produce a number of short-chain mono- and di-carboxylic acids and ketones that could have applications as fuels or industrial chemicals.
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Affiliation(s)
- Satoshi Yuzawa
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Jay D Keasling
- Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA, USA.,QB3 Institute, University of California, Berkeley, CA, USA.,Joint BioEnergy Institute, Emeryville, CA, USA.,Department of Bioengineering, University of California, Berkeley, CA, USA.,Department of Chemical and Biomolecular Engineering, University of California, Berkeley, CA, USA.,Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Hørsholm, Denmark
| | - Leonard Katz
- QB3 Institute, University of California, Berkeley, CA, USA
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22
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Pratt SD, Xuei X, Mackinnon AC, Nilius AM, Hensey-Rudloff DM, Zhong P, Katz L. Development of a Coupled VanA/VanX Assay: Screening for Inhibitors of Glycopeptide Resistance. ACTA ACUST UNITED AC 2016. [DOI: 10.1177/108705719700200409] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Resistance in Enterococcus faecium to the glycopeptide antibiotics vancomycin and teicoplanin is encoded by five genes: vanR, vanS, vanH, vanA, and vanX.1 The mechanism of resistance involves replacement of the dipeptide D-Ala-D-Ala, destined for the peptidoglycan layer with the depsipeptide D-Ala-D-lactate. This alteration lowers the binding affinity of vancomycin for the bacterial cell wall by a factor of 1000. The functions of VanA and VanX are the ligation of D-Ala and D-lactate, and the hydrolysis of D-Ala-D-Ala, respectively. We report here the overexpression of both genes as well as the D-Ala-D-Ala ligase (Ddl) from Enterococcus faecium, development of a coupled assay and several inhibitors obtained by high-throughput screening (HTS). All genes were expressed in E. coli by translational coupling to kdsB, the CMP-KDO synthetase gene, under control of a modified lac promoter. The coupled VanA/VanX assay employs colorimetric detection of inorganic phosphate (Pi) released in the VanA ligation reaction, with the VanX dipeptidase activity providing the D-Ala substrate for VanA. A secondary VanX assay uses cadmium-ninhydrin calorimetric detection of free amino acid released by the dipeptidase activity of the enzyme on D-Ala-D-Ala. We have also developed an assay using Ddl ligase. Over 250,000 compounds have been screened to date using the coupled assay.
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Affiliation(s)
- Steven D. Pratt
- Pharmaceutical Products Division, Abbott Laboratories, Abbott Park, IL 60064
| | - Xiaoling Xuei
- Pharmaceutical Products Division, Abbott Laboratories, Abbott Park, IL 60064
| | | | - Angela M. Nilius
- Pharmaceutical Products Division, Abbott Laboratories, Abbott Park, IL 60064
| | | | - Ping Zhong
- Pharmaceutical Products Division, Abbott Laboratories, Abbott Park, IL 60064
| | - Leonard Katz
- Pharmaceutical Products Division, Abbott Laboratories, Abbott Park, IL 60064
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23
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24
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Shaywitz BA, Shaywitz SE, Pugh KR, Skudlarski P, Fulbright RK, Constable R, Fletcher JM, Liberman AM, Shankweiler DP, Katz L, Bronen RA, Marchione KE, Lacadie C, Gore JC. The Functional Organization of Brain for Reading and Reading Disability (Dyslexia. Neuroscientist 2016. [DOI: 10.1177/107385849600200413] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Converging evidence from many lines of investigation now indicates that dyslexia (reading disability) represents a disorder affecting linguistic systems in brain. Furthermore, these studies point to deficits in one particular component of the language system—phonological processing—as the most severe, robust, and consistent findings in children and adults with dyslexia (the "phonological deficit" hypothesis). Until recently, the cerebral localization of those processes related to reading have been elusive, in no small measure because as uniquely human activities, language and reading can be studied only in humans. Within the last year, it has become possible to use functional magnetic resonance imaging (fMRI) to localize the component processes used in reading: orthography, phonology, and lexical-semantic processing. We found that in men phonological processing was lateralized to the left inferior frontal gyrus (IFG, Broca's area); in contrast, in women performance of a phonological task produced bilateral activation of this region. These findings provide the first clear evidence of sex differences in the functional organization of the brain for language and indicate that these differences exist at the level of phonological processing. Not only do these findings support and extend a long-held hypothesis suggesting that language functions are more likely to be highly lateralized in males, but, of particular relevance to the scientific study of reading and reading disability, these data suggest that the activation of the IFG region during the performance of a rhyming task may provide a neural "signature" for phonological processing, the core cognitive component in reading and reading disability. NEUROSCIENTIST 2:245-255, 1996
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Affiliation(s)
| | | | - Kenneth R. Pugh
- Department of Pediatrics, Haskins Laboratories, Department of Diagnostic Radiology (PS, RKF, RTC, RAB,
CL, JCG); Yale Umversity School of Medicine
| | - Pawel Skudlarski
- Haskins Laboratories, Department of Diagnostic Radiology (PS, RKF, RTC, RAB,
CL, JCG); Yale Umversity School of Medicine
| | - Robert K. Fulbright
- Haskins Laboratories, Department of Diagnostic Radiology (PS, RKF, RTC, RAB,
CL, JCG); Yale Umversity School of Medicine
| | - R.Todd Constable
- Haskins Laboratories, Department of Diagnostic Radiology (PS, RKF, RTC, RAB,
CL, JCG); Yale Umversity School of Medicine
| | - Jack M. Fletcher
- Department of Diagnostic Radiology (PS, RKF, RTC, RAB,
CL, JCG); Yale Umversity School of Medicine, Department of Pediatrics, University of Texas Medical
School-Houston
| | - Alvin M. Liberman
- Department of Diagnostic Radiology (PS, RKF, RTC, RAB,
CL, JCG); Yale Umversity School of Medicine
| | - Donald P. Shankweiler
- Department of Diagnostic Radiology (PS, RKF, RTC, RAB,
CL, JCG); Yale Umversity School of Medicine
| | - Leonard Katz
- Department of Diagnostic Radiology (PS, RKF, RTC, RAB,
CL, JCG); Yale Umversity School of Medicine
| | - Richard A. Bronen
- Haskins Laboratories, Department of Diagnostic Radiology (PS, RKF, RTC, RAB,
CL, JCG); Yale Umversity School of Medicine
| | | | - Cheryl Lacadie
- Haskins Laboratories, Department of Diagnostic Radiology (PS, RKF, RTC, RAB,
CL, JCG); Yale Umversity School of Medicine
| | - John C. Gore
- Haskins Laboratories, Department of Diagnostic Radiology (PS, RKF, RTC, RAB,
CL, JCG); Yale Umversity School of Medicine, Department of Applied Physics, Yale University
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25
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Yuzawa S, Keasling JD, Katz L. Insights into polyketide biosynthesis gained from repurposing antibiotic-producing polyketide synthases to produce fuels and chemicals. J Antibiot (Tokyo) 2016; 69:494-9. [PMID: 27245558 DOI: 10.1038/ja.2016.64] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2016] [Revised: 05/05/2016] [Accepted: 05/06/2016] [Indexed: 12/17/2022]
Abstract
Complex polyketides comprise a large number of natural products that have broad application in medicine and agriculture. They are produced in bacteria and fungi from enzyme complexes named type I polyketide synthases (PKSs) that are composed of multifunctional polypeptides containing discrete enzymatic domains organized into modules. The modular nature of PKSs has enabled a multitude of efforts to engineer the PKS genes to produce novel polyketides with enhanced or new properties. We have repurposed PKSs, employing up to three modules to produce a number of short-chain molecules that could have applications as fuels or industrial chemicals. Examining the enzymatic functions in vitro of these repurposed PKSs, we have uncovered a number of expanded substrate specificities and requirements of various PKS domains not previously reported and determined an unexpected difference in the order of enzymatic reactions within a module. In addition, we were able to efficiently change the stereochemistry of side chains in selected PKS products.
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Affiliation(s)
- Satoshi Yuzawa
- QB3 Institute, University of California, Berkeley, CA 94720, USA
| | - Jay D Keasling
- QB3 Institute, University of California, Berkeley, CA 94720, USA.,Joint BioEnergy Institute, Emeryville, CA 94608, USA.,Department of Bioengineering, University of California, Berkeley, CA 94720, USA.,Synthetic Biology Research Center, Emeryville, CA 94608, USA.,Department of Chemical and Biomolecular Engineering, University of California, Berkeley, CA 94720, USA.,Biological Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA
| | - Leonard Katz
- QB3 Institute, University of California, Berkeley, CA 94720, USA.,Synthetic Biology Research Center, Emeryville, CA 94608, USA
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26
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Gorlin J, Katz L, Elsmore D, Kirbach K, Erickson Y, Hove A, Black C, Walsh-Jahnke R. Prevalence of blood donor iron deficiency and feasibility ferritin-based iron replacement: a blood collection agency-based study. Vox Sang 2016; 111:206-8. [DOI: 10.1111/vox.12408] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2015] [Revised: 03/01/2016] [Accepted: 03/21/2016] [Indexed: 11/28/2022]
Affiliation(s)
- J. Gorlin
- Innovative Blood Resources/Memorial Blood Centers; St Paul MN USA
| | - L. Katz
- Americas Blood Centers; Washington DC USA
| | - D. Elsmore
- Innovative Blood Resources/Memorial Blood Centers; St Paul MN USA
| | - K. Kirbach
- Mississippi Valley Regional Blood Center; Davenport IA USA
| | - Y. Erickson
- Mississippi Valley Regional Blood Center; Davenport IA USA
| | - A. Hove
- Innovative Blood Resources/Memorial Blood Centers; St Paul MN USA
| | - C. Black
- Mississippi Valley Regional Blood Center; Davenport IA USA
| | - R. Walsh-Jahnke
- University of Minnesota Laboratory Medicine and Pathology; Minneapolis MN USA
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27
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Shankweiler D, Crain S, Katz L, Fowler A, Liberman A, Brady S, Thornton R, Lundquist E, Dreyer L, Fletcher J, Stuebing K, Shaywitz S, Shaywitz B. Cognitive Profiles of Reading-Disabled Children: Comparison of Language Skills in Phonology, Morphology, and Syntax. Psychol Sci 2016. [DOI: 10.1111/j.1467-9280.1995.tb00324.x] [Citation(s) in RCA: 258] [Impact Index Per Article: 32.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Abstract
A comprehensive cognitive appraisal of elementary school children with learning disabilities showed that within the language sphere, deficits associated with reading disability are selective Phonological deficits consistently accompany reading problems whether they occur in relatively pure form or in the presence of coexisting attention deficit or arithmetic disability Although reading-disabled children were also deficient in production of morphologically related forms, this difficulty stemmed in large part from the same weakness in the phonological component that underlies reading disability In contrast, tests of syntactic knowledge did not distinguish reading-disabled children from those with other cognitive disabilities, nor from normal children after covarying for intelligence
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Affiliation(s)
| | - S. Crain
- Haskins Laboratories
- University of Connecticut
| | - L. Katz
- Haskins Laboratories
- University of Connecticut
| | | | | | - S.A. Brady
- Haskins Laboratories
- University of Rhode Island
| | - R. Thornton
- Haskins Laboratories
- University of Connecticut
| | | | - L. Dreyer
- Haskins Laboratories
- Southern Connecticut State University
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28
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Eng CH, Yuzawa S, Wang G, Baidoo EEK, Katz L, Keasling JD. Alteration of Polyketide Stereochemistry from anti to syn by a Ketoreductase Domain Exchange in a Type I Modular Polyketide Synthase Subunit. Biochemistry 2016; 55:1677-80. [DOI: 10.1021/acs.biochem.6b00129] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Clara H. Eng
- Synthetic Biology Engineering Research Center, 5885 Hollis Street, Emeryville, California 94608, United States
| | | | - George Wang
- Joint BioEnergy Institute, 5885 Hollis Street, Emeryville, California 94608, United States
- Biological
Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94270, United States
| | - Edward E. K. Baidoo
- Joint BioEnergy Institute, 5885 Hollis Street, Emeryville, California 94608, United States
- Biological
Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94270, United States
| | - Leonard Katz
- Synthetic Biology Engineering Research Center, 5885 Hollis Street, Emeryville, California 94608, United States
| | - Jay D. Keasling
- Synthetic Biology Engineering Research Center, 5885 Hollis Street, Emeryville, California 94608, United States
- Joint BioEnergy Institute, 5885 Hollis Street, Emeryville, California 94608, United States
- Biological
Systems and Engineering Division, Lawrence Berkeley National Laboratory, Berkeley, California 94270, United States
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29
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Katz L, Manamley N, Snyder WJ, Dodds M, Agafonova N, Sierra-Johnson J, Cruz M, Kaur P, Mudaliar S, Raskin P, Kewalramani R, Pellacani A. AMG 151 (ARRY-403), a novel glucokinase activator, decreases fasting and postprandial glycaemia in patients with type 2 diabetes. Diabetes Obes Metab 2016; 18:191-5. [PMID: 26434934 DOI: 10.1111/dom.12586] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/12/2015] [Revised: 09/29/2015] [Accepted: 09/29/2015] [Indexed: 11/29/2022]
Abstract
Phase I studies have shown that AMG 151 activates glucokinase, a key enzyme in glucose homeostasis. The present randomized, placebo-controlled phase IIa study evaluated the dose-effect relationship of the glucokinase activator AMG 151 relative to placebo on fasting plasma glucose (FPG) in 236 patients (33-35 patients per arm) with type 2 diabetes treated with metformin. Patients received oral AMG 151 at 50, 100 or 200 mg twice daily, AMG 151 at 100, 200 or 400 mg once daily or matching placebo for 28 days. A significant linear dose-effect trend was observed with the twice-daily regimen (p = 0.004) for change in FPG to day 28. No trend was observed with the once-daily regimen. A higher incidence of hypoglycaemia and hypertriglyceridaemia was observed with AMG 151 administration. AMG 151 significantly reduced FPG when administered twice daily but not when administered once daily in patients with type 2 diabetes treated with metformin.
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Affiliation(s)
- L Katz
- Amgen Inc., Thousand Oaks, CA, USA
| | | | | | - M Dodds
- Amgen Inc., Seattle, WA, USA
| | | | | | - M Cruz
- Amgen Inc., Thousand Oaks, CA, USA
| | - P Kaur
- Amgen Inc., Thousand Oaks, CA, USA
| | - S Mudaliar
- Center for Metabolic Research, Veterans Administration San Diego Healthcare System, San Diego, CA, USA
| | - P Raskin
- University of Texas Southwestern Medical Center, Dallas, TX, USA
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30
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Abstract
Polyketides have enormous structural diversity, yet polyketide synthases (PKSs) have thus far been engineered to produce only drug candidates or derivatives thereof. Thousands of other molecules, including commodity and specialty chemicals, could be synthesized using PKSs if composing hybrid PKSs from well-characterized parts derived from natural PKSs was more efficient. Here, using modern mass spectrometry techniques as an essential part of the design-build-test cycle, we engineered a chimeric PKS to enable production one of the most widely used commodity chemicals, adipic acid. To accomplish this, we introduced heterologous reductive domains from various PKS clusters into the borrelidin PKS' first extension module, which we previously showed produces a 3-hydroxy-adipoyl intermediate when coincubated with the loading module and a succinyl-CoA starter unit. Acyl-ACP intermediate analysis revealed an unexpected bottleneck at the dehydration step, which was overcome by introduction of a carboxyacyl-processing dehydratase domain. Appending a thioesterase to the hybrid PKS enabled the production of free adipic acid. Using acyl-intermediate based techniques to "debug" PKSs as described here, it should one day be possible to engineer chimeric PKSs to produce a variety of existing commodity and specialty chemicals, as well as thousands of chemicals that are difficult to produce from petroleum feedstocks using traditional synthetic chemistry.
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Affiliation(s)
| | | | | | | | | | - Christopher J. Petzold
- Physical
Bioscience Division, Lawrence Berkeley National Laboratory, Berkeley, California 94270, United States
| | - Jay D. Keasling
- Physical
Bioscience Division, Lawrence Berkeley National Laboratory, Berkeley, California 94270, United States
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31
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Braze D, Katz L, Magnuson JS, Mencl WE, Tabor W, Van Dyke JA, Gong T, Johns CL, Shankweiler DP. Vocabulary does not complicate the simple view of reading. Read Writ 2015; 29:435-451. [PMID: 26941478 PMCID: PMC4761369 DOI: 10.1007/s11145-015-9608-6] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
Gough and Tunmer's (1986) simple view of reading (SVR) proposed that reading comprehension (RC) is a function of language comprehension (LC) and word recognition/decoding. Braze et al. (2007) presented data suggesting an extension of the SVR in which knowledge of vocabulary (V) affected RC over and above the effects of LC. Tunmer and Chapman (2012) found a similar independent contribution of V to RC when the data were analyzed by hierarchical regression. However, additional analysis by factor analysis and structural equation modeling indicated that the effect of V on RC was, in fact, completely captured by LC itself and there was no need to posit a separate direct effect of V on RC. In the present study, we present new data from young adults with sub-optimal reading skill (N = 286). Latent variable and regression analyses support Gough and Tunmer's original proposal and the conclusions of Tunmer and Chapman that V can be considered a component of LC and not an independent contributor to RC.
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Affiliation(s)
| | - Leonard Katz
- />Haskins Laboratories, New Haven, CT USA
- />University of Connecticut, Storrs, CT USA
| | - James S. Magnuson
- />Haskins Laboratories, New Haven, CT USA
- />University of Connecticut, Storrs, CT USA
| | | | - Whitney Tabor
- />Haskins Laboratories, New Haven, CT USA
- />University of Connecticut, Storrs, CT USA
| | | | - Tao Gong
- />Haskins Laboratories, New Haven, CT USA
| | | | - Donald P. Shankweiler
- />Haskins Laboratories, New Haven, CT USA
- />University of Connecticut, Storrs, CT USA
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32
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Abstract
Although natural products are best known for their use in medicine and agriculture, a number of fatty acid-derived and isoprenoid natural products are being developed for use as renewable biofuels and bio-based chemicals. This review summarizes recent work on fatty acid-derived compounds (fatty acid alkyl esters, fatty alcohols, medium- and short-chain methyl ketones, alkanes, α-olefins, and long-chain internal alkenes) and isoprenoids, including hemiterpenes (e.g., isoprene and isopentanol), monoterpenes (e.g., limonene), and sesquiterpenes (e.g., farnesene and bisabolene).
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Affiliation(s)
- Harry R Beller
- Joint BioEnergy Institute (JBEI), 5885 Hollis Street, Emeryville, California, 94608 USA.
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33
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Hughes K, Lewis S, Katz L, Jones J. 146 Safety of Computer Interpretation of Normal Triage Electrocardiograms. Ann Emerg Med 2015. [DOI: 10.1016/j.annemergmed.2015.07.178] [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: 10/23/2022]
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34
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Medema MH, Kottmann R, Yilmaz P, Cummings M, Biggins JB, Blin K, de Bruijn I, Chooi YH, Claesen J, Coates RC, Cruz-Morales P, Duddela S, Düsterhus S, Edwards DJ, Fewer DP, Garg N, Geiger C, Gomez-Escribano JP, Greule A, Hadjithomas M, Haines AS, Helfrich EJN, Hillwig ML, Ishida K, Jones AC, Jones CS, Jungmann K, Kegler C, Kim HU, Kötter P, Krug D, Masschelein J, Melnik AV, Mantovani SM, Monroe EA, Moore M, Moss N, Nützmann HW, Pan G, Pati A, Petras D, Reen FJ, Rosconi F, Rui Z, Tian Z, Tobias NJ, Tsunematsu Y, Wiemann P, Wyckoff E, Yan X, Yim G, Yu F, Xie Y, Aigle B, Apel AK, Balibar CJ, Balskus EP, Barona-Gómez F, Bechthold A, Bode HB, Borriss R, Brady SF, Brakhage AA, Caffrey P, Cheng YQ, Clardy J, Cox RJ, De Mot R, Donadio S, Donia MS, van der Donk WA, Dorrestein PC, Doyle S, Driessen AJM, Ehling-Schulz M, Entian KD, Fischbach MA, Gerwick L, Gerwick WH, Gross H, Gust B, Hertweck C, Höfte M, Jensen SE, Ju J, Katz L, Kaysser L, Klassen JL, Keller NP, Kormanec J, Kuipers OP, Kuzuyama T, Kyrpides NC, Kwon HJ, Lautru S, Lavigne R, Lee CY, Linquan B, Liu X, Liu W, Luzhetskyy A, Mahmud T, Mast Y, Méndez C, Metsä-Ketelä M, Micklefield J, Mitchell DA, Moore BS, Moreira LM, Müller R, Neilan BA, Nett M, Nielsen J, O’Gara F, Oikawa H, Osbourn A, Osburne MS, Ostash B, Payne SM, Pernodet JL, Petricek M, Piel J, Ploux O, Raaijmakers JM, Salas JA, Schmitt EK, Scott B, Seipke RF, Shen B, Sherman DH, Sivonen K, Smanski MJ, Sosio M, Stegmann E, Süssmuth RD, Tahlan K, Thomas CM, Tang Y, Truman AW, Viaud M, Walton JD, Walsh CT, Weber T, van Wezel GP, Wilkinson B, Willey JM, Wohlleben W, Wright GD, Ziemert N, Zhang C, Zotchev SB, Breitling R, Takano E, Glöckner FO. Minimum Information about a Biosynthetic Gene cluster. Nat Chem Biol 2015; 11:625-31. [PMID: 26284661 PMCID: PMC5714517 DOI: 10.1038/nchembio.1890] [Citation(s) in RCA: 544] [Impact Index Per Article: 60.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Affiliation(s)
- Marnix H Medema
- Microbial Genomics and Bioinformatics Research Group, Max Planck Institute for Marine Microbiology, Bremen, Germany
| | - Renzo Kottmann
- Microbial Genomics and Bioinformatics Research Group, Max Planck Institute for Marine Microbiology, Bremen, Germany
| | - Pelin Yilmaz
- Microbial Genomics and Bioinformatics Research Group, Max Planck Institute for Marine Microbiology, Bremen, Germany
| | - Matthew Cummings
- Manchester Centre for Synthetic Biology ofFine and Speciality Chemicals (SYNBIOCHEM), Manchester Institute of Biotechnology, Faculty of Life Sciences, University of Manchester, Manchester, UK
| | - John B Biggins
- Laboratory of Genetically Encoded Small Molecules, Howard Hughes Medical Institute, The Rockefeller University, New York, New York, USA
| | - Kai Blin
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Hørsholm, Denmark
| | - Irene de Bruijn
- Netherlands Institute of Ecology (NIOO-KNAW), Department of Microbial Ecology, Wageningen, the Netherlands
| | - Yit Heng Chooi
- Department of Chemical and Biomolecular Engineering, University of California Los Angeles, Los Angeles, California, USA,Departmentof Chemistry and Biochemistry, University of California Los Angeles, Los Angeles, California, USA,School of Chemistry and Biochemistry, University of Western Australia, Perth, Western Australia, Australia
| | - Jan Claesen
- Department of Bioengineering and Therapeutic Sciences, University of California San Francisco, San Francisco, California, USA,California Institute for Quantitative Biosciences, University of California San Francisco, San Francisco, California, USA
| | - R Cameron Coates
- Department of Energy (DOE) Joint Genome Institute, Walnut Creek, California, USA
| | - Pablo Cruz-Morales
- Evolution of Metabolic Diversity Laboratory, Unidad de Genómica Avanzada (Langebio), Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (Cinvestav-IPN), Irapuato, Guanajuato, México
| | - Srikanth Duddela
- Helmholtz Institute for Pharmaceutical Research, Helmholtz Centre for Infection Research and Department of Pharmaceutical Biotechnology, Saarland University, Saarbrücken, Germany
| | - Stephanie Düsterhus
- Institute for Molecular Biosciences, Goethe University, Frankfurt am Main, Germany
| | - Daniel J Edwards
- Department of Chemistry and Biochemistry, California State University, Chico, California, USA
| | - David P Fewer
- Microbiology and Biotechnology Division, Department of Food and Environmental Sciences, University of Helsinki, Helsinki, Finland
| | - Neha Garg
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, California, USA
| | - Christoph Geiger
- Institute for Molecular Biosciences, Goethe University, Frankfurt am Main, Germany
| | | | - Anja Greule
- Department of Pharmaceutical Biology and Biotechnology, Albert-Ludwigs-University of Freiburg, Freiburg, Germany
| | - Michalis Hadjithomas
- Department of Energy (DOE) Joint Genome Institute, Walnut Creek, California, USA
| | | | - Eric J N Helfrich
- Institute of Microbiology, Eidgenössische Technische Hochschule (ETH) Zürich, Zürich, Switzerland
| | - Matthew L Hillwig
- Department of Chemistry, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Keishi Ishida
- Leibniz Institute for Natural Product Research and Infection Biology (HKI), Jena, Germany
| | - Adam C Jones
- Gordon and Betty Moore Foundation, Palo Alto, California, USA
| | - Carla S Jones
- Sustainable Studies Program, Roosevelt University Chicago, Illinois, USA
| | - Katrin Jungmann
- Helmholtz Institute for Pharmaceutical Research, Helmholtz Centre for Infection Research and Department of Pharmaceutical Biotechnology, Saarland University, Saarbrücken, Germany
| | - Carsten Kegler
- Merck Stiftungsprofessur für Molekular Biotechnologie, Goethe Universität Frankfurt, Fachbereich Biowissenschaften, Frankfurt, Germany
| | - Hyun Uk Kim
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Hørsholm, Denmark,BioInformatics Research Center, Korea Advanced Institute of Science and Technology, Daejeon, Republic of Korea
| | - Peter Kötter
- Institute for Molecular Biosciences, Goethe University, Frankfurt am Main, Germany
| | - Daniel Krug
- Helmholtz Institute for Pharmaceutical Research, Helmholtz Centre for Infection Research and Department of Pharmaceutical Biotechnology, Saarland University, Saarbrücken, Germany
| | - Joleen Masschelein
- Laboratory of Gene Technology, KU Leuven, Heverlee, Belgium,Laboratory of Food Microbiology, KU Leuven, Heverlee, Belgium
| | - Alexey V Melnik
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, California, USA
| | - Simone M Mantovani
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, California, USA
| | - Emily A Monroe
- Department of Biology, William Paterson University, Wayne, New Jersey, USA
| | - Marcus Moore
- Department of Biology, Memorial University of Newfoundland, St. John’s, Newfoundland, Canada
| | - Nathan Moss
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, California, USA
| | - Hans-Wilhelm Nützmann
- Department of Metabolic Biology, John Innes Centre, Norwich Research Park, Norwich, UK
| | - Guohui Pan
- Department of Chemistry, The Scripps Research Institute, Jupiter, Florida, USA
| | - Amrita Pati
- Department of Energy (DOE) Joint Genome Institute, Walnut Creek, California, USA
| | - Daniel Petras
- Institut für Chemie, Technische Universität Berlin, Berlin, Germany
| | - F Jerry Reen
- BIOMERIT Research Centre, School of Microbiology, University College Cork–National University of Ireland, Cork, Ireland
| | - Federico Rosconi
- Departamento de Bioquímica y Genómica Microbianas, IBCE, Montevideo, Uruguay
| | - Zhe Rui
- Energy Biosciences Institute, University of California Berkeley, Berkeley, California, USA,Department of Chemical and Biomolecular Engineering, University of California Berkeley, Berkeley, California, USA
| | - Zhenhua Tian
- State Key Laboratory of Bioorganic and Natural Products Chemistry, Shanghai Institute of Organic Chemistry, Chinese Academy of Sciences, Shanghai, China
| | - Nicholas J Tobias
- Merck Stiftungsprofessur für Molekular Biotechnologie, Goethe Universität Frankfurt, Fachbereich Biowissenschaften, Frankfurt, Germany
| | - Yuta Tsunematsu
- Leibniz Institute for Natural Product Research and Infection Biology (HKI), Jena, Germany,Department of Pharmaceutical Sciences, University of Shizuoka, Shizuoka, Japan
| | - Philipp Wiemann
- Department of Medical Microbiology and Immunology, University of Wisconsin–Madison, Madison, Wisconsin, USA
| | - Elizabeth Wyckoff
- Department of Molecular Biosciences, The University of Texas, Austin, Texas, USA,Institute for Cellular and Molecular Biology, The University of Texas, Austin, Texas, USA
| | - Xiaohui Yan
- Department of Chemistry, The Scripps Research Institute, Jupiter, Florida, USA
| | - Grace Yim
- Department of Biochemistry and Biomedical Sciences, The M.G. DeGroote Institute for Infectious Disease Research, McMaster University, Hamilton, Ontario, Canada
| | - Fengan Yu
- Life Sciences Institute, University of Michigan, Ann Arbor, Michigan, USA,Department of Medicinal Chemistry, University of Michigan, Ann Arbor, Michigan, USA,Department of Chemistry, University of Michigan, Ann Arbor, Michigan, USA,Department of Microbiology & Immunology, University of Michigan, Ann Arbor, Michigan, USA
| | - Yunchang Xie
- Key Laboratory of Tropical Marine Bio-resources and Ecology, Guangdong Key Laboratory of Marine Materia Medica, RNAM Center for Marine Microbiology, South China Sea Institute of Oceanology, Chinese Academy of Sciences, Guangzhou, China
| | - Bertrand Aigle
- Dynamique des Génomes et Adaptation Microbienne, Université de Lorraine and Institut National de la Recherche Agronomique (INRA), Unité Mixte de Recherche (UMR) 1128, Vandoeuvre-lès-Nancy, France
| | - Alexander K Apel
- Pharmaceutical Institute, Department of Pharmaceutical Biology, University of Tübingen, Tübingen, Germany,German Centre for Infection Research (DZIF), Partner Site Tübingen, Tübingen, Germany
| | - Carl J Balibar
- Infectious Disease Research, Merck Research Laboratories, Kenilworth, New Jersey, USA
| | - Emily P Balskus
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, Massachusetts, USA
| | - Francisco Barona-Gómez
- Evolution of Metabolic Diversity Laboratory, Unidad de Genómica Avanzada (Langebio), Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (Cinvestav-IPN), Irapuato, Guanajuato, México
| | - Andreas Bechthold
- Department of Pharmaceutical Biology and Biotechnology, Albert-Ludwigs-University of Freiburg, Freiburg, Germany
| | - Helge B Bode
- Merck Stiftungsprofessur für Molekular Biotechnologie, Goethe Universität Frankfurt, Fachbereich Biowissenschaften, Frankfurt, Germany,Buchmann Institute for Molecular Life Sciences (BMLS), Goethe Universität Frankfurt, Frankfurt, Germany
| | - Rainer Borriss
- Fachbereich Phytomedizin, Albrecht Thaer Institut, Humboldt Universität Berlin, Berlin, Germany
| | - Sean F Brady
- Laboratory of Genetically Encoded Small Molecules, Howard Hughes Medical Institute, The Rockefeller University, New York, New York, USA
| | - Axel A Brakhage
- Leibniz Institute for Natural Product Research and Infection Biology (HKI), Jena, Germany
| | - Patrick Caffrey
- UCD School of Biomolecular and Biomedical Science, University College Dublin, Dublin, Ireland
| | - Yi-Qiang Cheng
- UNT System College of Pharmacy, University of North Texas Health Science Center, Fort Worth, Texas, USA
| | - Jon Clardy
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, Massachusetts, USA
| | - Russell J Cox
- Institut für Organische Chemie, Leibniz Universität Hannover, Hannover, Germany,School of Chemistry, University of Bristol, Bristol, UK
| | - René De Mot
- Centre of Microbial and Plant Genetics, Faculty of Bioscience Engineering, University of Leuven, Heverlee, Belgium
| | | | - Mohamed S Donia
- Department of Molecular Biology, Princeton University, Princeton, New Jersey, USA
| | - Wilfred A van der Donk
- Department of Chemistry, University of Illinois at Urbana-Champaign, Urbana-Champaign, Illinois, USA,Howard Hughes Medical Institute, USA
| | - Pieter C Dorrestein
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, California, USA,Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, California, USA,Collaborative Mass Spectrometry Innovation Center, University of California San Diego, La Jolla, California, USA
| | - Sean Doyle
- Department of Biology, Maynooth University, Maynooth, County Kildare, Ireland
| | - Arnold J M Driessen
- Department of Molecular Microbiology, Groningen Biomolecular Sciences and Biotechnology Institute and Zernike Institute for Advanced Materials, University of Groningen, Groningen, the Netherlands
| | - Monika Ehling-Schulz
- Functional Microbiology, Institute of Microbiology, Department of Pathobiology, University of Veterinary Medicine Vienna, Vienna, Austria
| | - Karl-Dieter Entian
- Institute for Molecular Biosciences, Goethe University, Frankfurt am Main, Germany
| | - Michael A Fischbach
- Department of Bioengineering and Therapeutic Sciences, University of California San Francisco, San Francisco, California, USA,California Institute for Quantitative Biosciences, University of California San Francisco, San Francisco, California, USA
| | - Lena Gerwick
- Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, California, USA
| | - William H Gerwick
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, California, USA,Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, California, USA
| | - Harald Gross
- Pharmaceutical Institute, Department of Pharmaceutical Biology, University of Tübingen, Tübingen, Germany,German Centre for Infection Research (DZIF), Partner Site Tübingen, Tübingen, Germany
| | - Bertolt Gust
- Pharmaceutical Institute, Department of Pharmaceutical Biology, University of Tübingen, Tübingen, Germany,German Centre for Infection Research (DZIF), Partner Site Tübingen, Tübingen, Germany
| | - Christian Hertweck
- Leibniz Institute for Natural Product Research and Infection Biology (HKI), Jena, Germany,Friedrich Schiller University, Jena, Germany
| | - Monica Höfte
- Department of Crop Protection, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| | - Susan E Jensen
- Department of Biological Sciences, University of Alberta, Edmonton, Alberta, Canada
| | - Jianhua Ju
- Key Laboratory of Tropical Marine Bio-resources and Ecology, Guangdong Key Laboratory of Marine Materia Medica, RNAM Center for Marine Microbiology, South China Sea Institute of Oceanology, Chinese Academy of Sciences, Guangzhou, China
| | - Leonard Katz
- Synthetic Biology Engineering Research Center (SynBERC), University of California Emeryville, Emeryville, California, USA
| | - Leonard Kaysser
- Pharmaceutical Institute, Department of Pharmaceutical Biology, University of Tübingen, Tübingen, Germany,German Centre for Infection Research (DZIF), Partner Site Tübingen, Tübingen, Germany
| | - Jonathan L Klassen
- Department of Molecular and Cell Biology, University of Connecticut, Storrs, Connecticut, USA
| | - Nancy P Keller
- Department of Medical Microbiology and Immunology, University of Wisconsin–Madison, Madison, Wisconsin, USA,Department of Bacteriology, University of Wisconsin–Madison, Madison, Wisconsin, USA
| | - Jan Kormanec
- Institute of Molecular Biology, Slovak Academy of Sciences, Bratislava, Slovak Republic
| | - Oscar P Kuipers
- Department of Molecular Genetics, Groningen Biomolecular Sciences and Biotechnology Institute, University of Groningen, Groningen, the Netherlands
| | - Tomohisa Kuzuyama
- Biotechnology Research Center, The University of Tokyo, Tokyo, Japan
| | - Nikos C Kyrpides
- Department of Energy (DOE) Joint Genome Institute, Walnut Creek, California, USA,Department of Biological Sciences, Faculty of Science, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Hyung-Jin Kwon
- Division of Bioscience and Bioinformatics, Myongji University, Yongin-si, Gyeonggi-Do, South Korea
| | - Sylvie Lautru
- Institute of Integrative Biology of the Cell (I2BC), Commissariat à l’Energie Atomique (CEA), Centre National de la Recherche Scientifique (CNRS), Université Paris Sud, Orsay, France
| | - Rob Lavigne
- Laboratory of Gene Technology, KU Leuven, Heverlee, Belgium
| | - Chia Y Lee
- Department of Microbiology and Immunology, University of Arkansas for Medical Sciences, Little Rock, Arkansas, USA
| | - Bai Linquan
- State Key Laboratory of Microbial Metabolism, Shanghai Jiao Tong University, Shanghai, China,School of Life Sciences & Biotechnology, Shanghai Jiao Tong University, Shanghai, China
| | - Xinyu Liu
- Department of Chemistry, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Wen Liu
- State Key Laboratory of Bioorganic and Natural Products Chemistry, Shanghai Institute of Organic Chemistry, Chinese Academy of Sciences, Shanghai, China
| | - Andriy Luzhetskyy
- Helmholtz Institute for Pharmaceutical Research, Helmholtz Centre for Infection Research and Department of Pharmaceutical Biotechnology, Saarland University, Saarbrücken, Germany
| | - Taifo Mahmud
- Department of Pharmaceutical Sciences, Oregon State University, Corvallis, Oregon, USA
| | - Yvonne Mast
- Microbiology/Biotechnology, Interfaculty Institute of Microbiology and Infection Medicine, Faculty of Science, University of Tübingen, Tübingen, Germany
| | - Carmen Méndez
- Departamento de Biología Funcional, Universidad de Oviedo, Oviedo, Spain,Instituto Universitario de Oncología del Principado de Asturias (I.U.O.P.A), Universidad de Oviedo, Oviedo, Spain
| | | | | | - Douglas A Mitchell
- Department of Chemistry, University of Illinois at Urbana-Champaign, Urbana-Champaign, Illinois, USA
| | - Bradley S Moore
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, California, USA,Center for Marine Biotechnology and Biomedicine, Scripps Institution of Oceanography, University of California San Diego, La Jolla, California, USA
| | - Leonilde M Moreira
- Institute for Bioengineering and Biosciences, Instituto Superior Técnico, Universidade de Lisboa, Lisboa, Portugal
| | - Rolf Müller
- Helmholtz Institute for Pharmaceutical Research, Helmholtz Centre for Infection Research and Department of Pharmaceutical Biotechnology, Saarland University, Saarbrücken, Germany
| | - Brett A Neilan
- School of Biotechnology and Biomolecular Sciences, University of New South Wales, Sydney, New South Wales, Australia
| | - Markus Nett
- Leibniz Institute for Natural Product Research and Infection Biology (HKI), Jena, Germany
| | - Jens Nielsen
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Hørsholm, Denmark,Department of Chemical and Biological Engineering, Chalmers University of Technology, Gothenburg, Sweden
| | - Fergal O’Gara
- BIOMERIT Research Centre, School of Microbiology, University College Cork–National University of Ireland, Cork, Ireland,Curtin University, School of Biomedical Sciences, Perth, Western Australia, Australia
| | - Hideaki Oikawa
- Division of Chemistry, Graduate School of Science, Hokkaido University, Sapporo, Japan
| | - Anne Osbourn
- Department of Metabolic Biology, John Innes Centre, Norwich Research Park, Norwich, UK
| | - Marcia S Osburne
- Department of Molecular Biology and Microbiology, Tufts University School of Medicine, Boston, Massachusetts, USA
| | - Bohdan Ostash
- Department of Genetics and Biotechnology, Ivan Franko National University of Lviv, Lviv, Ukraine
| | - Shelley M Payne
- Department of Molecular Biosciences, The University of Texas, Austin, Texas, USA,Institute for Cellular and Molecular Biology, The University of Texas, Austin, Texas, USA
| | - Jean-Luc Pernodet
- Institute of Integrative Biology of the Cell (I2BC), Commissariat à l’Energie Atomique (CEA), Centre National de la Recherche Scientifique (CNRS), Université Paris Sud, Orsay, France
| | - Miroslav Petricek
- Institute of Microbiology, Academy of Sciences of the Czech Republic (ASCR), Prague, Czech Republic
| | - Jörn Piel
- Institute of Microbiology, Eidgenössische Technische Hochschule (ETH) Zürich, Zürich, Switzerland
| | - Olivier Ploux
- Laboratoire Interdisciplinaire des Energies de Demain (LIED), UMR 8236 CNRS, Université Paris Diderot, Paris, France
| | - Jos M Raaijmakers
- Netherlands Institute of Ecology (NIOO-KNAW), Department of Microbial Ecology, Wageningen, the Netherlands
| | - José A Salas
- Departamento de Biología Funcional, Universidad de Oviedo, Oviedo, Spain
| | - Esther K Schmitt
- Novartis Institutes for BioMedical Research, Novartis Campus, Basel, Switzerland
| | - Barry Scott
- Institute of Fundamental Sciences, Massey University, Palmerston North, New Zealand
| | - Ryan F Seipke
- Astbury Centre for Structural Molecular Biology, School of Molecular and Cellular Biology, Faculty of Biological Sciences, University of Leeds, Leeds, UK
| | - Ben Shen
- Department of Chemistry, The Scripps Research Institute, Jupiter, Florida, USA,Molecular Therapeutics and Natural Products Library Initiative, The Scripps Research Institute, Jupiter, Florida, USA
| | - David H Sherman
- Life Sciences Institute, University of Michigan, Ann Arbor, Michigan, USA,Department of Medicinal Chemistry, University of Michigan, Ann Arbor, Michigan, USA,Department of Chemistry, University of Michigan, Ann Arbor, Michigan, USA,Department of Microbiology & Immunology, University of Michigan, Ann Arbor, Michigan, USA
| | - Kaarina Sivonen
- Microbiology and Biotechnology Division, Department of Food and Environmental Sciences, University of Helsinki, Helsinki, Finland
| | - Michael J Smanski
- Department of Biochemistry, Molecular Biology, and Biophysics, University of Minnesota–Twin Cities, Saint Paul, Minnesota, USA,BioTechnology Institute, University of Minnesota–Twin Cities, Saint Paul, Minnesota, USA
| | | | - Evi Stegmann
- German Centre for Infection Research (DZIF), Partner Site Tübingen, Tübingen, Germany,Microbiology/Biotechnology, Interfaculty Institute of Microbiology and Infection Medicine, Faculty of Science, University of Tübingen, Tübingen, Germany
| | | | - Kapil Tahlan
- Department of Biology, Memorial University of Newfoundland, St. John’s, Newfoundland, Canada
| | | | - Yi Tang
- Department of Chemical and Biomolecular Engineering, University of California Los Angeles, Los Angeles, California, USA,Departmentof Chemistry and Biochemistry, University of California Los Angeles, Los Angeles, California, USA
| | - Andrew W Truman
- Department of Molecular Microbiology, John Innes Centre, Norwich Research Park, Norwich, UK
| | - Muriel Viaud
- Unité BIOlogie et GEstion des Risques en agriculture (BIOGER), Institut National de la Recherche Agronomique (INRA), Grignon, France
| | - Jonathan D Walton
- Department of Energy Great Lakes Bioenergy Research Center and Department of Energy Plant Research Laboratory, Michigan State University, East Lansing, Michigan, USA
| | - Christopher T Walsh
- Chemistry, Engineering & Medicine for Human Health (ChEM-H) Institute, Stanford University, Stanford, California, USA
| | - Tilmann Weber
- Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Hørsholm, Denmark
| | - Gilles P van Wezel
- Molecular Biotechnology, Institute of Biology, Leiden University, Leiden, the Netherlands
| | - Barrie Wilkinson
- Department of Molecular Microbiology, John Innes Centre, Norwich Research Park, Norwich, UK
| | - Joanne M Willey
- Hofstra North Shore–Long Island Jewish School of Medicine, Hempstead, New York, USA
| | - Wolfgang Wohlleben
- German Centre for Infection Research (DZIF), Partner Site Tübingen, Tübingen, Germany,Microbiology/Biotechnology, Interfaculty Institute of Microbiology and Infection Medicine, Faculty of Science, University of Tübingen, Tübingen, Germany
| | - Gerard D Wright
- Department of Biochemistry and Biomedical Sciences, The M.G. DeGroote Institute for Infectious Disease Research, McMaster University, Hamilton, Ontario, Canada
| | - Nadine Ziemert
- German Centre for Infection Research (DZIF), Partner Site Tübingen, Tübingen, Germany,Microbiology/Biotechnology, Interfaculty Institute of Microbiology and Infection Medicine, Faculty of Science, University of Tübingen, Tübingen, Germany
| | - Changsheng Zhang
- Key Laboratory of Tropical Marine Bio-resources and Ecology, Guangdong Key Laboratory of Marine Materia Medica, RNAM Center for Marine Microbiology, South China Sea Institute of Oceanology, Chinese Academy of Sciences, Guangzhou, China
| | - Sergey B Zotchev
- Department of Biotechnology, Norwegian University of Science and Technology, Trondheim, Norway
| | - Rainer Breitling
- Manchester Centre for Synthetic Biology ofFine and Speciality Chemicals (SYNBIOCHEM), Manchester Institute of Biotechnology, Faculty of Life Sciences, University of Manchester, Manchester, UK
| | - Eriko Takano
- Manchester Centre for Synthetic Biology ofFine and Speciality Chemicals (SYNBIOCHEM), Manchester Institute of Biotechnology, Faculty of Life Sciences, University of Manchester, Manchester, UK
| | - Frank Oliver Glöckner
- Microbial Genomics and Bioinformatics Research Group, Max Planck Institute for Marine Microbiology, Bremen, Germany,Jacobs University Bremen gGmbH, Bremen, Germany
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35
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Haushalter RW, Groff D, Deutsch S, The L, Chavkin TA, Brunner SF, Katz L, Keasling JD. Development of an orthogonal fatty acid biosynthesis system in E. coli for oleochemical production. Metab Eng 2015; 30:1-6. [DOI: 10.1016/j.ymben.2015.04.003] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2014] [Revised: 04/03/2015] [Accepted: 04/06/2015] [Indexed: 01/02/2023]
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36
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Steinitz R, Costin C, Ben-Hur� M, Katz L. Clusters of Families in a Population-Based Cancer Registry: Methodological Problems1. Fam Cancer 2015. [DOI: 10.1159/000412591] [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: 11/19/2022]
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Poust S, Phelan RM, Deng K, Katz L, Petzold CJ, Keasling JD. Divergent Mechanistic Routes for the Formation ofgem-Dimethyl Groups in the Biosynthesis of Complex Polyketides. Angew Chem Int Ed Engl 2015; 54:2370-3. [DOI: 10.1002/anie.201410124] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2014] [Revised: 11/18/2014] [Indexed: 11/07/2022]
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39
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Poust S, Phelan RM, Deng K, Katz L, Petzold CJ, Keasling JD. Divergent Mechanistic Routes for the Formation ofgem-Dimethyl Groups in the Biosynthesis of Complex Polyketides. Angew Chem Int Ed Engl 2015. [DOI: 10.1002/ange.201410124] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
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40
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Campelo A, Donaldson G, Sheehan D, Katz L. Attitudes Towards Physical Activity and Perceived Exertion in Three Different Multitask Cybercycle Navigational Environments. ACTA ACUST UNITED AC 2015. [DOI: 10.1016/j.proeng.2015.07.238] [Citation(s) in RCA: 6] [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: 11/15/2022]
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41
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Poust S, Hagen A, Katz L, Keasling JD. Narrowing the gap between the promise and reality of polyketide synthases as a synthetic biology platform. Curr Opin Biotechnol 2014; 30:32-9. [DOI: 10.1016/j.copbio.2014.04.011] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2014] [Revised: 04/09/2014] [Accepted: 04/11/2014] [Indexed: 11/27/2022]
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42
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Poust S, Yoon I, Adams PD, Katz L, Petzold CJ, Keasling JD. Understanding the role of histidine in the GHSxG acyltransferase active site motif: evidence for histidine stabilization of the malonyl-enzyme intermediate. PLoS One 2014; 9:e109421. [PMID: 25286165 PMCID: PMC4186864 DOI: 10.1371/journal.pone.0109421] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2014] [Accepted: 08/30/2014] [Indexed: 11/18/2022] Open
Abstract
Acyltransferases determine which extender units are incorporated into polyketide and fatty acid products. The ping-pong acyltransferase mechanism utilizes a serine in a conserved GHSxG motif. However, the role of the conserved histidine in this motif is poorly understood. We observed that a histidine to alanine mutation (H640A) in the GHSxG motif of the malonyl-CoA specific yersiniabactin acyltransferase results in an approximately seven-fold higher hydrolysis rate over the wildtype enzyme, while retaining transacylation activity. We propose two possibilities for the reduction in hydrolysis rate: either H640 structurally stabilizes the protein by hydrogen bonding with a conserved asparagine in the ferredoxin-like subdomain of the protein, or a water-mediated hydrogen bond between H640 and the malonyl moiety stabilizes the malonyl-O-AT ester intermediate.
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Affiliation(s)
- Sean Poust
- Department of Chemical and Biomolecular Engineering, University of California, Berkeley, California, United States of America
| | - Isu Yoon
- Department of Chemical and Biomolecular Engineering, University of California, Berkeley, California, United States of America
| | - Paul D. Adams
- Joint BioEnergy Institute, Emeryville, California, United States of America
- Physical Bioscience division, Lawrence Berkeley National Laboratory, Berkeley, California, United States of America
| | - Leonard Katz
- Synthetic Biology Engineering Research Center, Emeryville, California, United States of America
- Joint BioEnergy Institute, Emeryville, California, United States of America
| | - Christopher J. Petzold
- Joint BioEnergy Institute, Emeryville, California, United States of America
- Physical Bioscience division, Lawrence Berkeley National Laboratory, Berkeley, California, United States of America
| | - Jay D. Keasling
- Department of Chemical and Biomolecular Engineering, University of California, Berkeley, California, United States of America
- QB3 Institute, University of California, Berkeley, California, United States of America
- Synthetic Biology Engineering Research Center, Emeryville, California, United States of America
- Joint BioEnergy Institute, Emeryville, California, United States of America
- Physical Bioscience division, Lawrence Berkeley National Laboratory, Berkeley, California, United States of America
- * E-mail:
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43
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Haushalter RW, Kim W, Chavkin TA, The L, Garber ME, Nhan M, Adams PD, Petzold CJ, Katz L, Keasling JD. Production of anteiso-branched fatty acids in Escherichia coli; next generation biofuels with improved cold-flow properties. Metab Eng 2014; 26:111-118. [PMID: 25250846 DOI: 10.1016/j.ymben.2014.09.002] [Citation(s) in RCA: 43] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2014] [Revised: 08/09/2014] [Accepted: 09/08/2014] [Indexed: 01/28/2023]
Abstract
Microbial fermentation is emerging as an increasingly important resource for the production of fatty acids to serve as precursors for renewable diesel as well as detergents, lubricants and other industrial chemicals, as an alternative to traditional sources of reduced carbon such as petroleum. A major disadvantage of fuels derived from biological sources is their undesirable physical properties such as high cloud and pour points, and high viscosity. Here we report the development of an Escherichia coli strain that efficiently produces anteiso-branched fatty acids, which can be converted into downstream products with lower cloud and pour points than the mixtures of compounds produced via the native metabolism of the cell. This work addresses a serious limitation that must be overcome in order to produce renewable biodiesel and oleochemicals that perform as well as their petroleum-based counterparts.
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Affiliation(s)
- Robert W Haushalter
- Joint BioEnergy Institute, 5885 Hollis Street, 4th Floor, Emeryville, CA 94608, United States; Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, United States
| | - Woncheol Kim
- Joint BioEnergy Institute, 5885 Hollis Street, 4th Floor, Emeryville, CA 94608, United States; Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, United States
| | - Ted A Chavkin
- QB3 Institute, University of California-Berkeley, 5885 Hollis Street, 4th Floor, Emeryville, CA 94608, United States
| | - Lionadi The
- QB3 Institute, University of California-Berkeley, 5885 Hollis Street, 4th Floor, Emeryville, CA 94608, United States
| | - Megan E Garber
- QB3 Institute, University of California-Berkeley, 5885 Hollis Street, 4th Floor, Emeryville, CA 94608, United States
| | - Melissa Nhan
- Joint BioEnergy Institute, 5885 Hollis Street, 4th Floor, Emeryville, CA 94608, United States; Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, United States
| | - Paul D Adams
- Joint BioEnergy Institute, 5885 Hollis Street, 4th Floor, Emeryville, CA 94608, United States; Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, United States; Department of Chemical & Biomolecular Engineering, Department of Bioengineering, University of California, Berkeley, CA 94720, United States
| | - Christopher J Petzold
- Joint BioEnergy Institute, 5885 Hollis Street, 4th Floor, Emeryville, CA 94608, United States; Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, United States
| | - Leonard Katz
- QB3 Institute, University of California-Berkeley, 5885 Hollis Street, 4th Floor, Emeryville, CA 94608, United States; Synthetic Biology Engineering Research Center, University of California, Berkeley, CA 94720, United States
| | - Jay D Keasling
- Joint BioEnergy Institute, 5885 Hollis Street, 4th Floor, Emeryville, CA 94608, United States; Physical Biosciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, United States; QB3 Institute, University of California-Berkeley, 5885 Hollis Street, 4th Floor, Emeryville, CA 94608, United States; Synthetic Biology Engineering Research Center, University of California, Berkeley, CA 94720, United States; Department of Chemical & Biomolecular Engineering, Department of Bioengineering, University of California, Berkeley, CA 94720, United States.
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Hagen A, Poust S, de Rond T, Yuzawa S, Katz L, Adams PD, Petzold CJ, Keasling JD. In Vitro Analysis of Carboxyacyl Substrate Tolerance in the Loading and First Extension Modules of Borrelidin Polyketide Synthase. Biochemistry 2014; 53:5975-7. [DOI: 10.1021/bi500951c] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Andrew Hagen
- Synthetic Biology Engineering Research Center, 5885 Hollis Street, Emeryville, California 94608, United States
| | | | | | | | - Leonard Katz
- Synthetic Biology Engineering Research Center, 5885 Hollis Street, Emeryville, California 94608, United States
| | - Paul D. Adams
- Joint BioEnergy Institute, 5885 Hollis Street, Emeryville, California 94608, United States
- Physical
Bioscience Division, Lawrence Berkeley National Laboratory, Berkeley, California 94270, United States
| | - Christopher J. Petzold
- Joint BioEnergy Institute, 5885 Hollis Street, Emeryville, California 94608, United States
- Physical
Bioscience Division, Lawrence Berkeley National Laboratory, Berkeley, California 94270, United States
| | - Jay D. Keasling
- Joint BioEnergy Institute, 5885 Hollis Street, Emeryville, California 94608, United States
- Synthetic Biology Engineering Research Center, 5885 Hollis Street, Emeryville, California 94608, United States
- Physical
Bioscience Division, Lawrence Berkeley National Laboratory, Berkeley, California 94270, United States
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Matro R, Daskalakis C, Negoianu D, Katz L, Henry C, Share M, Kastenberg D. Randomised clinical trial: Polyethylene glycol 3350 with sports drink vs. polyethylene glycol with electrolyte solution as purgatives for colonoscopy--the incidence of hyponatraemia. Aliment Pharmacol Ther 2014; 40:610-9. [PMID: 25066025 DOI: 10.1111/apt.12884] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/13/2014] [Revised: 05/27/2014] [Accepted: 06/30/2014] [Indexed: 01/06/2023]
Abstract
BACKGROUND Polyethylene glycol 3350 plus sports drink (PEG-SD) is a hypo-osmotic purgative commonly used for colonoscopy, though little safety data are available. AIM To evaluate the effect of PEG-SD on serum sodium (Na) and other electrolytes compared with PEG-electrolyte solution (PEG-ELS). METHODS We performed a single center, prospective, randomised, investigator-blind comparison of PEG-ELS to PEG-SD in out-patients undergoing colonoscopy. Laboratories were obtained at baseline and immediately before and after colonoscopy. The primary endpoint was development of hyponatraemia (Na <135 mmol/L) the day of colonoscopy. Changes in electrolyte levels were computed as the difference between the lowest value on the day of colonoscopy and baseline. Purgative tolerance and efficacy were assessed. RESULTS A total of 389 patients were randomised; 364 took purgative and had baseline and day of colonoscopy labs (180 PEG-SD, 184 PEG-ELS). The groups were well matched except for a higher fraction of women and Blacks in PEG-ELS. Seven patients (3.9%) in PEG-SD and four patients (2.2%) in PEG-ELS developed hyponatraemia (OR = 1.82, 95% CI: 0.45-8.62, P = 0.376). Changes in electrolytes from baseline were small but significantly worse with PEG-SD for sodium, potassium and chloride (P = 0.001, 0.012, 0.001, respectively). Preparation completion, adverse events, and overall colon cleansing were similar between the groups, but PEG-ELS had more excellent preparations (52% vs. 30%; P = 0.001). CONCLUSIONS Greater, but very modest, electrolyte changes occur with PEG-SD. Hyponatraemia is infrequent with both purgatives. A significant increase in hyponatraemia was not identified for PEG-SD vs. PEG-ELS, but the sample size may have been inadequate to identify a small, but clinically important difference. ClinicalTrials.gov identifier NCT01299779.
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Affiliation(s)
- R Matro
- Division of Gastroenterology and Hepatology, Thomas Jefferson University Hospital, Philadelphia, PA, USA
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Affiliation(s)
- R Sides
- Washington State University; Pullman WA United States
| | - W Bayly
- Washington State University; Pullman WA United States
| | - R Kirkpatrick
- Washington State University; Pullman WA United States
| | - E Renner
- Washington State University; Pullman WA United States
| | - K Gough
- University College; Dublin Ireland
| | - L Katz
- University College; Dublin Ireland
| | - D Evans
- Faculty of Veterinary Science; University of Sydney; Sydney Australia
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Katz L, Gough K, Herdan C, McGivney B, Bayly W, Sides R, Hill E. Evaluation of a Portable System Designed to Measure Ventilatory Parameters and Oxygen Consumption in Unridden Horses. Equine Vet J 2014. [DOI: 10.1111/evj.12267_68] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- L Katz
- University College Dublin; Belfield Dublin Ireland
| | - K Gough
- University College Dublin; Belfield Dublin Ireland
| | - C Herdan
- University College Dublin; Belfield Dublin Ireland
| | - B McGivney
- University College Dublin; Belfield Dublin Ireland
| | - W Bayly
- Washington State University; Pullman Washington USA
| | - R Sides
- Washington State University; Pullman Washington USA
| | - E Hill
- University College Dublin; Belfield Dublin Ireland
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Affiliation(s)
- B McGivney
- University College Dublin; Belfield Dublin Ireland
| | - C Herdan
- University College Dublin; Belfield Dublin Ireland
| | - K Gough
- University College Dublin; Belfield Dublin Ireland
| | - L Katz
- University College Dublin; Belfield Dublin Ireland
| | - E Hill
- University College Dublin; Belfield Dublin Ireland
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49
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Affiliation(s)
- L Katz
- University College Dublin; Belfield Dublin Ireland
| | - B McGivney
- University College Dublin; Belfield Dublin Ireland
| | - R Fonseca
- University College Dublin; Belfield Dublin Ireland
| | - E Hill
- University College Dublin; Belfield Dublin Ireland
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Herdan C, McGivney B, Gough K, Hill E, Katz L. A Single Nucleotide Polymorphism (BIEC2-808543) on Eca3 Is Associated with Recurrent Laryngeal Neuropathy Independent of Height in Thoroughbred Horses. Equine Vet J 2014. [DOI: 10.1111/evj.12267_103] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- C Herdan
- University College Dublin; Belfield Dublin Ireland
| | - B McGivney
- University College Dublin; Belfield Dublin Ireland
| | - K Gough
- University College Dublin; Belfield Dublin Ireland
| | - E Hill
- University College Dublin; Belfield Dublin Ireland
| | - L Katz
- University College Dublin; Belfield Dublin Ireland
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