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Singh S, Karthikeyan C, Moorthy NSHN. Classification analysis of fatty acid synthase inhibitors using multialgorithms on topological descriptors and structural fingerprints. Chem Biol Drug Des 2023; 101:395-407. [PMID: 36065591 DOI: 10.1111/cbdd.14138] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2022] [Revised: 08/21/2022] [Accepted: 08/28/2022] [Indexed: 01/14/2023]
Abstract
Fatty acid synthase (FASN) is one of the enzymes required for fatty acid biosynthesis and is expressed as low or absent in most normal cells/tissues. However, this enzyme is upregulated in various cancer cells; hence, it can act as an important target to design and develop novel FASN inhibitors for cancer therapy. In the present investigation, a series of structurally diverse compounds that possessed FASN inhibitory activities were subjected to classification analysis using different algorithms such as support vector machine, decision tree, Naïve Bayes and random forest. The physicochemical descriptors and MACCS fingerprints were calculated using PaDEL software, and the WEKA software was utilized for the classification model building. The statistical parameters/confusion matrix calculated from the analysis revealed that the selected models have significant predictive performances. The results showed that the topological properties of the molecules are the main determinant for the activity classification. The key descriptors comprised of hydrogen bonding groups, especially acceptor (nHBAcc, minHBint9, minHBint5 and nwHBa), charge on the topological surface of the molecules (JGI10 & GGI2), ionization potential (GATS5i and GATS1i) and branching and distance between the groups (ETA_Eta_B_RC) are significantly contributed in the classification models. Further, the presence of heteroatoms (MACCSFP82, MACCSFP93 and MACCSFP131), especially nitrogen atom(s) and hydrogen bond acceptor groups (N-N group, NC(=O)N, N-C(=O)), actively contributed to the inhibitory activities. The results concluded that the topological polar properties concentrated in a specific region have significant FASN inhibitory activity. Hence, these results shall be used to develop novel molecules with increased FASN inhibitory activity.
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Affiliation(s)
- Shailendra Singh
- Cancept Therapeutics Laboratory, Department of Pharmacy, Indira Gandhi National Tribal University, Amarkantak, India
| | - Chandrabose Karthikeyan
- Cancept Therapeutics Laboratory, Department of Pharmacy, Indira Gandhi National Tribal University, Amarkantak, India
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2
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Serrano-Aparicio N, Ferrer S, Świderek K. Covalent Inhibition of the Human 20S Proteasome with Homobelactosin C Inquired by QM/MM Studies. Pharmaceuticals (Basel) 2022; 15:ph15050531. [PMID: 35631358 PMCID: PMC9143130 DOI: 10.3390/ph15050531] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Revised: 04/21/2022] [Accepted: 04/22/2022] [Indexed: 12/02/2022] Open
Abstract
20S proteasome is a main player in the protein degradation pathway in the cytosol, thus intervening in multiple pivotal cellular processes. Over the years the proteasome has emerged as a crucial target for the treatment of many diseases such as neurodegenerative diseases, cancer, autoimmune diseases, developmental disorders, cystic fibrosis, diabetes, cardiac diseases, atherosclerosis, and aging. In this work, the mechanism of proteasome covalent inhibition with bisbenzyl-protected homobelactosin C (hBelC) was explored using quantum mechanics/molecular mechanics (QM/MM) methods. Molecular dynamic simulations were used to describe key interactions established between the hBelC and its unique binding mode in the primed site of the β5 subunit. The free energy surfaces were computed to characterize the kinetics and thermodynamics of the inhibition process. This study revealed that although the final inhibition product for hBelC is formed according to the same molecular mechanism as one described for hSalA, the free energy profile of the reaction pathway differs significantly from the one previously reported for γ-lactam-β-lactone containing inhibitors in terms of the height of the activation barrier as well as the stabilization of the final product. Moreover, it was proved that high stabilization of the covalent adduct formed between β5-subunit and hBelC, together with the presence of aminocarbonyl side chain in the structure of the inhibitor which prevents the hydrolysis of the ester bond from taking place, determines its irreversible character.
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3
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Estrada FGA, Miccoli S, Aniceto N, García-Sosa AT, Guedes RC. Exploring EZH2-Proteasome Dual-Targeting Drug Discovery through a Computational Strategy to Fight Multiple Myeloma. Molecules 2021; 26:5574. [PMID: 34577052 PMCID: PMC8468724 DOI: 10.3390/molecules26185574] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2021] [Revised: 08/31/2021] [Accepted: 09/01/2021] [Indexed: 11/29/2022] Open
Abstract
Multiple myeloma is an incurable plasma cell neoplastic disease representing about 10-15% of all haematological malignancies diagnosed in developed countries. Proteasome is a key player in multiple myeloma and proteasome inhibitors are the current first-line of treatment. However, these are associated with limited clinical efficacy due to acquired resistance. One of the solutions to overcome this problem is a polypharmacology approach, namely combination therapy and multitargeting drugs. Several polypharmacology avenues are currently being explored. The simultaneous inhibition of EZH2 and Proteasome 20S remains to be investigated, despite the encouraging evidence of therapeutic synergy between the two. Therefore, we sought to bridge this gap by proposing a holistic in silico strategy to find new dual-target inhibitors. First, we assessed the characteristics of both pockets and compared the chemical space of EZH2 and Proteasome 20S inhibitors, to establish the feasibility of dual targeting. This was followed by molecular docking calculations performed on EZH2 and Proteasome 20S inhibitors from ChEMBL 25, from which we derived a predictive model to propose new EZH2 inhibitors among Proteasome 20S compounds, and vice versa, which yielded two dual-inhibitor hits. Complementarily, we built a machine learning QSAR model for each target but realised their application to our data is very limited as each dataset occupies a different region of chemical space. We finally proceeded with molecular dynamics simulations of the two docking hits against the two targets. Overall, we concluded that one of the hit compounds is particularly promising as a dual-inhibitor candidate exhibiting extensive hydrogen bonding with both targets. Furthermore, this work serves as a framework for how to rationally approach a dual-targeting drug discovery project, from the selection of the targets to the prediction of new hit compounds.
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Affiliation(s)
- Filipe G. A. Estrada
- Research Institute for Medicines (iMed.ULisboa), Faculty of Pharmacy, Universidade de Lisboa, 1649-003 Lisbon, Portugal; (F.G.A.E.); (S.M.)
- Department of Pharmaceutical Sciences and Medicines, Faculty of Pharmacy, Universidade de Lisboa, 1649-003 Lisbon, Portugal
- Institute of Chemistry, University of Tartu, Ravila 14a, 50411 Tartu, Estonia
| | - Silvia Miccoli
- Research Institute for Medicines (iMed.ULisboa), Faculty of Pharmacy, Universidade de Lisboa, 1649-003 Lisbon, Portugal; (F.G.A.E.); (S.M.)
- Department of Drug Science and Technology, University of Turin, Via Verdi 8, 10124 Torino, Italy
| | - Natália Aniceto
- Research Institute for Medicines (iMed.ULisboa), Faculty of Pharmacy, Universidade de Lisboa, 1649-003 Lisbon, Portugal; (F.G.A.E.); (S.M.)
- Department of Pharmaceutical Sciences and Medicines, Faculty of Pharmacy, Universidade de Lisboa, 1649-003 Lisbon, Portugal
| | | | - Rita C. Guedes
- Research Institute for Medicines (iMed.ULisboa), Faculty of Pharmacy, Universidade de Lisboa, 1649-003 Lisbon, Portugal; (F.G.A.E.); (S.M.)
- Department of Pharmaceutical Sciences and Medicines, Faculty of Pharmacy, Universidade de Lisboa, 1649-003 Lisbon, Portugal
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4
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Shkoor M, Tashtoush H, Al-Talib M, Mhaidat I, Al-Hiari Y, Kasabri V, Alalawi S. Synthesis and Antiproliferative and Antilipolytic Activities of a Series of 1,3- and 1,4-Bis[5-(R-sulfanyl)-1,2,4-triazol-3-yl)benzenes. RUSSIAN JOURNAL OF ORGANIC CHEMISTRY 2021. [DOI: 10.1134/s1070428021070149] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
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5
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Mamdooh N, Kasabri V, Al‐Hiari Y, Almasri I, Al‐Alawi S, Bustanji Y. Evaluation of selected commercial pharmacotherapeutic drugs as potential pancreatic lipase inhibitors and antiproliferative compounds. Drug Dev Res 2018; 80:310-324. [DOI: 10.1002/ddr.21499] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2018] [Revised: 10/25/2018] [Accepted: 10/26/2018] [Indexed: 11/11/2022]
Affiliation(s)
- Noor Mamdooh
- School of PharmacyUniversity of Jordan Amman Jordan
| | | | | | - Ihab Almasri
- Pharmaceutical Chemistry DepartmentAl‐Azhar University Gaza Palestinian Territory
| | | | - Yasser Bustanji
- School of PharmacyUniversity of Jordan Amman Jordan
- Hamdi Mango Centre for Scientific ResearchUniversity of Jordan Amman Jordan
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Soulère L, Alix PM, Croze ML, Soulage CO. Identification of novel antilipogenic agents targeting fatty acid biosynthesis through structure-based virtual screening. Chem Biol Drug Des 2018; 92:1366-1372. [PMID: 29635861 DOI: 10.1111/cbdd.13202] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2017] [Revised: 02/27/2018] [Accepted: 03/10/2018] [Indexed: 12/13/2022]
Abstract
An Asinex Gold Platinium chemical library subset of 12 055 compounds was screened employing docking simulations in the active site of the human FAS KS domain. Among them, 13 compounds were further evaluated for their ability to inhibit fatty acid biosynthesis. Four compounds were found to be active in particular ASN05064661 and ASN05374526 with IC50 values of 6.6 and 10.5 μm, respectively. A binding mode study was further conducted with these two compounds structurally related to benzene sulfonamide and aromatic polyamide. This study showed that they fit tightly with the active site with several interactions, notably with the key residues Cys161, His293, and His331.
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Affiliation(s)
- Laurent Soulère
- Univ Lyon, INSA Lyon, UMR 5246, CNRS, Université Lyon 1, CPE Lyon, ICBMS, Institut de Chimie et de Biochimie Moléculaires et Supramoléculaires, Villeurbanne, France
| | - Pascaline M Alix
- Univ Lyon, CarMeN Laboratory, Inserm U1060, INSA Lyon, INRA U1397, Université Claude Bernard Lyon 1, Villeurbanne, France
| | - Marine L Croze
- Univ Lyon, CarMeN Laboratory, Inserm U1060, INSA Lyon, INRA U1397, Université Claude Bernard Lyon 1, Villeurbanne, France
| | - Christophe O Soulage
- Univ Lyon, CarMeN Laboratory, Inserm U1060, INSA Lyon, INRA U1397, Université Claude Bernard Lyon 1, Villeurbanne, France
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ω-3 Long Chain Polyunsaturated Fatty Acids as Sensitizing Agents and Multidrug Resistance Revertants in Cancer Therapy. Int J Mol Sci 2017; 18:ijms18122770. [PMID: 29261109 PMCID: PMC5751368 DOI: 10.3390/ijms18122770] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2017] [Revised: 11/23/2017] [Accepted: 12/16/2017] [Indexed: 12/11/2022] Open
Abstract
Chemotherapy efficacy is strictly limited by the resistance of cancer cells. The ω-3 long chain polyunsaturated fatty acids (ω-3 LCPUFAs) are considered chemosensitizing agents and revertants of multidrug resistance by pleiotropic, but not still well elucidated, mechanisms. Nowadays, it is accepted that alteration in gene expression, modulation of cellular proliferation and differentiation, induction of apoptosis, generation of reactive oxygen species, and lipid peroxidation are involved in ω-3 LCPUFA chemosensitizing effects. A crucial mechanism in the control of cell drug uptake and efflux is related to ω-3 LCPUFA influence on membrane lipid composition. The incorporation of docosahexaenoic acid in the lipid rafts produces significant changes in their physical-chemical properties affecting content and functions of transmembrane proteins, such as growth factors, receptors and ATP-binding cassette transporters. Of note, ω-3 LCPUFAs often alter the lipid compositions more in chemoresistant cells than in chemosensitive cells, suggesting a potential adjuvant role in the treatment of drug resistant cancers.
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Drygalski K, Berk K, Charytoniuk T, Iłowska N, Łukaszuk B, Chabowski A, Konstantynowicz-Nowicka K. Does the enterolactone (ENL) affect fatty acid transporters and lipid metabolism in liver? Nutr Metab (Lond) 2017; 14:69. [PMID: 29158770 PMCID: PMC5683590 DOI: 10.1186/s12986-017-0223-1] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2017] [Accepted: 10/23/2017] [Indexed: 12/29/2022] Open
Abstract
BACKGROUND NAFLD as a result of inappropriate diet and obesity, may progress to sever conditions such as: type 2 diabetes mellitus or steatohepatitis, and has recently become a prevalent topic of numerous investigations. Due to its dangerous aftermaths, finding new substances, such as polyphenols and their derivatives, which might reduce liver steatosis is the main target of research into NAFLD treatment. Hence, the aim of the present study was to evaluate the effect(s) of enterolactone (ENL), a metabolite of secoisolariciresinol (SECO), on lipid metabolism together with changes in the expression of fatty acid transporters in fatty liver. METHODS The experiments were conducted on HepG2 cells incubated with either ENL and/or palmitic acid during 16 h exposure. The expression of selected fatty acid transport proteins: FATP2, FATP5, CD36, FABPpm, ABCA1, MTP, ACBP and L-FABP, as well as the proteins directly involved in lipogenesis (FAS), oxidation pathway (CPT 1), and lipid metabolism (PPARα, LXR, SREBP1c, pAMPK) was estimated by Western Blot. Intra and extracellular lipid contents were assessed by Gas-Liquid Chromatography. The data was analyzed with two-way analysis of variance (ANOVA), and results were considered to be statistically significant at p ≤ 0.05. RESULTS ENL stimulated extracellular efflux of free fatty acids (FFA) and triacylglicerols (TAG) to the medium, while, it had no influence on FATP-family mediated intracellular fatty acid uptake. Moreover, ENL decreased the expression of CPT 1, pAMPK, PPARα, increased SREBP1c and had no effect on LXR, and FAS content. CONCLUSIONS The findings of our study demonstrate that ENL had opposite effect on liver steatosis in comparison with other polyphenols what suggests that it may be an inactive metabolite. ENL did not affect significantly the intracellular accumulation of FFA, DAG and TAG, yet it promoted their extracellular efflux. Furthermore, it inhibited ß-oxydation and intracellular lipid metabolism what may contribute to the progression of NAFLD.
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Affiliation(s)
- Krzysztof Drygalski
- Department of Physiology, Medical University of Bialystok, Białystok, Poland
| | - Klaudia Berk
- Department of Physiology, Medical University of Bialystok, Białystok, Poland
| | - Tomasz Charytoniuk
- Department of Physiology, Medical University of Bialystok, Białystok, Poland
| | - Nicoletta Iłowska
- Department of Physiology, Medical University of Bialystok, Białystok, Poland
| | - Bartłomiej Łukaszuk
- Department of Physiology, Medical University of Bialystok, Białystok, Poland
| | - Adrian Chabowski
- Department of Physiology, Medical University of Bialystok, Białystok, Poland
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Malapit CA, Luvaga IK, Caldwell DR, Schipper NK, Howell AR. Rh-Catalyzed Conjugate Addition of Aryl and Alkenyl Boronic Acids to α-Methylene-β-lactones: Stereoselective Synthesis of trans-3,4-Disubstituted β-Lactones. Org Lett 2017; 19:4460-4463. [PMID: 28809569 DOI: 10.1021/acs.orglett.7b01994] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
A one-step preparation of 3,4-disubstituted β-lactones through Rh-catalyzed conjugate addition of aryl or alkenyl boronic acids to α-methylene-β-lactones is described. The operationally simple, stereoselective transformation provides a broad range of β-lactones from individual α-methylene-β-lactone templates. This methodology allowed for a direct, final-step C-3 diversification of nocardiolactone, an antimicrobial natural product.
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Affiliation(s)
- Christian A Malapit
- Department of Chemistry, University of Connecticut , Storrs, Connecticut 06269-3060 United States
| | - Irungu K Luvaga
- Department of Chemistry, University of Connecticut , Storrs, Connecticut 06269-3060 United States
| | - Donald R Caldwell
- Department of Chemistry, University of Connecticut , Storrs, Connecticut 06269-3060 United States
| | - Nicholas K Schipper
- Department of Chemistry, University of Connecticut , Storrs, Connecticut 06269-3060 United States
| | - Amy R Howell
- Department of Chemistry, University of Connecticut , Storrs, Connecticut 06269-3060 United States
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10
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Li S, Diego-Limpin PA, Bajrami B, Keshipeddy S, Lam YW, Deng B, Farrokhi V, McShane AJ, Nemati R, Howell AR, Yao X. Scaling Proteome-Wide Reactions of Activity-Based Probes. Anal Chem 2017; 89:6295-6299. [PMID: 28570047 PMCID: PMC6368408 DOI: 10.1021/acs.analchem.7b01184] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Unified analysis of complex reactions of an activity-based probe with proteins in a proteome remains an unsolved challenge. We propose a power expression, rate = kobs[Probe]α, for scaling the progress of proteome-wide reactions and use the scaling factor (0 ≤ α ≤ 1) as an apparent, partial order with respect to the probe to measure the "enzyme-likeness" for a protein in reaction acceleration. Thus, α reports the intrinsic reactivity of the protein with the probe. When α = 0, the involved protein expedites the reaction to the maximal degree; when α = 1, the protein reacts with the probe via an unaccelerated, bimolecular reaction. The selectivity (β) of the probe reacting with two proteins is calculated as a ratio of conversion factors (kobs values) for corresponding power equations. A combination of α and β provides a tiered system for quantitatively assessing the probe efficacy; an ideal probe exhibits high reactivity with its protein targets (low in α) and is highly selective (high in β) in forming the probe-protein adducts. The scaling analysis was demonstrated using proteome-wide reactions of HT-29 cell lysates with a model probe of threonine β-lactone.
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Affiliation(s)
- Song Li
- Department of Chemistry, University of Connecticut, Storrs, CT 06269, USA
| | | | - Bekim Bajrami
- Department of Chemistry, University of Connecticut, Storrs, CT 06269, USA
| | - Santosh Keshipeddy
- Department of Chemistry, University of Connecticut, Storrs, CT 06269, USA
| | - Ying-Wai Lam
- Department of Biology, University of Vermont, Burlington, VT 05405, USA
- Vermont Genetics Network Proteomics Facility, University of Vermont, Burlington, VT 05405, USA
| | - Bin Deng
- Department of Biology, University of Vermont, Burlington, VT 05405, USA
- Vermont Genetics Network Proteomics Facility, University of Vermont, Burlington, VT 05405, USA
| | - Vahid Farrokhi
- Department of Chemistry, University of Connecticut, Storrs, CT 06269, USA
| | - Adam J. McShane
- Department of Chemistry, University of Connecticut, Storrs, CT 06269, USA
| | - Reza Nemati
- Department of Chemistry, University of Connecticut, Storrs, CT 06269, USA
| | - Amy R. Howell
- Department of Chemistry, University of Connecticut, Storrs, CT 06269, USA
| | - Xudong Yao
- Department of Chemistry, University of Connecticut, Storrs, CT 06269, USA
- Institute for Systems Biology, University of Connecticut, Storrs, CT 06269, USA
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Wright MH, Tao Y, Drechsel J, Krysiak J, Chamni S, Weigert-Munoz A, Harvey NL, Romo D, Sieber SA. Quantitative chemoproteomic profiling reveals multiple target interactions of spongiolactone derivatives in leukemia cells. Chem Commun (Camb) 2017; 53:12818-12821. [DOI: 10.1039/c7cc04990k] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Identifying the covalent targets of a natural product-derivative in cancer cells.
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Affiliation(s)
- M. H. Wright
- Center for Integrated Protein Science (CIPSM)
- Department of Chemistry
- Technical University of Munich
- Garching
- Germany
| | - Y. Tao
- Department of Chemistry & Biochemistry
- Baylor University
- Waco
- USA
| | - J. Drechsel
- Center for Integrated Protein Science (CIPSM)
- Department of Chemistry
- Technical University of Munich
- Garching
- Germany
| | - J. Krysiak
- Center for Integrated Protein Science (CIPSM)
- Department of Chemistry
- Technical University of Munich
- Garching
- Germany
| | - S. Chamni
- Department of Chemistry
- Texas A&M University
- College Station
- USA
| | - A. Weigert-Munoz
- Center for Integrated Protein Science (CIPSM)
- Department of Chemistry
- Technical University of Munich
- Garching
- Germany
| | - N. L. Harvey
- Department of Chemistry
- Texas A&M University
- College Station
- USA
| | - D. Romo
- Department of Chemistry & Biochemistry
- Baylor University
- Waco
- USA
| | - S. A. Sieber
- Center for Integrated Protein Science (CIPSM)
- Department of Chemistry
- Technical University of Munich
- Garching
- Germany
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