A High-Throughput Screening Triage Workflow to Authenticate a Novel Series of PFKFB3 Inhibitors: Paper Summary A high throughput screening was carried out of human 6-phosphofructo-2-kinase/fructose-2,6-biphosphatase 3 (PFKFB3), which resulted in multiple compound series with the potential for further development[1]. Multiple screening methods were carried out, including a Primary PFKFB3 HTS spot-test assay with an IC50 follow up, an Orthogonal IC50 assay and Enzyme Ratio Testing; these methods shall be outlined throughout this summary.Primary PFKFB3 HTS spot-test assay + IC50 follow upThe screening of compounds by St-Gallay et al was performed using an ADP-Glo format [2] a dual-step process. The protein of interest (PFKFB3) was incubated with two compounds, fructose-6-phosphate (F6P) and ATP in a buffer solution, containing 5 mM MgCl2, 5 mM KPi at PH7, 200 mM KCl, 0.1 mM Triton X-100, 50 mM HEPES and 1mM dithiothreitol (DTT); thus giving the terminal concentrations of PFKFB3, ATP and F6P. (8.75 nM, 34 µM and 15 µM respectively, as outlined below in Figure 1.)Figure 1: Graphs outlining the final concentrations and rate of luminescence (RFU/RLU per minute) of ATP, F6P and PFKFB3[1]The primary run was undergone in the 1536 well format, whereby 1µL of enzyme and 1µL substrate additions were made simultaneously, to give the final volume of 2µL per well. All other assays were prepared using a very similar method, by addition of a fraction of solution containing enzyme (reactions already initiated) with an equal volume of substrate solution. After approximately 60-70 minutes of time passing, ADP-Glo reagent was introduced to the wells in order to terminate the kinase reaction, and exhaust any remaining ATP.After approximately another 40 minutes, a kinase detection reagent was added, in order to convert adenosine diphosphate (ADP) back to its original ATP form. The newly formed ATP could then be quantitated by the luciferin/luciferase reaction, where for each molecule of ADP that was produced, it was assumed that 1 molecule of ATP had regenerated. Luminescence could then be determined and used as an indicator of enzyme inhibition; it was found that molecules that did indeed inhibit PFKFB3 reduced the luminescent signal when compared to uninhibited enzyme.Both the primary screen and follow up followed the same terminal conditions, in both a 384 well (low volume plate) and 1536 well format. Both substrate and enzyme additions were added at a 1:1 ratio, although the total volume was 2µL per well for the 1536 format and 5µL per well for the 384 well format. The ADP-Glo was added stoichiometrically (1:1:2 ratio as recommended by the manufacturer) in regards to volume/ADP-Glo reagent/kinase detection reagent [1].Bovine Serum Albumin (BSA) was considered for the determination of non-specific binding, however as it is well known that BSA has a tendency to bind drug-like molecules[1], of which many are confirmed to inhibit enzymes, so there was a real risk of removing genuine hits through false negative results. Therefore it was decided that the protein of interest (PFKFB3) was to be used, with the added benefit of the ability to construct a kinetically equivalent assay at both of the concentrations outlined above.Full IC50 (follow up) curves were produced for a specific subset of hit compounds, these were identified from the initial library of 837387 compounds; A comparson of these results with the orthogonal inhibition assay can be found in Figure 2 below. Finally those selected compounds were tested within an artifact IC50 format, whereby the detection part of the ADP-Glo assay was run again, this time without PFKFB3 and instead with an equivalent concentration of ADP/ATP which was a substitute for what would have been produced by the aformentioned kinase reaction. Therefore if any of the selected compounds interfered with the detection of the mixture, there would be a notable decrease in signal observed; however none of compounds tested were found to cause this effect.Figure 2: A graph outlining PFKFB3 pIC50 when comparing luminescence (ADP-Glo assay) versus the Transcreener technology(orthogonal inhibition assay) [1]Orthogonal inhibition assayThe compounds brought forward for an IC50 follow up using the ADP-Glo assay after the initial HTS were also tested used a Transcreener ADP Fluorescent Intensity Assay [1]. Due to the fact that this assay is based on detecting ADP, any class of compounds /enzyme that produces ADP is compatible with Transcreener technology [3]. The process of assay preparation was designed to match the conditions used in the previous ADP-Glo assay, however it was found that instead of a protein concentration of 8nM being left for 60 minutes, a concentration of 4nM being left for 120 minutes gave a linear reaction and more appropriate signal window, as outlined in Figure 3 below.Figure 3: Using ADP-Glo conditions, linearity of a reaction time course was measured with various concentrations of PFKFB3 for the orthogonal inhibition assay [1]The assay was again performed in two steps, first PFKFB3 was incubated with the compound, ATP and F6P, in the same buffer solution used prior; the only difference in final concentration was PFKFB3 at 4.3nM instead of 8.75nM, again highlighted by Figure 3, and the solutions were left for 2h instead of 1h.ADP was able to be detected due to a tracer (ADP Alexa 594) that was bound to ADP2 monoclonal antibody [1], as the tracer is displaced by ADP it is released into solution and causes a positive increase in fluorescent readout. Consequently, there is a correlation between kinase activity and an increase in fluorescence due to a rise in ADP production.Using a black, low volume 384 well plate, after 2 hours of incubation 5µL (2.5 µL of PFKFB3 and 2.5 µL of ATP/F6P) of solution was added to each well. After approximately a further 60 minutes, fluorescence readings of the plates were taken. The IC50 values were then generated from these results, and compared against the results achieved through the ADP-Glo assay, as again can be seen in Figure 2. A positive correlation was observed between the two assays in regards to compound potency values [1] suggesting a high level of accuracy in IC50 readings.Enzyme Ratio TestingA secondary enzyme test occurred in order to determine nonspecific compounds effects, thereby allowing separation of potential hits that are time-dependant or enzyme-concentration dependant. By increasing the PFKFB3 concentration 10-fold, and simultaneously decreasing the incubation time by the same amount (60 minutes decreasing to 6 minutes), it was possible to ascertain effects (both time and concentration dependant) that potentially occurred due to the compound behaviour within the enzyme assay, for example compound aggregation. [4]ERT was an excellent secondary filter that was used to specify more promising candidates from the initial hits through both HTS and the following assays.ConclusionSt-Gallay et al were able to benefit from the highly accurate and selective HTS and following assays in order to determine right compounds with positive lead-like properties [5]. By taking advantage of assays designed around ADP production and the detection of fluorescent tags, with powerful filtering and analytical techniques (Enzyme Ratio Testing, Isothermal Calorimetry and X-Ray Crystallography) the dihydropyrrolopyrimidinone series of compounds [1] were identified as a potential option in developing potential treatments for tumours by targeting the increased glycolytic flux that occurs in tumour growth [6].References[1] Stephen A. St-Gallay, Neil Bennett, Susan E. Critchlow. A High-Throughput Screening Triage Workflow to Authenticate a Novel Series of PFKFB3 Inhibitors, Sage Journals. SLAS Discovery. 2017, Vol. 23, 1122.[2] Zegzouti, H., Zdanovskaia, M., Hsiao, K.. ADP-Glo: A Bioluminescent and Homogeneous ADP Monitoring Assay for Kinases. Assay Drug Dev. Technol. 2010, 7, 560572. [3] Kleman-Leyer, K. M., Klink, T. A., Kopp, A. L.. Characterization and Optimization of a Red-Shifted Fluorescence Polarization ADP Detection Assay. Assay Drug Dev. Technol. 2009, 7, 5667.[4] Habig, M., Blechschmidt, A., Dressler, S.. Efficient Elimination of Nonstoichiometric Enzyme Inhibitors from HTS Hit Lists. J. Biomol. Screen. 2009, 14, 679689. [5] Teague, S. J., Davis, A. M., Leeson, P. D.. The Design of Leadlike Combinatorial Libraries. Angew. Chem. Int. Ed. 1999, 38, 37433748[6] Buerkle, A., Weber, W. Imaging of Tumor Glucose Utilization with Positron Emission Tomography. Cancer Metastasis Rev. 2008, 27, 545554.
High-Throughput Screening Triage Workflow to Authenticate a Novel Series of PFKFB3 Inhibitors
Mar 17, 2020 | Chemistry
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- GLG101, Science
- GO16
- Government
- GovernmentGovernment
- GOVT2305
- GOVT2305, Humanities
- GOVT2306
- Grand Canyon University, Science
- Grand Canyon University, Writing
- Grantham University
- GRANTHAM UNIVERSITY, PROGRAMMING
- GRANTHAM UNIVERSITY, WRITING
- GROSSMONT COLLEGE, HUMANITIES
- Grossmont-Cuyamaca Community College District
- GROSSMONT-CUYAMACA COMMUNITY COLLEGE DISTRICT, HUMANITIES
- GU299, WRITING
- Hawaii Pacific University
- HC310
- HCA415
- HCA521
- HCM550, SCIENCE
- Hcs370
- HCS446
- he focused on aspects of the U.S. that combined democratic and increasingly capitalist characteristics. THINK ABOUT the points De Tocqueville made.
- Health & Medical
- Healthcare
- HIM 2588, MATHEMATICS
- HIM 500, SCIENCE
- HIM301
- HIS 108
- HIS101
- HIS105
- HIS200
- HIST104A, Humanities
- HIST111
- HIST1301, HUMANITIES
- HIST1302
- HIST1320
- HIST1700
- HIST2620
- HIST350, Humanities
- HIST405N, HUMANITIES
- HIST459, Humanities
- History
- History – American history
- History – American historyHistory – American history
- History – Ancient history
- History – Ancient historyHistory – Ancient history
- History – World history
- History – World historyHistory – World history
- HISTORY4250, Humanities
- HistoryHistory
- HLSS508, OTHER
- HMP403
- Hospitality
- HOST1066, WRITING
- Housing
- How do the changes in ship technology effect port operations? Discuss at least 3 factors contributing to port operations and development. Address cargo and passenger liners.250 words
- How have Mary Calderone, SIECUS and other sex educators changed how sex education is perceived? (100 words minimum)
- HOWARD UNIVERSITY, SCIENCE
- HR Management
- HRM300
- HRT6050, Writing
- HSA305
- HSA535
- HSC3201
- HSN476
- HUM1002
- HUM115
- HUM115, Writing
- Human Resource
- Human Resource Management
- Human Resource ManagementHuman Resource Management
- Human Resources
- HUMAN RESOURCES DEVELOPMENT AND MANAGEMENT, SCIENCE
- Human Rights
- HUMANITIES
- Humanities, Alcorn State University
- HUMANITIES, HY 1110
- Humanities, LMC3225D
- HUMANITIES, LONG BEACH CITY COLLEGE
- HUMANITIES, MUSIC1306
- HUMANITIES, OAKLAND COMMUNITY COLLEGE
- HUMANITIES, PH 100
- HUMANITIES, POINT LOMA NAZARENE UNIVERSITY
- HUMANITIES, PRINCE GEORGE'S COMMUNITY COLLEGE
- Humanities, PSY105
- HUMANITIES, PSY330 THEORIES OF PERSONALITY
- Humanities, PSYC 1101
- HUMANITIES, PSYCH305
- HUMANITIES, PSYCH635 PSYCHOLOGY OF LEARNING
- HUMANITIES, RSCH8110
- HUMANITIES, SAN DIEGO STATE UNIVERSITY
- HUMANITIES, SAN JACINTO COLLEGE
- Humanities, SOC1010
- HUMANITIES, SOC401
- HUMANITIES, SOCIOLOGY OF RELIGION
- HUMANITIES, SOUTHERN NEW HAMPSHIRE UNIVERSITY
- HUMANITIES, STRAYER UNIVERSITY
- HUMANITIES, SWK110
- HUMANITIES, UNIVERSITY OF CALIFORNIA
- HUMANITIES, UNIVERSITY OF CALIFORNIA IRVINE
- HUMANITIES, UNIVERSITY OF HOUSTON-DOWNTOWN
- Humanities, University of Maryland University College
- i need the attached work to look like this. please redo and make it look like this.
- I need these questions answered fully. I have the assignment and the notes attached for it. Do not use chegg or course hero. This is due Wednesday 4/14 at 10:00 pm which is almost 4 full days. Thanks!
- I need to re organize a research paper I attached all my information and I attached you an example how is going to be. Please follow the instruction and the references has to be APA 7edition
- Identify a cardiac or respiratory issue and outline the key steps necessary to include for prevention and health promotion
- identify the leadership theory that best aligns with your personal leadership style
- if you suggest trying to do this
- IGLOBAL UNIVERSITY
- IHS2215
- Iii Mlch
- III nuistery of such superficialities was meant to
- Implement classifiers KMeans, Random Forest and Decision Tree, SVM,XGBoost and Naive Bayes for the given dataset of audio samples to findout top genre for an audio sample(which one fits best)
- In a cardiac issue what are the key steps necessary to include for prevention and health promotion.
- in any other way
- include a paragraph about which side of the case a forensic psychologists might support and why.
- indeed
- India
- INDIANA UNIVERSITY BLOOMINGTON, SCIENCE
- INF690
- INF690, Other
- Information Systems
- Information SystemsInformation Systems
- Information Technology
- INSTITUTE OF PUBLIC ADMINISTRATION SAUDI ARABIA, PROGRAMMING
- INT700, OTHER
- International Business
- International Relations
- International Studies
- Internet
- Introduction to Biology
- Is jury nullification sometimes justifiable? When?
- ISSC351
- It Research
- IT380
- IT550, Business & Finance , Southern New Hampshire University
- ITC3001
- ITP120
- ITS 631, PROGRAMMING
- ITS835, Other
- JEDDAH COLLEGE OF ADVERTISING, WRITING
- Journalism
- KNOWLEDGE IS POWER, OTHER
- Languages
- Law
- Law – Civil
- Law – CivilLaw – Civil
- Law – Criminal
- Law – CriminalLaw – Criminal
- LawLaw
- Leadership
- lecture slides
- Leisure Management
- Liberty University
- LIBERTY UNIVERSITY, WRITING
- lIlgll.Igt· (1II1In·d
- Linguistics
- literacy is always plural: literacies (there are many of them
- Literature
- Literature Review
- Literature review funnel on "cyber security"
- LiteratureLiterature
- MA105
- MAJAN COLLEGE, WRITING
- Management
- Manpower
- Marketing
- Math
- MATH 1030
- MATH144, MATHEMATICS
- Mathematics
- Mathematics – Algebra
- Mathematics – Calculus
- Mathematics – Geometry
- Mathematics – Numerical analysis
- Mathematics – Precalculus
- Mathematics – Probability
- Mathematics – Statistics
- Mathematics – StatisticsMathematics – Statistics
- Mathematics – Trigonometry
- MATHEMATICS, MGT3332
- Mathematics, National American University
- Mathematics, PSY325
- MATHEMATICS, PUBH8545
- Mathematics, QNT275
- MATHEMATICS, STAT 201
- MBA503
- McMaster University
- ME350B, SCIENCE
- MECH4430, SCIENCE
- Mechanics
- Media
- Medical
- Medical Essays
- MGMT2702
- MGMT410
- MGT173, SCIENCE
- MHR6451
- MIAMI UNIVERSITY, WRITING
- Military
- Military Science
- MKT501
- MKT690, OTHER
- MN576
- MN581
- MN610, SCIENCE
- MNGT3711
- Music
- MVC109
- N4685
- NATIONAL INSTITUTES OF HEALTH, SCIENCE
- NATIONAL UNIVERSITY, SCIENCE
- Needs to be at least 300 wordswithin the past five years.No plagiarism! What key aspects do you believe should guide ethical behavior related to health information, technology, and social media?
- no workable ""affirmative action"" for Discourses: you can't 19 Ill' let into the game after missing the apprenticeship and be expected to have a fnir shot at playing it. Social groups will not
- Northcentral University
- not writing)
- nothing can stand in her way once she has her mind set. I will say that she can sometimes be hard headed
- Nova Southeastern University
- NR447, SCIENCE
- NRS429VN
- NRS44V, OTHER
- NRS451VN
- NRSE4540
- NSG426
- NSG486
- NSG6102
- NSG6102, SCIENCE
- Numerical Analysis
- NUR231NUR2349, SCIENCE
- NUR647E
- NURS350
- NURS508
- NURS6640
- Nursing
- NURSING LEADERSHIP AND MANAGEMENT, SCIENCE
- NursingNursing
- Nutrition
- offering learners the flexibility to acquire new skills and knowledge from the comfort of their homes. However
- OHIO UNIVERSITY, SCIENCE
- Online Discussion Forums Grade and Reflection Assignment : Current Topic Artificial Intelligence HR Planning Career and Management Development Labour RelationsForum
- operation security
- Operations Management
- or do those companies have an ethical obligation to protect people? In this assignment
- ORG5800, OTHER
- Organisations
- OTHER
- Other, PAD631
- OTHER, PARK UNIVERSITY
- OTHER, PLA1223
- Other, POLI330N
- OTHER, PROFESSIONAL NURSING NU231 NUR2349
- Other, RTM404
- OTHER, SAINT LEO UNIVERSITY
- OTHER, SOC3210C1
- Other, SOCW6333
- OTHER, SOUTHERN NEW HAMPSHIRE UNIVERSITY
- Other, The University Of Southern Mississippi
- OTHER, TRIDENT UNIVERSITY INTERNATIONAL
- Other, UC
- OTHER, UNIVERSITY OF MARYLAND UNIVERSITY COLLEGE
- OTHER, UNIVERSITY OF SOUTH FLORIDA
- Other, Walden University
- paying attention to grammar and spelling. Actively participate in discussions
- Personal Development
- PhD Dissertation Research
- PHI 413V, SCIENCE
- Philosophy
- Photography
- PHY290
- PHYS204L206
- Physics
- Physics – Astronomy
- Physics – Electromagnetism
- Physics – Geophysics
- Physics – Mechanics
- Physics – Optics
- PhysicsPhysics
- Physiology
- PNGE332, SCIENCE
- Political Science
- Political SciencePolitical Science
- Politics
- PowerPoint slides
- privacy
- PROFESSIONAL NURSING NU231 NUR2349, SCIENCE
- PROFESSIONAL NURSING NU231NUR2349, SCIENCE
- Programming
- Programming , College of Applied Sciences
- PROGRAMMING, STRAYER UNIVERSITY
- PROGRAMMING, WILMINGTON UNIVERSITY
- Project Management
- proper grammar
- Protein
- provide a discussion on what could have been done better to minimize the risk of failure. If you have not yet been involved with a business process redesign
- PSYC8754, WRITING
- Psychology
- PsychologyPsychology
- PUB373, SCIENCE
- Purdue University
- Rasmussen College
- Read a poam and write a paragraph to prove "The table turned".
- Reading
- ReadingReading
- readings
- Reference this
- REL1030
- Religion
- RES861, Science RES861
- Research Methodology
- Research methods
- Research Proposal
- Research questions
- Retail
- Rutgers university
- SAFE4150
- safety statutes
- Santa Clara University
- SCI 220, SCIENCE
- SCI115, SCIENCE
- Science
- Science, Strayer University
- SCIENCE, THOMAS JEFFERSON UNIVERSITY
- SCIENCE, WEST COAST UNIVERSITY
- SCIENCE, WEST TEXAS A & M UNIVERSITY
- Sciences
- SCM371, Writing
- Search in scholarly sources the similarities and difference between PhD and DNP. Post three similarities and three differences found on your research. Do not forget to include your reference.
- Security
- self-actualization
- several things can happen
- Should the government operate public transportation systems?250 words
- so that it is not biased?
- so too
- SOC 450
- Social Policy
- Social Science
- Social Science – Philosophy
- Social Science – PhilosophySocial Science – Philosophy
- Social Science – Sociology
- Social Science – SociologySocial Science – Sociology
- Social Sciences
- Social ScienceSocial Science
- Social Work
- Society
- Sociology
- someone cannot engage in a Discourse in a less than fully fluent manner. You are either in it or you're not. Discourses are connected with displays of
- SP19, WRITING
- SPC2608
- SPD310
- Sports
- Statistics
- succeeding in online courses requires a different approach compared to traditional classroom settings. To help you make the most of your online learning experience
- such as notifications from social media or email. Organize your study materials and have a reliable internet connection to ensure seamless access to course materials.
- Technology
- that personal ethics and organizations ethics are two different and unrelated concepts. Others
- the attribute is useful
- The directions are attached. However you must read the PDF file first in order to answer the questions.
- the role of work and money
- Theatre
- then reply to a minimum of 2 of your classmates' original posts.
- Theology
- Threat of artificial intelligence 800 words.
- to be true of second language acquisition or socially situ ated cognition (Beebe
- to better promote the value and dignity of individuals or groups and to serve others in ways that promote human flourishing.
- to usc a Discourse. The most you can do is III It'! them practice being a linguist with you.
- total fat consumption
- Tourism
- Translation
- Transportation
- U110
- Uncategorized
- University of Central Missouri
- University of South Florida
- UNIVERSITY OF SOUTH FLORIDA, WRITING
- Video Games
- Watch this meditation https://www.youtube.com/watch?v=doQGx4hdF3M&feature=youtu.be and write a one page reflection
- WCWP10B
- we can always ask about how much ten- 12 """""" or conflict is present between any two of a person's Discourses (Rosaldo
- What approaches to the study of poverty does economic sociology offer? More specifically, what might sociologists studying poverty focus on besides poor households, neighborhoods, and individuals?
- What is the philosophical matrices for Behaviorism, Constructivism, and Reconstructivism
- What key aspects do you believe should guide ethical behavior related to health information, technology, and social media?
- what place did government have to improve markets? What does the concept of ""crowding out"" mean in all of this?
- What should be done to maintain optimum stock levels and why is it important to keep accurate and up-to-date records of stock in medical practice?
- whether good or bad. The intent of the short research projects is to dig a little deeper into some of the topics
- which triggers the vulnerability. As soon as the user downloads this shortcut file on Windows 10; windows explorer will
- Would somebody read these quotes and answer those three questions at the bottom for me?Disregard number two I will look for myself in the text.
- Write short essay based on evidence about the 2 cons of Sex Education 250-300 words 2 reference minimum no plagiarism
- WRITING
- writing assignment, you will analyze asymmetric and symmetric encryption. Evaluate the differences between the two of them and which one that you would determine is the most secure.
- Writing, Personal Code of Technology Ethics
- you believe you can provide the CIO with the information he needs.
- you will learn how to search for scholarly
- you will need to read the TCP standard. TCP was first defined in RFC 793. A link to this document is provided. https://tools.ietf.org/html/rfc793
- Young People


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