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Morales-Herrejón G, Mendoza-Figueroa HL, Martínez-Archundía M, Correa-Basurto J. The Importance of Structural Water in HDAC8 for Correct Binding Pose Applied for Drug Design of Anticancer Molecules. Anticancer Agents Med Chem 2024; 24:1109-1125. [PMID: 38835122 DOI: 10.2174/0118715206299644240523054454] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2024] [Revised: 04/17/2024] [Accepted: 04/29/2024] [Indexed: 06/06/2024]
Abstract
AIMS Validating the docking procedure and maintaining the structural water molecules at HDAC8 catalytic site. BACKGROUND Molecular docking simulations play a significant role in Computer-Aided Drug Design, contributing to the development of new molecules. To ensure the reliability of these simulations, a validation process called "self-docking or re-docking" is employed, focusing on the binding mode of a ligand co-crystallized with the protein of interest. OBJECTIVE In this study, several molecular docking studies were conducted using five X-ray structures of HDAC8-ligand complexes from the PDB. METHODS Ligands initially complexed with HDAC8 were removed and re-docked onto the free protein, revealing a poor reproduction of the expected binding mode. In response to this, we observed that most HDAC8-ligand complexes contained one to two water molecules in the catalytic site, which were crucial for maintaining the cocrystallized ligand. RESULTS These water molecules enhance the binding mode of the co-crystallized ligand by stabilizing the proteinligand complex through hydrogen bond interactions between ligand and water molecules. Notably, these interactions are lost if water molecules are removed, as is often done in classical docking methodologies. Considering this, molecular docking simulations were repeated, both with and without one or two conserved water molecules near Zn+2 in the catalytic cavity. Simulations indicated that replicating the native binding pose of co-crystallized ligands on free HDAC8 without these water molecules was challenging, showing greater coordinate displacements (RMSD) compared to those including conserved water molecules from crystals. CONCLUSION The study highlighted the importance of conserved water molecules within the active site, as their presence significantly influenced the successful reproduction of the ligands' native binding modes. The results suggest an optimal molecular docking procedure for validating methods suitable for filtering new HDAC8 inhibitors for future experimental assays.
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Affiliation(s)
- Gerardo Morales-Herrejón
- Laboratorio de Diseño y Desarrollo de Nuevos Fármacos e Innovación Biotecnológica (Laboratory for the Design and Development of New Drugs and Biotechnological Innovation), Escuela Superior de Medicina, Instituto Politécnico Nacional, México City, Mexico
| | - Humberto Lubriel Mendoza-Figueroa
- Laboratorio de Diseño y Desarrollo de Nuevos Fármacos e Innovación Biotecnológica (Laboratory for the Design and Development of New Drugs and Biotechnological Innovation), Escuela Superior de Medicina, Instituto Politécnico Nacional, México City, Mexico
| | - Marlet Martínez-Archundía
- Laboratorio de Diseño y Desarrollo de Nuevos Fármacos e Innovación Biotecnológica (Laboratory for the Design and Development of New Drugs and Biotechnological Innovation), Escuela Superior de Medicina, Instituto Politécnico Nacional, México City, Mexico
| | - José Correa-Basurto
- Laboratorio de Diseño y Desarrollo de Nuevos Fármacos e Innovación Biotecnológica (Laboratory for the Design and Development of New Drugs and Biotechnological Innovation), Escuela Superior de Medicina, Instituto Politécnico Nacional, México City, Mexico
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Ruzic D, Djoković N, Srdić-Rajić T, Echeverria C, Nikolic K, Santibanez JF. Targeting Histone Deacetylases: Opportunities for Cancer Treatment and Chemoprevention. Pharmaceutics 2022; 14:pharmaceutics14010209. [PMID: 35057104 PMCID: PMC8778744 DOI: 10.3390/pharmaceutics14010209] [Citation(s) in RCA: 24] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2021] [Revised: 01/06/2022] [Accepted: 01/12/2022] [Indexed: 02/06/2023] Open
Abstract
The dysregulation of gene expression is a critical event involved in all steps of tumorigenesis. Aberrant histone and non-histone acetylation modifications of gene expression due to the abnormal activation of histone deacetylases (HDAC) have been reported in hematologic and solid types of cancer. In this sense, the cancer-associated epigenetic alterations are promising targets for anticancer therapy and chemoprevention. HDAC inhibitors (HDACi) induce histone hyperacetylation within target proteins, altering cell cycle and proliferation, cell differentiation, and the regulation of cell death programs. Over the last three decades, an increasing number of synthetic and naturally derived compounds, such as dietary-derived products, have been demonstrated to act as HDACi and have provided biological and molecular insights with regard to the role of HDAC in cancer. The first part of this review is focused on the biological roles of the Zinc-dependent HDAC family in malignant diseases. Accordingly, the small-molecules and natural products such as HDACi are described in terms of cancer therapy and chemoprevention. Furthermore, structural considerations are included to improve the HDACi selectivity and combinatory potential with other specific targeting agents in bifunctional inhibitors and proteolysis targeting chimeras. Additionally, clinical trials that combine HDACi with current therapies are discussed, which may open new avenues in terms of the feasibility of HDACi’s future clinical applications in precision cancer therapies.
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Affiliation(s)
- Dusan Ruzic
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, University of Belgrade, Vojvode Stepe 450, 11221 Belgrade, Serbia; (D.R.); (N.D.); (K.N.)
| | - Nemanja Djoković
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, University of Belgrade, Vojvode Stepe 450, 11221 Belgrade, Serbia; (D.R.); (N.D.); (K.N.)
| | - Tatjana Srdić-Rajić
- Department of Experimental Oncology, Institute for Oncology and Radiology of Serbia, Pasterova 14, 11000 Belgrade, Serbia;
| | - Cesar Echeverria
- Facultad de Medicina, Universidad de Atacama, Copayapu 485, Copiapo 1531772, Chile;
| | - Katarina Nikolic
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, University of Belgrade, Vojvode Stepe 450, 11221 Belgrade, Serbia; (D.R.); (N.D.); (K.N.)
| | - Juan F. Santibanez
- Group for Molecular Oncology, Institute for Medical Research, National Institute of the Republic of Serbia, University of Belgrade, Dr. Subotica 4, POB 102, 11129 Belgrade, Serbia
- Centro Integrativo de Biología y Química Aplicada (CIBQA), Universidad Bernardo O’Higgins, Santiago 8370854, Chile
- Correspondence: ; Tel.: +381-11-2685-788; Fax: +381-11-2643-691
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Li Y, Zhang Y, Wu X, Gao Y, Guo J, Tian Y, Lin Z, Wang X. Discovery of natural 15-LOX small molecule inhibitors from Chinese herbal medicine using virtual Screening, biological evaluation and molecular dynamics studies. Bioorg Chem 2021; 115:105197. [PMID: 34426159 DOI: 10.1016/j.bioorg.2021.105197] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2021] [Revised: 07/15/2021] [Accepted: 07/18/2021] [Indexed: 11/19/2022]
Abstract
Chinese herbal medicines (CHM) are frequently used to treat different types of inflammatory diseases and 15-Lipoxygenase (15-LOX) is a critical target enzyme for treating various inflammatory diseases. In this study, natural 15-LOX inhibitors were identified in CHM using an approach of virtual screening combined with the biological assays. First, an in-house Chinese medicine database containing 360 compounds was screened using a virtual screening approach based on pharmacophore and molecular docking to uncover several novel potential 15-LOX inhibitors. Secondly, the inhibitory effect of virtual screening hits against the 15-LOX enzyme was validated in an in vitro enzyme inhibition assay. Then, a tumor necrosis factor-α (TNF-α) release assay was carried out to explore the anti-inflammatory response of the active compounds. Furthermore, molecular dynamics (MD) simulation and binding free energy calculation were applied to analyze the process of inhibitors binding and also compared the mode of binding of the inhibitors by using the Molecular Mechanics-Generalized Born Surface Area (MM/GBSA) method. Finally, licochalcone B and eriodictyol were confirmed as inhibitors of the 15-LOX enzyme with IC50 values of 9.67 and 18.99 μM, respectively. In vitro cell-based assay showed that licochalcone B and eriodictyol inhibited the release of TNF-α factor in RAW264.7 cells stimulated by lipopolysaccharides (LPS) in a dose-dependent manner. Molecular dynamics and binding free energy analysis showed that the two 15-LOX-ligand systems immediately attained equilibrium with almost 1 Å fluctuation, the calculated binding free energies were found around -18.89 and -12.96 kcal/mol for licochalcone B and eriodictyol, respectively. Thr412, Arg415, Val420, Thr429, Ile602 and Trp606 were the main amino acid residues for the inhibition of 15-LOX enzyme activity. The current study confirms that licochalcone B and eriodictyol are 15-LOX inhibitors and can suppress the release of the TNF-α factor in RAW264.7 cells stimulated by LPS, thus providing a basis for the follow-up research and development for 15-LOX inhibitors.
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Affiliation(s)
- Yatong Li
- School of Traditional Chinese Medicine, Capital Medical University, Fengtai District, Beijing 100069, China
| | - Yuxin Zhang
- Key Laboratory of Ethnomedicine, School of Pharmacy, Ministry of Education, Minzu University of China, Haidian District, Beijing 100081, China
| | - Xia Wu
- School of Traditional Chinese Medicine, Capital Medical University, Fengtai District, Beijing 100069, China; Beijing Key Lab of Traditional Chinese Medicine Collateral Disease Theory Research, Capital Medical University, Fengtai District, Beijing 100069, China
| | - Yanbin Gao
- School of Traditional Chinese Medicine, Capital Medical University, Fengtai District, Beijing 100069, China; Beijing Key Lab of Traditional Chinese Medicine Collateral Disease Theory Research, Capital Medical University, Fengtai District, Beijing 100069, China
| | - Junfang Guo
- School of Traditional Chinese Medicine, Capital Medical University, Fengtai District, Beijing 100069, China
| | - Yulang Tian
- School of Traditional Chinese Medicine, Capital Medical University, Fengtai District, Beijing 100069, China
| | - Ziyue Lin
- School of Traditional Chinese Medicine, Capital Medical University, Fengtai District, Beijing 100069, China
| | - Xing Wang
- School of Traditional Chinese Medicine, Capital Medical University, Fengtai District, Beijing 100069, China; Beijing Key Lab of Traditional Chinese Medicine Collateral Disease Theory Research, Capital Medical University, Fengtai District, Beijing 100069, China.
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In Silico Design of Peptide-Based SARS-CoV-2 Fusion Inhibitors That Target WT and Mutant Versions of SARS-CoV-2 HR1 Domains. BIOPHYSICA 2021. [DOI: 10.3390/biophysica1030023] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
In 2019, novel severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) began infecting humans, resulting in the COVID-19 pandemic. While the push for development of vaccines has yielded some positive results, the emergence of additional variants has led to concerns surrounding sustained vaccine effectiveness as the variants become the dominant strains. This work was undertaken to develop peptide-based antivirals capable of targeting both the wildtype (WT) heptad repeat 1 (HR1) domain of SARS-CoV-2 and the new HR1 variants which have developed. In silico protein mutagenesis, structural characterization, and protein–protein molecular docking were utilized to determine molecular interactions which facilitated binding of peptide-based antivirals targeting the HR1 domains. Molecular dynamics simulations were utilized to predict the final binding affinities of the top five peptide inhibitors designed. This work demonstrated the importance of hydrophobic interactions in the hydrophobic gorge and in the rim of the HR1 domain. Additionally, the placement of charged residues was shown to be essential in maximizing electrostatic interactions. The top five designed peptide inhibitors were all demonstrated to maintain good binding affinity to the WT and the variant HR1 SARS-CoV-2 domains. Therefore, the peptide inhibitors designed in this work could serve as potent antivirals which are effective in targeting both the original SARS-CoV-2 and the HR1 variants that have developed.
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Wakeling E, McEntagart M, Bruccoleri M, Shaw-Smith C, Stals KL, Wakeling M, Barnicoat A, Beesley C, Hanson-Kahn AK, Kukolich M, Stevenson DA, Campeau PM, Ellard S, Elsea SH, Yang XJ, Caswell RC. Missense substitutions at a conserved 14-3-3 binding site in HDAC4 cause a novel intellectual disability syndrome. HGG ADVANCES 2021; 2:100015. [PMID: 33537682 PMCID: PMC7841527 DOI: 10.1016/j.xhgg.2020.100015] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2020] [Accepted: 11/16/2020] [Indexed: 11/24/2022] Open
Abstract
Histone deacetylases play crucial roles in the regulation of chromatin structure and gene expression in the eukaryotic cell, and disruption of their activity causes a wide range of developmental disorders in humans. Loss-of-function alleles of HDAC4, a founding member of the class IIa deacetylases, have been reported in brachydactyly-mental retardation syndrome (BDMR). However, while disruption of HDAC4 activity and deregulation of its downstream targets may contribute to the BDMR phenotype, loss of HDAC4 function usually occurs as part of larger deletions of chromosome 2q37; BDMR is also known as chromosome 2q37 deletion syndrome, and the precise role of HDAC4 within the phenotype remains uncertain. Thus, identification of missense variants should shed new light on the role of HDAC4 in normal development. Here, we report seven unrelated individuals with a phenotype distinct from that of BDMR, all of whom have heterozygous de novo missense variants that affect a major regulatory site of HDAC4, required for signal-dependent 14-3-3 binding and nucleocytoplasmic shuttling. Two individuals possess variants altering Thr244 or Glu247, whereas the remaining five all carry variants altering Pro248, a key residue for 14-3-3 binding. We propose that the variants in all seven individuals impair 14-3-3 binding (as confirmed for the first two variants by immunoprecipitation assays), thereby identifying deregulation of HDAC4 as a pathological mechanism in a previously uncharacterized developmental disorder.
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Affiliation(s)
- Emma Wakeling
- North East Thames Regional Genetics Service, Great Ormond Street Hospital for Children NHS Foundation Trust, Great Ormond Street, London WC1N 3JH, UK
| | - Meriel McEntagart
- Medical Genetics, Floor 0 Jenner Wing, St George’s University Hospitals NHS Foundation Trust, Cranmer Terrace, London SW17 0RE, UK
| | - Michael Bruccoleri
- Rosalind and Morris Goodman Cancer Research Centre, McGill University, Montreal, Quebec, QC H3A 1A3, Canada
- Department of Medicine, McGill University Health Center, Montreal, Quebec, QC H3A 1A3, Canada
| | - Charles Shaw-Smith
- Department of Clinical Genetics, Royal Devon and Exeter NHS Foundation Trust, Exeter EX1 2ED, UK
| | - Karen L. Stals
- Exeter Genomics Laboratory, Royal Devon and Exeter NHS Foundation Trust, Exeter EX2 5DW, UK
| | - Matthew Wakeling
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, Exeter EX2 5DW, UK
| | - Angela Barnicoat
- North East Thames Regional Genetics Service, Great Ormond Street Hospital for Children NHS Foundation Trust, Great Ormond Street, London WC1N 3JH, UK
| | - Clare Beesley
- Rare & Inherited Disease Laboratory, North Thames Genomic Laboratory Hub, Great Ormond Street Hospital for Children NHS Foundation Trust, 37 Queen Square, London WC1N 3BH, UK
| | - DDD Study
- Deciphering Developmental Disorders, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK
| | - Andrea K. Hanson-Kahn
- Department of Genetics, Stanford University School of Medicine, 300 Pasteur Drive, H315, Stanford, CA 94305-5208, USA
- Department of Pediatrics, Division of Medical Genetics, Stanford University, 300 Pasteur Drive, H315, Stanford, CA 94305-5208, USA
| | - Mary Kukolich
- Clinical Genetics, Cook Children’s Medical Center, Fort Worth, TX 76104, USA
| | - David A. Stevenson
- Department of Pediatrics, Division of Medical Genetics, Stanford University, 300 Pasteur Drive, H315, Stanford, CA 94305-5208, USA
| | - Philippe M. Campeau
- Department of Pediatrics, CHU Sainte-Justine Hospital, University of Montreal, Montreal, Quebec, QC H3T 1C4, Canada
| | - Sian Ellard
- Exeter Genomics Laboratory, Royal Devon and Exeter NHS Foundation Trust, Exeter EX2 5DW, UK
| | - Sarah H. Elsea
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA
| | - Xiang-Jiao Yang
- Rosalind and Morris Goodman Cancer Research Centre, McGill University, Montreal, Quebec, QC H3A 1A3, Canada
- Department of Medicine, McGill University Health Center, Montreal, Quebec, QC H3A 1A3, Canada
- Department of Biochemistry, McGill University Health Center, Montreal, Quebec, QC, Canada
| | - Richard C. Caswell
- Exeter Genomics Laboratory, Royal Devon and Exeter NHS Foundation Trust, Exeter EX2 5DW, UK
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, Exeter EX2 5DW, UK
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Stoddard SV, Stoddard SD, Oelkers BK, Fitts K, Whalum K, Whalum K, Hemphill AD, Manikonda J, Martinez LM, Riley EG, Roof CM, Sarwar N, Thomas DM, Ulmer E, Wallace FE, Pandey P, Roy S. Optimization Rules for SARS-CoV-2 M pro Antivirals: Ensemble Docking and Exploration of the Coronavirus Protease Active Site. Viruses 2020; 12:v12090942. [PMID: 32859008 PMCID: PMC7552026 DOI: 10.3390/v12090942] [Citation(s) in RCA: 43] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2020] [Revised: 08/14/2020] [Accepted: 08/22/2020] [Indexed: 02/07/2023] Open
Abstract
Coronaviruses are viral infections that have a significant ability to impact human health. Coronaviruses have produced two pandemics and one epidemic in the last two decades. The current pandemic has created a worldwide catastrophe threatening the lives of over 15 million as of July 2020. Current research efforts have been focused on producing a vaccine or repurposing current drug compounds to develop a therapeutic. There is, however, a need to study the active site preferences of relevant targets, such as the SARS-CoV-2 main protease (SARS-CoV-2 Mpro), to determine ways to optimize these drug compounds. The ensemble docking and characterization work described in this article demonstrates the multifaceted features of the SARS-CoV-2 Mpro active site, molecular guidelines to improving binding affinity, and ultimately the optimization of drug candidates. A total of 220 compounds were docked into both the 5R7Z and 6LU7 SARS-CoV-2 Mpro crystal structures. Several key preferences for strong binding to the four subsites (S1, S1′, S2, and S4) were identified, such as accessing hydrogen binding hotspots, hydrophobic patches, and utilization of primarily aliphatic instead of aromatic substituents. After optimization efforts using the design guidelines developed from the molecular docking studies, the average docking score of the parent compounds was improved by 6.59 −log10(Kd) in binding affinity which represents an increase of greater than six orders of magnitude. Using the optimization guidelines, the SARS-CoV-2 Mpro inhibitor cinanserin was optimized resulting in an increase in binding affinity of 4.59 −log10(Kd) and increased protease inhibitor bioactivity. The results of molecular dynamic (MD) simulation of cinanserin-optimized compounds CM02, CM06, and CM07 revealed that CM02 and CM06 fit well into the active site of SARS-CoV-2 Mpro [Protein Data Bank (PDB) accession number 6LU7] and formed strong and stable interactions with the key residues, Ser-144, His-163, and Glu-166. The enhanced binding affinity produced demonstrates the utility of the design guidelines described. The work described herein will assist scientists in developing potent COVID-19 antivirals.
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Affiliation(s)
- Shana V. Stoddard
- Department of Chemistry, Rhodes College, 2000 North Parkway, Memphis, TN 38112, USA; (S.D.S.); (B.K.O.); (K.F.); (K.W.); (K.W.); (A.D.H.); (J.M.); (L.M.M.); (E.G.R.); (C.M.R.); (N.S.); (D.M.T.); (E.U.); (F.E.W.)
- Correspondence:
| | - Serena D. Stoddard
- Department of Chemistry, Rhodes College, 2000 North Parkway, Memphis, TN 38112, USA; (S.D.S.); (B.K.O.); (K.F.); (K.W.); (K.W.); (A.D.H.); (J.M.); (L.M.M.); (E.G.R.); (C.M.R.); (N.S.); (D.M.T.); (E.U.); (F.E.W.)
- College of Veterinary Medicine, Tuskegee University, 201 Frederick D Patterson Dr, Tuskegee, AL 36088, USA
| | - Benjamin K. Oelkers
- Department of Chemistry, Rhodes College, 2000 North Parkway, Memphis, TN 38112, USA; (S.D.S.); (B.K.O.); (K.F.); (K.W.); (K.W.); (A.D.H.); (J.M.); (L.M.M.); (E.G.R.); (C.M.R.); (N.S.); (D.M.T.); (E.U.); (F.E.W.)
| | - Kennedi Fitts
- Department of Chemistry, Rhodes College, 2000 North Parkway, Memphis, TN 38112, USA; (S.D.S.); (B.K.O.); (K.F.); (K.W.); (K.W.); (A.D.H.); (J.M.); (L.M.M.); (E.G.R.); (C.M.R.); (N.S.); (D.M.T.); (E.U.); (F.E.W.)
| | - Kellen Whalum
- Department of Chemistry, Rhodes College, 2000 North Parkway, Memphis, TN 38112, USA; (S.D.S.); (B.K.O.); (K.F.); (K.W.); (K.W.); (A.D.H.); (J.M.); (L.M.M.); (E.G.R.); (C.M.R.); (N.S.); (D.M.T.); (E.U.); (F.E.W.)
| | - Kaylah Whalum
- Department of Chemistry, Rhodes College, 2000 North Parkway, Memphis, TN 38112, USA; (S.D.S.); (B.K.O.); (K.F.); (K.W.); (K.W.); (A.D.H.); (J.M.); (L.M.M.); (E.G.R.); (C.M.R.); (N.S.); (D.M.T.); (E.U.); (F.E.W.)
| | - Alexander D. Hemphill
- Department of Chemistry, Rhodes College, 2000 North Parkway, Memphis, TN 38112, USA; (S.D.S.); (B.K.O.); (K.F.); (K.W.); (K.W.); (A.D.H.); (J.M.); (L.M.M.); (E.G.R.); (C.M.R.); (N.S.); (D.M.T.); (E.U.); (F.E.W.)
| | - Jithin Manikonda
- Department of Chemistry, Rhodes College, 2000 North Parkway, Memphis, TN 38112, USA; (S.D.S.); (B.K.O.); (K.F.); (K.W.); (K.W.); (A.D.H.); (J.M.); (L.M.M.); (E.G.R.); (C.M.R.); (N.S.); (D.M.T.); (E.U.); (F.E.W.)
| | - Linda Michelle Martinez
- Department of Chemistry, Rhodes College, 2000 North Parkway, Memphis, TN 38112, USA; (S.D.S.); (B.K.O.); (K.F.); (K.W.); (K.W.); (A.D.H.); (J.M.); (L.M.M.); (E.G.R.); (C.M.R.); (N.S.); (D.M.T.); (E.U.); (F.E.W.)
| | - Elizabeth G. Riley
- Department of Chemistry, Rhodes College, 2000 North Parkway, Memphis, TN 38112, USA; (S.D.S.); (B.K.O.); (K.F.); (K.W.); (K.W.); (A.D.H.); (J.M.); (L.M.M.); (E.G.R.); (C.M.R.); (N.S.); (D.M.T.); (E.U.); (F.E.W.)
| | - Caroline M. Roof
- Department of Chemistry, Rhodes College, 2000 North Parkway, Memphis, TN 38112, USA; (S.D.S.); (B.K.O.); (K.F.); (K.W.); (K.W.); (A.D.H.); (J.M.); (L.M.M.); (E.G.R.); (C.M.R.); (N.S.); (D.M.T.); (E.U.); (F.E.W.)
| | - Nowreen Sarwar
- Department of Chemistry, Rhodes College, 2000 North Parkway, Memphis, TN 38112, USA; (S.D.S.); (B.K.O.); (K.F.); (K.W.); (K.W.); (A.D.H.); (J.M.); (L.M.M.); (E.G.R.); (C.M.R.); (N.S.); (D.M.T.); (E.U.); (F.E.W.)
| | - Doni M. Thomas
- Department of Chemistry, Rhodes College, 2000 North Parkway, Memphis, TN 38112, USA; (S.D.S.); (B.K.O.); (K.F.); (K.W.); (K.W.); (A.D.H.); (J.M.); (L.M.M.); (E.G.R.); (C.M.R.); (N.S.); (D.M.T.); (E.U.); (F.E.W.)
| | - Emily Ulmer
- Department of Chemistry, Rhodes College, 2000 North Parkway, Memphis, TN 38112, USA; (S.D.S.); (B.K.O.); (K.F.); (K.W.); (K.W.); (A.D.H.); (J.M.); (L.M.M.); (E.G.R.); (C.M.R.); (N.S.); (D.M.T.); (E.U.); (F.E.W.)
| | - Felissa E. Wallace
- Department of Chemistry, Rhodes College, 2000 North Parkway, Memphis, TN 38112, USA; (S.D.S.); (B.K.O.); (K.F.); (K.W.); (K.W.); (A.D.H.); (J.M.); (L.M.M.); (E.G.R.); (C.M.R.); (N.S.); (D.M.T.); (E.U.); (F.E.W.)
- Walnut Hills High School, 3250 Victory Pkwy, Cincinnati, OH 45207, USA
| | - Pankaj Pandey
- National Center for Natural Products Research, University of Mississippi, University, MS 38677, USA;
| | - Sudeshna Roy
- Department of BioMolecular Sciences, Schools of Pharmacy, University of Mississippi, University, MS 38677, USA;
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