1
|
Struble LR, Lovelace JJ, Borgstahl GEO. A glimpse into the hidden world of the flexible C-terminal protein binding domains of human RAD52. J Struct Biol 2024; 216:108115. [PMID: 39117045 DOI: 10.1016/j.jsb.2024.108115] [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: 03/01/2024] [Revised: 07/25/2024] [Accepted: 08/04/2024] [Indexed: 08/10/2024]
Abstract
Human RAD52 protein binds DNA and is involved in genomic stability maintenance and several forms of DNA repair, including homologous recombination and single-strand annealing. Despite its importance, there are very few structural details about the variability of the RAD52 ring size and the RAD52 C-terminal protein-protein interaction domains. Even recent attempts to employ cryogenic electron microscopy (cryoEM) methods on full-length yeast and human RAD52 do not reveal interpretable structures for the C-terminal half that contains the replication protein A (RPA) and RAD51 binding domains. In this study, we employed the monodisperse purification of two RAD52 deletion constructs and small angle X-ray scattering (SAXS) to construct a structural model that includes RAD52's RPA binding domain. This model is of interest to DNA repair specialists as well as for drug development against HR-deficient cancers.
Collapse
Affiliation(s)
- Lucas R Struble
- The Eppley Institute for Research in Cancer and Allied Diseases, 986805 Nebraska Medical Center, Omaha, NE 68198-6805, USA
| | - Jeffrey J Lovelace
- The Eppley Institute for Research in Cancer and Allied Diseases, 986805 Nebraska Medical Center, Omaha, NE 68198-6805, USA
| | - Gloria E O Borgstahl
- The Eppley Institute for Research in Cancer and Allied Diseases, 986805 Nebraska Medical Center, Omaha, NE 68198-6805, USA.
| |
Collapse
|
2
|
Raiter A, Lipovetsky J, Stenbac A, Lubin I, Yerushalmi R. TNBC-derived Gal3BP/Gal3 complex induces immunosuppression through CD45 receptor. Oncoimmunology 2023; 12:2246322. [PMID: 37593677 PMCID: PMC10431740 DOI: 10.1080/2162402x.2023.2246322] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Revised: 08/07/2023] [Accepted: 08/07/2023] [Indexed: 08/19/2023] Open
Abstract
A preliminary study investigating immunotherapy strategies for aggressive triple negative breast cancer (TNBC) revealed an overexpression of genes involved in the release of extracellular vesicles (EVs). Proteins expressed by EVs play a role in reprogramming the tumor microenvironment and impeding effective responses to immunotherapy. Galectin 3 (Gal3), found in the extracellular space of breast cancer cells, downregulates T-cell receptor expression. Gal3 binds to several receptors, including CD45, which is required for T-cell receptor activation. Previously, we reported a novel tumor escape mechanism, whereby TNBC cells suppress immune cells through CD45 intracellular signals. The objective of this study was to determine the potential association of Gal3 with TNBC-secreted EVs induction of immunosuppression via the CD45 signaling pathway. EVs were isolated from MDA-MB-231 cells and the plasma of patients with TNBC. Mass spectrometry revealed the presence of Gal3 binding protein (Gal3BP) in the isolated small EVs, which interacted with TNBC secreted Gal3. Gal3BP and Gal3 form a complex that induces a significant increase in T-regulatory cells in peripheral blood mononuclear cells (PBMCs). This increase correlates with a significant increase in suppressive interleukins 10 and 35. Blocking the CD45 receptor in PBMCs cultured with tumor-derived EVs impeded the immunosuppression exerted by the Gal3BP/Gal3 complex. This led to an increase in IFN-γ and the activation of CD4, CD8 and CD56 effector cells. This study suggests a tumor escape mechanism that may contribute to the development of a different immunotherapy strategy that complements current therapies used for TNBC.
Collapse
Affiliation(s)
- Annat Raiter
- Felsenstein Medical Research Center, Tel Aviv University, Faculty of Medicine, Petach Tikva, Israel
| | - Julia Lipovetsky
- Institute of Oncology, Davidoff Cancer Center, Rabin Medical Center, Petach Tikva, Israel
| | - Asaf Stenbac
- Felsenstein Medical Research Center, Tel Aviv University, Faculty of Medicine, Petach Tikva, Israel
| | - Ido Lubin
- Felsenstein Medical Research Center, Tel Aviv University, Faculty of Medicine, Petach Tikva, Israel
| | - Rinat Yerushalmi
- Felsenstein Medical Research Center, Tel Aviv University, Faculty of Medicine, Petach Tikva, Israel
- Institute of Oncology, Davidoff Cancer Center, Rabin Medical Center, Petach Tikva, Israel
| |
Collapse
|
3
|
Emoto Y, Katayama R, Hibino E, Ishihara S, Goda N, Tenno T, Kobashigawa Y, Morioka H, Hiroaki H. A Cost-Effective Immobilization Method for MBP Fusion Proteins on Microtiter Plates Using a Gelatinized Starch-Agarose Mixture and Its Application for Convenient Protein-Protein Interaction Analysis. Methods Protoc 2023; 6:mps6030044. [PMID: 37218904 DOI: 10.3390/mps6030044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2023] [Revised: 04/14/2023] [Accepted: 04/19/2023] [Indexed: 05/24/2023] Open
Abstract
The detection and quantification of protein-protein interactions (PPIs) is a crucial technique that often involves the use of recombinant proteins with fusion protein tags, such as maltose-binding protein (MBP) and glutathione-S-transferase (GST). In this study, we improved the cohesive and sticky properties of gelatinized starch by supplementing it with agarose, resulting in a harder gel that could coat the bottom of a microtiter plate. The resulting gelatinized starch/agarose mixture allowed for the efficient immobilization of MBP-tagged proteins on the coated plates, enabling the use of indirect ELISA-like PPI assays. By using the enzymatic activity of GST as an indicator, we succeeded in determining the dissociation constants between MBP-tagged and GST-tagged proteins on 96-well microtiter plates and a microplate reader without any expensive specialized equipment.
Collapse
Affiliation(s)
- Yuri Emoto
- Laboratory of Structural Molecular Pharmacology, Graduate School of Pharmaceutical Sciences, Nagoya University, Furocho, Chikusa-ku, Nagoya 464-8601, Aichi, Japan
| | - Ryoya Katayama
- Division of Biological Sciences, Graduate School of Science, Nagoya University, Furocho, Chikusa-ku, Nagoya 464-8601, Aichi, Japan
- Graduate Program of Transformative Chem-Bio Research, Nagoya University, Furocho, Chikusa-ku, Nagoya 464-8601, Aichi, Japan
| | - Emi Hibino
- Laboratory of Structural Molecular Pharmacology, Graduate School of Pharmaceutical Sciences, Nagoya University, Furocho, Chikusa-ku, Nagoya 464-8601, Aichi, Japan
- WISE Program, Convolution of Informatics and Biomedical Sciences on Glocal Alliances, Nagoya University, 65 Tsurumai-cho, Showa-ku, Nagoya 466-8550, Aichi, Japan
| | - Sho Ishihara
- Laboratory of Structural Molecular Pharmacology, Graduate School of Pharmaceutical Sciences, Nagoya University, Furocho, Chikusa-ku, Nagoya 464-8601, Aichi, Japan
| | - Natsuko Goda
- Laboratory of Structural Molecular Pharmacology, Graduate School of Pharmaceutical Sciences, Nagoya University, Furocho, Chikusa-ku, Nagoya 464-8601, Aichi, Japan
| | - Takeshi Tenno
- Laboratory of Structural Molecular Pharmacology, Graduate School of Pharmaceutical Sciences, Nagoya University, Furocho, Chikusa-ku, Nagoya 464-8601, Aichi, Japan
- BeCellBar LLC., 1 Kamimura, Showa-ku, Nagoya 466-0802, Aichi, Japan
| | - Yoshihiro Kobashigawa
- Department of Analytical and Biophysical Chemistry, Graduate School of Pharmaceutical Sciences, Kumamoto University; 5-1 Oe-honmachi, Chuo-ku, Kumamoto 862-0973, Kumamoto, Japan
| | - Hiroshi Morioka
- Department of Analytical and Biophysical Chemistry, Graduate School of Pharmaceutical Sciences, Kumamoto University; 5-1 Oe-honmachi, Chuo-ku, Kumamoto 862-0973, Kumamoto, Japan
| | - Hidekazu Hiroaki
- Laboratory of Structural Molecular Pharmacology, Graduate School of Pharmaceutical Sciences, Nagoya University, Furocho, Chikusa-ku, Nagoya 464-8601, Aichi, Japan
- Graduate Program of Transformative Chem-Bio Research, Nagoya University, Furocho, Chikusa-ku, Nagoya 464-8601, Aichi, Japan
- WISE Program, Convolution of Informatics and Biomedical Sciences on Glocal Alliances, Nagoya University, 65 Tsurumai-cho, Showa-ku, Nagoya 466-8550, Aichi, Japan
- BeCellBar LLC., 1 Kamimura, Showa-ku, Nagoya 466-0802, Aichi, Japan
- Center for One Medicine Innovative Translational Research (COMIT), Nagoya University, Nagoya 464-8601, Aichi, Japan
| |
Collapse
|
4
|
Al-Mugotir M, Lovelace JJ, George J, Bessho M, Pal D, Struble L, Kolar C, Rana S, Natarajan A, Bessho T, Borgstahl GEO. Selective killing of homologous recombination-deficient cancer cell lines by inhibitors of the RPA:RAD52 protein-protein interaction. PLoS One 2021; 16:e0248941. [PMID: 33784323 DOI: 10.1371/journal.pone.0248941] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2020] [Accepted: 03/09/2021] [Indexed: 12/29/2022] Open
Abstract
Synthetic lethality is a successful strategy employed to develop selective chemotherapeutics against cancer cells. Inactivation of RAD52 is synthetically lethal to homologous recombination (HR) deficient cancer cell lines. Replication protein A (RPA) recruits RAD52 to repair sites, and the formation of this protein-protein complex is critical for RAD52 activity. To discover small molecules that inhibit the RPA:RAD52 protein-protein interaction (PPI), we screened chemical libraries with our newly developed Fluorescence-based protein-protein Interaction Assay (FluorIA). Eleven compounds were identified, including FDA-approved drugs (quinacrine, mitoxantrone, and doxorubicin). The FluorIA was used to rank the compounds by their ability to inhibit the RPA:RAD52 PPI and showed mitoxantrone and doxorubicin to be the most effective. Initial studies using the three FDA-approved drugs showed selective killing of BRCA1-mutated breast cancer cells (HCC1937), BRCA2-mutated ovarian cancer cells (PE01), and BRCA1-mutated ovarian cancer cells (UWB1.289). It was noteworthy that selective killing was seen in cells known to be resistant to PARP inhibitors (HCC1937 and UWB1 SYr13). A cell-based double-strand break (DSB) repair assay indicated that mitoxantrone significantly suppressed RAD52-dependent single-strand annealing (SSA) and mitoxantrone treatment disrupted the RPA:RAD52 PPI in cells. Furthermore, mitoxantrone reduced radiation-induced foci-formation of RAD52 with no significant activity against RAD51 foci formation. The results indicate that the RPA:RAD52 PPI could be a therapeutic target for HR-deficient cancers. These data also suggest that RAD52 is one of the targets of mitoxantrone and related compounds.
Collapse
Affiliation(s)
- Mona Al-Mugotir
- The Eppley Institute for Research in Cancer and Allied Diseases, Fred & Pamela Buffett Cancer Center, University of Nebraska Medical Center, Omaha, Nebraska, United States of America
| | - Jeffrey J Lovelace
- The Eppley Institute for Research in Cancer and Allied Diseases, Fred & Pamela Buffett Cancer Center, University of Nebraska Medical Center, Omaha, Nebraska, United States of America
| | - Joseph George
- The Eppley Institute for Research in Cancer and Allied Diseases, Fred & Pamela Buffett Cancer Center, University of Nebraska Medical Center, Omaha, Nebraska, United States of America
| | - Mika Bessho
- The Eppley Institute for Research in Cancer and Allied Diseases, Fred & Pamela Buffett Cancer Center, University of Nebraska Medical Center, Omaha, Nebraska, United States of America
| | - Dhananjaya Pal
- The Eppley Institute for Research in Cancer and Allied Diseases, Fred & Pamela Buffett Cancer Center, University of Nebraska Medical Center, Omaha, Nebraska, United States of America
| | - Lucas Struble
- The Eppley Institute for Research in Cancer and Allied Diseases, Fred & Pamela Buffett Cancer Center, University of Nebraska Medical Center, Omaha, Nebraska, United States of America
| | - Carol Kolar
- The Eppley Institute for Research in Cancer and Allied Diseases, Fred & Pamela Buffett Cancer Center, University of Nebraska Medical Center, Omaha, Nebraska, United States of America
| | - Sandeep Rana
- The Eppley Institute for Research in Cancer and Allied Diseases, Fred & Pamela Buffett Cancer Center, University of Nebraska Medical Center, Omaha, Nebraska, United States of America
| | - Amarnath Natarajan
- The Eppley Institute for Research in Cancer and Allied Diseases, Fred & Pamela Buffett Cancer Center, University of Nebraska Medical Center, Omaha, Nebraska, United States of America
| | - Tadayoshi Bessho
- The Eppley Institute for Research in Cancer and Allied Diseases, Fred & Pamela Buffett Cancer Center, University of Nebraska Medical Center, Omaha, Nebraska, United States of America
| | - Gloria E O Borgstahl
- The Eppley Institute for Research in Cancer and Allied Diseases, Fred & Pamela Buffett Cancer Center, University of Nebraska Medical Center, Omaha, Nebraska, United States of America
| |
Collapse
|
5
|
Heermann T, Franquelim HG, Glock P, Harrington L, Schwille P. Probing Biomolecular Interactions by a Pattern-Forming Peptide-Conjugate Sensor. Bioconjug Chem 2020; 32:172-181. [PMID: 33314917 PMCID: PMC7872319 DOI: 10.1021/acs.bioconjchem.0c00596] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
![]()
As a key mechanism
underpinning many biological processes, protein
self-organization has been extensively studied. However, the potential
to apply the distinctive, nonlinear biochemical properties of such
self-organizing systems to biotechnological problems such as the facile
detection and characterization of biomolecular interactions has not
yet been explored. Here, we describe an in vitro assay
in a 96-well plate format that harnesses the emergent behavior of
the Escherichia coli Min system to
provide a readout of biomolecular interactions. Crucial for the development
of our approach is a minimal MinE-derived peptide that stimulates
MinD ATPase activity only when dimerized. We found that this behavior
could be induced via any pair of foreign, mutually binding molecular
entities fused to the minimal MinE peptide. The resulting MinD ATPase
activity and the spatiotemporal nature of the produced protein patterns
quantitatively correlate with the affinity of the fused binding partners,
thereby enabling a highly sensitive assay for biomolecular interactions.
Our assay thus provides a unique means of quantitatively visualizing
biomolecular interactions and may prove useful for the assessment
of domain interactions within protein libraries and for the facile
investigation of potential inhibitors of protein–protein interactions.
Collapse
Affiliation(s)
- Tamara Heermann
- Department of Cellular and Molecular Biophysics, Max Planck Institute of Biochemistry, Am Klopferspitz 18, 82152 Planegg, Germany
| | - Henri G Franquelim
- Department of Cellular and Molecular Biophysics, Max Planck Institute of Biochemistry, Am Klopferspitz 18, 82152 Planegg, Germany
| | - Philipp Glock
- Department of Cellular and Molecular Biophysics, Max Planck Institute of Biochemistry, Am Klopferspitz 18, 82152 Planegg, Germany
| | - Leon Harrington
- Department of Cellular and Molecular Biophysics, Max Planck Institute of Biochemistry, Am Klopferspitz 18, 82152 Planegg, Germany
| | - Petra Schwille
- Department of Cellular and Molecular Biophysics, Max Planck Institute of Biochemistry, Am Klopferspitz 18, 82152 Planegg, Germany
| |
Collapse
|
6
|
Patel M, Patel D, Datta S, Singh U. An immunochemistry-based screen for chemical inhibitors of DNA-protein interactions and its application to human CGGBP1. BMC Cancer 2020; 20:1016. [PMID: 33081720 PMCID: PMC7576722 DOI: 10.1186/s12885-020-07526-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2020] [Accepted: 10/14/2020] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND Inhibition of DNA-binding of proteins by small-molecule chemicals holds immense potential in manipulating the activities of DNA-binding proteins. Such a chemical inhibition of DNA-binding of proteins can be used to modulate processes such as replication, transcription, DNA repair and maintenance of epigenetic states. This prospect is currently challenged with the absence of robust and generic protocols to identify DNA-protein interactions. Additionally, much of the current approaches to designing inhibitors requires structural information of the target proteins. METHODS We have developed a simple dot blot and immunodetection-based assay to screen chemical libraries for inhibitors of DNA-protein interactions. The assay has been applied to a library of 1685 FDA-approved chemicals to discover inhibitors of CGGBP1, a multifunctional DNA-binding protein with no known structure. Additional in vitro and in cellulo assays have been performed to verify and supplement the findings of the screen. RESULTS Our primary screen has identified multiple inhibitors of direct or indirect interactions between CGGBP1 and genomic DNA. Of these, one inhibitor, Givinostat, was found to inhibit direct DNA-binding of CGGBP1 in the secondary screen using purified recombinant protein as the target. DNA and chromatin immunoprecipitation assays reinforced the findings of the screen that Givinostat inhibits CGGBP1-DNA binding. CONCLUSIONS The assay we have described successfully identifies verifiable inhibitors of DNA-binding of protein; in this example, the human CGGBP1. This assay is customizable for a wide range of targets for which primary antibodies are available. It works with different sources of the target protein, cell lysates or purified recombinant preparations and does not require special equipment, DNA modifications or protein structural data. This assay is scalable and highly adaptable with the potential to discover inhibitors of transcription factors with implications in cancer biology.
Collapse
Affiliation(s)
- Manthan Patel
- HoMeCell Lab, Biological Engineering, Indian Institute of Technology Gandhinagar, Gandhinagar, Gujarat, 382355, India
| | - Divyesh Patel
- HoMeCell Lab, Biological Engineering, Indian Institute of Technology Gandhinagar, Gandhinagar, Gujarat, 382355, India
| | - Subhamoy Datta
- HoMeCell Lab, Biological Engineering, Indian Institute of Technology Gandhinagar, Gandhinagar, Gujarat, 382355, India
| | - Umashankar Singh
- HoMeCell Lab, Biological Engineering, Indian Institute of Technology Gandhinagar, Gandhinagar, Gujarat, 382355, India.
| |
Collapse
|
7
|
Galkin S, Rozina A, Zalevsky A, Gottikh M, Anisenko A. A Fluorescent Assay to Search for Inhibitors of HIV-1 Integrase Interactions with Human Ku70 Protein, and Its Application for Characterization of Oligonucleotide Inhibitors. Biomolecules 2020; 10:E1236. [PMID: 32854330 PMCID: PMC7563236 DOI: 10.3390/biom10091236] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2020] [Revised: 08/21/2020] [Accepted: 08/24/2020] [Indexed: 12/15/2022] Open
Abstract
The search for compounds that can inhibit the interaction of certain viral proteins with their cellular partners is a promising trend in the development of antiviral drugs. We have previously shown that binding of HIV-1 integrase with human Ku70 protein is essential for viral replication. Here, we present a novel, cheap, and fast assay to search for inhibitors of these proteins' binding based on the usage of genetically encoded fluorescent tags linked to both integrase and Ku70. Using this approach, we have elucidated structure-activity relationships for a set of oligonucleotide conjugates with eosin and shown that their inhibitory activity is primarily achieved through interactions between the conjugate nucleic bases and integrase. Molecular modeling of HIV-1 integrase in complex with the conjugates suggests that they can shield E212/L213 residues in integrase, which are crucial for its efficient binding to Ku70, in a length-dependent manner. Using the developed system, we have found the 11-mer phosphorothioate bearing 3'-end eosin-Y to be the most efficient inhibitor among the tested conjugates.
Collapse
Affiliation(s)
- Simon Galkin
- Faculty of Bioengineering and Bioinformatics, Lomonosov Moscow State University, 119992 Moscow, Russia; (S.G.); (A.R.); (A.Z.)
| | - Anna Rozina
- Faculty of Bioengineering and Bioinformatics, Lomonosov Moscow State University, 119992 Moscow, Russia; (S.G.); (A.R.); (A.Z.)
| | - Arthur Zalevsky
- Faculty of Bioengineering and Bioinformatics, Lomonosov Moscow State University, 119992 Moscow, Russia; (S.G.); (A.R.); (A.Z.)
- Shemyakin and Ovchinnikov Institute of Bioorganic Chemistry of the Russian Academy of Sciences, 117997 Moscow, Russia
| | - Marina Gottikh
- Chemistry Department, Lomonosov Moscow State University, 119992 Moscow, Russia;
- Belozersky Institute of Physico-Chemical Biology, Lomonosov Moscow State University, 119992 Moscow, Russia
| | - Andrey Anisenko
- Faculty of Bioengineering and Bioinformatics, Lomonosov Moscow State University, 119992 Moscow, Russia; (S.G.); (A.R.); (A.Z.)
- Chemistry Department, Lomonosov Moscow State University, 119992 Moscow, Russia;
- Belozersky Institute of Physico-Chemical Biology, Lomonosov Moscow State University, 119992 Moscow, Russia
| |
Collapse
|
8
|
Liu L, Hu X, Feng Z, Wang S, Sun K, Xu S. Recognizing Ion Ligand-Binding Residues by Random Forest Algorithm Based on Optimized Dihedral Angle. Front Bioeng Biotechnol 2020; 8:493. [PMID: 32596216 PMCID: PMC7303464 DOI: 10.3389/fbioe.2020.00493] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2019] [Accepted: 04/28/2020] [Indexed: 11/26/2022] Open
Abstract
The prediction of ion ligand–binding residues in protein sequences is a challenging work that contributes to understand the specific functions of proteins in life processes. In this article, we selected binding residues of 14 ion ligands as research objects, including four acid radical ion ligands and 10 metal ion ligands. Based on the amino acid sequence information, we selected the composition and position conservation information of amino acids, the predicted structural information, and physicochemical properties of amino acids as basic feature parameters. We then performed a statistical analysis and reclassification for dihedral angle and proposed new methods on the extraction of feature parameters. The methods mainly included applying information entropy on the extraction of polarization charge and hydrophilic–hydrophobic information of amino acids and using position weight matrices on the extraction of position conservation information. In the prediction model, we used the random forest algorithm and obtained better prediction results than previous works. With the independent test, the Matthew's correlation coefficient and accuracy of 10 metal ion ligand–binding residues were larger than 0.07 and 52%, respectively; the corresponding evaluation values of four acid radical ion ligand–binding residues were larger than 0.15 and 86%, respectively. Further, we classified and combined the phi and psi angles and optimized prediction model for each ion ligand–binding residue.
Collapse
Affiliation(s)
- Liu Liu
- College of Sciences, Inner Mongolia University of Technology, Hohhot, China
| | - Xiuzhen Hu
- College of Sciences, Inner Mongolia University of Technology, Hohhot, China
| | - Zhenxing Feng
- College of Sciences, Inner Mongolia University of Technology, Hohhot, China
| | - Shan Wang
- College of Sciences, Inner Mongolia University of Technology, Hohhot, China
| | - Kai Sun
- College of Sciences, Inner Mongolia University of Technology, Hohhot, China
| | - Shuang Xu
- College of Sciences, Inner Mongolia University of Technology, Hohhot, China
| |
Collapse
|
9
|
Al-Mugotir MH, Kolar C, Kelly D, Bessho T, Natarajan A, Borgstahl G. Chasing the backup pathway for therapeutic opportunities in cancer. FASEB J 2020. [DOI: 10.1096/fasebj.2020.34.s1.00544] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
|