GLUT3 inhibitor discovery through in silico ligand screening and in vivo validation in eukaryotic expression systems.


Journal

Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288

Informations de publication

Date de publication:
26 01 2022
Historique:
received: 13 10 2021
accepted: 06 01 2022
entrez: 27 1 2022
pubmed: 28 1 2022
medline: 5 3 2022
Statut: epublish

Résumé

The passive transport of glucose and related hexoses in human cells is facilitated by members of the glucose transporter family (GLUT, SLC2 gene family). GLUT3 is a high-affinity glucose transporter primarily responsible for glucose entry in neurons. Changes in its expression have been implicated in neurodegenerative diseases and cancer. GLUT3 inhibitors can provide new ways to probe the pathophysiological role of GLUT3 and tackle GLUT3-dependent cancers. Through in silico screening of an ~ 8 million compounds library against the inward- and outward-facing models of GLUT3, we selected ~ 200 ligand candidates. These were tested for in vivo inhibition of GLUT3 expressed in hexose transporter-deficient yeast cells, resulting in six new GLUT3 inhibitors. Examining their specificity for GLUT1-5 revealed that the most potent GLUT3 inhibitor (G3iA, IC

Identifiants

pubmed: 35082341
doi: 10.1038/s41598-022-05383-9
pii: 10.1038/s41598-022-05383-9
pmc: PMC8791944
doi:

Substances chimiques

Glucose Transporter Type 1 0
Glucose Transporter Type 2 0
Glucose Transporter Type 3 0
Glucose Transporter Type 4 0
Glucose Transporter Type 5 0
Heterocyclic Compounds, 3-Ring 0
Saccharomyces cerevisiae Proteins 0
Small Molecule Libraries 0

Types de publication

Journal Article Research Support, N.I.H., Extramural Validation Study

Langues

eng

Sous-ensembles de citation

IM

Pagination

1429

Subventions

Organisme : NIGMS NIH HHS
ID : R01 GM123103
Pays : United States
Organisme : NIGMS NIH HHS
ID : R01-GM123103
Pays : United States

Informations de copyright

© 2022. The Author(s).

Références

Mueckler, M. & Thorens, B. The SLC2 (GLUT) family of membrane transporters. Mol. Aspects Med. 34, 121–138 (2013).
pubmed: 23506862 pmcid: 4104978 doi: 10.1016/j.mam.2012.07.001
Cura, A. J. & Carruthers, A. Role of monosaccharide transport proteins in carbohydrate assimilation, distribution, metabolism, and homeostasis. Compr. Physiol. 2, 863–914 (2012).
pubmed: 22943001 pmcid: 3430470 doi: 10.1002/cphy.c110024
Sharari, S., Abou-Alloul, M., Hussain, K. & Ahmad Khan, F. Fanconi-Bickel syndrome: A review of the mechanisms that lead to dysglycaemia. Int. J. Mol. Sci. 21, 6286 (2020).
pmcid: 7504390 doi: 10.3390/ijms21176286
Koch, H. & Weber, Y. G. The glucose transporter type 1 (Glut1) syndromes. Epilepsy Behav. 91, 90–93 (2019).
pubmed: 30076047 doi: 10.1016/j.yebeh.2018.06.010
Barron, C. C., Bilan, P. J., Tsakiridis, T. & Tsiani, E. Facilitative glucose transporters: Implications for cancer detection, prognosis and treatment. Metab. Clin. Exp. 65, 124–139 (2016).
pubmed: 26773935 doi: 10.1016/j.metabol.2015.10.007
Kouznetsova, L., Hauptschein, V. & Tsigelny, I. F. Glucose and lipid transporters roles in type 2 diabetes. Integr. Obesity Diabetes 3, 2–6 (2017).
doi: 10.15761/IOD.1000192
Corrêa-Giannella, M. L. & Machado, U. F. SLC2A4 gene: A promising target for pharmacogenomics of insulin resistance. Pharmacogenomics 14, 847–850 (2013).
pubmed: 23746177 doi: 10.2217/pgs.13.45
Szablewski, L. Distribution of glucose transporters in renal diseases. J. Biomed. Sci. 24, 64 (2017).
pubmed: 28854935 pmcid: 5577680 doi: 10.1186/s12929-017-0371-7
Koepsell, H. Glucose transporters in brain in health and disease. Pflugers Arch. 472, 1299–1343 (2020).
pubmed: 32789766 pmcid: 7462931 doi: 10.1007/s00424-020-02441-x
Douard, V. & Ferraris, R. P. The role of fructose transporters in diseases linked to excessive fructose intake. J. Physiol. (Lond.) 591, 401–414 (2013).
doi: 10.1113/jphysiol.2011.215731
Nagamatsu, S. et al. Glucose transporter expression in brain. cDNA sequence of mouse GLUT3, the brain facilitative glucose transporter isoform, and identification of sites of expression by in situ hybridization. J. Biol. Chem. 267, 467–472 (1992).
pubmed: 1730609 doi: 10.1016/S0021-9258(18)48518-3
Colville, C. A., Seatter, M. J., Jess, T. J., Gould, G. W. & Thomas, H. M. Kinetic analysis of the liver-type (GLUT2) and brain-type (GLUT3) glucose transporters in Xenopus oocytes: Substrate specificities and effects of transport inhibitors. Biochem. J. 290, 701–706 (1993).
pubmed: 8457197 pmcid: 1132337 doi: 10.1042/bj2900701
Shah, K., DeSilva, S. & Abbruscato, T. The role of glucose transporters in brain disease: Diabetes and Alzheimer’s disease. Int. J. Mol. Sci. 13, 12629–12655 (2012).
pubmed: 23202918 pmcid: 3497292 doi: 10.3390/ijms131012629
Mosconi, L., Pupi, A. & De Leon, M. J. Brain glucose hypometabolism and oxidative stress in preclinical Alzheimer’s disease. Ann. N. Y. Acad. Sci. 1147, 180–195 (2008).
pubmed: 19076441 pmcid: 2661241 doi: 10.1196/annals.1427.007
An, Y. et al. Evidence for brain glucose dysregulation in Alzheimer’s disease. Alzheimers Dement. 14, 318–329 (2018).
pubmed: 29055815 doi: 10.1016/j.jalz.2017.09.011
Zlokovic, B. V. Neurovascular pathways to neurodegeneration in Alzheimer’s disease and other disorders. Nat. Rev. Neurosci. 12, 723–738 (2011).
pubmed: 22048062 pmcid: 4036520 doi: 10.1038/nrn3114
Som, P. et al. A fluorinated glucose analog, 2-fluoro-2-deoxy-D-glucose (F-18): Nontoxic tracer for rapid tumor detection. J. Nucl. Med. 21, 670–675 (1980).
pubmed: 7391842
Horsman, M. R., Mortensen, L. S., Petersen, J. B., Busk, M. & Overgaard, J. Imaging hypoxia to improve radiotherapy outcome. Nat. Rev. Clin. Oncol. 9, 674–687 (2012).
pubmed: 23149893 doi: 10.1038/nrclinonc.2012.171
Cosse, J.-P. & Michiels, C. Tumour hypoxia affects the responsiveness of cancer cells to chemotherapy and promotes cancer progression. Anticancer Agents Med. Chem. 8, 790–797 (2008).
pubmed: 18855580 doi: 10.2174/187152008785914798
Stuart Wood, I., Wang, B., Lorente-Cebrián, S. & Trayhurn, P. Hypoxia increases expression of selective facilitative glucose transporters (GLUT) and 2-deoxy-D-glucose uptake in human adipocytes. Biochem. Biophys. Res. Commun. 361, 468–473 (2007).
pubmed: 17658463 pmcid: 2211375 doi: 10.1016/j.bbrc.2007.07.032
Pliszka, M. & Szablewski, L. Glucose transporters as a target for anticancer therapy. Cancers 13, 4184 (2021).
pubmed: 34439338 pmcid: 8394807 doi: 10.3390/cancers13164184
Tilekar, K. et al. Power of two: combination of therapeutic approaches involving glucose transporter (GLUT) inhibitors to combat cancer. Biochim. Biophys. Acta Rev. Cancer 1874, 188457 (2020).
pubmed: 33096154 pmcid: 7704680 doi: 10.1016/j.bbcan.2020.188457
Åbacka, H. et al. Targeting GLUT1 in acute myeloid leukemia to overcome cytarabine resistance. Haematologica 106, 1163–1166 (2021).
pubmed: 32554563 pmcid: 8018118 doi: 10.3324/haematol.2020.246843
Zhang, B., Xie, Z. & Li, B. The clinicopathologic impacts and prognostic significance of GLUT1 expression in patients with lung cancer: A meta-analysis. Gene 689, 76–83 (2019).
pubmed: 30552981 doi: 10.1016/j.gene.2018.12.006
Xiao, H. et al. GLUT1 regulates cell glycolysis and proliferation in prostate cancer. Prostate 78, 86–94 (2018).
pubmed: 29105798 doi: 10.1002/pros.23448
Deng, Y., Zou, J., Deng, T. & Liu, J. Clinicopathological and prognostic significance of GLUT1 in breast cancer: A meta-analysis. Medicine (Baltimore) 97, e12961 (2018).
doi: 10.1097/MD.0000000000012961
Feng, W. et al. Role of glucose metabolism related gene GLUT1 in the occurrence and prognosis of colorectal cancer. Oncotarget 8, 56850–56857 (2017).
pubmed: 28915636 pmcid: 5593607 doi: 10.18632/oncotarget.18090
Yin, C., Gao, B., Yang, J. & Wu, J. Glucose transporter-1 (GLUT-1) expression is associated with tumor size and poor prognosis in locally advanced gastric cancer. Med. Sci. Monit. Basic Res. 26, e920778 (2020).
pubmed: 32201432 pmcid: 7115115 doi: 10.12659/MSMBR.920778
Ambrosetti, D. et al. The two glycolytic markers GLUT1 and MCT1 correlate with tumor grade and survival in clear-cell renal cell carcinoma. PLoS ONE 13, e0193477 (2018).
pubmed: 29481555 pmcid: 5826688 doi: 10.1371/journal.pone.0193477
Zambrano, A., Molt, M., Uribe, E. & Salas, M. Glut 1 in cancer cells and the inhibitory action of resveratrol as a potential therapeutic strategy. Int. J. Mol. Sci. 20, E3374 (2019).
pubmed: 31324056 doi: 10.3390/ijms20133374
Yu, M. et al. The prognostic value of GLUT1 in cancers: A systematic review and meta-analysis. Oncotarget 8, 43356–43367 (2017).
pubmed: 28498810 pmcid: 5522151 doi: 10.18632/oncotarget.17445
Flavahan, W. A. et al. Brain tumor initiating cells adapt to restricted nutrition through preferential glucose uptake. Nat. Neurosci. 16, 1373–1382 (2013).
pubmed: 23995067 pmcid: 3930177 doi: 10.1038/nn.3510
Libby, C. J. et al. A role for GLUT3 in glioblastoma cell invasion that is not recapitulated by GLUT1. Cell Adh. Migr. 15, 101–115 (2021).
pubmed: 33843470 pmcid: 8043167 doi: 10.1080/19336918.2021.1903684
Younes, M., Brown, R. W., Stephenson, M., Gondo, M. & Cagle, P. T. Overexpression of Glut1 and Glut3 in stage I nonsmall cell lung carcinoma is associated with poor survival. Cancer 80, 1046–1051 (1997).
pubmed: 9305704 doi: 10.1002/(SICI)1097-0142(19970915)80:6<1046::AID-CNCR6>3.0.CO;2-7
Masin, M. et al. GLUT3 is induced during epithelial-mesenchymal transition and promotes tumor cell proliferation in non-small cell lung cancer. Cancer Metab. 2, 11 (2014).
pubmed: 25097756 pmcid: 4122054 doi: 10.1186/2049-3002-2-11
Baer, S., Casaubon, L., Schwartz, M. R., Marcogliese, A. & Younes, M. Glut3 expression in biopsy specimens of laryngeal carcinoma is associated with poor survival. Laryngoscope 112, 393–396 (2002).
pubmed: 11889403 doi: 10.1097/00005537-200202000-00034
Tsai, T.-H. et al. Overexpression of GLUT3 promotes metastasis of triple-negative breast cancer by modulating the inflammatory tumor microenvironment. J. Cell Physiol. 236, 4669–4680 (2021).
pubmed: 33421130 doi: 10.1002/jcp.30189
Schlößer, H. A. et al. Glucose transporters 1, 3, 6, and 10 are expressed in gastric cancer and glucose transporter 3 is associated with UICC stage and survival. Gastric Cancer 20, 83–91 (2017).
pubmed: 26643879 doi: 10.1007/s10120-015-0577-x
Gao, H. et al. Prognostic value of glucose transporter 3 expression in hepatocellular carcinoma. Oncol. Lett. 19, 691–699 (2020).
pubmed: 31885715
Dai, W. et al. GLUT3 induced by AMPK/CREB1 axis is key for withstanding energy stress and augments the efficacy of current colorectal cancer therapies. Signal Transduct Target Ther. 5, 177 (2020).
pubmed: 32873793 pmcid: 7463260 doi: 10.1038/s41392-020-00220-9
Zhuang, Y., Zhao, J., Xu, X. & Bi, L. Downregulation of GLUT3 promotes apoptosis and chemosensitivity of acute myeloid leukemia cells via EGFR signaling. Arch. Iran Med. 21, 73–78 (2018).
pubmed: 29664658
Lambert, A. W., Pattabiraman, D. R. & Weinberg, R. A. Emerging biological principles of metastasis. Cell 168, 670–691 (2017).
pubmed: 28187288 pmcid: 5308465 doi: 10.1016/j.cell.2016.11.037
Godoy, A. et al. Differential subcellular distribution of glucose transporters GLUT1-6 and GLUT9 in human cancer: Ultrastructural localization of GLUT1 and GLUT5 in breast tumor tissues. J. Cell. Physiol 207, 614–627 (2006).
pubmed: 16523487 doi: 10.1002/jcp.20606
Noguchi, Y. et al. Expression of facilitative glucose transporters in gastric tumors. Hepatogastroenterology 46, 2683–2689 (1999).
pubmed: 10522065
Binder, C., Binder, L., Marx, D., Schauer, A. & Hiddemann, W. Deregulated simultaneous expression of multiple glucose transporter isoforms in malignant cells and tissues. Anticancer Res. 17, 4299–4304 (1997).
pubmed: 9494524
Matsuzu, K. et al. Differential expression of glucose transporters in normal and pathologic thyroid tissue. Thyroid 14, 806–812 (2004).
pubmed: 15588375 doi: 10.1089/thy.2004.14.806
Higashi, T. et al. Expression of glucose transporters in human pancreatic tumors compared with increased FDG accumulation in PET study. J. Nucl. Med. 38, 1337–1344 (1997).
pubmed: 9293783
McBrayer, S. K. et al. Multiple myeloma exhibits novel dependence on GLUT4, GLUT8, and GLUT11: Implications for glucose transporter-directed therapy. Blood 119, 4686–4697 (2012).
pubmed: 22452979 pmcid: 3367873 doi: 10.1182/blood-2011-09-377846
Mishra, R. K. et al. In silico modeling-based identification of glucose transporter 4 (GLUT4)-selective inhibitors for cancer therapy. J. Biol. Chem. 290, 14441–14453 (2015).
pubmed: 25847249 pmcid: 4505511 doi: 10.1074/jbc.M114.628826
Pao, S. S., Paulsen, I. T. & Saier, M. H. Major facilitator superfamily. Microbiol. Mol. Biol. Rev 62, 1–34 (1998).
pubmed: 9529885 pmcid: 98904 doi: 10.1128/MMBR.62.1.1-34.1998
Reddy, V. S., Shlykov, M. A., Castillo, R., Sun, E. I. & Saier, M. H. The major facilitator superfamily (MFS) revisited. FEBS J. 279, 2022–2035 (2012).
pubmed: 22458847 pmcid: 3425384 doi: 10.1111/j.1742-4658.2012.08588.x
Yan, N. Structural biology of the major facilitator superfamily transporters. Annu. Rev. Biophys. 44, 257–283 (2015).
pubmed: 26098515 doi: 10.1146/annurev-biophys-060414-033901
Jardetzky, O. Simple allosteric model for membrane pumps. Nature 211, 969–970 (1966).
pubmed: 5968307 doi: 10.1038/211969a0
Baker, G. F. & Widdas, W. F. The asymmetry of the facilitated transfer system for hexoses in human red cells and the simple kinetics of a two component model. J. Physiol. 231, 143–165 (1973).
pubmed: 4715343 pmcid: 1350442 doi: 10.1113/jphysiol.1973.sp010225
Carruthers, A. & Helgerson, A. L. Inhibitions of sugar transport produced by ligands binding at opposite sides of the membrane. Evidence for simultaneous occupation of the carrier by maltose and cytochalasin B. Biochemistry 30, 3907–3915 (1991).
pubmed: 2018762 doi: 10.1021/bi00230a015
Deng, D. et al. Crystal structure of the human glucose transporter GLUT1. Nature 510, 121–125 (2014).
pubmed: 24847886 doi: 10.1038/nature13306
Deng, D. et al. Molecular basis of ligand recognition and transport by glucose transporters. Nature https://doi.org/10.1038/nature14655 (2015).
pubmed: 26176916 doi: 10.1038/nature14655
Nomura, N. et al. Structure and mechanism of the mammalian fructose transporter GLUT5. Nature 526, 397–401 (2015).
pubmed: 26416735 pmcid: 4618315 doi: 10.1038/nature14909
Sun, L. et al. Crystal structure of a bacterial homologue of glucose transporters GLUT1-4. Nature 490, 361–366 (2012).
pubmed: 23075985 doi: 10.1038/nature11524
Quistgaard, E. M., Löw, C., Moberg, P., Trésaugues, L. & Nordlund, P. Structural basis for substrate transport in the GLUT-homology family of monosaccharide transporters. Nat. Struct. Mol. Biol. 20, 766–768 (2013).
pubmed: 23624861 doi: 10.1038/nsmb.2569
Iancu, C. V., Zamoon, J., Woo, S., Aleshin, A. & Choe, J. Crystal structure of a glucose/H+ symporter and its mechanism of action. Proc. Natl. Acad. Sci. U.S.A. 110, 17862–17867 (2013).
pubmed: 24127585 pmcid: 3816430 doi: 10.1073/pnas.1311485110
George Thompson, A. M. et al. Discovery of a specific inhibitor of human GLUT5 by virtual screening and in vitro transport evaluation. Sci. Rep. 6, 24240 (2016).
pubmed: 27074918 pmcid: 4831007 doi: 10.1038/srep24240
Schmidl, S. et al. Identification of new GLUT2-selective inhibitors through in silico ligand screening and validation in eukaryotic expression systems. Sci. Rep. 11, 13751 (2021).
pubmed: 34215797 pmcid: 8253845 doi: 10.1038/s41598-021-93063-5
Oprea, T. I. & Matter, H. Integrating virtual screening in lead discovery. Curr. Opin. Chem. Biol. 8, 349–358 (2004).
pubmed: 15288243 doi: 10.1016/j.cbpa.2004.06.008
Wieczorke, R., Dlugai, S., Krampe, S. & Boles, E. Characterisation of mammalian GLUT glucose transporters in a heterologous yeast expression system. Cell. Physiol. Biochem. 13, 123–134 (2003).
pubmed: 12876383 doi: 10.1159/000071863
Tripp, J. et al. Establishing a yeast-based screening system for discovery of human GLUT5 inhibitors and activators. Sci. Rep. 7, 6197 (2017).
pubmed: 28740135 pmcid: 5524692 doi: 10.1038/s41598-017-06262-4
Schmidl, S. et al. Functional expression of the human glucose transporters GLUT2 and GLUT3 in yeast offers novel screening systems for GLUT-targeting drugs. Front. Mol. Biosci.
Maher, F. & Simpson, I. A. The GLUT3 glucose transporter is the predominant isoform in primary cultured neurons: Assessment by biosynthetic and photoaffinity labelling. Biochem. J. 301(Pt 2), 379–384 (1994).
pubmed: 8042980 pmcid: 1137091 doi: 10.1042/bj3010379
Schmidl, S., Tamayo Rojas, S. A., Iancu, C. V., Choe, J.-Y. & Oreb, M. Functional expression of the human glucose transporters GLUT2 and GLUT3 in yeast offers novel screening systems for GLUT-targeting drugs. Front. Mol. Biosci. 7, 598419 (2021).
pubmed: 33681287 pmcid: 7930720 doi: 10.3389/fmolb.2020.598419
Kapoor, K. et al. Mechanism of inhibition of human glucose transporter GLUT1 is conserved between cytochalasin B and phenylalanine amides. Proc. Natl. Acad. Sci. U.S.A. 113, 4711–4716 (2016).
pubmed: 27078104 pmcid: 4855560 doi: 10.1073/pnas.1603735113
Schürmann, A. et al. Role of conserved arginine and glutamate residues on the cytosolic surface of glucose transporters for transporter function. Biochemistry 36, 12897–12902 (1997).
pubmed: 9335548 doi: 10.1021/bi971173c
Baroni, M., Cruciani, G., Sciabola, S., Perruccio, F. & Mason, J. S. A common reference framework for analyzing/comparing proteins and ligands: Fingerprints for ligands and proteins (FLAP): Theory and application. J. Chem. Inf. Model. 47, 279–294 (2007).
pubmed: 17381166 doi: 10.1021/ci600253e
Schmidl, S., Iancu, C. V., Choe, J.-Y. & Oreb, M. Ligand screening systems for human glucose transporters as tools in drug discovery. Front. Chem. 6, 183 (2018).
pubmed: 29888221 pmcid: 5980966 doi: 10.3389/fchem.2018.00183
Mosmann, T. Rapid colorimetric assay for cellular growth and survival: Application to proliferation and cytotoxicity assays. J. Immunol. Methods 65, 55–63 (1983).
pubmed: 6606682 doi: 10.1016/0022-1759(83)90303-4
George Thompson, A. M., Iancu, C. V., Nguyen, T. T. H., Kim, D. & Choe, J.-Y. Inhibition of human GLUT1 and GLUT5 by plant carbohydrate products; insights into transport specificity. Sci. Rep. 5, 12804 (2015).
pubmed: 26306809 pmcid: 4549712 doi: 10.1038/srep12804
Libby, C. J. et al. Identification of compounds that decrease glioblastoma growth and glucose uptake in vitro. ACS Chem. Biol. 13, 2048–2057 (2018).
pubmed: 29905460 pmcid: 6425477 doi: 10.1021/acschembio.8b00251
Contat, C. et al. Combined deletion of Glut1 and Glut3 impairs lung adenocarcinoma growth. Elife 9, e53618 (2020).
pubmed: 32571479 pmcid: 7311173 doi: 10.7554/eLife.53618
Tilekar, K. et al. Structure guided design and synthesis of furyl thiazolidinedione derivatives as inhibitors of GLUT 1 and GLUT 4, and evaluation of their anti-leukemic potential. Eur. J. Med. Chem. 202, 112603 (2020).
pubmed: 32634629 pmcid: 7451030 doi: 10.1016/j.ejmech.2020.112603
Tilekar, K. et al. Permuted 2,4-thiazolidinedione (TZD) analogs as GLUT inhibitors and their in-vitro evaluation in leukemic cells. Eur. J. Pharm. Sci. 154, 105512 (2020).
pubmed: 32801003 doi: 10.1016/j.ejps.2020.105512
Goodford, P. J. A computational procedure for determining energetically favorable binding sites on biologically important macromolecules. J. Med. Chem. 28, 849–857 (1985).
pubmed: 3892003 doi: 10.1021/jm00145a002
Milletti, F., Storchi, L., Sforna, G. & Cruciani, G. New and original pKa prediction method using grid molecular interaction fields. J. Chem. Inf. Model. 47, 2172–2181 (2007).
pubmed: 17910431 doi: 10.1021/ci700018y
Kasahara, T. & Kasahara, M. Characterization of rat Glut4 glucose transporter expressed in the yeast Saccharomyces cerevisiae: Comparison with Glut1 glucose transporter. Biochim. Biophys. Acta 1324, 111–119 (1997).
pubmed: 9059504 doi: 10.1016/S0005-2736(96)00217-9

Auteurs

Cristina V Iancu (CV)

East Carolina Diabetes and Obesity Institute, East Carolina University, Greenville, NC, 27834, USA.

Giovanni Bocci (G)

Translational Informatics Division, Department of Internal Medicine, The University of New Mexico School of Medicine, Albuquerque, NM, 87131, USA.

Mohd Ishtikhar (M)

East Carolina Diabetes and Obesity Institute, East Carolina University, Greenville, NC, 27834, USA.

Moumita Khamrai (M)

East Carolina Diabetes and Obesity Institute, East Carolina University, Greenville, NC, 27834, USA.

Mislav Oreb (M)

Institute of Molecular Biosciences, Faculty of Biological Sciences, Goethe University Frankfurt, Frankfurt am Main, Germany.

Tudor I Oprea (TI)

Translational Informatics Division, Department of Internal Medicine, The University of New Mexico School of Medicine, Albuquerque, NM, 87131, USA. toprea@salud.unm.edu.
UNM Comprehensive Cancer Center, The University of New Mexico, Albuquerque, NM, 87131, USA. toprea@salud.unm.edu.
Department of Rheumatology and Inflammation Research, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden. toprea@salud.unm.edu.
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark. toprea@salud.unm.edu.

Jun-Yong Choe (JY)

East Carolina Diabetes and Obesity Institute, East Carolina University, Greenville, NC, 27834, USA. choej18@ecu.edu.
Department of Chemistry, East Carolina University, Greenville, NC, 27834, USA. choej18@ecu.edu.
Department of Biochemistry and Molecular Biology, Rosalind Franklin University of Medicine and Science, North Chicago, IL, 60064, USA. choej18@ecu.edu.

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