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Xu L. Identification of Autophagy-Related Targets of Berberine against Non-Small Cell Lung Cancer and Their Correlation with Immune Cell Infiltration By Combining Network Pharmacology, Molecular Docking, and Experimental Verification. Crit Rev Immunol 2023; 43:27-47. [PMID: 37938194 DOI: 10.1615/critrevimmunol.2023049923] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2023]
Abstract
OBJECTIVE Non-small cell lung cancer (NSCLC) is the most common lung cancer type with high incidence. This study aimed to reveal the anti-NSCLC mechanisms of berberine and identify novel therapeutic targets. METHODS Berberine-related targets were acquired from SuperPred, SwissTargetPrediction, and GeneCards. NSCLC-re-lated targets were collected from GeneCards and DisGeNET. Differentially expressed genes (DEGs) were identified GEO database, UCSC Xena, and limma. GO and KEGG analyses were performed using clusterProfiler. Autophagy-related genes and transcriptional factors were collected from HADb and KnockTF, respectively. STRING and Cytoscape were used for PPI network analysis. Immune cell infiltration in NSCLC was assessed using CIBERSORT, and its correlation with autophagy-related targets was evaluated. Molecular docking was conducted using PyMOL and AutoDock. qRT-PCR and CCK-8 assay was used for in vitro verification. RESULTS Thirty intersecting targets of berberine-related targets, NSCLC-related targets, and DEGs were obtained. GO and KEGG analyses revealed that the intersecting targets were mainly implicated in oxidative stress, focal adhesion, and cell-substrate junction, as well as AGE-RAGE, relaxin, FoxO, and estrogen signaling pathways. Significantly, CAPN1, IKBKB, and SIRT2 were identified as the foremost autophagy-related targets, and 21 corresponding transcriptional factors were obtained. PPI network analysis showed that CAPN1, IKBKB, and SIRT2 interacted with 50 other genes. Fifty immune cell types, such as B cells naive, T cells CD8, T cells CD4 naive, T cells follicular helper, and monocytes, were implicated in NSCLC pathogenesis, and CAPN1, IKBKB, and SIRT2 were related to immune cells. Molecular docking revealed the favorable binding activity of berberine with CAPN1, IKBKB, and SIRT2. In vitro assays showed lower CAPN1, IKBKB, and SIRT2 expression in NSCLC cells than that in normal cells. Notably, berberine inhibited the viability and elevated CAPN1, IKBKB, and SIRT2 expression in NSCLC cells. CONCLUSIONS Berberine might treat NSCLC mainly by targeting CAPN1, IKBKB, and SIRT2.
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Affiliation(s)
- Liang Xu
- Respiratory Medicine, Affiliated Hospital of Shaoxing University (The Shaoxing Municipal Hospital), No. 999, Zhongxing South Road, Shaoxing 312000, China
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Gurram PC, Satarker S, Nassar A, Mudgal J, Nampoothiri M. Virtual structure-based docking and molecular dynamics of FDA-approved drugs for the identification of potential IKKB inhibitors possessing dopaminergic activity in Alzheimer’s disease. CHEMICAL PAPERS 2022. [DOI: 10.1007/s11696-022-02598-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
AbstractIn Alzheimer's disease (AD), neuroinflammation is detrimental in causing neurodegeneration. In the central nervous system, inhibitor of nuclear factor kappa B kinase subunit beta (IKK2/IKKβ/IKKB/IKBKB) signaling is linked to neuroinflammation-mediated learning and memory deficits through canonical pathway, while dopamine agonists have been known to reverse such effects. Our in silico analysis predicted if dopaminergic agonists could have IKKB inhibitory actions, to ameliorate neuroinflammation-associated learning and memory deficits. Here, the FDA-approved Zinc 15 database was screened with IKKB (PDB ID 4KIK). Potential molecules with IKKB inhibition were identified through docking, which also possessed dopaminergic activity. Molecular mechanics—generalized Born and surface area (MMGBSA), induced fit docking (IFD) and molecular dynamic (MD) studies of 100 ns simulation time were done. Apomorphine and rotigotine showed greater non-bonding and bonding interactions with amino acids of IKKB as compared to Aripiprazole in docking studies. The IFD studies predicted improved interactions with IKKB. MMGBSA scores indicated that the complex binding free energies were favorable, and MD studies showed an acceptable root mean square deviation between protein and ligands. The protein–ligand interactions showed hydrogen bonds, water and salt bridges necessary for IKKB inhibition, as well as solvent system stability. On the protein–ligand contact map, the varying color band intensities represented the ligand’s ability to bind with amino acids. Dopamine agonists apomorphine, rotigotine, and aripiprazole were predicted to bind and inhibit IKKB in in silico system.
Graphical Abstract
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Napoleon JV, Sagar S, Kubica SP, Boghean L, Kour S, King HM, Sonawane YA, Crawford AJ, Gautam N, Kizhake S, Bialk PA, Kmiec E, Mallareddy JR, Patil PP, Rana S, Singh S, Prahlad J, Grandgenett PM, Borgstahl GEO, Ghosal G, Alnouti Y, Hollingsworth MA, Radhakrishnan P, Natarajan A. Small-molecule IKKβ activation modulator (IKAM) targets MAP3K1 and inhibits pancreatic tumor growth. Proc Natl Acad Sci U S A 2022; 119:e2115071119. [PMID: 35476515 PMCID: PMC9170026 DOI: 10.1073/pnas.2115071119] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2021] [Accepted: 03/29/2022] [Indexed: 11/18/2022] Open
Abstract
Activation of inhibitor of nuclear factor NF-κB kinase subunit-β (IKKβ), characterized by phosphorylation of activation loop serine residues 177 and 181, has been implicated in the early onset of cancer. On the other hand, tissue-specific IKKβ knockout in Kras mutation-driven mouse models stalled the disease in the precancerous stage. In this study, we used cell line models, tumor growth studies, and patient samples to assess the role of IKKβ and its activation in cancer. We also conducted a hit-to-lead optimization study that led to the identification of 39-100 as a selective mitogen-activated protein kinase kinase kinase (MAP3K) 1 inhibitor. We show that IKKβ is not required for growth of Kras mutant pancreatic cancer (PC) cells but is critical for PC tumor growth in mice. We also observed elevated basal levels of activated IKKβ in PC cell lines, PC patient-derived tumors, and liver metastases, implicating it in disease onset and progression. Optimization of an ATP noncompetitive IKKβ inhibitor resulted in the identification of 39-100, an orally bioavailable inhibitor with improved potency and pharmacokinetic properties. The compound 39-100 did not inhibit IKKβ but inhibited the IKKβ kinase MAP3K1 with low-micromolar potency. MAP3K1-mediated IKKβ phosphorylation was inhibited by 39-100, thus we termed it IKKβ activation modulator (IKAM) 1. In PC models, IKAM-1 reduced activated IKKβ levels, inhibited tumor growth, and reduced metastasis. Our findings suggests that MAP3K1-mediated IKKβ activation contributes to KRAS mutation-associated PC growth and IKAM-1 is a viable pretherapeutic lead that targets this pathway.
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Affiliation(s)
- John Victor Napoleon
- Eppley Institute for Cancer Research, University of Nebraska Medical Center, Omaha, NE 68198
| | - Satish Sagar
- Eppley Institute for Cancer Research, University of Nebraska Medical Center, Omaha, NE 68198
| | - Sydney P. Kubica
- Eppley Institute for Cancer Research, University of Nebraska Medical Center, Omaha, NE 68198
| | - Lidia Boghean
- Eppley Institute for Cancer Research, University of Nebraska Medical Center, Omaha, NE 68198
| | - Smit Kour
- Eppley Institute for Cancer Research, University of Nebraska Medical Center, Omaha, NE 68198
| | - Hannah M. King
- Eppley Institute for Cancer Research, University of Nebraska Medical Center, Omaha, NE 68198
| | - Yogesh A. Sonawane
- Eppley Institute for Cancer Research, University of Nebraska Medical Center, Omaha, NE 68198
| | - Ayrianne J. Crawford
- Eppley Institute for Cancer Research, University of Nebraska Medical Center, Omaha, NE 68198
| | - Nagsen Gautam
- Department of Pharmaceutical Sciences, University of Nebraska Medical Center, Omaha, NE 68198
| | - Smitha Kizhake
- Eppley Institute for Cancer Research, University of Nebraska Medical Center, Omaha, NE 68198
| | - Pawel A. Bialk
- Gene Editing Institute, Christiana Care, Newark, DE 19713
| | - Eric Kmiec
- Gene Editing Institute, Christiana Care, Newark, DE 19713
| | | | - Prathamesh P. Patil
- Eppley Institute for Cancer Research, University of Nebraska Medical Center, Omaha, NE 68198
| | - Sandeep Rana
- Eppley Institute for Cancer Research, University of Nebraska Medical Center, Omaha, NE 68198
| | - Sarbjit Singh
- Eppley Institute for Cancer Research, University of Nebraska Medical Center, Omaha, NE 68198
| | - Janani Prahlad
- Eppley Institute for Cancer Research, University of Nebraska Medical Center, Omaha, NE 68198
| | - Paul M. Grandgenett
- Eppley Institute for Cancer Research, University of Nebraska Medical Center, Omaha, NE 68198
| | - Gloria E. O. Borgstahl
- Eppley Institute for Cancer Research, University of Nebraska Medical Center, Omaha, NE 68198
| | - Gargi Ghosal
- Department of Genetics Cell Biology and Anatomy, University of Nebraska Medical Center, Omaha, NE 68198
| | - Yazen Alnouti
- Department of Pharmaceutical Sciences, University of Nebraska Medical Center, Omaha, NE 68198
| | - Michael A. Hollingsworth
- Eppley Institute for Cancer Research, University of Nebraska Medical Center, Omaha, NE 68198
- Fred & Pamela Buffett Cancer Center, University of Nebraska Medical Center, Omaha, NE 68198
| | - Prakash Radhakrishnan
- Eppley Institute for Cancer Research, University of Nebraska Medical Center, Omaha, NE 68198
- Fred & Pamela Buffett Cancer Center, University of Nebraska Medical Center, Omaha, NE 68198
| | - Amarnath Natarajan
- Eppley Institute for Cancer Research, University of Nebraska Medical Center, Omaha, NE 68198
- Department of Pharmaceutical Sciences, University of Nebraska Medical Center, Omaha, NE 68198
- Department of Genetics Cell Biology and Anatomy, University of Nebraska Medical Center, Omaha, NE 68198
- Fred & Pamela Buffett Cancer Center, University of Nebraska Medical Center, Omaha, NE 68198
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Ko MS, Cohen SN, Polley S, Mahata SK, Biswas T, Huxford T, Ghosh G. Regulatory subunit NEMO promotes polyubiquitin-dependent induction of NF-κB through a targetable second interaction with upstream activator IKK2. J Biol Chem 2022; 298:101864. [PMID: 35339487 PMCID: PMC9035715 DOI: 10.1016/j.jbc.2022.101864] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Revised: 02/21/2022] [Accepted: 02/24/2022] [Indexed: 01/16/2023] Open
Abstract
Canonical NF-κB signaling through the inhibitor of κB kinase (IKK) complex requires induction of IKK2/IKKβ subunit catalytic activity via specific phosphorylation within its activation loop. This process is known to be dependent upon the accessory ubiquitin (Ub)-binding subunit NF-κB essential modulator (NEMO)/IKKγ as well as poly-Ub chains. However, the mechanism through which poly-Ub binding serves to promote IKK catalytic activity is unclear. Here, we show that binding of NEMO/IKKγ to linear poly-Ub promotes a second interaction between NEMO/IKKγ and IKK2/IKKβ, distinct from the well-characterized interaction of the NEMO/IKKγ N terminus to the "NEMO-binding domain" at the C terminus of IKK2/IKKβ. We mapped the location of this second interaction to a stretch of roughly six amino acids immediately N-terminal to the zinc finger domain in human NEMO/IKKγ. We also showed that amino acid residues within this region of NEMO/IKKγ are necessary for binding to IKK2/IKKβ through this secondary interaction in vitro and for full activation of IKK2/IKKβ in cultured cells. Furthermore, we identified a docking site for this segment of NEMO/IKKγ on IKK2/IKKβ within its scaffold-dimerization domain proximal to the kinase domain-Ub-like domain. Finally, we showed that a peptide derived from this region of NEMO/IKKγ is capable of interfering specifically with canonical NF-κB signaling in transfected cells. These in vitro biochemical and cell culture-based experiments suggest that, as a consequence of its association with linear poly-Ub, NEMO/IKKγ plays a direct role in priming IKK2/IKKβ for phosphorylation and that this process can be inhibited to specifically disrupt canonical NF-κB signaling.
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Affiliation(s)
- Myung Soo Ko
- Department of Chemistry & Biochemistry, University of California, San Diego, La Jolla, California, USA; Structural Biochemistry Laboratory, Department of Chemistry & Biochemistry, San Diego State University, San Diego, California, USA
| | - Samantha N Cohen
- Structural Biochemistry Laboratory, Department of Chemistry & Biochemistry, San Diego State University, San Diego, California, USA
| | - Smarajit Polley
- Department of Chemistry & Biochemistry, University of California, San Diego, La Jolla, California, USA
| | - Sushil K Mahata
- Department of Medicine, University of California, San Diego, La Jolla, California, USA; Medicine, VA San Diego Health Care System, San Diego, California, USA
| | - Tapan Biswas
- Department of Chemistry & Biochemistry, University of California, San Diego, La Jolla, California, USA
| | - Tom Huxford
- Structural Biochemistry Laboratory, Department of Chemistry & Biochemistry, San Diego State University, San Diego, California, USA
| | - Gourisankar Ghosh
- Department of Chemistry & Biochemistry, University of California, San Diego, La Jolla, California, USA.
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Kour S, Rana S, Kizhake S, Lagundžin D, Klinkebiel D, Mallareddy JR, Huxford T, Woods NT, Natarajan A. Stapling proteins in the RELA complex inhibits TNFα-induced nuclear translocation of RELA. RSC Chem Biol 2022; 3:32-36. [PMID: 35128406 PMCID: PMC8729175 DOI: 10.1039/d1cb00183c] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Accepted: 10/09/2021] [Indexed: 12/25/2022] Open
Abstract
Tumor necrosis factor (TNF) α-induced nuclear translocation of the NF-κB subunit RELA has been implicated in several pathological conditions. Here we report the discovery of a spirocyclic dimer (SpiD7) that covalently modifies RELA to inhibit TNFα-induced nuclear translocation. This is a previously unexplored strategy to inhibit TNFα-induced NF-κB activation.
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Affiliation(s)
- Smit Kour
- Eppley Institute for Research in Cancer and Allied Diseases, University of Nebraska Medical Center Omaha, NE 68198 USA
| | - Sandeep Rana
- Eppley Institute for Research in Cancer and Allied Diseases, University of Nebraska Medical Center Omaha, NE 68198 USA
| | - Smitha Kizhake
- Eppley Institute for Research in Cancer and Allied Diseases, University of Nebraska Medical Center Omaha, NE 68198 USA
| | - Dragana Lagundžin
- Eppley Institute for Research in Cancer and Allied Diseases, University of Nebraska Medical Center Omaha, NE 68198 USA
- Mass Spectrometry and Proteomics Core Facility, University of Nebraska Medical Center Omaha, NE 68198 USA
| | - David Klinkebiel
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center Omaha NE 68198 USA
| | - Jayapal Reddy Mallareddy
- Eppley Institute for Research in Cancer and Allied Diseases, University of Nebraska Medical Center Omaha, NE 68198 USA
| | - Tom Huxford
- Structural Biochemistry Laboratory, Department of Chemistry & Biochemistry, San Diego State University San Diego CA 92182 USA
| | - Nicholas T Woods
- Eppley Institute for Research in Cancer and Allied Diseases, University of Nebraska Medical Center Omaha, NE 68198 USA
- Fred & Pamela Buffett Cancer Center, University of Nebraska Medical Center Omaha NE 68198 USA
| | - Amarnath Natarajan
- Eppley Institute for Research in Cancer and Allied Diseases, University of Nebraska Medical Center Omaha, NE 68198 USA
- Fred & Pamela Buffett Cancer Center, University of Nebraska Medical Center Omaha NE 68198 USA
- Department of Pharmaceutical Sciences and Department of Genetics, Cell Biology and Anatomy, University of Nebraska Medical Center Omaha NE 68198 USA
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6
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Sagar S, Singh S, Mallareddy JR, Sonawane YA, Napoleon JV, Rana S, Contreras JI, Rajesh C, Ezell EL, Kizhake S, Garrison JC, Radhakrishnan P, Natarajan A. Structure activity relationship (SAR) study identifies a quinoxaline urea analog that modulates IKKβ phosphorylation for pancreatic cancer therapy. Eur J Med Chem 2021; 222:113579. [PMID: 34098465 PMCID: PMC8373685 DOI: 10.1016/j.ejmech.2021.113579] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2021] [Revised: 05/19/2021] [Accepted: 05/22/2021] [Indexed: 02/06/2023]
Abstract
Genetic models validated Inhibitor of nuclear factor (NF) kappa B kinase beta (IKKβ) as a therapeutic target for KRAS mutation associated pancreatic cancer. Phosphorylation of the activation loop serine residues (S177, S181) in IKKβ is a key event that drives tumor necrosis factor (TNF) α induced NF-κB mediated gene expression. Here we conducted structure activity relationship (SAR) study to improve potency and oral bioavailability of a quinoxaline analog 13-197 that was previously reported as a NFκB inhibitor for pancreatic cancer therapy. The SAR led to the identification of a novel quinoxaline urea analog 84 that reduced the levels of p-IKKβ in dose- and time-dependent studies. When compared to 13-197, analog 84 was ∼2.5-fold more potent in TNFα-induced NFκB inhibition and ∼4-fold more potent in inhibiting pancreatic cancer cell growth. Analog 84 exhibited ∼4.3-fold greater exposure (AUC0-∞) resulting in ∼5.7-fold increase in oral bioavailability (%F) when compared to 13-197. Importantly, oral administration of 84 by itself and in combination of gemcitabine reduced p-IKKβ levels and inhibited pancreatic tumor growth in a xenograft model.
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Affiliation(s)
- Satish Sagar
- Eppley Institute for Cancer Research, Omaha, NE, USA
| | - Sarbjit Singh
- Eppley Institute for Cancer Research, Omaha, NE, USA
| | | | | | | | - Sandeep Rana
- Eppley Institute for Cancer Research, Omaha, NE, USA
| | | | | | | | | | | | - Prakash Radhakrishnan
- Eppley Institute for Cancer Research, Omaha, NE, USA; Department of Biochemistry and Molecular Biology, Omaha, NE, USA; Department of Genetics Cell Biology and Anatomy, Omaha, NE, USA; Fred & Pamela Buffett Cancer Center, University of Nebraska Medical Center, Omaha, NE, USA.
| | - Amarnath Natarajan
- Eppley Institute for Cancer Research, Omaha, NE, USA; Department of Pharmaceutical Sciences, Omaha, NE, USA; Department of Genetics Cell Biology and Anatomy, Omaha, NE, USA; Fred & Pamela Buffett Cancer Center, University of Nebraska Medical Center, Omaha, NE, USA.
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