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Barretto AJB, Orda MA, Tsai PW, Tayo LL. Analysis of Modular Hub Genes and Therapeutic Targets across Stages of Non-Small Cell Lung Cancer Transcriptome. Genes (Basel) 2024; 15:1248. [PMID: 39457373 PMCID: PMC11507033 DOI: 10.3390/genes15101248] [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: 08/10/2024] [Revised: 09/07/2024] [Accepted: 09/23/2024] [Indexed: 10/28/2024] Open
Abstract
Non-small cell lung cancer (NSCLC), representing 85% of lung cancer cases, is characterized by its heterogeneity and progression through distinct stages. This study applied Weighted Gene Co-expression Network Analysis (WGCNA) to explore the molecular mechanisms of NSCLC and identify potential therapeutic targets. Gene expression data from the GEO database were analyzed across four NSCLC stages (NSCLC1, NSCLC2, NSCLC3, and NSCLC4), with the NSCLC2 dataset selected as the reference for module preservation analysis. WGCNA identified eight highly preserved modules-Cyan, Yellow, Red, Dark Turquoise, Turquoise, White, Purple, and Royal Blue-across datasets, which were enriched in key pathways such as "Cell cycle" and "Pathways in cancer", involving processes like cell division and inflammatory responses. Hub genes, including PLK1, CDK1, and EGFR, emerged as critical regulators of tumor proliferation and immune responses. Estrogen receptor ESR1 was also highlighted, correlating with improved survival outcomes, suggesting its potential as a prognostic marker. Signature-based drug repurposing analysis identified promising therapeutic candidates, including GW-5074, which inhibits RAF and disrupts the EGFR-RAS-RAF-MEK-ERK signaling cascade, and olomoucine, a CDK1 inhibitor. Additional candidates like pinocembrin, which reduces NSCLC cell invasion by modulating epithelial-mesenchymal transition, and citalopram, an SSRI with anti-carcinogenic properties, were also identified. These findings provide valuable insights into the molecular underpinnings of NSCLC and suggest new directions for therapeutic strategies through drug repurposing.
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Affiliation(s)
- Angeli Joy B. Barretto
- School of Chemical, Biological, and Materials Engineering and Sciences, Mapúa University, Manila City 1002, Philippines; (A.J.B.B.); (M.A.O.)
- School of Graduate Studies, Mapúa University, Manila City 1002, Philippines
| | - Marco A. Orda
- School of Chemical, Biological, and Materials Engineering and Sciences, Mapúa University, Manila City 1002, Philippines; (A.J.B.B.); (M.A.O.)
- School of Graduate Studies, Mapúa University, Manila City 1002, Philippines
| | - Po-wei Tsai
- Department of Food Science, National Taiwan Ocean University, Keelung 20224, Taiwan;
| | - Lemmuel L. Tayo
- School of Chemical, Biological, and Materials Engineering and Sciences, Mapúa University, Manila City 1002, Philippines; (A.J.B.B.); (M.A.O.)
- School of Graduate Studies, Mapúa University, Manila City 1002, Philippines
- Department of Biology, School of Health Sciences, Mapúa University, Makati City 1203, Philippines
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Grossi G, Scarano N, Musumeci F, Tonelli M, Kanov E, Carbone A, Fossa P, Gainetdinov RR, Cichero E, Schenone S. Discovery of a Novel Chemo-Type for TAAR1 Agonism via Molecular Modeling. Molecules 2024; 29:1739. [PMID: 38675561 PMCID: PMC11052455 DOI: 10.3390/molecules29081739] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2024] [Revised: 03/27/2024] [Accepted: 04/09/2024] [Indexed: 04/28/2024] Open
Abstract
The search for novel effective TAAR1 ligands continues to draw great attention due to the wide range of pharmacological applications related to TAAR1 targeting. Herein, molecular docking studies of known TAAR1 ligands, characterized by an oxazoline core, have been performed in order to identify novel promising chemo-types for the discovery of more active TAAR1 agonists. In particular, the oxazoline-based compound S18616 has been taken as a reference compound for the computational study, leading to the development of quite flat and conformationally locked ligands. The choice of a "Y-shape" conformation was suggested for the design of TAAR1 ligands, interacting with the protein cavity delimited by ASP103 and aromatic residues such as PHE186, PHE195, PHE268, and PHE267. The obtained results allowed us to preliminary in silico screen an in-house series of pyrimidinone-benzimidazoles (1a-10a) as a novel scaffold to target TAAR1. Combined ligand-based (LBCM) and structure based (SBCM) computational methods suggested the biological evaluation of compounds 1a-10a, leading to the identification of derivatives 1a-3a (hTAAR1 EC50 = 526.3-657.4 nM) as promising novel TAAR1 agonists.
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Affiliation(s)
- Giancarlo Grossi
- Department of Pharmacy, Section of Medicinal Chemistry, School of Medical and Pharmaceutical Sciences, University of Genoa, Viale Benedetto XV, 3, 16132 Genoa, Italy; (G.G.); (N.S.); (F.M.); (M.T.); (A.C.); (P.F.); (S.S.)
| | - Naomi Scarano
- Department of Pharmacy, Section of Medicinal Chemistry, School of Medical and Pharmaceutical Sciences, University of Genoa, Viale Benedetto XV, 3, 16132 Genoa, Italy; (G.G.); (N.S.); (F.M.); (M.T.); (A.C.); (P.F.); (S.S.)
| | - Francesca Musumeci
- Department of Pharmacy, Section of Medicinal Chemistry, School of Medical and Pharmaceutical Sciences, University of Genoa, Viale Benedetto XV, 3, 16132 Genoa, Italy; (G.G.); (N.S.); (F.M.); (M.T.); (A.C.); (P.F.); (S.S.)
| | - Michele Tonelli
- Department of Pharmacy, Section of Medicinal Chemistry, School of Medical and Pharmaceutical Sciences, University of Genoa, Viale Benedetto XV, 3, 16132 Genoa, Italy; (G.G.); (N.S.); (F.M.); (M.T.); (A.C.); (P.F.); (S.S.)
| | - Evgeny Kanov
- Institute of Translational Biomedicine, St. Petersburg State University, 199034 St. Petersburg, Russia (R.R.G.)
- St. Petersburg University Hospital, St. Petersburg State University, 199034 St. Petersburg, Russia
| | - Anna Carbone
- Department of Pharmacy, Section of Medicinal Chemistry, School of Medical and Pharmaceutical Sciences, University of Genoa, Viale Benedetto XV, 3, 16132 Genoa, Italy; (G.G.); (N.S.); (F.M.); (M.T.); (A.C.); (P.F.); (S.S.)
| | - Paola Fossa
- Department of Pharmacy, Section of Medicinal Chemistry, School of Medical and Pharmaceutical Sciences, University of Genoa, Viale Benedetto XV, 3, 16132 Genoa, Italy; (G.G.); (N.S.); (F.M.); (M.T.); (A.C.); (P.F.); (S.S.)
| | - Raul R. Gainetdinov
- Institute of Translational Biomedicine, St. Petersburg State University, 199034 St. Petersburg, Russia (R.R.G.)
- St. Petersburg University Hospital, St. Petersburg State University, 199034 St. Petersburg, Russia
| | - Elena Cichero
- Department of Pharmacy, Section of Medicinal Chemistry, School of Medical and Pharmaceutical Sciences, University of Genoa, Viale Benedetto XV, 3, 16132 Genoa, Italy; (G.G.); (N.S.); (F.M.); (M.T.); (A.C.); (P.F.); (S.S.)
| | - Silvia Schenone
- Department of Pharmacy, Section of Medicinal Chemistry, School of Medical and Pharmaceutical Sciences, University of Genoa, Viale Benedetto XV, 3, 16132 Genoa, Italy; (G.G.); (N.S.); (F.M.); (M.T.); (A.C.); (P.F.); (S.S.)
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Fernández-Irigoyen J, Santamaría E. Special Issue "Deployment of Proteomics Approaches in Biomedical Research". Int J Mol Sci 2024; 25:1717. [PMID: 38338994 PMCID: PMC10855870 DOI: 10.3390/ijms25031717] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Accepted: 01/30/2024] [Indexed: 02/12/2024] Open
Abstract
Many angles of personalized medicine, such as diagnostic improvements, systems biology [...].
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Affiliation(s)
| | - Enrique Santamaría
- Proteomics Platform, Clinical Neuroproteomics Unit, Navarrabiomed, Hospitalario Universitario de Navarra (HUN), Navarra Institute for Health Research (IDISNA), Universidad Pública de Navarra (UPNA), Irunlarrea 3, 31008 Pamplona, Spain
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