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Li S, Che J, Gu B, Li Y, Han X, Sun T, Pan K, Lv J, Zhang S, Wang C, Zhang T, Wang J, Xue F. Metabolites, Healthy Lifestyle, and Polygenic Risk Score Associated with Upper Gastrointestinal Cancer: Findings from the UK Biobank Study. J Proteome Res 2024; 23:1679-1688. [PMID: 38546438 DOI: 10.1021/acs.jproteome.3c00827] [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] [Indexed: 05/04/2024]
Abstract
Previous metabolomics studies have highlighted the predictive value of metabolites on upper gastrointestinal (UGI) cancer, while most of them ignored the potential effects of lifestyle and genetic risk on plasma metabolites. This study aimed to evaluate the role of lifestyle and genetic risk in the metabolic mechanism of UGI cancer. Differential metabolites of UGI cancer were identified using partial least-squares discriminant analysis and the Wilcoxon test. Then, we calculated the healthy lifestyle index (HLI) score and polygenic risk score (PRS) and divided them into three groups, respectively. A total of 15 metabolites were identified as UGI-cancer-related differential metabolites. The metabolite model (AUC = 0.699) exhibited superior discrimination ability compared to those of the HLI model (AUC = 0.615) and the PRS model (AUC = 0.593). Moreover, subgroup analysis revealed that the metabolite model showed higher discrimination ability for individuals with unhealthy lifestyles compared to that with healthy individuals (AUC = 0.783 vs 0.684). Furthermore, in the genetic risk subgroup analysis, individuals with a genetic predisposition to UGI cancer exhibited the best discriminative performance in the metabolite model (AUC = 0.770). These findings demonstrated the clinical significance of metabolic biomarkers in UGI cancer discrimination, especially in individuals with unhealthy lifestyles and a high genetic risk.
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Affiliation(s)
- Shuting Li
- Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
- Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
| | - Jiajing Che
- Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
- Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
| | - Bingbing Gu
- Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
- Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
| | - Yunfei Li
- Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
- Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
| | - Xinyue Han
- Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
- Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
| | - Tiantian Sun
- Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
- Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
| | - Keyu Pan
- Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
- Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
| | - Jiali Lv
- Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
- Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
| | - Shuai Zhang
- Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
- Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
| | - Cheng Wang
- Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
- Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
| | - Tao Zhang
- Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
- Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
| | - Jialin Wang
- Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
- Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan 250117, China
| | - Fuzhong Xue
- Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
- Institute for Medical Dataology, Cheeloo College of Medicine, Shandong University, Jinan 250012, China
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Mohammadipoor N, Naiebi R, Mazhari SA, Amooei F, Owrang M, Dastghaib S, Shams M, Maleki MH, Dastghaib S. Improved therapy for clear cell renal cell carcinoma: beta-hydroxybutyrate and quercetin target hypoxia-induced angiogenesis and multidrug resistance. Mol Biol Rep 2024; 51:379. [PMID: 38429605 DOI: 10.1007/s11033-024-09355-2] [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: 12/09/2023] [Accepted: 02/14/2024] [Indexed: 03/03/2024]
Abstract
BACKGROUND Clear cell renal cell carcinoma (ccRCC) is a form of kidney cancer characterized by dysregulated angiogenesis and multidrug resistance. Hypoxia-induced tumor progression plays a crucial role in ccRCC pathogenesis. Beta-hydroxybutyrate (BHB) and quercetin (QCT) have shown potential in targeting angiogenesis and drug resistance in various cancer types. This study investigates the combined effects of BHB and QCT in hypoxia-induced Caki-1 cells. METHODS Caki-1 cells were subjected to normoxic and hypoxic conditions and treated with BHB, QCT, or a combination of both. Cell-viability was assessed using the MTT assay, and mRNA expression levels of key angiogenesis-related genes (HIF-1α/2α, VEGF, Ang-1, Ang-2, and MDR4) were quantified through real-time PCR during 24 and 48 h. RESULTS BHB and QCT treatments, either alone or in combination, significantly reduced cell-viability in Caki-1 cells (p < 0.05). Moreover, the combined therapy demonstrated a potential effect in downregulating the expression of angiogenesis-related genes and MDR4 in hypoxia-induced cells, with a marked reduction in HIF-1α/2α, VEGF, Ang-1, and MDR4 expression (p < 0.05). The expression of Ang-2 increases significantly in presence of BHB combined QCT treatment. CONCLUSION This study highlights the promising potential of a combination therapy involving BHB and QCT in mitigating angiogenesis and MDR4 expression in hypoxia-induced ccRCC cells. These findings support further investigation into the underlying mechanisms and warrant clinical studies to evaluate the therapeutic value of this combined treatment for ccRCC patients. This research provides new insights into addressing the challenges posed by angiogenesis and drug resistance in ccRCC.
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Affiliation(s)
- Nima Mohammadipoor
- Department of Nutrition, School of Public Health, Iran University of Medical Science, Tehran, Iran
| | - Raika Naiebi
- Department of Hematology and Blood Banking, Faculty of Medical Sciences, Tarbiat Modares University, Tehran, Iran
| | | | - Fateme Amooei
- Department of Anatomical Sciences, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
- Reproductive Biology Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Marzieh Owrang
- Department of Anatomical Sciences, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
- Histomorphometry and Stereology Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Sahar Dastghaib
- School of Neurobiology Sciences, University of Utah, Salt Lake City, UT, 84112, USA
| | - Mesbah Shams
- Endocrinology and Metabolism Research Center, Shiraz University of Medical Science, P.O. Box: 71345-1744, Shiraz, Iran
| | - Mohammad Hassan Maleki
- Department of Biochemistry, School of Medicine, Shiraz University of Medical Sciences, P.O. Box: 71348-45794, Shiraz, Iran.
| | - Sanaz Dastghaib
- Endocrinology and Metabolism Research Center, Shiraz University of Medical Science, P.O. Box: 71345-1744, Shiraz, Iran.
- Autophagy Research Center, Shiraz University of Medical Sciences, Shiraz, Iran.
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Buñay J, Kossai M, Damon-Soubeyrant C, De Haze A, Saru JP, Trousson A, de Joussineau C, Bouchareb E, Kocer A, Vialat M, Dallel S, Degoul F, Bost F, Clavel S, Penault-Llorca F, Valli MP, Guy L, Matthews J, Renaud Y, Ittmann M, Jones J, Morel L, Lobaccaro JM, Baron S. Persistent organic pollutants promote aggressiveness in prostate cancer. Oncogene 2023; 42:2854-2867. [PMID: 37587334 DOI: 10.1038/s41388-023-02788-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2022] [Revised: 07/10/2023] [Accepted: 07/18/2023] [Indexed: 08/18/2023]
Abstract
Increasing evidence points towards a causal link between exposure to persistent organic pollutants (POPs) with increased incidence and aggressivity of various cancers. Among these POPs, dioxin and PCB-153 are widely found in our environment and represent a significant source of contamination. Dioxin exposure has already been linked to cancer such as non-Hodgkin's lymphoma, but remains to be more extensively investigated in other cancers. Potential implications of dioxin and PCB-153 in prostate cancer progression spurred us to challenge both ex vivo and in vivo models with low doses of these POPs. We found that dioxin or PCB-153 exposure increased hallmarks of growth and metastasis of prostate cancer cells ex vivo and in grafted NOD-SCID mice. Exposure induced histopathological carcinoma-like patterns in the Ptenpc-/- mice. We identified up-regulation of Acetyl-CoA Acetyltransferase-1 (ACAT1) involved in ketone bodies pathway as a potential target. Mechanistically, genetic inhibition confirmed that ACAT1 mediated dioxin effect on cell migration. Using public prostate cancer datasets, we confirmed the deregulation of ACAT1 and associated gene encoded ketone bodies pathway enzymes such as OXCT1, BDH1 and HMGCL in advanced prostate cancer. To further explore this link between dioxin and ACAT1 deregulation, we analyzed a unique prostate-tumour tissue collection from the USA veterans exposed to agent orange, known to be highly contaminated by dioxin because of industrial production. We found that ACAT1 histoscore is significantly increased in exposed patients. Our studies reveal the implication of dioxin and PCB-153 to induce a prometastatic programme in prostate tumours and identify ACAT1 deregulation as a key event in this process.
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Affiliation(s)
- Julio Buñay
- Université Clermont Auvergne, iGReD, CNRS UMR 6293, INSERM U1103, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Groupe Cancer Clermont Auvergne, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Centre de Recherche en Nutrition Humaine d'Auvergne, 58 Boulevard Montalembert, F-63009, Clermont-Ferrand, France
| | - Myriam Kossai
- Groupe Cancer Clermont Auvergne, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Centre Jean Perrin, Université Clermont Auvergne, INSERM, U1240 Imagerie Moléculaire et Stratégies Théranostiques, F-63000, Clermont Ferrand, France
| | - Christelle Damon-Soubeyrant
- Université Clermont Auvergne, iGReD, CNRS UMR 6293, INSERM U1103, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Groupe Cancer Clermont Auvergne, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Centre de Recherche en Nutrition Humaine d'Auvergne, 58 Boulevard Montalembert, F-63009, Clermont-Ferrand, France
| | - Angélique De Haze
- Université Clermont Auvergne, iGReD, CNRS UMR 6293, INSERM U1103, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Groupe Cancer Clermont Auvergne, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Centre de Recherche en Nutrition Humaine d'Auvergne, 58 Boulevard Montalembert, F-63009, Clermont-Ferrand, France
| | - Jean-Paul Saru
- Université Clermont Auvergne, iGReD, CNRS UMR 6293, INSERM U1103, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Groupe Cancer Clermont Auvergne, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Centre de Recherche en Nutrition Humaine d'Auvergne, 58 Boulevard Montalembert, F-63009, Clermont-Ferrand, France
| | - Amalia Trousson
- Université Clermont Auvergne, iGReD, CNRS UMR 6293, INSERM U1103, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Groupe Cancer Clermont Auvergne, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Centre de Recherche en Nutrition Humaine d'Auvergne, 58 Boulevard Montalembert, F-63009, Clermont-Ferrand, France
| | - Cyrille de Joussineau
- Université Clermont Auvergne, iGReD, CNRS UMR 6293, INSERM U1103, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Groupe Cancer Clermont Auvergne, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Centre de Recherche en Nutrition Humaine d'Auvergne, 58 Boulevard Montalembert, F-63009, Clermont-Ferrand, France
| | - Erwan Bouchareb
- Université Clermont Auvergne, iGReD, CNRS UMR 6293, INSERM U1103, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Groupe Cancer Clermont Auvergne, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Centre de Recherche en Nutrition Humaine d'Auvergne, 58 Boulevard Montalembert, F-63009, Clermont-Ferrand, France
| | - Ayhan Kocer
- Université Clermont Auvergne, iGReD, CNRS UMR 6293, INSERM U1103, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Groupe Cancer Clermont Auvergne, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Centre de Recherche en Nutrition Humaine d'Auvergne, 58 Boulevard Montalembert, F-63009, Clermont-Ferrand, France
| | - Marine Vialat
- Université Clermont Auvergne, iGReD, CNRS UMR 6293, INSERM U1103, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Groupe Cancer Clermont Auvergne, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Centre de Recherche en Nutrition Humaine d'Auvergne, 58 Boulevard Montalembert, F-63009, Clermont-Ferrand, France
| | - Sarah Dallel
- Université Clermont Auvergne, iGReD, CNRS UMR 6293, INSERM U1103, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Groupe Cancer Clermont Auvergne, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Centre de Recherche en Nutrition Humaine d'Auvergne, 58 Boulevard Montalembert, F-63009, Clermont-Ferrand, France
- Service d'Endocrinologie, Diabétologie et Maladies Métaboliques, CHU Clermont Ferrand, Hôpital Gabriel Montpied, F-63003, Clermont-Ferrand, France
| | - Françoise Degoul
- Université Clermont Auvergne, iGReD, CNRS UMR 6293, INSERM U1103, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Groupe Cancer Clermont Auvergne, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Centre de Recherche en Nutrition Humaine d'Auvergne, 58 Boulevard Montalembert, F-63009, Clermont-Ferrand, France
| | - Frédéric Bost
- Université Côte d'Azur, INSERM U1065, C3M, Equipe Labellisée Ligue Nationale contre le Cancer, 2022, F-06204, Nice, France
| | - Stephan Clavel
- Université Côte d'Azur, Institut de Pharmacologie Moléculaire et Cellulaire (IPMC), CNRS UMR7275, Sophia-Antipolis, Valbonne, France
| | - Frédérique Penault-Llorca
- Groupe Cancer Clermont Auvergne, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Centre Jean Perrin, Université Clermont Auvergne, INSERM, U1240 Imagerie Moléculaire et Stratégies Théranostiques, F-63000, Clermont Ferrand, France
| | - Marie-Pierre Valli
- Service d'Urologie, CHU Clermont-Ferrand, UMR1240 INSERM, Université Clermont-Auvergne, Clermont Ferrand, France
| | - Laurent Guy
- Service d'Urologie, CHU Clermont-Ferrand, UMR1240 INSERM, Université Clermont-Auvergne, Clermont Ferrand, France
| | - Jason Matthews
- Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway
| | - Yoan Renaud
- Université Clermont Auvergne, iGReD, CNRS UMR 6293, INSERM U1103, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Groupe Cancer Clermont Auvergne, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Centre de Recherche en Nutrition Humaine d'Auvergne, 58 Boulevard Montalembert, F-63009, Clermont-Ferrand, France
| | - Michael Ittmann
- Department of Molecular and Cellular Biology, Baylor College of Medicine, One Baylor Plaza, Houston, TX, 77030, USA
- Center for Metabolism and Experimental Therapeutics, Baylor College of Medicine, One Baylor Plaza, Houston, TX, 77030, USA
- Dan L Duncan Comprehensive Cancer Center, Baylor College of Medicine, One Baylor Plaza, Houston, TX, 77030, USA
- Department of Pathology and Immunology, Baylor College of Medicine, One Baylor Plaza, and Michael E. DeBakey VAMC Houston, Houston, TX, 77030, USA
| | - Jeffrey Jones
- Dan L Duncan Comprehensive Cancer Center, Baylor College of Medicine, One Baylor Plaza, Houston, TX, 77030, USA
- Department of Urology, Baylor College of Medicine, One Baylor Plaza, Houston, TX, 77030, USA
- Operative Care Line, Urology Section, Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX, 77030, USA
| | - Laurent Morel
- Université Clermont Auvergne, iGReD, CNRS UMR 6293, INSERM U1103, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Groupe Cancer Clermont Auvergne, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Centre de Recherche en Nutrition Humaine d'Auvergne, 58 Boulevard Montalembert, F-63009, Clermont-Ferrand, France
| | - Jean-Marc Lobaccaro
- Université Clermont Auvergne, iGReD, CNRS UMR 6293, INSERM U1103, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Groupe Cancer Clermont Auvergne, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France
- Centre de Recherche en Nutrition Humaine d'Auvergne, 58 Boulevard Montalembert, F-63009, Clermont-Ferrand, France
| | - Silvère Baron
- Université Clermont Auvergne, iGReD, CNRS UMR 6293, INSERM U1103, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France.
- Groupe Cancer Clermont Auvergne, 28, place Henri Dunant, BP38, 63001, Clermont-Ferrand, France.
- Centre de Recherche en Nutrition Humaine d'Auvergne, 58 Boulevard Montalembert, F-63009, Clermont-Ferrand, France.
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