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Xie W, Liao W, Lin H, He G, Li Z, Li L. Identification of Hub Genes and Immune Infiltration in Coronary Artery Disease: A Risk Prediction Model. J Inflamm Res 2024; 17:8625-8646. [PMID: 39553308 PMCID: PMC11566583 DOI: 10.2147/jir.s475639] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2024] [Accepted: 11/04/2024] [Indexed: 11/19/2024] Open
Abstract
Purpose Our study aimed to establish a prediction model for coronary artery disease (CAD) that integrates immune infiltration and a gene expression signature. Methods 613 differentially expressed genes (DEGs) and 12 hub genes were screened via the GSE113079 dataset. The pathway enrichment analysis indicated that these genes (613 DEGs and 12 hub genes) were closely associated with the inflammatory and immune responses. Based on the differentially expressed miRNA (DEmiRNA)-DEG regulatory network and immune cell infiltration, the Lasso algorithm constructed a CAD risk prediction model containing the risk score and immune score. Then, ROC-AUC and polymerase chain reaction (PCR) were performed for validation. Results Six hub genes (PTGER1, PIK3R1, ADRA2A, CORT, CXCL12, and S1PR5) had a high distinguishing capability (AUC > 0.90). In addition, the miRNAs targeting 12 hub genes were predicted and intersected with the DEmiRNAs, and the DEmiRNA-DEG regulatory network was then constructed. Two LASSO models and a novel CAD risk prediction model were constructed through LASSO regression analysis, and they both accurately obtained the risk of CAD. The CAD risk prediction model shows good performance (AUC = 0.988). We also constructed a valid nomogram, and PCR results verified three downregulation hub genes and one upregulation gene in the CAD risk model. Conclusion We demonstrated the molecular mechanism of the hub genes in CAD and provided a valuable tool for predicting the risk of CAD.
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Affiliation(s)
- Wenchao Xie
- Department of Cardiology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, People’s Republic of China
| | - Wang Liao
- Department of Cardiology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, People’s Republic of China
| | - Hongming Lin
- Department of Cardiology, The First People Hospital of Yulin & The Sixth Affiliated Hospital of Guangxi Medical University, Yulin, Guangxi, 537000, People’s Republic of China
| | - Guanglin He
- Department of Cardiology, The First People Hospital of Yulin & The Sixth Affiliated Hospital of Guangxi Medical University, Yulin, Guangxi, 537000, People’s Republic of China
| | - Zhaohai Li
- Department of Cardiology, The First People Hospital of Yulin & The Sixth Affiliated Hospital of Guangxi Medical University, Yulin, Guangxi, 537000, People’s Republic of China
| | - Lang Li
- Department of Cardiology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, People’s Republic of China
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Rubino V, Carriero F, Palatucci AT, Giovazzino A, Salemi F, Carrano R, Sabbatini M, Ruggiero G, Terrazzano G. T R3-56 and Treg Regulatory T Cell Subsets as Potential Indicators of Graft Tolerance Control in Kidney Transplant Recipients. Int J Mol Sci 2024; 25:10610. [PMID: 39408939 PMCID: PMC11477056 DOI: 10.3390/ijms251910610] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2024] [Revised: 09/24/2024] [Accepted: 09/27/2024] [Indexed: 10/20/2024] Open
Abstract
Identification of early signatures of immune rejection represents a key challenge in the clinical management of kidney transplant. To address such an issue, we enrolled 53 kidney transplant recipients without signs of graft rejection, no infectious episodes and no change in the immunosuppressive regimen in the last 6 months. An extensive immune profile revealed increased activation of the T cells, a decreased amount and growth ability of the Treg and a higher level of the TR3-56 regulatory T cell subset, described by us as involved in the preferential control of cytotoxic T lymphocytes. In renal transplant recipients, the high level of the TR3-56 cells associates with a reduction in both the amount and the growth ability of the Treg. Moreover, when the transplanted subjects were categorised according to their stable or unstable disease status, as defined by changes in serum creatinine ≥0.2 mg/dL in two consecutive detections, a higher TR3-56 level and defective Treg growth ability were observed to characterise patients with unstable graft control. Further studies are required to substantiate the hypothesis that immune profiling, including TR3-56 evaluation, might represent a valuable diagnostic tool to identify patients at risk of developing significant anti-donor allo-immune responses.
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Affiliation(s)
- Valentina Rubino
- Dipartimento di Scienze Mediche Traslazionali, Università di Napoli “Federico II”, 80131 Napoli, Italy; (V.R.); (A.G.)
| | - Flavia Carriero
- Dipartimento di Scienze Della Salute, Università Della Basilicata, 85100 Potenza, Italy; (F.C.); (A.T.P.); (G.T.)
| | - Anna Teresa Palatucci
- Dipartimento di Scienze Della Salute, Università Della Basilicata, 85100 Potenza, Italy; (F.C.); (A.T.P.); (G.T.)
| | - Angela Giovazzino
- Dipartimento di Scienze Mediche Traslazionali, Università di Napoli “Federico II”, 80131 Napoli, Italy; (V.R.); (A.G.)
| | - Fabrizio Salemi
- Percorso Clinico Assistenziale in Nefrologia e Trapianto Renale, Azienda Ospedaliera Universitaria “Federico II”, 80131 Napoli, Italy; (F.S.); (R.C.)
| | - Rosa Carrano
- Percorso Clinico Assistenziale in Nefrologia e Trapianto Renale, Azienda Ospedaliera Universitaria “Federico II”, 80131 Napoli, Italy; (F.S.); (R.C.)
| | - Massimo Sabbatini
- Dipartimento di Sanità Pubblica, Sezione di Nefrologia, Università di Napoli “Federico II”, 80131 Napoli, Italy;
| | - Giuseppina Ruggiero
- Dipartimento di Scienze Mediche Traslazionali, Università di Napoli “Federico II”, 80131 Napoli, Italy; (V.R.); (A.G.)
| | - Giuseppe Terrazzano
- Dipartimento di Scienze Della Salute, Università Della Basilicata, 85100 Potenza, Italy; (F.C.); (A.T.P.); (G.T.)
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Carriero F, Rubino V, Gelzo M, Scalia G, Raia M, Ciccozzi M, Gentile I, Pinchera B, Castaldo G, Ruggiero G, Terrazzano G. Immune Profile in COVID-19: Unveiling T R3-56 Cells in SARS-CoV-2 Infection. Int J Mol Sci 2024; 25:10465. [PMID: 39408792 PMCID: PMC11477006 DOI: 10.3390/ijms251910465] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2024] [Revised: 09/20/2024] [Accepted: 09/26/2024] [Indexed: 10/20/2024] Open
Abstract
The emergence of COronaVIrus Disease 2019 (COVID-19), caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), presented a global health challenge since its identification in December 2019. With clinical manifestations ranging from mild respiratory symptoms to severe multi-organ dysfunction, COVID-19 continues to affect populations worldwide. The complex interactions between SARS-CoV-2 variants and the human immune system are crucial for developing effective therapies, vaccines, and preventive measures. Understanding these immune responses highlights the intricate nature of COVID-19 pathogenesis. This retrospective study analyzed, by flow cytometry approach, a cohort of patients infected with SARS-CoV-2 during the initial pandemic waves from 2020 to 2021. It focused on untreated individuals at the time of hospital admission and examined the presence of TR3-56 cells in their immune profiles during the anti-viral immune response. Our findings provide additional insights into the complex immunological dynamics of SARS-CoV-2 infection and highlight the potential role of TR3-56 cells as crucial components of the immune response. We suggest that TR3-56 cells could serve as valuable biomarkers for identifying more severe cases of COVID-19, aiding in the assessment and management of the disease.
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Affiliation(s)
- Flavia Carriero
- Dipartimento di Scienze della Salute, Università degli Studi della Basilicata, 85100 Potenza, Italy;
| | - Valentina Rubino
- Dipartimento di Scienze Mediche Traslazionali, Università di Napoli “Federico II”, 80131 Naples, Italy; (V.R.); (G.R.)
| | - Monica Gelzo
- CEINGE-Biotecnologie Avanzate Franco Salvatore, 80131 Naples, Italy; (M.G.); (G.S.); (M.R.); (G.C.)
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, Università di Napoli Federico II, 80131 Naples, Italy
| | - Giulia Scalia
- CEINGE-Biotecnologie Avanzate Franco Salvatore, 80131 Naples, Italy; (M.G.); (G.S.); (M.R.); (G.C.)
| | - Maddalena Raia
- CEINGE-Biotecnologie Avanzate Franco Salvatore, 80131 Naples, Italy; (M.G.); (G.S.); (M.R.); (G.C.)
| | - Massimo Ciccozzi
- Unità di Epidemiologia e Statistica Medica, Università Campus Biomedico, 00128 Rome, Italy;
| | - Ivan Gentile
- Dipartimento di Medicina Clinica e Chirurgia, Università di Napoli Federico II, 80131 Naples, Italy; (I.G.); (B.P.)
| | - Biagio Pinchera
- Dipartimento di Medicina Clinica e Chirurgia, Università di Napoli Federico II, 80131 Naples, Italy; (I.G.); (B.P.)
| | - Giuseppe Castaldo
- CEINGE-Biotecnologie Avanzate Franco Salvatore, 80131 Naples, Italy; (M.G.); (G.S.); (M.R.); (G.C.)
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, Università di Napoli Federico II, 80131 Naples, Italy
| | - Giuseppina Ruggiero
- Dipartimento di Scienze Mediche Traslazionali, Università di Napoli “Federico II”, 80131 Naples, Italy; (V.R.); (G.R.)
| | - Giuseppe Terrazzano
- Dipartimento di Scienze della Salute, Università degli Studi della Basilicata, 85100 Potenza, Italy;
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Hajar A, Swathi NL, Ali A. Immunological Insights Into Nutritional Deficiency Disorders. ADVANCES IN MEDICAL DIAGNOSIS, TREATMENT, AND CARE 2024:60-83. [DOI: 10.4018/979-8-3693-2947-4.ch004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/11/2024]
Abstract
Essential nutrients play a vital role in influencing immune cell development. This chapter explores the crucial relationship between nutrition and the immune system, delving into the profound impact of dietary choices on overall health. Research highlights the benefits of nutrient-rich foods in supporting optimal immune function, while deficiencies in key nutrients (vitamins A, D, zinc, and iron) compromise immune responses, increasing susceptibility to infections. The bidirectional nature of the relationship is emphasized, underscoring the critical role of a balanced diet in supporting immune cell development, activation, and function. Case studies illustrate immunological vulnerabilities linked to inadequate nutritional status, stressing the importance of maintaining optimal nutrient levels for a robust immune system. In summary, an individual's nutritional status significantly influences immune response effectiveness. Addressing deficiencies through supplementation, dietary interventions, and public health initiatives is crucial for improving immune function.
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Affiliation(s)
- Azraida Hajar
- Faculty of Sciences Semlalia, Cadi Ayyad University, Marrakech, Morocco
| | - N. L. Swathi
- Sri Venkateswara College of Pharmacy, Jawaharlal Nehru Technological University, India
| | - Awais Ali
- Abdul Wali Khan University, Mardan, Pakistan
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Shen M, Zhang L, Chen C, Wei X, Ma Y, Ma Y. Investigating the causal relationship between immune cell and Alzheimer's disease: a mendelian randomization analysis. BMC Neurol 2024; 24:98. [PMID: 38500057 PMCID: PMC10946133 DOI: 10.1186/s12883-024-03599-y] [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: 12/22/2023] [Accepted: 03/12/2024] [Indexed: 03/20/2024] Open
Abstract
BACKGROUND Complex interactions between the immune system and the brain may affect neural development, survival, and function, with etiological and therapeutic implications for neurodegenerative diseases. However, previous studies investigating the association between immune inflammation and Alzheimer's disease (AD) have yielded inconsistent results. METHODS We applied Mendelian randomization (MR) to examine the causal relationship between immune cell traits and AD risk using genetic variants as instrumental variables. MR is an epidemiological study design based on genetic information that reduces the effects of confounding and reverse causation. We analyzed the causal associations between 731 immune cell traits and AD risk based on publicly available genetic data. RESULTS We observed that 5 immune cell traits conferred protection against AD, while 7 immune cell traits increased the risk of AD. These immune cell traits mainly involved T cell regulation, monocyte activation and B cell differentiation. Our findings suggest that immune regulation may influence the development of AD and provide new insights into potential targets for AD prevention and treatment. We also conducted various sensitivity analyses to test the validity and robustness of our results, which revealed no evidence of pleiotropy or heterogeneity. CONCLUSION Our research shows that immune regulation is important for AD and provides new information on potential targets for AD prevention and treatment. However, this study has limitations, including the possibility of reverse causality, lack of validation in independent cohorts, and potential confounding by population stratification. Further research is needed to validate and amplify these results and to elucidate the potential mechanisms of the immune cell-AD association.
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Affiliation(s)
- Min Shen
- Shandong University of Traditional Chinese Medicine, Jinan, Shandong Province, China
| | - Linlin Zhang
- Shandong University of Traditional Chinese Medicine, Jinan, Shandong Province, China
| | - Chen Chen
- Shandong University of Traditional Chinese Medicine, Jinan, Shandong Province, China
| | - Xiaocen Wei
- Shandong University of Traditional Chinese Medicine, Jinan, Shandong Province, China
| | - Yuning Ma
- Shandong University of Traditional Chinese Medicine, Jinan, Shandong Province, China.
| | - Yuxia Ma
- Shandong University of Traditional Chinese Medicine, Jinan, Shandong Province, China.
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