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Vivas AJ, Boumediene S, Tobón GJ. Predicting autoimmune diseases: A comprehensive review of classic biomarkers and advances in artificial intelligence. Autoimmun Rev 2024; 23:103611. [PMID: 39209014 DOI: 10.1016/j.autrev.2024.103611] [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: 01/09/2024] [Revised: 08/26/2024] [Accepted: 08/26/2024] [Indexed: 09/04/2024]
Abstract
Autoimmune diseases comprise a spectrum of disorders characterized by the dysregulation of immune tolerance, resulting in tissue or organ damage and inflammation. Their prevalence has been on the rise, significantly impacting patients' quality of life and escalating healthcare costs. Consequently, the prediction of autoimmune diseases has recently garnered substantial interest among researchers. Despite their wide heterogeneity, many autoimmune diseases exhibit a consistent pattern of paraclinical findings that hold predictive value. From serum biomarkers to various machine learning approaches, the array of available methods has been continuously expanding. The emergence of artificial intelligence (AI) presents an exciting new range of possibilities, with notable advancements already underway. The ultimate objective should revolve around disease prevention across all levels. This review provides a comprehensive summary of the most recent data pertaining to the prediction of diverse autoimmune diseases and encompasses both traditional biomarkers and the latest innovations in AI.
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Affiliation(s)
| | - Synda Boumediene
- Department of Medical Microbiology, Immunology and Cell Biology, Southern Illinois University-School of Medicine, Springfield, IL, United States of America
| | - Gabriel J Tobón
- Department of Medical Microbiology, Immunology and Cell Biology, Southern Illinois University-School of Medicine, Springfield, IL, United States of America; Department of Internal Medicine, Division of Rheumatology, Southern Illinois University-School of Medicine, Springfield, IL, United States of America.
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Wang R, Xue Q, Guo L. Editorial introduction: Special issue on immunology, epidemiology, prevention, diagnosis, and treatment of pediatric infectious diseases and neglected tropical diseases. INFECTION, GENETICS AND EVOLUTION : JOURNAL OF MOLECULAR EPIDEMIOLOGY AND EVOLUTIONARY GENETICS IN INFECTIOUS DISEASES 2024; 122:105615. [PMID: 38848864 DOI: 10.1016/j.meegid.2024.105615] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2024]
Affiliation(s)
- Ran Wang
- Beijing Key Laboratory of Pediatric Respiratory Infectious Diseases, Key Laboratory of Major Diseases in Children, Ministry of Education, National Clinical Research Center for Respiratory Diseases, Laboratory of Infection and Virology, Beijing Pediatric Research Institute, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing 100045, China; Research Unit of Critical Infection in Children, 2019RU016, Chinese Academy of Medical Sciences, Beijing 100045, China.
| | - Qingjie Xue
- School of Basic Medical, Jining Medical University, Jining 272067, Shandong, China
| | - Lingyun Guo
- Research Unit of Critical Infection in Children, 2019RU016, Chinese Academy of Medical Sciences, Beijing 100045, China; Department of Infectious Diseases, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing 100045, China
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Ovchinnikova LA, Dzhelad SS, Simaniv TO, Zakharova MN, Gabibov AG, Lomakin YA. The Level of Anti-Viral Antigen-Specific Antibodies to EBNA-1 in the Serum of MS Patients Does not Depend on the Severity of the Disease. DOKL BIOCHEM BIOPHYS 2024; 515:48-51. [PMID: 38472667 PMCID: PMC11021220 DOI: 10.1134/s1607672924700753] [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: 11/10/2023] [Revised: 11/22/2023] [Accepted: 11/23/2023] [Indexed: 03/14/2024]
Abstract
Multiple sclerosis (MS) is an autoimmune neurodegenerative disease leading to inevitable disability and primarily affecting the young and middle-aged population. Recent studies have shown a direct correlation between the risk of MS development and Epstein-Barr virus (EBV) infection. Analysis of the titer of EBV-specific antibodies among patients with MS and healthy donors among Russian population confirmed that MS is characterized by an increased level of serum IgG binding EBNA-1 (EBV nuclear antigen 1). The number of patients with elevated levels of EBNA-1-specific antibodies does not differ statistically significantly between two groups with diametrically opposite courses of MS: benign MS or highly active MS. It can be assumed that the primary link between EBV and the development of MS is restricted to the initiation of the disease and does not impact its severity.
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Affiliation(s)
- L A Ovchinnikova
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Moscow, Russia
| | - S S Dzhelad
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Moscow, Russia
| | - T O Simaniv
- Research Center of Neurology, Moscow, Russia
| | | | - A G Gabibov
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Moscow, Russia.
- Moscow State University, Moscow, Russia.
| | - Y A Lomakin
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Moscow, Russia.
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Amarillo ME, Moyano A, Ferressini Gerpe N, De Matteo E, Preciado MV, Chabay P. Tonsillar cytotoxic CD4 T cells are involved in the control of EBV primary infection in children. Sci Rep 2024; 14:2135. [PMID: 38273012 PMCID: PMC10810912 DOI: 10.1038/s41598-024-52666-4] [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: 11/10/2023] [Accepted: 01/22/2024] [Indexed: 01/27/2024] Open
Abstract
CD4 T cells play a key role in Epstein Barr virus (EBV) infection, by modulating latent antigen expression, and exhibiting cytotoxic and regulatory properties. Our aim was to evaluate the presence of Granzyme B (GZMB) and Foxp3 CD4 T cells at different EBV infection status and latency profiles. We examined CD4, GZMB, Foxp3, IL10, TGF-β, CD4-GZMB and CD4-Foxp3 expression at the tonsils of pediatric patients with different infective status and EBV latency profiles. CD4+, GZMB+, Foxp3+, CD4-GZMB+ and CD4-Foxp3+ cell counts were higher at the interfollicular region. Higher expression of CD4-GZMB was found in primary infected patients compared to healthy carriers. In patients that expressed latency III antigens, we demonstrated lower CD4+, CD4-GZMB+, CD4-Foxp3+ expression; a negative correlation between the immunoregulatory cytokine IL-10+ and GZMB+ as well as a positive correlation of IL-10+ and CD4+. In patients expressing the lytic protein BMRF1, a positive correlation of TGF-β+ with CD4-GZMB+ and CD4-Foxp3+ was observed. Our findings indicate that CD4-GZMB+ cells are involved in the restriction of primary EBV infection in pediatric patients, which could partially explain the lack of symptoms, whereas both CD4-GZMB+ and CD4-Foxp3+ cells could be involved in the modulation of latency.
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Affiliation(s)
- María Eugenia Amarillo
- Molecular Biology Laboratory, Pathology Division, Multidisciplinary Institute for Investigation in Pediatric Pathologies (IMIPP), CONICET-GCBA, Ricardo Gutierrez Children's Hospital, Gallo 1330, C1425EFD, Ciudad Autónoma de Buenos Aires, Argentina
| | - Agustina Moyano
- Molecular Biology Laboratory, Pathology Division, Multidisciplinary Institute for Investigation in Pediatric Pathologies (IMIPP), CONICET-GCBA, Ricardo Gutierrez Children's Hospital, Gallo 1330, C1425EFD, Ciudad Autónoma de Buenos Aires, Argentina
| | - Natalia Ferressini Gerpe
- Molecular Biology Laboratory, Pathology Division, Multidisciplinary Institute for Investigation in Pediatric Pathologies (IMIPP), CONICET-GCBA, Ricardo Gutierrez Children's Hospital, Gallo 1330, C1425EFD, Ciudad Autónoma de Buenos Aires, Argentina
| | - Elena De Matteo
- Pathology Division, Ricardo Gutierrez Children's Hospital, C1425EFD, Ciudad Autónoma de Buenos Aires, Argentina
| | - Maria Victoria Preciado
- Molecular Biology Laboratory, Pathology Division, Multidisciplinary Institute for Investigation in Pediatric Pathologies (IMIPP), CONICET-GCBA, Ricardo Gutierrez Children's Hospital, Gallo 1330, C1425EFD, Ciudad Autónoma de Buenos Aires, Argentina
| | - Paola Chabay
- Molecular Biology Laboratory, Pathology Division, Multidisciplinary Institute for Investigation in Pediatric Pathologies (IMIPP), CONICET-GCBA, Ricardo Gutierrez Children's Hospital, Gallo 1330, C1425EFD, Ciudad Autónoma de Buenos Aires, Argentina.
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Mao S, Wu L, Shi W. Risk prediction for liver injury in Epstein-Barr virus infection in pediatric respiratory tract infections. Ital J Pediatr 2023; 49:138. [PMID: 37821886 PMCID: PMC10568893 DOI: 10.1186/s13052-023-01546-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/22/2023] [Accepted: 10/04/2023] [Indexed: 10/13/2023] Open
Abstract
BACKGROUND Epstein-Barr virus (EBV) infection is likely to co-occur in pediatric respiratory tract infections (RTIs). Liver injury is the common complication of EBV infection. The detailed risk factors for liver injury in EBV infection remain elusive. We aimed to investigate the incidence, characteristics and potential risk factors for liver injury in EBV infection for early risk prediction. METHODS We retrospectively recruited the pediatric RTIs cases with EBV infection according to a predefined criteria from our hospital between January 2015 and December 2017. We extracted the clinical and laboratory data from the electronical medical records. The impact of age, gender, and various parameters on the liver injury risk was investigated. Univariate logistic regression analysis was performed to analyse the association between clinical/laboratory parameters and liver injury. The related indexes were enrolled in the multivariate logistic regression analysis. Decision curve analysis was used to yield the value of related parameters in predicting liver injury. Receiver operating curve (ROC) analysis was applied to produce the C-index of white blood cell (WBC) count for liver injury. We also tested the non-linear association between WBC count and alanine aminotransferase (ALT). RESULTS A total of 216 pediatric RTIs with EBV infection were enrolled. EBV infection is more likely to occur during the winter season. Cytomegalovirus infection was independently associated with liver injury in EBV infection (OR = 6.972, 95% CI = 1.648-29.490, p = 0.008). WBC count was independently associated with liver injury in EBV infection (OR = 1.169, 95% CI = 1.051-1.301, p = 0.004). The P interaction value between WBC count and cytomegalovirus was 0.149. The decision curve analysis showed that WBC count had larger area under curve compared with platelet (PLT) and birthweight (BW). ROC analysis yielded the c-index of WBC count: 0.75 and cut-point of 8.3. The turning point of WBC count in its association with ALT was 16.8. The p value before and after the turning point was < 0.001 and 0.123, respectively. CONCLUSIONS Cytomegalovirus co-infection demonstrated 5.972 more times of liver injury risk in EBV infection. WBC count was an independent biomarker for liver injury before the turning point of 16.8 in EBV infection. More attention should be paid to the risk of EBV infection in the winter. Cytomegalovirus infection and WBC count merit attention in the monitoring of possible liver injury in EBV infection among pediatric RTIs.
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Affiliation(s)
- Song Mao
- Department of Pediatrics, Shanghai Sixth People's Hospital, Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China.
| | - Liangxia Wu
- Department of Pediatrics, Shanghai Sixth People's Hospital, Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Wenjing Shi
- Department of Pediatrics, Shanghai Sixth People's Hospital, Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
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Chen R, Lin Q, Zhu Y, Shen Y, Xu Q, Tang H, Cui N, Jiang L, Dai X, Chen W, Li X. Sintilimab treatment for chronic active Epstein-Barr virus infection and Epstein-Barr virus-associated hemophagocytic lymphohistiocytosis in children. Orphanet J Rare Dis 2023; 18:297. [PMID: 37736751 PMCID: PMC10514962 DOI: 10.1186/s13023-023-02861-9] [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: 12/22/2022] [Accepted: 08/20/2023] [Indexed: 09/23/2023] Open
Abstract
BACKGROUND Chronic active Epstein-Barr virus infection (CAEBV) and Epstein-Barr virus-associated hemophagocytic lymphohistiocytosis (EBV-HLH) are rare but life-threatening progressive diseases triggered by EBV infection. Glucocorticoid/immunosuppressants treatment is temporarily effective; however, most patients relapse and/or progress. Hematopoietic stem cell transplantation (HSCT) is a potentially curative therapy; however, there are risks of transplantation-associated complications. Currently there is no standard treatment for CAEBV and EBV-HLH. Programmed death protein 1 (PD-1) inhibitors have achieved a high response in many EBV-related diseases. Sintilimab (a recombinant human IgG4 monoclonal antibody against PD-1) disrupts the interaction between PD-1 and its ligand, leading to T cell reinvigoration. METHODS A retrospective analysis was performed on three children with CAEBV or EBV-HLH in the Children's Hospital of Soochow University between 12 December 2020 and 28 November 2022. The efficacy of sintilimab was evaluated. RESULTS Three patients, including two males and one female, were analyzed. Among them, two children were diagnosed with CAEBV with intermittent fever for more than four years, and one child was diagnosed with EBV-HLH. After sintilimab treatment and a mean follow-up of 17.1 months (range 10.0-23.3 months), patients 1 and 3 achieved a complete clinical response and patient 2 achieved a partial clinical response. All three children showed a > 50% decrease in EBV-DNA load in both blood and plasma. EBV-DNA copies in sorted T, B, and NK cells were also markedly decreased after sintilimab treatment. CONCLUSION Our data supported the efficacy of PD-1 targeted therapy in certain patients with CAEBV and EBV-HLH, and suggested that sintilimab could provide a cure for these diseases, without HSCT. More prospective studies and longer follow-up are needed to confirm these conclusions.
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Affiliation(s)
- Ruyue Chen
- Department of Nephrology and Immunology, Children's Hospital of Soochow University, No.303 Jing De Road, Gusu District, Suzhou, 215002, Jiangsu, China
| | - Qiang Lin
- Department of Nephrology and Immunology, Children's Hospital of Soochow University, No.303 Jing De Road, Gusu District, Suzhou, 215002, Jiangsu, China
| | - Yun Zhu
- Department of Nephrology and Immunology, Children's Hospital of Soochow University, No.303 Jing De Road, Gusu District, Suzhou, 215002, Jiangsu, China
| | - Yunyan Shen
- Department of Nephrology and Immunology, Children's Hospital of Soochow University, No.303 Jing De Road, Gusu District, Suzhou, 215002, Jiangsu, China
| | - Qinying Xu
- Department of Nephrology and Immunology, Children's Hospital of Soochow University, No.303 Jing De Road, Gusu District, Suzhou, 215002, Jiangsu, China
| | - Hanyun Tang
- Department of Nephrology and Immunology, Children's Hospital of Soochow University, No.303 Jing De Road, Gusu District, Suzhou, 215002, Jiangsu, China
| | - Ningxun Cui
- Department of Nephrology and Immunology, Children's Hospital of Soochow University, No.303 Jing De Road, Gusu District, Suzhou, 215002, Jiangsu, China
| | - Lu Jiang
- Department of Nephrology and Immunology, Children's Hospital of Soochow University, No.303 Jing De Road, Gusu District, Suzhou, 215002, Jiangsu, China
| | - Xiaomei Dai
- Department of Nephrology and Immunology, Children's Hospital of Soochow University, No.303 Jing De Road, Gusu District, Suzhou, 215002, Jiangsu, China
| | - Weiqing Chen
- Department of Nephrology and Immunology, Children's Hospital of Soochow University, No.303 Jing De Road, Gusu District, Suzhou, 215002, Jiangsu, China
| | - Xiaozhong Li
- Department of Nephrology and Immunology, Children's Hospital of Soochow University, No.303 Jing De Road, Gusu District, Suzhou, 215002, Jiangsu, China.
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