1
|
Zhai Y, Hai D, Zeng L, Lin C, Tan X, Mo Z, Tao Q, Li W, Xu X, Zhao Q, Shuai J, Pan J. Artificial intelligence-based evaluation of prognosis in cirrhosis. J Transl Med 2024; 22:933. [PMID: 39402630 PMCID: PMC11475999 DOI: 10.1186/s12967-024-05726-2] [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: 07/29/2024] [Accepted: 10/02/2024] [Indexed: 10/19/2024] Open
Abstract
Cirrhosis represents a significant global health challenge, characterized by high morbidity and mortality rates that severely impact human health. Timely and precise prognostic assessments of liver cirrhosis are crucial for improving patient outcomes and reducing mortality rates as they enable physicians to identify high-risk patients and implement early interventions. This paper features a thorough literature review on the prognostic assessment of liver cirrhosis, aiming to summarize and delineate the present status and constraints associated with the application of traditional prognostic tools in clinical settings. Among these tools, the Child-Pugh and Model for End-Stage Liver Disease (MELD) scoring systems are predominantly utilized. However, their accuracy varies significantly. These systems are generally suitable for broad assessments but lack condition-specific applicability and fail to capture the risks associated with dynamic changes in patient conditions. Future research in this field is poised for deep exploration into the integration of artificial intelligence (AI) with routine clinical and multi-omics data in patients with cirrhosis. The goal is to transition from static, unimodal assessment models to dynamic, multimodal frameworks. Such advancements will not only improve the precision of prognostic tools but also facilitate personalized medicine approaches, potentially revolutionizing clinical outcomes.
Collapse
Affiliation(s)
- Yinping Zhai
- Department of Gastroenterology Nursing Unit, Ward 192, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, 325000, China
| | - Darong Hai
- The School of Nursing, Wenzhou Medical University, Wenzhou, 325000, China
| | - Li Zeng
- The Second Clinical Medical College of Wenzhou Medical University, Wenzhou, 325000, China
| | - Chenyan Lin
- The School of Nursing, Wenzhou Medical University, Wenzhou, 325000, China
| | - Xinru Tan
- The First School of Medicine, School of Information and Engineering, Wenzhou Medical University, Wenzhou, 325000, China
| | - Zefei Mo
- School of Biomedical Engineering, School of Ophthalmology and Optometry, Eye Hospital, Wenzhou Medical University, Wenzhou, 325000, China
| | - Qijia Tao
- The School of Nursing, Wenzhou Medical University, Wenzhou, 325000, China
| | - Wenhui Li
- The School of Nursing, Wenzhou Medical University, Wenzhou, 325000, China
| | - Xiaowei Xu
- Department of Gastroenterology Nursing Unit, Ward 192, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, 325000, China
| | - Qi Zhao
- School of Computer Science and Software Engineering, University of Science and Technology Liaoning, Anshan, 114051, China.
- Wenzhou Institute, University of Chinese Academy of Sciences, Wenzhou, 325000, China.
| | - Jianwei Shuai
- Wenzhou Institute, University of Chinese Academy of Sciences, Wenzhou, 325000, China.
- Oujiang Laboratory (Zhejiang Lab for Regenerative Medicine, Vision, and Brain Health), Wenzhou, 325000, China.
| | - Jingye Pan
- Department of Big Data in Health Science, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, 325000, China.
- Key Laboratory of Intelligent Treatment and Life Support for Critical Diseases of Zhejiang Province, Wenzhou, 325000, China.
- Zhejiang Engineering Research Center for Hospital Emergency and Process Digitization, Wenzhou, 325000, China.
| |
Collapse
|
2
|
Shi S, Zhou Y, Zhang H, Zhu Y, Jiang P, Xie C, Feng T, Zeng Y, He H, Luo Y, Chen J. The Causal Relationship between Inflammatory Cytokines and Liver Cirrhosis in European Descent: A Bidirectional Two-Sample Mendelian Randomization Study and the First Conclusions. Biomedicines 2024; 12:2264. [PMID: 39457577 DOI: 10.3390/biomedicines12102264] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2024] [Revised: 09/25/2024] [Accepted: 10/02/2024] [Indexed: 10/28/2024] Open
Abstract
BACKGROUND Observational studies have highlighted the pivotal role of inflammatory cytokines in cirrhosis progression. However, the existence of a causal link between inflammatory cytokines and cirrhosis remains uncertain. In this study, we conducted a bidirectional Mendelian randomization (MR) analysis at a summarized level to illuminate the potential causal relationship between the two variables. METHODS This study utilized genetic variance in cirrhosis and inflammatory cytokines from a genome-wide association study (GWAS) of European descent. The MR-PRESSO outlier test, Cochran's Q test, and MR-Egger regression were applied to assess outliers, heterogeneity, and pleiotropy. The inverse variance weighted method and multiple sensitivity analyses were used to evaluate causalities. Furthermore, the validation set was used for simultaneous data validation. RESULTS The inflammatory cytokine monocyte chemoattractant protein 3 (MCP-3) was supposedly associated with a greater risk of cirrhosis. And cirrhosis was significantly correlated with increased levels of hepatocyte growth factor (HGF). CONCLUSIONS This study suggests that MCP-3 might be associated with the etiology of cirrhosis, while several inflammatory cytokines could potentially play a role in its downstream development. Additionally, the progression of cirrhosis was associated with elevated levels of HGF, suggesting a possible role for liver repair functions.
Collapse
Affiliation(s)
- Shiya Shi
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Yanjie Zhou
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
| | - He Zhang
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Yalan Zhu
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Pengjun Jiang
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Chengxia Xie
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Tianyu Feng
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Yuping Zeng
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
| | - He He
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Yao Luo
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Jie Chen
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
| |
Collapse
|
3
|
Terbah R, Testro A, Gow P, Majumdar A, Sinclair M. Portal Hypertension in Malnutrition and Sarcopenia in Decompensated Cirrhosis-Pathogenesis, Implications and Therapeutic Opportunities. Nutrients 2023; 16:35. [PMID: 38201864 PMCID: PMC10780673 DOI: 10.3390/nu16010035] [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: 12/03/2023] [Revised: 12/18/2023] [Accepted: 12/19/2023] [Indexed: 01/12/2024] Open
Abstract
Malnutrition and sarcopenia are highly prevalent in patients with decompensated cirrhosis and are associated with poorer clinical outcomes. Their pathophysiology is complex and multifactorial, with protein-calorie malnutrition, systemic inflammation, reduced glycogen stores and hormonal imbalances all well reported. The direct contribution of portal hypertension to these driving factors is however not widely documented in the literature. This review details the specific mechanisms by which portal hypertension directly contributes to the development of malnutrition and sarcopenia in cirrhosis. We summarise the existing literature describing treatment strategies that specifically aim to reduce portal pressures and their impact on nutritional and muscle outcomes, which is particularly relevant to those with end-stage disease awaiting liver transplantation.
Collapse
Affiliation(s)
- Ryma Terbah
- Liver Transplant Unit, Austin Health, 145 Studley Road, Heidelberg, VIC 3084, Australia; (R.T.); (A.T.); (P.G.); (A.M.)
- Department of Medicine, The University of Melbourne, Parkville, VIC 3050, Australia
| | - Adam Testro
- Liver Transplant Unit, Austin Health, 145 Studley Road, Heidelberg, VIC 3084, Australia; (R.T.); (A.T.); (P.G.); (A.M.)
- Department of Medicine, The University of Melbourne, Parkville, VIC 3050, Australia
| | - Paul Gow
- Liver Transplant Unit, Austin Health, 145 Studley Road, Heidelberg, VIC 3084, Australia; (R.T.); (A.T.); (P.G.); (A.M.)
- Department of Medicine, The University of Melbourne, Parkville, VIC 3050, Australia
| | - Avik Majumdar
- Liver Transplant Unit, Austin Health, 145 Studley Road, Heidelberg, VIC 3084, Australia; (R.T.); (A.T.); (P.G.); (A.M.)
- Department of Medicine, The University of Melbourne, Parkville, VIC 3050, Australia
| | - Marie Sinclair
- Liver Transplant Unit, Austin Health, 145 Studley Road, Heidelberg, VIC 3084, Australia; (R.T.); (A.T.); (P.G.); (A.M.)
- Department of Medicine, The University of Melbourne, Parkville, VIC 3050, Australia
| |
Collapse
|
4
|
Salgüero S, Brochado-Kith Ó, Verdices AV, Berenguer J, González-García J, Martínez I, Díez C, Hontañón V, Pérez-Latorre L, Fernández-Rodríguez A, Jiménez-Sousa MÁ, Resino S. PBMCs gene expression signature of advanced cirrhosis with high risk for clinically significant portal hypertension in HIV/HCV coinfected patients: A cross-control study. Biomed Pharmacother 2023; 159:114220. [PMID: 36628818 DOI: 10.1016/j.biopha.2023.114220] [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: 11/09/2022] [Revised: 01/03/2023] [Accepted: 01/04/2023] [Indexed: 01/11/2023] Open
Abstract
BACKGROUND Patients with advanced cirrhosis are at high risk of developing clinically significant portal hypertension (CSPH). We analyzed the gene expression profile of peripheral blood mononuclear cells (PBMCs) from HIV/HCV coinfected patients to identify a gene expression signature of advanced cirrhosis with high risk for CSPH. METHODS We conducted a cross-sectional study on 68 patients. Liver stiffness measurement (LSM) was used to stratify patients into < 12.5 kPa (no cirrhosis, n = 19), 12.5 - 24.9 kPa (cirrhosis, n = 20), and ≥ 25 kPa (advanced cirrhosis with high risk for CSPH, n = 29). Besides, we further evaluated LSM < 25 kPa (n = 39) vs. ≥ 25 kPa (n = 29). Total RNA was extracted from PBMCs, and poly(A) RNA sequencing was performed. Two significant differentially expressed (SDE) transcripts were validated by quantitative PCR in a different cohort (n = 46). RESULTS We found 60 SDE transcripts between patients with LSM < 12.5 kPa and ≥ 25 kPa. Partial least squares discriminant analysis showed that those 60 SDE transcripts collectively discriminated LSM ≥ 25 kPa, with an area under the receiver operating characteristic curve (AUROC) of 0.84. Eight genes had an AUROC ≥ 0.75 for LSM ≥ 25 kPa: five were positively associated with LSM values (SCAMP1, ABHD17B, GPR146, GTF2A1, and TMEM64), while three were inversely associated (ZFHX2-AS1, MDK, and STAG3L2). We validated the two SDE transcripts with the highest discrimination capacity in a different cohort, finding significant differences between < 25 kPa and ≥ 25 kPa (MDK (p = 0.006) and STAG3L2 (p = 0.021)). CONCLUSIONS A gene expression signature of 60 transcripts was associated with advanced cirrhosis with high risk for CSPH in HIV/HCV coinfected patients.
Collapse
Affiliation(s)
- Sergio Salgüero
- Unidad de Infección Viral e Inmunidad, Centro Nacional de Microbiología, Instituto de Salud Carlos III, Majadahonda, Madrid, Spain; Unidad de Análisis Clínicos, Hospital El Escorial, Spain.
| | - Óscar Brochado-Kith
- Unidad de Infección Viral e Inmunidad, Centro Nacional de Microbiología, Instituto de Salud Carlos III, Majadahonda, Madrid, Spain; Centro de Investigación Biomédica en Red de Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain.
| | - Ana Virseda Verdices
- Unidad de Infección Viral e Inmunidad, Centro Nacional de Microbiología, Instituto de Salud Carlos III, Majadahonda, Madrid, Spain; Centro de Investigación Biomédica en Red de Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain.
| | - Juan Berenguer
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain; Unidad de Enfermedades Infecciosas/VIH; Hospital General Universitario "Gregorio Marañón", Madrid, Spain; Instituto de Investigación Sanitaria del Gregorio Marañón, Madrid, Spain.
| | - Juan González-García
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain; Unidad de VIH; Servicio de Medicina Interna, Hospital Universitario "La Paz", Madrid, Spain; Instituto de Investigación Sanitaria La Paz (IdiPAZ), Madrid, Spain.
| | - Isidoro Martínez
- Unidad de Infección Viral e Inmunidad, Centro Nacional de Microbiología, Instituto de Salud Carlos III, Majadahonda, Madrid, Spain; Centro de Investigación Biomédica en Red de Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain.
| | - Cristina Díez
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain; Unidad de Enfermedades Infecciosas/VIH; Hospital General Universitario "Gregorio Marañón", Madrid, Spain; Instituto de Investigación Sanitaria del Gregorio Marañón, Madrid, Spain.
| | - Víctor Hontañón
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain; Unidad de VIH; Servicio de Medicina Interna, Hospital Universitario "La Paz", Madrid, Spain; Instituto de Investigación Sanitaria La Paz (IdiPAZ), Madrid, Spain.
| | - Leire Pérez-Latorre
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain; Unidad de Enfermedades Infecciosas/VIH; Hospital General Universitario "Gregorio Marañón", Madrid, Spain; Instituto de Investigación Sanitaria del Gregorio Marañón, Madrid, Spain.
| | - Amanda Fernández-Rodríguez
- Unidad de Infección Viral e Inmunidad, Centro Nacional de Microbiología, Instituto de Salud Carlos III, Majadahonda, Madrid, Spain; Centro de Investigación Biomédica en Red de Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain.
| | - María Ángeles Jiménez-Sousa
- Unidad de Infección Viral e Inmunidad, Centro Nacional de Microbiología, Instituto de Salud Carlos III, Majadahonda, Madrid, Spain; Centro de Investigación Biomédica en Red de Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain.
| | - Salvador Resino
- Unidad de Infección Viral e Inmunidad, Centro Nacional de Microbiología, Instituto de Salud Carlos III, Majadahonda, Madrid, Spain; Centro de Investigación Biomédica en Red de Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III, Madrid, Spain.
| |
Collapse
|
5
|
Rey I, Effendi-Ys R. Association Between Serum IL-6, IL-10, IL-12, and IL-23 Levels and Severity of Liver Cirrhosis. Med Arch 2021; 75:199-203. [PMID: 34483450 PMCID: PMC8385729 DOI: 10.5455/medarh.2021.75.199-203] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2021] [Accepted: 06/15/2021] [Indexed: 11/03/2022] Open
Abstract
Background Liver cirrhosis contributes to high liver-related mortality globally. Systemic inflammation mediated by immune cells contributes to the progression of liver cirrhosis. Growing evidence shows that several pro- and anti-inflammatory cytokines might have an important role in liver cirrhosis. Objective To evaluate the association between serum IL-6, IL-10, IL-12, and IL-23 levels and severity of liver cirrhosis. Methods This observational study was carried out at the Department of Internal Medicine, Universitas Sumatera Utara, Indonesia from March 2018 to August 2019. The severity of liver cirrhosis was assessed by using the Child-Pugh score. IL-6, IL-10, IL-12, and IL-23 levels, hepatitis and renal function were measured in all study subjects. Independent t-test and Mann-Whitney tests were conducted to observe differences between groups. Results A total of 78 liver cirrhosis patients were enrolled, mean age was 50.6±11.4. Median serum IL-6, IL-10, IL-12, and IL-23 levels were 24.5(2.6-46.4)pg/ml, 2.1(0.4-9.3)pg/ml, 3.5(1.4-20.8)pg/ml and 20.3(9.2-218)pg/ml, respectively. A higher IL-6 level was associated with more severe liver cirrhosis (p=0.001) and the presence of hepatic encephalopathy (p=0.018). Higher IL-23 level was found in patients with no hepatic encephalopathy (p=0.049). There was no association between serum cytokines levels and hepatitis viral infection status. Conclusion IL-6 is associated with the severity of liver cirrhosis.
Collapse
Affiliation(s)
- Imelda Rey
- Division of Gastroenterohepatology, Department of Internal Medicine, Universitas Sumatera Utara, Medan, Indonesia.,Haji Adam Malik General Hospital, Medan Indonesia
| | - Rustam Effendi-Ys
- Division of Gastroenterohepatology, Department of Internal Medicine, Universitas Sumatera Utara, Medan, Indonesia.,"dr. Pirngadi" General Hospital, Medan Indonesia
| |
Collapse
|
6
|
Medrano LM, Berenguer J, Salgüero S, González-García J, Díez C, Hontañón V, Garcia-Broncano P, Ibañez-Samaniego L, Bellón JM, Jiménez-Sousa MA, Resino S. Successful HCV Therapy Reduces Liver Disease Severity and Inflammation Biomarkers in HIV/HCV-Coinfected Patients With Advanced Cirrhosis: A Cohort Study. Front Med (Lausanne) 2021; 8:615342. [PMID: 33598470 PMCID: PMC7882604 DOI: 10.3389/fmed.2021.615342] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2020] [Accepted: 01/04/2021] [Indexed: 12/14/2022] Open
Abstract
Background: Eradication of hepatitis C virus (HCV) promotes an improvement in liver disease and the deactivation of the immune system. Here, we aimed to evaluate the changes in liver disease scores and plasma biomarkers following HCV clearance with direct-acting antivirals (DAAs) in HIV-infected patients with advanced HCV-related cirrhosis. Methods: We performed an observational study of 50 patients with advanced cirrhosis who received DAAs therapy. Variables were assessed at baseline and 48 weeks after HCV treatment completion. Epidemiological and clinical data were collected through an online form. Liver stiffness measurement (LSM), hepatic venous pressure gradient (HVPG), and Child-Pugh-Turcotte (CTP) were evaluated by physicians. Plasma biomarkers were measured by multiplex immunoassay. Results: We found significant decreases in severity scores of liver disease [LSM (q-value < 0.001), HVPG (q-value = 0.011), and CTP (q-value = 0.045)] and plasma biomarkers [LBP (q-value < 0.001), IP-10 (q-value < 0.001), IL-8 (q-value < 0.001), IL-18 (q-value < 0.001), IL-1RA (q-value = 0.013), OPG (q-value < 0.001), sVCAM-1 (q-value < 0.001), sICAM-1 (q-value < 0.001), PAI-1 (q-value = 0.001), and VEGF-A (q-value = 0.006)]. We also found a significant direct association between the change in LSM values and the change in values of LBP (q-value < 0.001), IP-10 (q-value < 0.001), MCP-1 (q-value = 0.008), IL-8 (q-value < 0.001), IL-18 (q-value < 0.001), OPG (q-value = 0.004), sVCAM-1 (q-value < 0.001), sICAM-1 (q-value < 0.001), and PAI-1 (q-value = 0.002). For CTP values, we found significant positive associations with IP-10 (q-value = 0.010), IL-6 (q-value = 0.010), IL-1RA (q-value = 0.033), and sICAM-1 (q-value = 0.010). Conclusion: The HCV eradication with all-oral DAAs in HIV/HCV-coinfected patients with advanced cirrhosis promoted an improvement in the severity of advanced cirrhosis and plasma biomarkers (inflammation, coagulopathy, and angiogenesis). The decrease in plasma biomarkers was mainly related to the reduction in LSM values.
Collapse
Affiliation(s)
- Luz Maria Medrano
- Unidad de Infección Viral e Inmunidad, Centro Nacional de Microbiología, Instituto de Salud Carlos III, Madrid, Spain
| | - Juan Berenguer
- Unidad de Enfermedades Infecciosas/VIH, Hospital General Universitario "Gregorio Marañón", Madrid, Spain.,Instituto de Investigación Sanitaria del Gregorio Marañón, Madrid, Spain
| | - Sergio Salgüero
- Unidad de Infección Viral e Inmunidad, Centro Nacional de Microbiología, Instituto de Salud Carlos III, Madrid, Spain.,Unidad de Análisis Clínicos, Hospital Universitario Fundación Alcorcón, Alcorcón, Spain
| | - Juan González-García
- Unidad de VIH, Servicio de Medicina Interna, Hospital Universitario "La Paz"/IdiPAZ, Madrid, Spain
| | - Cristina Díez
- Unidad de Enfermedades Infecciosas/VIH, Hospital General Universitario "Gregorio Marañón", Madrid, Spain.,Instituto de Investigación Sanitaria del Gregorio Marañón, Madrid, Spain
| | - Víctor Hontañón
- Unidad de VIH, Servicio de Medicina Interna, Hospital Universitario "La Paz"/IdiPAZ, Madrid, Spain
| | - Pilar Garcia-Broncano
- Unidad de Infección Viral e Inmunidad, Centro Nacional de Microbiología, Instituto de Salud Carlos III, Madrid, Spain.,Ragon Institute of MGH, MIT and Harvard, Cambridge, MA, United States
| | - Luis Ibañez-Samaniego
- Servicio de Aparato Digestivo, Hospital General Universitario "Gregorio Marañón", Madrid, Spain
| | - José M Bellón
- Fundación para la Investigación Biomédica, Hospital General Universitario Gregorio Marañón, Instituto de Investigación Sanitaria Gregorio Marañón (IiSGM), Madrid, Spain
| | - María Angeles Jiménez-Sousa
- Unidad de Infección Viral e Inmunidad, Centro Nacional de Microbiología, Instituto de Salud Carlos III, Madrid, Spain
| | - Salvador Resino
- Unidad de Infección Viral e Inmunidad, Centro Nacional de Microbiología, Instituto de Salud Carlos III, Madrid, Spain
| |
Collapse
|