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1.
Clin Exp Immunol ; 216(3): 293-306, 2024 May 16.
Artículo en Inglés | MEDLINE | ID: mdl-38430552

RESUMEN

Sepsis is characterized by a dysfunctional host response to infection culminating in life-threatening organ failure that requires complex patient management and rapid intervention. Timely diagnosis of the underlying cause of sepsis is crucial, and identifying those at risk of complications and death is imperative for triaging treatment and resource allocation. Here, we explored the potential of explainable machine learning models to predict mortality and causative pathogen in sepsis patients. By using a modelling pipeline employing multiple feature selection algorithms, we demonstrate the feasibility of identifying integrative patterns from clinical parameters, plasma biomarkers, and extensive phenotyping of blood immune cells. While no single variable had sufficient predictive power, models that combined five and more features showed a macro area under the curve (AUC) of 0.85 to predict 90-day mortality after sepsis diagnosis, and a macro AUC of 0.86 to discriminate between Gram-positive and Gram-negative bacterial infections. Parameters associated with the cellular immune response contributed the most to models predictive of 90-day mortality, most notably, the proportion of T cells among PBMCs, together with expression of CXCR3 by CD4+ T cells and CD25 by mucosal-associated invariant T (MAIT) cells. Frequencies of Vδ2+ γδ T cells had the most profound impact on the prediction of Gram-negative infections, alongside other T-cell-related variables and total neutrophil count. Overall, our findings highlight the added value of measuring the proportion and activation patterns of conventional and unconventional T cells in the blood of sepsis patients in combination with other immunological, biochemical, and clinical parameters.


Asunto(s)
Sepsis , Humanos , Sepsis/inmunología , Sepsis/microbiología , Masculino , Femenino , Persona de Mediana Edad , Anciano , Biomarcadores/sangre , Receptores CXCR3/metabolismo , Aprendizaje Automático , Subunidad alfa del Receptor de Interleucina-2/sangre , Subunidad alfa del Receptor de Interleucina-2/inmunología , Inmunidad Celular , Linfocitos T CD4-Positivos/inmunología , Linfocitos T/inmunología , Pronóstico , Infecciones por Bacterias Gramnegativas/inmunología
2.
Blood ; 139(7): 1098-1110, 2022 02 17.
Artículo en Inglés | MEDLINE | ID: mdl-34780598

RESUMEN

Hemophagocytic lymphohistiocytosis (HLH) is a life-threatening inflammatory syndrome that may complicate hematologic malignancies (HMs). The appropriateness of current criteria for diagnosing HLH in the context of HMs is unknown because they were developed for children with familial HLH (HLH-2004) or derived from adult patient cohorts in which HMs were underrepresented (HScore). Moreover, many features of these criteria may directly reflect the underlying HM rather than an abnormal inflammatory state. To improve and potentially simplify HLH diagnosis in patients with HMs, we studied an international cohort of 225 adult patients with various HMs both with and without HLH and for whom HLH-2004 criteria were available. Classification and regression tree and receiver-operating curve analyses were used to identify the most useful diagnostic and prognostic parameters and to optimize laboratory cutoff values. Combined elevation of soluble CD25 (>3900 U/mL) and ferritin (>1000 ng/mL) best identified HLH-2004-defining features (sensitivity, 84%; specificity, 81%). Moreover, this combination, which we term the optimized HLH inflammatory (OHI) index, was highly predictive of mortality (hazard ratio, 4.3; 95% confidence interval, 3.0-6.2) across diverse HMs. Furthermore, the OHI index identified a large group of patients with high mortality risk who were not defined as having HLH according to HLH-2004/HScore. Finally, the OHI index shows diagnostic and prognostic value when used for routine surveillance of patients with newly diagnosed HMs as well as those with clinically suspected HLH. Thus, we conclude that the OHI index identifies patients with HM and an inflammatory state associated with a high mortality risk and warrants further prospective validation.


Asunto(s)
Biomarcadores de Tumor/sangre , Ferritinas/sangre , Neoplasias Hematológicas/complicaciones , Subunidad alfa del Receptor de Interleucina-2/sangre , Linfohistiocitosis Hemofagocítica/diagnóstico , Linfohistiocitosis Hemofagocítica/mortalidad , Anciano , Femenino , Estudios de Seguimiento , Humanos , Linfohistiocitosis Hemofagocítica/sangre , Linfohistiocitosis Hemofagocítica/etiología , Masculino , Persona de Mediana Edad , Pronóstico , Estudios Retrospectivos , Tasa de Supervivencia
3.
Brain Behav Immun ; 120: 1-9, 2024 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-38772429

RESUMEN

Aberrant neuronal excitability in the anterior cingulate cortex (ACC) is implicated in cognitive and affective pain processing. Such excitability may be amplified by activated circulating immune cells, including T lymphocytes, that interact with the central nervous system. Here, we conducted a study of individuals with chronic pain using magnetic resonance spectroscopy (MRS) to investigate the clinical evidence for the interaction between peripheral immune activation and prefrontal excitatory-inhibitory imbalance. In thirty individuals with chronic musculoskeletal pain, we assessed markers of peripheral immune activation, including soluble interleukin-2 receptor alpha chain (sCD25) levels, as well as brain metabolites, including Glx (glutamate + glutamine) to GABA+ (γ-aminobutyric acid + macromolecules/homocarnosine) ratio in the ACC. We found that the circulating level of sCD25 was associated with prefrontal Glx/GABA+. Greater prefrontal Glx/GABA+ was associated with higher pain catastrophizing, evaluative pain ratings, and anxiodepressive symptoms. Further, the interaction effect of sCD25 and prefrontal Glx/GABA+ on pain catastrophizing was significant, indicating the joint association of these two markers with pain catastrophizing. Our results provide the first evidence suggesting that peripheral T cellular activation, as reflected by elevated circulating sCD25 levels, may be linked to prefrontal excitatory-inhibitory imbalance in individuals with chronic pain. The interaction between these two systems may play a role as a potential mechanism underlying pain catastrophizing. Further prospective and treatment studies are needed to elucidate the specific role of the immune and brain interaction in pain catastrophizing.


Asunto(s)
Dolor Crónico , Subunidad alfa del Receptor de Interleucina-2 , Corteza Prefrontal , Humanos , Masculino , Femenino , Dolor Crónico/metabolismo , Corteza Prefrontal/metabolismo , Adulto , Persona de Mediana Edad , Subunidad alfa del Receptor de Interleucina-2/metabolismo , Subunidad alfa del Receptor de Interleucina-2/sangre , Giro del Cíngulo/metabolismo , Ácido Glutámico/metabolismo , Ácido Glutámico/sangre , Espectroscopía de Protones por Resonancia Magnética , Glutamina/metabolismo , Glutamina/sangre , Ácido gamma-Aminobutírico/metabolismo , Catastrofización/metabolismo
4.
Eur J Haematol ; 113(5): 576-583, 2024 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-38984483

RESUMEN

OBJECTIVE: Adult-onset Still's disease (AOSD) and secondary hemophagocytic lymphohistiocytosis (sHLH) are both hyperferritinemic cytokine storm syndromes that can be difficult to distinguish from each other in hospitalized patients. The objective of this study was to compare the inflammatory markers ferritin, D-dimer, C-reactive protein (CRP), and soluble CD25 (sCD25) in patients with AOSD and sHLH. These four markers were chosen as they are widely available and represent different aspects of inflammatory diseases: macrophage activation (ferritin); endothelialopathy (D-dimer); interleukin-1/interleukin-6/tumour necrosis factor elevation (CRP) and T cell activation (sCD25). METHODS: This was a single-center retrospective study. Patients diagnosed by the Hematology service at Vancouver General Hospital for AOSD or sHLH from 2009 to 2023 were included. RESULTS: There were 16 AOSD and 44 sHLH patients identified. Ferritin was lower in AOSD than HLH (median 11 360 µg/L vs. 29 020 µg/L, p = .01) while D-dimer was not significantly different (median 5310 mg/L FEU vs. 7000 mg/L FEU, p = .3). CRP was higher (median 168 mg/L vs. 71 mg/L, p <.01) and sCD25 was lower (median 2220 vs. 7280 U/mL, p = .004) in AOSD compared to HLH. The combined ROC curve using CRP >130 mg/L and sCD25< 3900 U/mL to distinguish AOSD from HLH had an area under the curve (AUC) of 0.94 (95% confidence interval 0.93-0.97) with sensitivity 91% and specificity 93%. CONCLUSIONS: These findings suggest that simple, widely available laboratory tests such as CRP and sCD25 can help clinicians distinguish AOSD from HLH in acutely ill adults with extreme hyperferritinemia. Larger studies examining a wider range of clinically available inflammatory biomarkers in a more diverse set of cytokine storm syndromes are warranted.


Asunto(s)
Biomarcadores , Proteína C-Reactiva , Subunidad alfa del Receptor de Interleucina-2 , Linfohistiocitosis Hemofagocítica , Enfermedad de Still del Adulto , Humanos , Enfermedad de Still del Adulto/diagnóstico , Enfermedad de Still del Adulto/sangre , Masculino , Femenino , Linfohistiocitosis Hemofagocítica/diagnóstico , Linfohistiocitosis Hemofagocítica/sangre , Biomarcadores/sangre , Adulto , Subunidad alfa del Receptor de Interleucina-2/sangre , Proteína C-Reactiva/análisis , Proteína C-Reactiva/metabolismo , Diagnóstico Diferencial , Persona de Mediana Edad , Estudios Retrospectivos , Curva ROC , Ferritinas/sangre , Anciano , Productos de Degradación de Fibrina-Fibrinógeno/metabolismo , Productos de Degradación de Fibrina-Fibrinógeno/análisis
5.
Eur J Pediatr ; 181(6): 2299-2309, 2022 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-35233677

RESUMEN

Similar to hemophagocytic lymphohistiocytosis (HLH), some patients with SARS-CoV-2 have cytokine storm. Serum soluble interleukin-2 receptor (sCD25) and soluble CD163 (sCD163) are potential diagnostic biomarkers for HLH that help in guiding its treatment. This study was the first to investigate serum sCD25 and sCD163 levels in SARS-CoV-2. Serum sCD25 and sCD163 were measured by ELISA in 29 patients with SARS-CoV-2, aged between 2 months and 16 years (13 had COVID-19 and 16 had multisystem inflammatory syndrome in children (MIS-C)), in comparison to 30 age- and sex-matched healthy control children and 10 patients with HLH. Levels of these markers were re-measured in 21 patients with SARS-CoV-2 who were followed up 3 months after recovery. Patients with SARS-CoV-2 had significantly higher serum sCD25 and sCD163 than healthy control children (P < 0.001). SARS-CoV-2 patients had significantly higher sCD25 than patients with HLH (P < 0.05). Serum sCD25 was a good differentiating marker between patients with SARS-CoV-2 and HLH. Although there was a significant decrease of serum sCD25 and sCD163 of the 21 SARS-CoV-2 patients who were followed up, these levels were still significantly higher than the healthy controls levels (P < 0.001).  Conclusion: Serum sCD25 and sCD163 levels were up-regulated in SARS-CoV-2 patients. Serum sCD25 was a good differentiating marker between SARS-CoV-2 and HLH. This initial report requires further studies, on large scales, to investigate the relationship between SARS-CoV-2 and both sCD25 and sCD163, including the disease severity and outcome. The therapeutic role of sCD25 and sCD163 antagonists should also be studied in SARS-CoV-2 patients. What is Known: • Similar to hemophagocytic lymphohistiocytosis (HLH), some patients with COVID-19 have cytokine storm due to excessive pro-inflammatory host response. • Serum soluble interleukin-2 receptor (sCD25) and soluble CD163 (sCD163) are potential diagnostic biomarkers for HLH. Monitoring of serum sCD25 and sCD163 levels can also help in guiding the treatment. What is New: • Serum sCD25 and sCD163 levels are up-regulated in patients with COVID-19, including patients presenting with multisystem inflammatory syndrome in children (MIS-C). • Serum sCD25 is a good differentiating marker between SARS-CoV-2 and HLH.


Asunto(s)
COVID-19 , Subunidad alfa del Receptor de Interleucina-2/sangre , Linfohistiocitosis Hemofagocítica , Antígenos CD , Antígenos de Diferenciación Mielomonocítica , Biomarcadores , COVID-19/complicaciones , COVID-19/diagnóstico , Niño , Síndrome de Liberación de Citoquinas , Humanos , Lactante , Linfohistiocitosis Hemofagocítica/diagnóstico , Receptores de Superficie Celular , SARS-CoV-2 , Síndrome de Respuesta Inflamatoria Sistémica
6.
J Allergy Clin Immunol ; 147(1): 92-98, 2021 01.
Artículo en Inglés | MEDLINE | ID: mdl-32971109

RESUMEN

BACKGROUND: The pathogenesis of coronavirus disease 2019 (COVID-19) is still incompletely understood, but it seems to involve immune activation and immune dysregulation. OBJECTIVE: We examined the parameters of activation of different leukocyte subsets in COVID-19-infected patients in relation to disease severity. METHODS: We analyzed plasma levels of myeloperoxidase (a marker of neutrophil activation), soluble (s) CD25 (sCD25) and soluble T-cell immunoglobulin mucin domain-3 (sTIM-3) (markers of T-cell activation and exhaustion), and sCD14 and sCD163 (markers of monocyte/macrophage activation) in 39 COVID-19-infected patients at hospital admission and 2 additional times during the first 10 days in relation to their need for intensive care unit (ICU) treatment. RESULTS: Our major findings were as follows: (1) severe clinical outcome (ICU treatment) was associated with high plasma levels of sTIM-3 and myeloperoxidase, suggesting activated and potentially exhausted T cells and activated neutrophils, respectively; (2) in contrast, sCD14 and sCD163 showed no association with need for ICU treatment; and (3) levels of sCD25, sTIM-3, and myeloperoxidase were inversely correlated with degree of respiratory failure, as assessed by the ratio of Pao2 to fraction of inspired oxygen, and were positively correlated with the cardiac marker N-terminal pro-B-type natriuretic peptide. CONCLUSION: Our findings suggest that neutrophil activation and, in particular, activated T cells may play an important role in the pathogenesis of COVID-19 infection, suggesting that T-cell-targeted treatment options and downregulation of neutrophil activation could be of importance in this disorder.


Asunto(s)
COVID-19/sangre , Receptor 2 Celular del Virus de la Hepatitis A/sangre , SARS-CoV-2/metabolismo , Anciano , Antígenos CD/sangre , Antígenos de Diferenciación Mielomonocítica/sangre , Femenino , Humanos , Subunidad alfa del Receptor de Interleucina-2/sangre , Receptores de Lipopolisacáridos/sangre , Activación de Linfocitos , Masculino , Persona de Mediana Edad , Receptores de Superficie Celular/sangre , Índice de Severidad de la Enfermedad , Linfocitos T/metabolismo , Factores de Tiempo
7.
Hum Mol Genet ; 28(19): 3293-3300, 2019 10 01.
Artículo en Inglés | MEDLINE | ID: mdl-31276585

RESUMEN

Immune-mediated diseases (IMDs) arise when tolerance is lost and chronic inflammation is targeted towards healthy tissues. Despite their growing prevalence, therapies to treat IMDs are lacking. Cytokines and their receptors orchestrate inflammatory responses by regulating elaborate signalling networks across multiple cell types making it challenging to pinpoint therapeutically relevant drivers of IMDs. We developed an analytical framework that integrates Mendelian randomization (MR) and multiple-trait colocalization (moloc) analyses to highlight putative cell-specific drivers of IMDs. MR evaluated causal associations between the levels of 10 circulating cytokines and 9 IMDs within human populations. Subsequently, we undertook moloc analyses to assess whether IMD trait, cytokine protein and corresponding gene expression are driven by a shared causal variant. Moreover, we leveraged gene expression data from three separate cell types (monocytes, neutrophils and T cells) to discern whether associations may be attributed to cell type-specific drivers of disease. MR analyses supported a causal role for IL-18 in inflammatory bowel disease (IBD) (P = 1.17 × 10-4) and eczema/dermatitis (P = 2.81 × 10-3), as well as associations between IL-2rα and IL-6R with several other IMDs. Moloc strengthened evidence of a causal association for these results, as well as providing evidence of a monocyte and neutrophil-driven role for IL-18 in IBD pathogenesis. In contrast, IL-2rα and IL-6R associations were found to be T cell specific. Our analytical pipeline can help to elucidate putative molecular pathways in the pathogeneses of IMDs, which could be applied to other disease contexts.


Asunto(s)
Citocinas/genética , Eccema/genética , Enfermedades Inflamatorias del Intestino/genética , Análisis de la Aleatorización Mendeliana/métodos , Citocinas/sangre , Eccema/inmunología , Regulación de la Expresión Génica , Humanos , Enfermedades Inflamatorias del Intestino/inmunología , Interleucina-18/sangre , Interleucina-18/genética , Subunidad alfa del Receptor de Interleucina-2/sangre , Subunidad alfa del Receptor de Interleucina-2/genética , Sitios de Carácter Cuantitativo , Receptores de Interleucina-6/sangre , Receptores de Interleucina-6/genética , Linfocitos T/inmunología
8.
Cytokine ; 141: 155428, 2021 05.
Artículo en Inglés | MEDLINE | ID: mdl-33550165

RESUMEN

Accumulating evidence supports that the viral-induced hyper-inflammatory immune response plays a central role in COVID-19 pathogenesis. It might be involved in the progression to acute respiratory distress syndrome (ARDS), multi-organ failure leading to death. In this study, we aimed to evaluate the prognostic value of the immune-inflammatory biomarkers in COVID-19, then determine optimal thresholds for assessing severe and fatal forms of this disease.153 patients with confirmed COVID-19 were included in this study, and classified into non-severe and severe groups. Plasmatic levels of interleukin 6 (IL6), C-reactive protein (CRP), soluble-IL2 receptor (IL2Rα), procalcitonin (PCT) and ferritin were measured using chemiluminescence assay. Complete blood count was performed by Convergys 3X® hematology analyzer. Our results demonstrated that the peripheral blood levels of IL6, PCT, CRP, ferritin, IL2Rα, white blood cell count (WBC), neutrophil count (NEU), neutrophil-to-lymphocyte ratio (NLR), derived neutrophil-to-lymphocyte ratio (d-NLR) were significantly higher in severe forms of COVID-19. The ROC curve analysis showed that IL6 was the most accurate inflammatory biomarker. The calculated cutoff of IL6 (42 pg/ml) could correctly classify > 90% of patients regarding their risk of severity (area under ROC curve (AUROC) = 0.972) and the threshold value of 83 pg/ml was highly predictive of the progression to death (AUROC = 0.94, OR = 184) after a median of 3 days. Besides, IL-6 was positively correlated with other inflammatory markers and the kinetic analysis highlighted its value for monitoring COVID-19 patients. PCT and NLR had also a high prognostic relevance to assess severe forms of COVID-19 with corresponding AUROC of 0.856, 0.831 respectively. Furthermore the cut-off values of PCT (0.16 ng/ml) and NLR (7.4) allowed to predict mortality with high accuracy (se = 96.3%, sp = 70.5%,OR = 61.2)' (se = 75%, sp = 84%, OR = 14.6).The levels of these parameters were not influenced by corticosteroid treatment, which make them potential prognostic markers when patients are already undergoing steroid therapy.


Asunto(s)
COVID-19/inmunología , Interleucina-6/sangre , Pandemias , Polipéptido alfa Relacionado con Calcitonina/sangre , SARS-CoV-2 , Adolescente , Corticoesteroides/uso terapéutico , Adulto , Anciano , Anciano de 80 o más Años , Argelia/epidemiología , Biomarcadores/sangre , Proteína C-Reactiva/metabolismo , COVID-19/epidemiología , COVID-19/mortalidad , Femenino , Ferritinas/sangre , Humanos , Mediadores de Inflamación/sangre , Subunidad alfa del Receptor de Interleucina-2/sangre , Recuento de Linfocitos , Masculino , Persona de Mediana Edad , Neutrófilos/inmunología , Valor Predictivo de las Pruebas , Pronóstico , Estudios Prospectivos , Índice de Severidad de la Enfermedad , Adulto Joven , Tratamiento Farmacológico de COVID-19
9.
Cytokine ; 140: 155438, 2021 04.
Artículo en Inglés | MEDLINE | ID: mdl-33493861

RESUMEN

BACKGROUND: Patients infected by SARS-CoV-2 can develop interstitial pneumonia, requiring hospitalisation or mechanical ventilation. Increased levels of inflammatory biomarkers are associated with development of acute respiratory distress syndrome (ARDS). The aim of the present study was to determine which cytokines are associated with respiratory insufficiency in patients hospitalised for COVID-19. PATIENTS AND METHODS: Data on 67 consecutive patients were collected between March 8 and March 30, 2020. PaO2/FiO2 ratio (P/F) was calculated at hospital admission. The following cytokines were analysed: interleukin (IL)-6, IL-1α, IL-18, tumour necrosis factor (TNF)-ß, macrophage colony-stimulating factor (M-CSF), macrophage migration inhibitory factor (MIF), soluble IL-2 receptor alpha (sIL-2Rα; CD25), IL-12ß, IL-3, interferon (IFN) α2a, monokine induced by gamma interferon (MIG), monocyte-chemotactic protein 3 (MCP3) and hepatocyte growth factor (HGF). RESULTS: P/F lower than 300 was recorded in 22 out of 67 patients (32.8%). P/F strongly correlated with IL-6 (r = -0.62, P < 0.0001), M-CSF (r = -0.63, P < 0.0001), sIL-2Rα (r = -0.54, P < 0.0001), and HGF (r = -0.53, P < 0.0001). ROC curve analyses for IL-6 (AUC 0.83, 95% CI 0.73-0.93, P < 0.0001), M-CSF (AUC 0.87, 95% CI 0.79-0.96, P < 0.0001), HGF (AUC 0.81, 95% CI 0.70-0.93, P < 0.0001), and sIL-2Rα (AUC 0.80, 95% CI, 0.69-0.90, P < 0.0001) showed that these four soluble factors were highly significant. All four soluble factors correlated with LDH, white blood cell count, neutrophil count, lymphocyte count, and CRP. CONCLUSION: IL-6, M-CSF, sIL-2Rα, and HGF are possibly involved in the main biological processes of severe COVID-19, mirroring the level of systemic hyperinflammatory state, the level of lung inflammation, and the severity of organ damage.


Asunto(s)
COVID-19/sangre , Citocinas/sangre , Inmunidad Innata/inmunología , Inflamación/sangre , Subunidad alfa del Receptor de Interleucina-2/sangre , Insuficiencia Multiorgánica/sangre , Neumonía/sangre , Anciano , COVID-19/complicaciones , COVID-19/virología , Femenino , Factor de Crecimiento de Hepatocito/sangre , Interacciones Huésped-Patógeno , Humanos , Inflamación/complicaciones , Interleucina-6/sangre , Factor Estimulante de Colonias de Macrófagos/sangre , Masculino , Persona de Mediana Edad , Insuficiencia Multiorgánica/complicaciones , Neumonía/complicaciones , Neumonía/virología , Estudios Retrospectivos , SARS-CoV-2/fisiología
10.
Lupus ; 30(6): 998-1004, 2021 May.
Artículo en Inglés | MEDLINE | ID: mdl-33691516

RESUMEN

SLE is a disease of the adaptive immune system where T lymphocyte dysfunction has an important role as well. We assessed the plasma levels of checkpoint receptors expressed on T cells, along with Galectin-9 to reflect type-1 IFN activity and IL-2Rα in childhood SLE patients. Forty-nine children with SLE and15 healthy controls were included. SLEDAI scores were evaluated at the time of sampling. CD25 (IL-2Rα), 4-1BB, B7.2 (CD86), TGF-ß1, CTLA-4, PD-L1, PD-1, Tim-3, LAG- 3, Galectin-9 levels were studied by cytometric bead-based multiplex assay panel. Galectin-9 and PD-L1 were significantly higher in SLE patients. Other checkpoint proteins and IL-2Rα were also higher but did not reach statistical significance. There were significant correlations between SLEDAI and IL-2Rα, Galectin-9 and PDL1. There were three clinical clusters: Cluster 1 included patients with no major organ involvement, cluster 2 had predominantly haematological involvement(n=16) and cluster 3 (n=11) had predominantly renal involvement. Checkpoint proteins were not different among these three clusters. Our data supports that Galectin 9 and IL-2Rα are good markers for disease activity in childhood SLE. We need larger series to evaluate differences between disease clusters in SLE. We failed to show a significant correlation with checkpoint proteins and SLEDAI except for PDL1.


Asunto(s)
Antígeno B7-H1/sangre , Galectinas/sangre , Subunidad alfa del Receptor de Interleucina-2/sangre , Lupus Eritematoso Sistémico/inmunología , Linfocitos T/inmunología , Adolescente , Biomarcadores/sangre , Estudios de Casos y Controles , Niño , Femenino , Humanos , Lupus Eritematoso Sistémico/sangre , Masculino , Adulto Joven
11.
BMC Nephrol ; 22(1): 180, 2021 05 17.
Artículo en Inglés | MEDLINE | ID: mdl-33993874

RESUMEN

BACKGROUND: The Identification of B cell subsets with regulatory functions might open the way to new therapeutic strategies in the field of transplantation, which aim to reduce the dose of immunosuppressive drugs and prolong the graft survival. CD25 was proposed as a marker of a B-cell subset with an immunosuppressive action termed Bregs. The effect of CD19 + CD25 + Bregs on graft function in renal transplant recipients has not yet been elucidated. We investigated a potential impact of CD19 + CD25 + Bregs on renal graft function as well as a possible interaction of CD19 + CD25 + Bregs with peripheral Tregs in healthy controls, end-stage kidney disease patients (ESKD), and renal transplant recipients. Moreover, we aimed to investigate the association of CD19 + CD25 + Bregs with serum IL-10, TGF-ß1, and IFN-γ in the same study groups. METHOD: Thirty-one healthy controls, ninety renal transplant recipients, and eighteen ESKD patients were enrolled. We evaluated the CD19 + CD25 + Bregs and Treg absolute counts. Next, we investigated CD19 + CD25 + Bregs as predictors of good graft function in multiple regression and ROC analyses. Finally, we evaluated the association between CD19 + CD25+ Bregs and serum IL-10, TGF-ß, and IFN-γ. RESULTS: ESKD patients and renal transplant recipients showed lower counts of CD19 + CD25+ Bregs compared to healthy controls (p < 0.001). Higher CD19 + CD25+ Breg counts were independently associated with a better GFR in renal transplant recipients (unstandardized B coefficient = 9, p = 0.02). In these patients, higher CD19 + CD25+ Bregs were independently associated with higher Treg counts (unstandardized B = 2.8, p = 0.004). In ROC analysis, cut-offs for CD19 + CD25 + Breg counts and serum TGF-ß1 of 0.12 cell/µl and 19,635.4 pg/ml, respectively, were shown to provide a good sensitivity and specificity in identifying GFR ≥ 30 ml/min (AUC = 0.67, sensitivity 77%, specificity 43%; AUC = 0.65, sensitivity 81%, specificity 50%, respectively). Finally, a significant positive association between CD19 + CD25+ Bregs and TGF-ß1 was shown in renal transplant recipients (r = 0.255, p = 0.015). CONCLUSIONS: Our findings indicate that higher counts of CD19 + CD25+ Bregs are independently associated with better renal function and higher absolute Treg counts in renal transplant recipients.


Asunto(s)
Antígenos CD19/sangre , Linfocitos B Reguladores/inmunología , Subunidad alfa del Receptor de Interleucina-2/sangre , Trasplante de Riñón , Inmunología del Trasplante/inmunología , Adulto , Linfocitos B Reguladores/metabolismo , Citocinas/sangre , Femenino , Tasa de Filtración Glomerular , Humanos , Fallo Renal Crónico/inmunología , Fallo Renal Crónico/fisiopatología , Masculino , Persona de Mediana Edad , Receptores de Trasplantes
12.
Int J Sports Med ; 42(8): 749-759, 2021 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-33321520

RESUMEN

This study aimed to investigate the impact of a 16-week dance-based aerobic exercise program on lymphocyte function in healthy and type 2 diabetes mellitus (T2DM) women. We enrolled 23 women: 11 with T2DM and 12 non-diabetic controls. Initially, we performed anthropometry and body composition measurements, afterwards, plasma levels of C-reactive protein, lipids, and glucose were determined. We used flow cytometry to measure the CD25 and CD28 expression in circulating lymphocytes, T-regulatory (Treg) cell percentage, lymphocyte proliferation, and cytokines released by cultured lymphocytes. The T2DM group had a lower proportion of CD28+ cells and a higher percentage of Treg lymphocytes and proliferative capacity at the baseline compared with the control group. After 16 weeks of the program, differences in lymphocytes between the T2DM and the control groups disappeared. The dance program promoted IL-10 increase in both groups. We found decreased IL-4, IL-2, and IL-6 secretion in lymphocytes from the control group and increased IL-17 secretion and IL-10/IL-17 ratio in the T2DM group after the program. The program promoted marked changes in lymphocytes in diabetic women, leading to a balance between the different profiles.


Asunto(s)
Antígenos CD28/sangre , Baile/fisiología , Diabetes Mellitus Tipo 2/sangre , Ejercicio Físico/fisiología , Subunidad alfa del Receptor de Interleucina-2/sangre , Linfocitos/metabolismo , Anciano , Glucemia/análisis , Composición Corporal , Proteína C-Reactiva/análisis , Estudios de Casos y Controles , Proliferación Celular , Citocinas/metabolismo , Diabetes Mellitus Tipo 2/inmunología , Femenino , Humanos , Interleucinas/sangre , Lípidos/sangre , Linfocitos/citología , Linfocitos/fisiología , Persona de Mediana Edad , Linfocitos T Reguladores/citología , Linfocitos T Reguladores/metabolismo , Linfocitos T Reguladores/fisiología , Factores de Tiempo
13.
Beijing Da Xue Xue Bao Yi Xue Ban ; 53(6): 1083-1087, 2021 Dec 18.
Artículo en Zh | MEDLINE | ID: mdl-34916686

RESUMEN

OBJECTIVE: To investigate the clinical relevance of serum interleukin-2 receptor α (IL-2Rα) in patients with systemic lupus erythematosus (SLE). METHODS: One hundred and seven SLE patients and 39 healthy controls with comparable age and gender were recruited at Peking University People's Hospital from January 2019 to December 2020. Complete clinical data in 107 SLE patients at baseline and follow-up were collected. SLE disease activity index 2000 (SLEDAI-2K) was used to assess the disease activity of the SLE patients. The serum level of IL-2Rα in the SLE patients and healthy controls was measured using enzyme-linked immunosorbent assay (ELISA). The association between serum IL-2Rα and clinical and laboratory parameters was investigated. Mann-Whitney U test or t test, Chi-square test and Spearman correlation were used for statistical analysis. RESULTS: The serum IL-2Rα levels were significantly higher in the SLE patients [830.82 (104.2-8 940.48) ng/L], compared with those in the healthy controls [505.1 (78.65-1 711.52) ng/L] (P < 0.001). Association analysis showed that the increased serum IL-2Rα was positively associated with SLEDAI-2K scores and anti-nucleosome antibody (r=0.357, P < 0.001; r=0.25, P=0.027, respectively). Thirty-six of 107 (33.6%) SLE patients had lupus nephritis. Serum IL-2Rα levels were significantly higher in the patients accompanied with lupus nephritis [1 102.14 (126.52-8 940.48) ng/L] than in the patients without lupus nephritis [743.89 (104.19-4 872.06) ng/L] (P=0.032). The patients in the high IL-2Rα group had more lupus nephritis compared with those in the low IL-2Rα group (40.8% vs. 19.4%, P=0.031). Meanwhile, SLEDAI-2K scores were found significantly higher in the high IL-2Rα group than in the low IL-2Rα group [10 (3-21) vs. 7 (3-16), P=0.001]. With the improvement of disease activity in the SLE patients after conventional treatments, serum levels of IL-2Rα [1 119.1 (372.25-2 608.86) ng/L] in the week 12 decreased significantly compared with the baseline [1 556.73 (373.08-8 940.48) ng/L] (P=0.042). CONCLUSION: Serum IL-2Rα may be used as a biomarker of disease activity in patients with SLE. There is certain correlation between serum IL-2Rα and renal involvement in SLE.


Asunto(s)
Subunidad alfa del Receptor de Interleucina-2/sangre , Lupus Eritematoso Sistémico , Biomarcadores/sangre , Estudios de Casos y Controles , Humanos , Lupus Eritematoso Sistémico/diagnóstico
14.
Clin Exp Immunol ; 201(1): 76-84, 2020 07.
Artículo en Inglés | MEDLINE | ID: mdl-32365221

RESUMEN

Effective laboratory markers for the estimation of disease severity and predicting the clinical progression of coronavirus disease-2019 (COVID-19) is urgently needed. Laboratory tests, including blood routine, cytokine profiles and infection markers, were collected from 389 confirmed COVID-19 patients. The included patients were classified into mild (n = 168), severe (n = 169) and critical groups (n = 52). The leukocytes, neutrophils, infection biomarkers [such as C-reactive protein (CRP), procalcitonin (PCT) and ferritin] and the concentrations of cytokines [interleukin (IL)-2R, IL-6, IL-8, IL-10 and tumor necrosis factor (TNF)-α] were significantly increased, while lymphocytes were significantly decreased with increased severity of illness. The amount of IL-2R was positively correlated with the other cytokines and negatively correlated with lymphocyte number. The ratio of IL-2R to lymphocytes was found to be remarkably increased in severe and critical patients. IL-2R/lymphocytes were superior compared with other markers for the identification of COVID-19 with critical illness, not only from mild but also from severe illness. Moreover, the cytokine profiles and IL-2R/lymphocytes were significantly decreased in recovered patients, but further increased in disease-deteriorated patients, which might be correlated with the outcome of COVID-19. Lymphopenia and increased levels of cytokines were closely associated with disease severity. The IL-2R/lymphocyte was a prominent biomarker for early identification of severe COVID-19 and predicting the clinical progression of the disease.


Asunto(s)
Betacoronavirus/patogenicidad , Infecciones por Coronavirus/diagnóstico , Infecciones por Coronavirus/epidemiología , Subunidad alfa del Receptor de Interleucina-2/sangre , Pandemias , Neumonía Viral/diagnóstico , Neumonía Viral/epidemiología , Linfocitos T/virología , Anciano , Anciano de 80 o más Años , Betacoronavirus/inmunología , Biomarcadores/sangre , Proteína C-Reactiva/inmunología , Proteína C-Reactiva/metabolismo , COVID-19 , China/epidemiología , Infecciones por Coronavirus/inmunología , Infecciones por Coronavirus/patología , Progresión de la Enfermedad , Femenino , Ferritinas/sangre , Ferritinas/inmunología , Humanos , Interleucina-10/sangre , Interleucina-10/inmunología , Subunidad alfa del Receptor de Interleucina-2/inmunología , Interleucina-6/sangre , Interleucina-6/inmunología , Interleucina-8/sangre , Interleucina-8/inmunología , Recuento de Leucocitos , Masculino , Persona de Mediana Edad , Neutrófilos/inmunología , Neutrófilos/virología , Neumonía Viral/inmunología , Neumonía Viral/patología , Polipéptido alfa Relacionado con Calcitonina/sangre , Polipéptido alfa Relacionado con Calcitonina/inmunología , Pronóstico , SARS-CoV-2 , Índice de Severidad de la Enfermedad , Linfocitos T/inmunología , Factor de Necrosis Tumoral alfa/sangre , Factor de Necrosis Tumoral alfa/inmunología
15.
J Neurovirol ; 26(6): 863-869, 2020 12.
Artículo en Inglés | MEDLINE | ID: mdl-33025348

RESUMEN

It is estimated that about 10-20 million peoples are infected with human T-cell leukemia virus type 1 (HTLV-1) around the world and suffered from HTLV-related diseases. The present study was aimed to evaluate the cellular immunity, T-cell activation, humoral immunity, and inflammatory response hallmarks which affect HTLV-1-associated disease progression. A total of 78 participants were included in the study, comprising 39 HTLV-1 asymptomatic careers (ACs) and 39 healthy controls. The HTLV-proviral load (PVL) was determined via real-time PCR technique, and anti-HTLV antibody, sIL2R, sCD30, Neoptrin, hs-CRP, IgE, anti-VCA, anti-EBNA, and anti-EA were assessed by ELISA method. Mean PVL in ACs was 352.7 ± 418.7 copies/104 PBMCs. A significant higher level of sIL-2R was observed in ACs (P < 0.0001). Anti-VCA antibody titer in ACs and healthy controls was 80.72 ± 105.95 and 156.05 ± 130.71, respectively (P = 0.007). Intriguingly, suppression in ACs immune response was not observed. Resultantly, HTLV-1 infection has no effect on the humoral immune response in ACs but greater T-cell activation and function cellular responses were detected. Finally, more studies on various immune markers in adult T-cell leukemia/lymphoma (ATLL) and HTLV-1-associated myelopathy/tropical spastic paraparesis (HAM/TSP) patients are greatly needed to illuminate the association of ACs' immune status with the development of the related diseases.


Asunto(s)
Linfocitos T CD4-Positivos/inmunología , Infecciones por HTLV-I/inmunología , Virus Linfotrópico T Tipo 1 Humano/inmunología , Inmunidad Celular , Inmunidad Innata , Adulto , Anticuerpos Antivirales/sangre , Enfermedades Asintomáticas , Proteína C-Reactiva/inmunología , Proteína C-Reactiva/metabolismo , Linfocitos T CD4-Positivos/virología , Estudios de Casos y Controles , Femenino , Infecciones por HTLV-I/sangre , Infecciones por HTLV-I/diagnóstico , Infecciones por HTLV-I/virología , Humanos , Inmunoglobulina E/sangre , Subunidad alfa del Receptor de Interleucina-2/sangre , Subunidad alfa del Receptor de Interleucina-2/inmunología , Irán , Antígeno Ki-1/sangre , Antígeno Ki-1/inmunología , Activación de Linfocitos , Masculino , Persona de Mediana Edad , Neopterin/sangre , Neopterin/inmunología , Carga Viral
16.
Clin Exp Rheumatol ; 38 Suppl 126(4): 142-149, 2020.
Artículo en Inglés | MEDLINE | ID: mdl-32940214

RESUMEN

OBJECTIVES: Serum soluble CD25 (sCD25) is associated with T cell activation and regarded as a marker of disease activity in autoimmune disorders. The purpose of our study was to investigate the clinical relevance of sCD25 in patients with primary Sjögren's syndrome (pSS). METHODS: Sixty-five pSS patients and 60 healthy controls (HCs) with comparable age and gender were recruited. Serum samples were collected and sCD25 concentrations were measured using enzyme-linked immunosorbent assay (ELISA). Clinical and laboratory changes were examined after 12 weeks of treatment, and data were recorded in detail. The European League Against Rheumatism Sjögren's syndrome disease activity index (ESSDAI) was used to evaluate disease activity. RESULTS: Serum sCD25 levels were significantly increased in pSS patients, compared to HCs (p<0.001). The increased sCD25 were positively associated with ESSDAI scores (p=0.006), especially the haematological domain (p=0.002), and erythrocyte sedimentation rate, and levels of C-reactive protein, immunoglobulin G and γ-globulin (p<0.001, <0.001, 0.045 and 0.011, respectively). High sCD25 was strongly associated with anaemia (p=0.014) and was inversely correlated with haemoglobin levels (p=0.002). In further analysis, we found that patients with autoimmune haemolytic anaemia (AIHA) had the highest levels of sCD25, followed by patients with chronic disease of anaemia (ACD) and iron-deficiency anaemia (IDA). With the improvement after treatment, serum sCD25 levels were significantly decreased, accompanied by resolved anaemia compared to baseline (p=0.001). CONCLUSIONS: sCD25 was associated with disease severity, especially anaemia in patients with pSS and may serve as an indicator of disease activity.


Asunto(s)
Enfermedades Autoinmunes , Subunidad alfa del Receptor de Interleucina-2 , Síndrome de Sjögren , Biomarcadores , Sedimentación Sanguínea , Proteína C-Reactiva , Humanos , Subunidad alfa del Receptor de Interleucina-2/sangre , Síndrome de Sjögren/diagnóstico
17.
Int J Med Sci ; 17(6): 712-719, 2020.
Artículo en Inglés | MEDLINE | ID: mdl-32218692

RESUMEN

Objective: To assess the clinical utility of the ratio of CD4+CD25+CD127low regulatory T cells (Tregs) in subjects at high risk of HCC, investigate the relationship between the percentage of Tregs and the expression of transforming growth factor (TGF)-ß1 and interleukin (IL)-10 in patients with hepatocellular carcinoma before and after treatment. Methods: Peripheral venous blood was collected from patients with liver cancer before and after treatment. The proportion of CD4+CD25+CD127low Tregs was detected by flow cytometry. The levels of TGF-ß1 and IL-10 in serum were detected by enzyme-linked immunosorbent assay, and were compared with healthy subjects as a control group. Results: The proportion of CD4+CD25+CD127low to CD4+T lymphocytes in patients with hepatocellular carcinoma was significantly higher than that in healthy controls (P<0.01). The proportion of CD4+CD25+CD127lowTregs, whose AUC of ROC curve was 0.917, could effectively separate the HCC patients from the healthy subjects with a diagnostic sensitivity of 90%, specificity of 80%. The proportion of CD4+CD25+CD127low to CD4+T lymphocytes and the levels of TGF-ß1 and IL-10 in patients with hepatocellular carcinoma after the operation and chemotherapy were significantly lower than those before treatment (P<0.05).The proportion of CD4+CD25+CD127lowTregs was positively correlated with the concentrations of TGF-ß1 and IL-10 before and after treatment of primary liver cancer (P<0.05). Conclusion: CD4+CD25+CD127lowTregs may be a significant predictor of HCC biopsy outcome and play an inhibitory role on effector T cells by regulating cytokines.


Asunto(s)
Carcinoma Hepatocelular/sangre , Neoplasias Hepáticas/sangre , Hígado/metabolismo , Linfocitos T Reguladores/inmunología , Adulto , Biopsia , Antígenos CD4/sangre , Carcinoma Hepatocelular/inmunología , Carcinoma Hepatocelular/patología , Femenino , Citometría de Flujo , Humanos , Interleucina-10/sangre , Subunidad alfa del Receptor de Interleucina-2/sangre , Subunidad alfa del Receptor de Interleucina-7/sangre , Hígado/patología , Neoplasias Hepáticas/inmunología , Neoplasias Hepáticas/patología , Masculino , Persona de Mediana Edad , Linfocitos T Reguladores/metabolismo , Factor de Crecimiento Transformador beta1/sangre
18.
Chembiochem ; 20(17): 2236-2240, 2019 09 02.
Artículo en Inglés | MEDLINE | ID: mdl-31270926

RESUMEN

The soluble interleukin-2 receptor α (sIL-2Rα) is a broad indicator of clinical disease activity in various inflammatory diseases. Here we have developed, for the first time, a rapid, washing-free colorimetric aptasensor based on a sIL-2Rα aptamer (Kd =1.33 nm). The aptasensor was fabricated with Au nanoparticles (AuNPs) adsorbing sIL-2Rα aptamers. On addition of sIL-2Rα, the aptamers become desorbed from the AuNPs, and this in turn weakens the absorption corresponding to AuNP-catalyzed oxidation of ortho-phenylenediamine (oPD) with H2 O2 . The aptasensor was characterized by TEM imaging, ζ potential measurements, dynamic light scattering (DLS) analysis, and UV/Vis spectrometry, followed by further optimization. The fabricated sensor exhibited great analytical performance, with a linear range of 1 to 100 nm and a detection limit of 1 nm both in buffer and in spiked human serum within 25 min. Other proteins, such as bovine serum albumin (BSA), IL-17Rα, IL-5Rα, IL-13Rα2 , and CD166, showed negligible effects on the aptasensor. Thanks to the great advantages of the aptamers and AuNPs, this aptasensor provides a rapid, simple, and inexpensive process that might offer insights into various diagnostic applications of sIL-2Rα.


Asunto(s)
Aptámeros de Nucleótidos/química , Colorimetría/métodos , Oro , Subunidad alfa del Receptor de Interleucina-2/análisis , Nanopartículas del Metal/química , Adsorción , Humanos , Subunidad alfa del Receptor de Interleucina-2/sangre , Límite de Detección , Solubilidad
19.
Blood ; 130(1): 39-47, 2017 07 06.
Artículo en Inglés | MEDLINE | ID: mdl-28515095

RESUMEN

Adult T-cell leukemia-lymphoma (ATL) has been divided into 4 clinical subtypes: acute, lymphoma, chronic, and smoldering. The aim of this study is to develop a novel prognostic index (PI) for chronic and smoldering ATL. We conducted a nationwide retrospective survey on ATL patients, and 248 fully eligible individuals were used in this analysis. In the univariate analysis, sex, performance status, log10 (soluble interleukin-2 receptor [sIL-2R]), neutrophils count, and lymphadenopathy showed values of P < .05 in training samples. A multivariate analysis was performed on these factors, and only log10 (sIL-2R) was identified as an independent prognostic factor in training samples. Using a regression coefficient of this variable, a prognostic model was formulated to identify different levels of risk: indolent ATL-PI (iATL-PI) = 1.51 × log10 (sIL-2R [U/mL]). The values calculated by iATL-PI were divided into 3 groups using a quartile point. In the validation sample, median survival times (MSTs) were 1.6 years, 5.5 years, and not reached for patients in the high-, intermediate-, and low-risk groups, respectively (P < .0001). To make the scoring system clinically practicable, we simplified iATL-PI according to trichotomizing sIL-2R at 1000 and 6000 U/mL, using a quartile point. Patients with more than 6000 U/mL sIL-2R were categorized into the high-risk group, less than and equal to 1000 U/mL into the low-risk group, and the others into the intermediate-risk group, and MSTs were 1.6 years, not reached, and 5.5 years, respectively (P < .0001). iATL-PI has potential as a novel tool for a risk-adapted therapeutic approach.


Asunto(s)
Leucemia-Linfoma de Células T del Adulto/sangre , Leucemia-Linfoma de Células T del Adulto/mortalidad , Adulto , Anciano , Anciano de 80 o más Años , Supervivencia sin Enfermedad , Femenino , Humanos , Subunidad alfa del Receptor de Interleucina-2/sangre , Leucemia-Linfoma de Células T del Adulto/terapia , Recuento de Leucocitos , Masculino , Persona de Mediana Edad , Tasa de Supervivencia
20.
Nephrol Dial Transplant ; 34(2): 234-242, 2019 02 01.
Artículo en Inglés | MEDLINE | ID: mdl-29506265

RESUMEN

Background: Early detection of renal involvement in anti-neutrophil cytoplasmic autoantibody (ANCA)-associated vasculitis (AAV) is of major clinical importance to allow prompt initiation of treatment and limit renal damage. Urinary soluble cluster of differentiation 163 (usCD163) has recently been identified as a potential biomarker for active renal vasculitis. However, a significant number of patients with active renal vasculitis test negative using usCD163. We therefore studied whether soluble CD25 (sCD25), a T cell activation marker, could improve the detection of renal flares in AAV. Methods: sCD25 and sCD163 levels in serum and urine were measured by enzyme-linked immunosorbent assay in 72 patients with active renal AAV, 20 with active extrarenal disease, 62 patients in remission and 18 healthy controls. Urinary and blood CD4+ T and CD4+ T effector memory (TEM) cell counts were measured in 22 patients with active renal vasculitis. Receiver operating characteristics (ROC) curves were generated and recursive partitioning was used to calculate whether usCD25 and serum soluble CD25 (ssCD25) add utility to usCD163. Results: usCD25, ssCD25 and usCD163 levels were significantly higher during active renal disease and significantly decreased after induction of remission. A combination of usCD25, usCD163 and ssCD25 outperformed all individual markers (sensitivity 84.7%, specificity 95.1%). Patients positive for sCD25 but negative for usCD163 (n = 10) had significantly higher C-reactive protein levels and significantly lower serum creatinine and proteinuria levels compared with the usCD163-positive patients. usCD25 correlated positively with urinary CD4+ T and CD4+ TEM cell numbers, whereas ssCD25 correlated negatively with circulating CD4+ T and CD4+ TEM cells. Conclusion: Measurement of usCD25 and ssCD25 complements usCD163 in the detection of active renal vasculitis.


Asunto(s)
Vasculitis Asociada a Anticuerpos Citoplasmáticos Antineutrófilos/sangre , Vasculitis Asociada a Anticuerpos Citoplasmáticos Antineutrófilos/orina , Antígenos CD/sangre , Antígenos CD/orina , Antígenos de Diferenciación Mielomonocítica/sangre , Antígenos de Diferenciación Mielomonocítica/orina , Subunidad alfa del Receptor de Interleucina-2/sangre , Enfermedades Renales/sangre , Enfermedades Renales/orina , Receptores de Superficie Celular/sangre , Adulto , Anciano , Anticuerpos Anticitoplasma de Neutrófilos/sangre , Anticuerpos Anticitoplasma de Neutrófilos/orina , Autoanticuerpos , Biomarcadores/sangre , Biomarcadores/orina , Linfocitos T CD4-Positivos/inmunología , Estudios de Cohortes , Ensayo de Inmunoadsorción Enzimática , Femenino , Humanos , Masculino , Persona de Mediana Edad , Curva ROC , Sensibilidad y Especificidad
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