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Iglesias P, Benavent M, López G, Arias J, Romero I, Díez JJ. Hyperthyroidism and cardiovascular disease: an association study using big data analytics. Endocrine 2024; 83:405-413. [PMID: 37581746 DOI: 10.1007/s12020-023-03482-9] [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: 04/11/2023] [Accepted: 08/04/2023] [Indexed: 08/16/2023]
Abstract
BACKGROUND The cardiovascular (CV) system is profoundly affected by thyroid hormones. Both hypo- and hyperthyroidism can increase the risk of severe CV complications. OBJECTIVE To assess the association of hyperthyroidism with major CV risk factors (CVRFs) and CV diseases (CVDs) using a big data methodology with the Savana Manager platform. MATERIAL AND METHODS This was an observational and retrospective study. The data were obtained from the electronic medical records of the University Hospital Puerta de Hierro Majadahonda (Spain). Artificial intelligence techniques were used to extract the information from the electronic health records and Savana Manager 3.0 software was used for analysis. RESULTS Of a total of 540,939 patients studied (53.62% females; mean age 42.2 ± 8.7 years), 5504 patients (1.02%; 69.9% women) had a diagnosis of hyperthyroidism. Patients with this diagnosis had a significantly (p < 0.0001) higher frequency of CVRFs than that found in non-hyperthyroid subjects. The higher frequency of CVRFs in patients with hyperthyroidism was observed in both women and men and in patients younger and older than 65 years of age. The total frequency of CVDs was also significantly (p < 0.0001) higher in patients diagnosed with hyperthyroidism than that found in patients without this diagnosis. The highest odds ratio values obtained were 6.40 (4.27-9.61) for embolic stroke followed by 5.99 (5.62-6.38) for atrial fibrillation. The frequency of all CVDs evaluated in patients with a diagnosis of hyperthyroidism was significantly higher in both women and men, as well as in those younger and older than 65 years, compared to subjects without this diagnosis. A multivariate regression analysis showed that hyperthyroidism was significantly and independently associated with all the CVDs evaluated except for embolic stroke. CONCLUSION The data from this hospital cohort suggest that there is a significant association between the diagnosis of hyperthyroidism and the main CVRFs and CVDs in our population, regardless of the age and gender of the patients. Our study, in addition to confirming this association, provides useful information for understanding the applicability of artificial intelligence techniques to "real-world data and information".
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Affiliation(s)
- Pedro Iglesias
- Department of Endocrinology and Nutrition, University Hospital Puerta de Hierro Majadahonda, Instituto de Investigación Sanitaria Puerta de Hierro Segovia de Arana, Majadahonda, Madrid, Spain.
- Departament of Medicine, Universidad Autónoma de Madrid, Madrid, Spain.
| | | | | | | | | | - Juan J Díez
- Department of Endocrinology and Nutrition, University Hospital Puerta de Hierro Majadahonda, Instituto de Investigación Sanitaria Puerta de Hierro Segovia de Arana, Majadahonda, Madrid, Spain
- Departament of Medicine, Universidad Autónoma de Madrid, Madrid, Spain
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Morena D, Izquierdo JL, Rodríguez J, Cuesta J, Benavent M, Perralejo A, Rodríguez JM. The Clinical Profile of Patients with COPD Is Conditioned by Age. J Clin Med 2023; 12:7595. [PMID: 38137664 PMCID: PMC10743861 DOI: 10.3390/jcm12247595] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2023] [Revised: 11/21/2023] [Accepted: 12/07/2023] [Indexed: 12/24/2023] Open
Abstract
In recent years, many studies have analyzed the importance of integrating time, or aging, into the equation that relates genetics and the environment to the development and origin of COPD. Under conditions of daily clinical practice, our study attempts to identify the differences in the clinical profile of patients with COPD according to age and the impact on the global burden of the disease. This study is non-interventional and observational, using artificial intelligence and data captured from electronic medical records. The study population included patients who were diagnosed with COPD between 2011 and 2021. A total of 73,901 patients had a diagnosis of COPD. The mean age was 73 years (95% CI: 72.9-73.1), and 56,763 were men (76.8%). We observed a specific prevalence of obesity, heart failure, depression, and hiatal hernia in women (p < 0.001), and ischemic heart disease and obstructive sleep apnea (OSA) in men (p < 0.001). In the analysis by age ranges, a progressive increase in cardiovascular risk factors was observed with age. In conclusion, in a real-life setting, COPD is a disease that primarily affects older subjects and frequently presents with comorbidities that are decisive in the evolutionary course of the disease.
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Affiliation(s)
- Diego Morena
- Pulmonology Department, Respiratory Medicine, Hospital Universitario de Guadalajara, 19002 Guadalajara, Spain;
- Doctoral Program in Health Sciences, University of Alcalá, 28871 Alcalá de Henares, Spain
| | - José Luis Izquierdo
- Pulmonology Department, Respiratory Medicine, Hospital Universitario de Guadalajara, 19002 Guadalajara, Spain;
- Department of Medicine and Medical Specialties, University of Alcalá, 28871 Alcalá de Henares, Spain; (J.C.); (J.M.R.)
| | - Juan Rodríguez
- Geriatric Medicine, Hospital Universitario de Guadalajara, 19002 Guadalajara, Spain;
| | - Jesús Cuesta
- Department of Medicine and Medical Specialties, University of Alcalá, 28871 Alcalá de Henares, Spain; (J.C.); (J.M.R.)
| | | | | | - José Miguel Rodríguez
- Department of Medicine and Medical Specialties, University of Alcalá, 28871 Alcalá de Henares, Spain; (J.C.); (J.M.R.)
- Respiratory Medicine, Hospital Universitario Príncipe de Asturias, 28805 Alcalá de Henares, Spain
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Morena D, Lumbreras S, Rodríguez JM, Campos C, Castillo M, Benavent M, Izquierdo JL. Chronic Respiratory Diseases as a Risk Factor for Herpes Zoster Infection. Arch Bronconeumol 2023; 59:797-804. [PMID: 37734964 DOI: 10.1016/j.arbres.2023.08.010] [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: 07/07/2023] [Revised: 08/20/2023] [Accepted: 08/21/2023] [Indexed: 09/23/2023]
Abstract
INTRODUCTION Herpes zoster (HZ) is a condition that results from the reactivation of the varicella zoster virus (VZV). Several diseases have been reported to increase the risk of developing HZ and postherpetic neuralgia (PHN). The objective of this study is to analyze the prevalence and risk factors for HZ and PHN in the most frequent chronic respiratory diseases, which are chronic obstructive pulmonary disease (COPD), asthma, lung cancer and obstructive sleep apnea (OSA). METHODS We conducted an observational, retrospective, non-interventional study between January 2012 and December 2020 based on data from the Castilla-La Mancha Regional Health System in Spain. We used the Savana Manager 3.0 artificial intelligence-enabled system to collect information from electronic medical records. RESULTS 31765 subjects presented a diagnosis of HZ. Mean age was 64.5 years (95%CI 64.3-64.7), and 58.2% were women. The prevalence of HZ showed an increasing trend in patients over the age of 50. A risk analysis adjusted for sex and comorbidities in COPD, asthma, lung cancer and OSA presented a higher risk of developing HZ in the first three (OR 1.16 [95%CI 1.13-1.19], 1.67 [1.63-1.71], 1.68 [1.60-1.76], respectively), which further increased in all three when associated with comorbidities. Regarding postherpetic neuralgia, an increased risk was only observed related to COPD and lung cancer (OR 1.24 [95%CI 1.23-1.25], 1.14 [1.13-1.16], respectively), further increasing when associated with comorbidities. CONCLUSIONS In a standard clinical practice setting, the most prevalent respiratory diseases (asthma, COPD and lung cancer) are related to a higher risk of HZ and PHN. These data are fundamental to assess the potential impact of vaccination in this population.
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Affiliation(s)
- Diego Morena
- Servicio de Neumología, Hospital Universitario de Guadalajara, Guadalajara, Spain; Programa de Doctorado en Ciencias de la Salud, Universidad de Alcalá, Madrid, Spain.
| | | | - José Miguel Rodríguez
- Servicio de Neumología, Hospital Universitario Príncipe de Asturias, Alcalá de Henares, Madrid, Spain
| | - Carolina Campos
- Servicio de Neumología, Hospital Universitario de Guadalajara, Guadalajara, Spain
| | - María Castillo
- Servicio de Neumología, Hospital Universitario de Guadalajara, Guadalajara, Spain
| | | | - José Luis Izquierdo
- Servicio de Neumología, Hospital Universitario de Guadalajara, Guadalajara, Spain; Departamento de Medicina y Especialidades Médicas, Universidad de Alcalá, Madrid, Spain
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Morena D, Campos C, Castillo M, Alonso M, Benavent M, Izquierdo JL. Impact of the COVID-19 Pandemic on the Epidemiological Situation of Pulmonary Tuberculosis-Using Natural Language Processing. J Pers Med 2023; 13:1629. [PMID: 38138856 PMCID: PMC10744898 DOI: 10.3390/jpm13121629] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2023] [Revised: 11/13/2023] [Accepted: 11/17/2023] [Indexed: 12/24/2023] Open
Abstract
BACKGROUND We aimed to analyze the impact of the COVID-19 pandemic on pulmonary tuberculosis (TB) using artificial intelligence. To do so, we compared the real-life situation during the pandemic with the pre-2020 situation. METHODS This non-interventional, retrospective, observational study applied natural language processing to the electronic health records of the Castilla-La Mancha region of Spain. The analysis was conducted from January 2015 to December 2020. RESULTS A total of 2592 patients were diagnosed with pulmonary tuberculosis; 64.6% were males, and the mean age was 53.5 years (95%CI 53.0-54.0). In 2020, pulmonary tuberculosis diagnoses dropped by 28% compared to 2019. In total, 62 (14.2%) patients were diagnosed with COVID-19 and pulmonary tuberculosis coinfection in 2020, with a mean age of 52.3 years (95%CI 48.3-56.2). The main symptoms in these patients were dyspnea (27.4%) and cough (35.5%), although their comorbidities were no greater than patients with isolated TB. The female sex was more frequently affected, representing 53.4% of this patient subgroup. CONCLUSIONS During the first year of the COVID-19 pandemic, a decrease was observed in the incidence of pulmonary tuberculosis. Women presented a significantly higher risk for pulmonary tuberculosis and COVID-19 coinfection, although the symptoms were not more severe than patients diagnosed with pulmonary tuberculosis alone.
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Affiliation(s)
- Diego Morena
- Servicio de Neumología, Hospital Universitario de Guadalajara, 19002 Guadalajara, Spain; (C.C.); (M.C.); (M.A.); (J.L.I.)
- Programa de Doctorado en Ciencias de la Salud, Universidad de Alcalá, 28801 Madrid, Spain
| | - Carolina Campos
- Servicio de Neumología, Hospital Universitario de Guadalajara, 19002 Guadalajara, Spain; (C.C.); (M.C.); (M.A.); (J.L.I.)
| | - María Castillo
- Servicio de Neumología, Hospital Universitario de Guadalajara, 19002 Guadalajara, Spain; (C.C.); (M.C.); (M.A.); (J.L.I.)
| | - Miguel Alonso
- Servicio de Neumología, Hospital Universitario de Guadalajara, 19002 Guadalajara, Spain; (C.C.); (M.C.); (M.A.); (J.L.I.)
| | | | - José Luis Izquierdo
- Servicio de Neumología, Hospital Universitario de Guadalajara, 19002 Guadalajara, Spain; (C.C.); (M.C.); (M.A.); (J.L.I.)
- Departamento de Medicina y Especialidades Médicas, Universidad de Alcalá, 28801 Madrid, Spain
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Iglesias P, Arias J, López G, Romero I, Díez JJ. Primary Hyperparathyroidism and Cardiovascular Disease: An Association Study Using Clinical Natural Language Processing Systems and Big Data Analytics. J Clin Med 2023; 12:6718. [PMID: 37959184 PMCID: PMC10650925 DOI: 10.3390/jcm12216718] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Revised: 10/16/2023] [Accepted: 10/22/2023] [Indexed: 11/15/2023] Open
Abstract
Primary hyperparathyroidism (PHPT) seems to be associated with different cardiovascular diseases (CVDs). We evaluated the association of PHPT with major CV risk factors (CVRFs) and CVDs by using artificial intelligence (AI) tools. An observational and retrospective study was conducted using data from the electronic health records (EHRs) of the Hospital Universitario Puerta de Hierro Majadahonda (Spain). Of a total of 699,157 patients over 18 years of age studied (54.7% females), 6515 patients (0.9%; 65.4% women; mean age 67.6 ± 15.9 years) had a diagnosis of PHPT. The overall frequencies of hypertension, dyslipidemia, diabetes mellitus, and smoking habit in the cohort of patients with PTHP were all significantly (p < 0.001) higher than those found in patients without a diagnosis of PTHP. The total frequency of stroke, ischemic heart disease, atrial fibrillation, deep vein thrombosis, and pulmonary embolism in the cohort of PHPT patients were significantly (p < 0.001) higher than that found in patients without the diagnosis of PHPT. A multivariate regression analysis showed that PHPT was significantly (p < 0.001) and independently associated with all the CVDs evaluated. Our data show that there is a significant association between the diagnosis of PHPT and the main CVRFs and CVDs in our hospital population.
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Affiliation(s)
- Pedro Iglesias
- Department of Endocrinology and Nutrition, Hospital Universitario Puerta de Hierro Majadahonda, Instituto de Investigación Sanitaria Puerta de Hierro Segovia de AranaMajadahonda, 28222 Madrid, Spain;
- Department of Medicine, Universidad Autónoma de Madrid, 28049 Madrid, Spain
| | - Javier Arias
- MedSavana S.L., 28004 Madrid, Spain; (J.A.); (G.L.); (I.R.)
| | | | - Iago Romero
- MedSavana S.L., 28004 Madrid, Spain; (J.A.); (G.L.); (I.R.)
| | - Juan J. Díez
- Department of Endocrinology and Nutrition, Hospital Universitario Puerta de Hierro Majadahonda, Instituto de Investigación Sanitaria Puerta de Hierro Segovia de AranaMajadahonda, 28222 Madrid, Spain;
- Department of Medicine, Universidad Autónoma de Madrid, 28049 Madrid, Spain
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Sisto M, Lisi S. Interleukin-23 Involved in Fibrotic Autoimmune Diseases: New Discoveries. J Clin Med 2023; 12:5699. [PMID: 37685766 PMCID: PMC10489062 DOI: 10.3390/jcm12175699] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2023] [Revised: 08/29/2023] [Accepted: 08/30/2023] [Indexed: 09/10/2023] Open
Abstract
Interleukin (IL)-23 is a central pro-inflammatory cytokine with a broad range of effects on immune responses. IL-23 is pathologically linked to the induction of the production of the pro-inflammatory cytokines IL-17 and IL-22, which stimulate the differentiation and proliferation of T helper type 17 (Th17) cells. Recent discoveries suggest a potential pro-fibrotic role for IL-23 in the development of chronic inflammatory autoimmune diseases characterized by intense fibrosis. In this review, we summarized the biological features of IL-23 and gathered recent research on the role of IL-23 in fibrotic autoimmune conditions, which could provide a theoretical basis for clinical targeting and drug development.
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Affiliation(s)
- Margherita Sisto
- Department of Translational Biomedicine and Neuroscience (DiBraiN), Section of Human Anatomy and Histology, University of Bari “Aldo Moro”, 70123 Bari, Italy;
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