1
|
Kubota-Mishra E, Huang X, Minard CG, Astudillo M, Refaey A, Montes G, Sisley S, Ram N, Winter WE, Naylor RN, Balasubramanyam A, Redondo MJ, Tosur M. High Prevalence of A-β+ Ketosis-Prone Diabetes in Children with Type 2 Diabetes and Diabetic Ketoacidosis at Diagnosis: Evidence from the Rare and Atypical Diabetes Network (RADIANT). Pediatr Diabetes 2024; 2024:5907924. [PMID: 38765897 PMCID: PMC11100136 DOI: 10.1155/2024/5907924] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/22/2024] Open
Abstract
Background A-β+ ketosis-prone diabetes (KPD) in adults is characterized by presentation with diabetic ketoacidosis (DKA), negative islet autoantibodies, and preserved β-cell function in persons with a phenotype of obesity-associated type 2 diabetes (T2D). The prevalence of KPD has not been evaluated in children. We investigated children with DKA at "T2D" onset and determined the prevalence and characteristics of pediatric A-β+ KPD within this cohort. Methods We reviewed the records of 716 children with T2D at a large academic hospital and compared clinical characteristics of those with and without DKA at onset. In the latter group, we identified patients with A-β+ KPD using criteria of the Rare and Atypical Diabetes Network (RADIANT) and defined its prevalence and characteristics. Results Mean age at diagnosis was 13.7 ± 2.4 years: 63% female; 59% Hispanic, 29% African American, 9% non-Hispanic White, and 3% other. Fifty-six (7.8%) presented with DKA at diagnosis and lacked islet autoantibodies. Children presenting with DKA were older and had lower C-peptide and higher glucose concentrations than those without DKA. Twenty-five children with DKA (45%) met RADIANT A-β+ KPD criteria. They were predominantly male (64%), African American or Hispanic (96%), with substantial C-peptide (1.3 ± 0.7 ng/mL) at presentation with DKA and excellent long-term glycemic control (HbA1c 6.6% ± 1.9% at follow-up (median 1.3 years postdiagnosis)). Conclusions In children with a clinical phenotype of T2D and DKA at diagnosis, approximately half meet criteria for A-β+ KPD. They manifest the key characteristics of obesity, preserved β-cell function, male predominance, and potential to discontinue insulin therapy, similar to adults with A-β+ KPD.
Collapse
Affiliation(s)
- Elizabeth Kubota-Mishra
- Department of Pediatrics, The Division of Diabetes and Endocrinology, Baylor College of Medicine, Texas Children’s Hospital, Houston, TX, USA
| | - Xiaofan Huang
- Institute for Clinical and Translational Research, Baylor College of Medicine, Houston, TX, USA
| | - Charles G. Minard
- Institute for Clinical and Translational Research, Baylor College of Medicine, Houston, TX, USA
| | - Marcela Astudillo
- Department of Pediatrics, The Division of Diabetes and Endocrinology, Baylor College of Medicine, Texas Children’s Hospital, Houston, TX, USA
| | | | - Graciela Montes
- Division of Diabetes, Endocrinology and Metabolism, Baylor College of Medicine, Houston, TX, USA
| | - Stephanie Sisley
- Department of Pediatrics, The Division of Diabetes and Endocrinology, Baylor College of Medicine, Texas Children’s Hospital, Houston, TX, USA
- USDA/ARS Children’s Nutrition Research Center, Houston, TX, USA
| | - Nalini Ram
- Division of Diabetes, Endocrinology and Metabolism, Baylor College of Medicine, Houston, TX, USA
| | - William E. Winter
- Department of Pathology, University of Florida, Gainesville, FL, USA
| | - Rochelle N. Naylor
- Section of Adult and Pediatric Endocrinology, Diabetes and Metabolism, Departments of Pediatric and Medicine, University of Chicago, Chicago, IL, USA
| | - Ashok Balasubramanyam
- Division of Diabetes, Endocrinology and Metabolism, Baylor College of Medicine, Houston, TX, USA
| | - Maria J. Redondo
- Department of Pediatrics, The Division of Diabetes and Endocrinology, Baylor College of Medicine, Texas Children’s Hospital, Houston, TX, USA
| | - Mustafa Tosur
- Department of Pediatrics, The Division of Diabetes and Endocrinology, Baylor College of Medicine, Texas Children’s Hospital, Houston, TX, USA
- USDA/ARS Children’s Nutrition Research Center, Houston, TX, USA
| | - RADIANT Study Group
- The RADIANT Data Coordinating Center, Health Informatics Institute, University of South Florida, Tampa, FL, USA
| |
Collapse
|
2
|
Weston CS, Boehm BO, Pozzilli P. Type 1 diabetes: A new vision of the disease based on endotypes. Diabetes Metab Res Rev 2024; 40:e3770. [PMID: 38450851 DOI: 10.1002/dmrr.3770] [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: 07/12/2023] [Revised: 01/02/2024] [Accepted: 01/22/2024] [Indexed: 03/08/2024]
Abstract
Diagnosis and management of type 1 diabetes (T1D) have remained largely unchanged for the last several years. The management of the disease remains primarily focused on its phenotypical presentation and less on endotypes, namely the specific biological mechanisms behind the development of the disease. Furthermore, the treatment of T1D is essentially universal and indiscriminate-with patients administering insulin at varying dosages and frequencies to maintain adequate glycaemic control. However, it is now well understood that T1D is a heterogeneous disease with many different biological mechanisms (i.e. endotypes) behind its complex pathophysiology. A range of factors, including age of onset, immune system regulation, rate of β-cell destruction, autoantibodies, body weight, genetics and the exposome are recognised to play a role in the development of the condition. Patients can be classified into distinct diabetic subtypes based on these factors, which can be used to categorise patients into specific endotypes. The classification of patients into endotypes allows for a greater understanding of the natural progression of the disease, giving rise to more accurate and patient-centred therapies and follow-up monitoring, specifically for other autoimmune diseases. This review proposes 6 unique endotypes of T1D based on the current literature. The recognition of these endotypes could then be used to direct therapeutic modalities based on patients' individual pathophysiology.
Collapse
Affiliation(s)
- Craig Sinclair Weston
- Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | | | - Paolo Pozzilli
- Endocrinology and Metabolic Diseases, Campus Bio-Medico of Rome, Rome, Italy
- Centre of Immunobiology, The Blizard Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| |
Collapse
|
3
|
Pantea Stoian A, Bica IC, Salmen T, Al Mahmeed W, Al-Rasadi K, Al-Alawi K, Banach M, Banerjee Y, Ceriello A, Cesur M, Cosentino F, Firenze A, Galia M, Goh SY, Janez A, Kalra S, Kapoor N, Kempler P, Lessan N, Lotufo P, Mikhailidis DP, Nibali L, Papanas N, Powell-Wiley T, Rizvi AA, Sahebkar A, Santos RD, Toth PP, Viswanathan V, Rizzo M. New-Onset Diabetes Mellitus in COVID-19: A Scoping Review. Diabetes Ther 2024; 15:33-60. [PMID: 37751143 PMCID: PMC10786767 DOI: 10.1007/s13300-023-01465-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/05/2023] [Accepted: 08/15/2023] [Indexed: 09/27/2023] Open
Abstract
INTRODUCTION The coronavirus disease 2019 (COVID-19) pandemic became superimposed on the pre-existing obesity and diabetes mellitus (DM) pandemics. Since COVID-19 infection alters the metabolic equilibrium, it may induce pathophysiologic mechanisms that potentiate new-onset DM, and we evaluated this issue. METHOD A systematic review of the literature published from the 1 January 2020 until the 20 July 2023 was performed (PROSPERO registration number CRD42022341638). We included only full-text articles of both human clinical and randomized controlled trials published in English and enrolling adults (age > 18 years old) with ongoing or preceding COVID-19 in whom hyperglycemia was detected. The search was based on the following criteria: "(new-onset diabetes mellitus OR new-onset DM) AND (COVID-19) AND adults". RESULTS Articles on MEDLINE (n = 70) and the Web of Science database (n = 16) were included and analyzed by two researchers who selected 20 relevant articles. We found evidence of a bidirectional relationship between COVID-19 and DM. CONCLUSIONS This link operates as a pathophysiological mechanism supported by epidemiological data and also by the clinical and biological findings obtained from the affected individuals. The COVID-19 pandemic raised the incidence of DM through different pathophysiological and psychosocial factors.
Collapse
Affiliation(s)
- Anca Pantea Stoian
- Department of Diabetes, Nutrition and Metabolic Diseases, Carol Davila University of Medicine and Pharmacy, Bucharest, Romania
- Doctoral School, "Carol Davila" University of Medicine and Pharmacy, 020021, Bucharest, Romania
| | - Ioana-Cristina Bica
- Doctoral School, "Carol Davila" University of Medicine and Pharmacy, 020021, Bucharest, Romania.
| | - Teodor Salmen
- Doctoral School, "Carol Davila" University of Medicine and Pharmacy, 020021, Bucharest, Romania
| | - Wael Al Mahmeed
- Heart and Vascular Institute, Cleveland Clinic, Abu Dhabi, United Arab Emirates
| | | | - Kamila Al-Alawi
- Department of Training and Studies, Royal Hospital, Ministry of Health, Muscat, Oman
| | - Maciej Banach
- Department of Preventive Cardiology and Lipidology, Medical University of Lodz (MUL), Lodz, Poland
- Polish Mother's Memorial Hospital Research Institute (PMMHRI), Lodz, Poland
- Cardiovascular Research Centre, University of Zielona Gora, Zielona Gora, Poland
| | - Yajnavalka Banerjee
- Department of Biochemistry, Mohamed Bin Rashid University, Dubai, United Arab Emirates
| | | | - Mustafa Cesur
- Clinic of Endocrinology, Ankara Güven Hospital, Ankara, Turkey
| | - Francesco Cosentino
- Unit of Cardiology, Karolinska Institute and Karolinska University Hospital, University of Stockholm, Stockholm, Sweden
| | - Alberto Firenze
- Unit of Research and International Cooperation, University Hospital of Palermo, Palermo, Italy
| | - Massimo Galia
- Department of Biomedicine, Neurosciences and Advanced Diagnostics (Bind), University of Palermo, Palermo, Italy
| | - Su-Yen Goh
- Department of Endocrinology, Singapore General Hospital, Singapore, Singapore
| | - Andrej Janez
- Department of Endocrinology, Diabetes and Metabolic Diseases, University Medical Center Ljubljana, Ljubljana, Slovenia
| | - Sanjay Kalra
- Department of Endocrinology, Bharti Hospital and Bride, Karnal, India
| | - Nitin Kapoor
- Department of Endocrinology, Diabetes and Metabolism, Christian Medical College, Vellore, India
- Baker Heart and Diabetes Institute, Melbourne, VIC, Australia
| | - Peter Kempler
- Department of Medicine and Oncology, Semmelweis University, Budapest, Hungary
| | - Nader Lessan
- The Research Institute, Imperial College London Diabetes Centre, Abu Dhabi, United Arab Emirates
| | - Paulo Lotufo
- Center for Clinical and Epidemiological Research, University Hospital, University of São Paulo, Sao Paulo, Brazil
| | - Dimitri P Mikhailidis
- Department of Biochemistry, Mohamed Bin Rashid University, Dubai, United Arab Emirates
- Department of Clinical Biochemistry, Royal Free Hospital Campus, University College London Medical School, University College London (UCL), London, UK
| | - Luigi Nibali
- Dental Institute, Periodontology Unit, Centre for Host-Microbiome Interactions, King's College London, London, UK
| | - Nikolaos Papanas
- Diabetes Center, Second Department of Internal Medicine, Democritus University of Thrace, University Hospital of Alexandroupolis, Alexandroupolis, Greece
| | - Tiffany Powell-Wiley
- Social Determinants of Obesity and Cardiovascular Risk Laboratory, Cardiovascular Branch, Division of Intramural Research, National Heart Lung and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Ali A Rizvi
- Department of Medicine, University of Central Florida College of Medicine, Orlando, FL, USA
| | - Amirhossein Sahebkar
- Applied Biomedical Research Center, Mashhad University of Medical Sciences, Mashhad, Iran
- Biotechnology Research Center, Pharmaceutical Technology Institute, Mashhad University of Medical Sci-Ences, Mashhad, Iran
- Department of Biotechnology, School of Pharmacy, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Raul D Santos
- Heart Institute (InCor), University of Sao Paulo Medical School Hospital, Sao Paulo, Brazil
- Hospital Israelita Albert Einstein, Sao Paulo, Brazil
| | - Peter P Toth
- Hospital Israelita Albert Einstein, Sao Paulo, Brazil
- Cicarrone Center for the Prevention of Cardiovascular Disease, Johns Hopkins University School of Medi-Cine, Baltimore, MD, USA
| | | | - Manfredi Rizzo
- Department of Diabetes, Nutrition and Metabolic Diseases, Carol Davila University of Medicine and Pharmacy, Bucharest, Romania
- Department of Biochemistry, Mohamed Bin Rashid University, Dubai, United Arab Emirates
- Department of Health Promotion, Mother and Child Care, Internal Medicine and Medical Specialties (ProMise), School of Medicine, University of Palermo, Palermo, Italy
| |
Collapse
|
4
|
Kim SH, Arora I, Hsia DS, Knowler WC, LeBlanc E, Mylonakis E, Pratley R, Pittas AG. New-Onset Diabetes After COVID-19. J Clin Endocrinol Metab 2023; 108:e1164-e1174. [PMID: 37207448 PMCID: PMC11009784 DOI: 10.1210/clinem/dgad284] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Revised: 05/08/2023] [Accepted: 05/16/2023] [Indexed: 05/21/2023]
Abstract
There is evidence suggesting that infection with SARS-CoV-2 can lead to several long-term sequelae including diabetes. This mini-review examines the rapidly evolving and conflicting literature on new-onset diabetes after COVID-19, which we term NODAC. We searched PubMed, MEDLINE, and medRxiv from inception until December 1, 2022, using Medical Subject Headings (MeSH) terms and free text words including "COVID-19," "SARS-CoV-2," "diabetes," "hyperglycemia," "insulin resistance," and "pancreatic β-cell." We also supplemented searches by examining reference lists from retrieved articles. Current evidence suggests that COVID-19 increases the risk of developing diabetes, but the attributable risk is uncertain because of limitations of study designs and the evolving nature of the pandemic, including new variants, widespread population exposure to the virus, diagnostic options for COVID-19, and vaccination status. The etiology of diabetes after COVID-19 is likely multifactorial and includes factors associated with host characteristics (eg, age), social determinants of health (eg, deprivation index), and pandemic-related effects both at the personal (eg, psychosocial stress) and the societal-community level (eg, containment measures). COVID-19 may have direct and indirect effects on pancreatic β-cell function and insulin sensitivity related to the acute infection and its treatment (eg, glucocorticoids); autoimmunity; persistent viral residency in multiple organs including adipose tissue; endothelial dysfunction; and hyperinflammatory state. While our understanding of NODAC continues to evolve, consideration should be given for diabetes to be classified as a post-COVID syndrome, in addition to traditional classifications of diabetes (eg, type 1 or type 2), so that the pathophysiology, natural history, and optimal management can be studied.
Collapse
Affiliation(s)
- Sun H Kim
- Division of Endocrinology, Gerontology and Metabolism, Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Ipsa Arora
- Division of Endocrinology, Diabetes and Metabolism, Department of Medicine, Tufts Medical Center, Boston, MA 02111, USA
| | - Daniel S Hsia
- Pennington Biomedical Research Center, Louisiana State University, Baton Rouge, LA 70808, USA
| | - William C Knowler
- National Institute of Diabetes and Digestive and Kidney Diseases, Phoenix, AZ 85016, USA
| | - Erin LeBlanc
- Center for Health Research, Kaiser Permanente, Portland, OR 97227, USA
| | | | - Richard Pratley
- AdventHealth Translational Research Institute, Orlando, FL 32804, USA
| | - Anastassios G Pittas
- Division of Endocrinology, Diabetes and Metabolism, Department of Medicine, Tufts Medical Center, Boston, MA 02111, USA
| |
Collapse
|
5
|
Veneti S, Grammatikopoulou MG, Kintiraki E, Mintziori G, Goulis DG. Ketone Bodies in Diabetes Mellitus: Friend or Foe? Nutrients 2023; 15:4383. [PMID: 37892458 PMCID: PMC10609881 DOI: 10.3390/nu15204383] [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: 09/18/2023] [Revised: 10/12/2023] [Accepted: 10/14/2023] [Indexed: 10/29/2023] Open
Abstract
In glucose-deprived conditions, ketone bodies are produced by the liver mitochondria, through the catabolism of fatty acids, and are used peripherally, as an alternative energy source. Ketones are produced in the body under normal conditions, including during pregnancy and the neonatal period, when following a ketogenic diet (KD), fasting, or exercising. Additionally, ketone synthesis is also augmented under pathological conditions, including cases of diabetic ketoacidosis (DKA), alcoholism, and several metabolic disorders. Nonetheless, diet is the main regulator of total body ketone concentrations. The KDs are mimicking the fasting state, altering the default metabolism towards the use of ketones as the primary fuel source. Recently, KD has gained recognition as a medical nutrition therapy for a plethora of metabolic conditions, including obesity and diabetes mellitus (DM). The present review aims to discuss the role of ketones, KDs, ketonemia, and ketonuria in DM, presenting all the available new evidence in a comprehensive manner.
Collapse
Affiliation(s)
- Stavroula Veneti
- Unit of Reproductive Endocrinology, 1st Department of Obstetrics and Gynecology, Medical School, Aristotle University of Thessaloniki, GR-54124 Thessaloniki, Greece; (S.V.); (E.K.)
| | - Maria G. Grammatikopoulou
- Unit of Reproductive Endocrinology, 1st Department of Obstetrics and Gynecology, Medical School, Aristotle University of Thessaloniki, GR-54124 Thessaloniki, Greece; (S.V.); (E.K.)
- Unit of Immunonutrition and Clinical Nutrition, Department of Rheumatology and Clinical Immunology, Faculty of Medicine, School of Health Sciences, University of Thessaly, Biopolis, GR-41110 Larissa, Greece
| | - Evangelia Kintiraki
- Unit of Reproductive Endocrinology, 1st Department of Obstetrics and Gynecology, Medical School, Aristotle University of Thessaloniki, GR-54124 Thessaloniki, Greece; (S.V.); (E.K.)
| | - Gesthimani Mintziori
- Unit of Reproductive Endocrinology, 1st Department of Obstetrics and Gynecology, Medical School, Aristotle University of Thessaloniki, GR-54124 Thessaloniki, Greece; (S.V.); (E.K.)
| | - Dimitrios G. Goulis
- Unit of Reproductive Endocrinology, 1st Department of Obstetrics and Gynecology, Medical School, Aristotle University of Thessaloniki, GR-54124 Thessaloniki, Greece; (S.V.); (E.K.)
| |
Collapse
|
6
|
Akbari A, Hadizadeh A, Islampanah M, Salavati Nik E, Atkin SL, Sahebkar A. COVID-19, G protein-coupled receptor, and renin-angiotensin system autoantibodies: Systematic review and meta-analysis. Autoimmun Rev 2023; 22:103402. [PMID: 37490975 DOI: 10.1016/j.autrev.2023.103402] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2023] [Accepted: 07/20/2023] [Indexed: 07/27/2023]
Abstract
INTRODUCTION There are an increasing number of reports of autoantibodies (AAbs) against host proteins such as G-protein coupled receptors (GPCRs) and the renin-angiotensin system (RAS) in COVID-19 disease. Here we have undertaken a systematic review and meta-analysis of all reports of AAbs against GPCRs and RAS in COVID-19 patients including those with long-COVID or post-COVID symptoms. METHODS PubMed, Embase, Web of Science, and Scopus databases were searched to find papers on the role of GPCR and RAS AAbs in the presence and severity of COVID-19 or post- COVID symptoms available through March 21, 2023. Data on the prevalence of AngII or ACE, comparing AngII or ACE between COVID-19 and non-COVID-19, or comparing AngII or ACE between COVID-19 patients with different disease stages were pooled and a meta-analysed using random- or fixed-effects models were undertaken. RESULTS The search yielded a total of 1042 articles, of which 68 studies were included in this systematic review and nine in the meta-analysis. Among 18 studies that investigated GPCRs and COVID-19 severity, 18 distinct AAbs were detected. In addition, nine AAbs were found in case reports that assessed post- COVID, and 19 AAbs were found in other studies that assessed post- COVID or long- COVID symptoms. Meta-analysis revealed a significantly higher number of seropositive ACE2 AAbs in COVID-19 patients (odds ratio = 7.766 [2.056, 29.208], p = 0.002) and particularly in severe disease (odds ratio = 11.49 [1.04, 126.86], p = 0.046), whereas AngII-AAbs seropositivity was no different between COVID-19 and control subjects (odds ratio = 2.890 [0.546-15.283], p = 0.21). CONCLUSIONS GPCR and RAS AAbs may play an important role in COVID-19 severity, the development of disease progression, long-term symptoms COVID and post- COVID symptoms.
Collapse
Affiliation(s)
- Abolfazl Akbari
- Student Research Committee, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Alireza Hadizadeh
- School of Medicine, Tehran University of Medical Sciences, Tehran, Iran; Research Center for Advanced Technologies in Cardiovascular Medicine, Cardiovascular Research Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Muhammad Islampanah
- Student Research Committee, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Ensie Salavati Nik
- Student Research Committee, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Stephen L Atkin
- Royal College of Surgeons in Ireland, Bahrain, Adliya, PO Box 15503, Bahrain
| | - Amirhossein Sahebkar
- Biotechnology Research Center, Pharmaceutical Technology Institute, Mashhad University of Medical Sciences, Mashhad, Iran.; Applied Biomedical Research Center, Mashhad University of Medical Sciences, Mashhad, Iran.
| |
Collapse
|
7
|
Jiang Y, Zhu J, Lai X. Development and Validation of a Risk Prediction Model for Ketosis-Prone Type 2 Diabetes Mellitus Among Patients Newly Diagnosed with Type 2 Diabetes Mellitus in China. Diabetes Metab Syndr Obes 2023; 16:2491-2502. [PMID: 37614378 PMCID: PMC10443636 DOI: 10.2147/dmso.s424267] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/23/2023] [Accepted: 08/05/2023] [Indexed: 08/25/2023] Open
Abstract
Background We established a nomogram for ketosis-prone type 2 diabetes mellitus (KP-T2DM) in the Chinese adult population in order to identify high-risk groups early and intervene in the disease progression in a timely manner. Methods We reviewed the medical records of 924 adults with newly diagnosed T2DM from January 2018 to June 2021. All patients were randomly divided into the training and validation sets at a ratio of 7:3. The least absolute shrinkage and selection operator regression analysis method was used to screen the predictors of the training set, and the multivariable logistic regression analysis was used to establish the nomogram prediction model. We verified the prediction model using the receiver operating characteristic (ROC) curve, judged the model's goodness-of-fit using the Hosmer-Lemeshow goodness-of-fit test, and predicted the risk of ketosis using the decision curve analysis. Results A total of 21 variables were analyzed, and four predictors-hemoglobin A1C, 2-hour postprandial blood glucose, 2-hour postprandial C-peptide, and age-were established. The area under the ROC curve for the training and validation sets were 0.8172 and 0.8084, respectively. The Hosmer-Lemeshow test showed that the prediction model and validation set have a high degree of fit. The decision curve analysis curve showed that the nomogram had better clinical applicability when the threshold probability of the patients was 0.03-0.79. Conclusion The nomogram based on hemoglobin A1C, 2-hour postprandial blood glucose, 2-hour postprandial C-peptide, and age has good performance and can serve as a favorable tool for clinicians to predict KP-T2DM.
Collapse
Affiliation(s)
- Yanjuan Jiang
- Department of Endocrinology, The Second Affiliated Hospital of Nanchang University, Nanchang, People’s Republic of China
| | - Jianting Zhu
- Department of Intensive Care Unit, The Second Affiliated Hospital of Nanchang University, Nanchang, People’s Republic of China
| | - Xiaoyang Lai
- Department of Endocrinology, The Second Affiliated Hospital of Nanchang University, Nanchang, People’s Republic of China
| |
Collapse
|
8
|
Faruqi J, Balasubramanyam A. COVID-19 and diabetes mellitus: a review of the incidence, pathophysiology and management of diabetes during the pandemic. Expert Rev Endocrinol Metab 2023; 18:167-179. [PMID: 36797835 DOI: 10.1080/17446651.2023.2176300] [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: 11/19/2022] [Accepted: 01/31/2023] [Indexed: 02/05/2023]
Abstract
INTRODUCTION The COVID-19 pandemic has changed the landscape of modern medicine on a global scale. An emerging concern is the recognition of a bidirectional relationship between COVID-19 and diabetes. Diabetes is a risk factor for severe COVID-19 illness. Intriguingly, recent epidemiological and in vitro studies suggest that infection with SARS-CoV-2, the causative viral agent of COVID-19, is associated with new-onset diabetes and worsening diabetes control. These factors have affected the management of diabetes. AREAS COVERED This review provides an overview of our current understanding of the incidence and prevalence of diabetes in relation to the COVID-19 pandemic, highlights studies evaluating SARS-CoV-2's beta cell tropism and its effects on insulin secretion and sensitivity and evaluates the impact of the pandemic on diabetes management and metabolic control. EXPERT OPINION Epidemiological studies have noted an increase in the incidence of new-onset diabetes associated with COVID-19 in patients with phenotypes of type 1 diabetes, type 2 diabetes and Ketosis-Prone Diabetes. Prospective studies are needed to fully elucidate the association between COVID-19 and diabetes and to characterize persons at risk of developing diabetes after SARS-CoV-2 infection, identify those who should be screened for diabetes, and determine the natural histories of different forms of diabetes associated with COVID-19.
Collapse
Affiliation(s)
- Jordana Faruqi
- Division of Diabetes, Endocrinology and Metabolism, Baylor College of Medicine, Houston, TX, USA
| | - Ashok Balasubramanyam
- Division of Diabetes, Endocrinology and Metabolism, Baylor College of Medicine, Houston, TX, USA
| |
Collapse
|
9
|
Wu R, Mumtaz M, Maxwell AJ, Isaacs SR, Laiho JE, Rawlinson WD, Hyöty H, Craig ME, Kim KW. Respiratory infections and type 1 diabetes: Potential roles in pathogenesis. Rev Med Virol 2023; 33:e2429. [PMID: 36790804 PMCID: PMC10909571 DOI: 10.1002/rmv.2429] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Revised: 01/13/2023] [Accepted: 01/29/2023] [Indexed: 02/16/2023]
Abstract
Among the environmental factors associated with type 1 diabetes (T1D), viral infections of the gut and pancreas has been investigated most intensely, identifying enterovirus infections as the prime candidate trigger of islet autoimmunity (IA) and T1D development. However, the association between respiratory tract infections (RTI) and IA/T1D is comparatively less known. While there are significant amounts of epidemiological evidence supporting the role of respiratory infections in T1D, there remains a paucity of data characterising infectious agents at the molecular level. This gap in the literature precludes the identification of the specific infectious agents driving the association between RTI and T1D. Furthermore, the effect of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infections on the development of IA/T1D remains undeciphered. Here, we provide a comprehensive overview of the evidence to date, implicating RTIs (viral and non-viral) as potential risk factors for IA/T1D.
Collapse
Affiliation(s)
- Roy Wu
- Discipline of Paediatrics and Child HealthSchool of Clinical MedicineFaculty of Medicine and HealthUniversity of New South WalesRandwickNew South WalesAustralia
- Virology and Serology DivisionNew South Wales Health PathologyPrince of Wales HospitalRandwickNew South WalesAustralia
| | - Mohsin Mumtaz
- Discipline of Paediatrics and Child HealthSchool of Clinical MedicineFaculty of Medicine and HealthUniversity of New South WalesRandwickNew South WalesAustralia
- Virology and Serology DivisionNew South Wales Health PathologyPrince of Wales HospitalRandwickNew South WalesAustralia
| | - Anna J. Maxwell
- Discipline of Paediatrics and Child HealthSchool of Clinical MedicineFaculty of Medicine and HealthUniversity of New South WalesRandwickNew South WalesAustralia
- Virology and Serology DivisionNew South Wales Health PathologyPrince of Wales HospitalRandwickNew South WalesAustralia
| | - Sonia R. Isaacs
- Discipline of Paediatrics and Child HealthSchool of Clinical MedicineFaculty of Medicine and HealthUniversity of New South WalesRandwickNew South WalesAustralia
- Virology and Serology DivisionNew South Wales Health PathologyPrince of Wales HospitalRandwickNew South WalesAustralia
| | - Jutta E. Laiho
- Department of VirologyFaculty of Medicine and Health TechnologyTampere UniversityTampereFinland
| | - William D. Rawlinson
- Discipline of Paediatrics and Child HealthSchool of Clinical MedicineFaculty of Medicine and HealthUniversity of New South WalesRandwickNew South WalesAustralia
- Virology and Serology DivisionNew South Wales Health PathologyPrince of Wales HospitalRandwickNew South WalesAustralia
- School of Biomedical SciencesFaculty of Medicine and HealthUniversity of New South WalesRandwickNew South WalesAustralia
- School of Biotechnology and Biomolecular SciencesFaculty of ScienceUniversity of New South WalesRandwickNew South WalesAustralia
| | - Heikki Hyöty
- Department of VirologyFaculty of Medicine and Health TechnologyTampere UniversityTampereFinland
- Fimlab LaboratoriesTampereFinland
| | - Maria E. Craig
- Discipline of Paediatrics and Child HealthSchool of Clinical MedicineFaculty of Medicine and HealthUniversity of New South WalesRandwickNew South WalesAustralia
- Virology and Serology DivisionNew South Wales Health PathologyPrince of Wales HospitalRandwickNew South WalesAustralia
- Institute of Endocrinology and DiabetesChildren's Hospital at WestmeadSydneyNew South WalesAustralia
- Faculty of Medicine and HealthDiscipline of Child and Adolescent HealthUniversity of SydneySydneyNew South WalesAustralia
| | - Ki Wook Kim
- Discipline of Paediatrics and Child HealthSchool of Clinical MedicineFaculty of Medicine and HealthUniversity of New South WalesRandwickNew South WalesAustralia
- Virology and Serology DivisionNew South Wales Health PathologyPrince of Wales HospitalRandwickNew South WalesAustralia
| |
Collapse
|
10
|
Affiliation(s)
- Rüdiger Groß
- Institute of Molecular Virology, Ulm University Medical Centre, Ulm, Germany
| | - Alexander Kleger
- Institute for Molecular Oncology and Stem Cell Biology, Ulm University Hospital, Ulm, Germany.
- Division of Interdisciplinary Pancreatology, Department of Internal Medicine 1, Ulm University Hospital, Ulm, Germany.
| |
Collapse
|
11
|
Chandrashekhar Joshi S, Pozzilli P. COVID-19 induced Diabetes: A novel presentation. Diabetes Res Clin Pract 2022; 191:110034. [PMID: 35940303 PMCID: PMC9355745 DOI: 10.1016/j.diabres.2022.110034] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Accepted: 08/03/2022] [Indexed: 01/08/2023]
Abstract
INTRODUCTION The COVID-19 pandemic disproportionately affected patients who had comorbid diabetes mellitus. COVID-19 patients with diabetes experience significantly higher rates of complications and mortality. COVID-induced diabetes is a novel phenomenon observed in critically ill patients. The aims of this review were to explore the literature about COVID-induced diabetes and the pathophysiological mechanisms that could lead to this novel presentation. METHODS A literature search was performed using PUBMED, Google Scholar, MEDLINE and Embase for original studies (meta-analyses, cross-sectional studies, case series, case reports) about new-onset diabetes following COVID infection, and the proposed biochemical pathways behind this presentation. It was assumed that the authors of the studies used the current diagnostic criteria for diagnosis of type 1 and type 2 diabetes. RESULTS COVID-19 causes dysregulation of glucose homeostasis leading to new-onset diabetes and hyperglycaemia. This is also seen in patients with no previous risk factors for diabetes mellitus. The atypical glycaemic parameters and increased rates of DKA suggest that COVID-induced diabetes is a novel form of diabetes. A spectrum of COVID-induced diabetes has also been noted. COVID-induced diabetes is associated with remarkably higher mortality rates and worse outcomes compared to COVID-19 patients with pre-existing diabetes. The novel presentation of COVID-induced diabetes could be due to beta cell damage and insulin resistance caused by SARS-CoV-2. CONCLUSION COVID-induced diabetes is essential to detect early, owing to its implications on prognosis. Further studies must include follow-up of these patients to better understand the trajectory of COVID-induced diabetes and the best management plan. It is also important to assess the beta cell function and insulin resistance of COVID-induced diabetes patients over time to better understand the underlying biochemical mechanisms.
Collapse
Affiliation(s)
| | - Paolo Pozzilli
- The Blizard Institute, Centre of Immunobiology, Barts and the London School of Medicine and Dentistry, Queen Mary, University of London, UK; Unit of Endocrinology and Diabetes, Campus Bio-Medico University of Rome, Italy.
| |
Collapse
|
12
|
Mondal S, DasGupta R, Lodh M, Garai R, Choudhury B, Hazra AK, Mondal A, Ganguly A. Stress hyperglycemia ratio, rather than admission blood glucose, predicts in-hospital mortality and adverse outcomes in moderate-to severe COVID-19 patients, irrespective of pre-existing glycemic status. Diabetes Res Clin Pract 2022; 190:109974. [PMID: 35809688 PMCID: PMC9259189 DOI: 10.1016/j.diabres.2022.109974] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/29/2022] [Revised: 06/15/2022] [Accepted: 06/21/2022] [Indexed: 01/08/2023]
Abstract
AIM To compare admission-blood-glucose (ABG) or stress-hyperglycemia-ratio (SHR) performs better in predicting mortality and worse outcomes in COVID-19 patients with (DM) and without known Type 2 Diabetes Mellitus (UDM). METHODS ABG and SHR were tested for 451 patients with moderate-severe COVID-19 infection [DM = 216,47.9%; pre-diabetes = 48,10.6%, UDM = 187,41.4%],who were followed-up to look for in-hospital-mortality (primary outcome) and secondary outcomes (ICU stay or mechanical ventilation, hospital-acquired-sepsis and multiple organ dysfunction syndrome [MODS]). Those with and without SHR ≥ 1.14 were compared; logistic regression was done to identify predictors of outcomes, with subgroup analysis based on pre-existing DM status and COVID-19 severity. RESULTS Those who died (n = 131) or developed ≥ 1 secondary outcomes (n = 218) had higher prevalence of SHR ≥ 1.14, ABG ≥ 180 mg/dl and higher median SHR (pall < 0.01). Those with SHR ≥ 1.14 had higher mortality (53.7%), higher incidence of ≥ 1 secondary outcomes (71.3%) irrespective of pre-existing diabetes status. SHR ≥ 1.14, but not ABG ≥ 180 was an independent predictor of mortality in the whole group (OR: 7.81,4.07-14.98), as also the DM (OR:10.51,4.34-25.45) and UDM (5.40 (1.57-18.55) subgroups. SHR ≥ 1.14 [OR: 4.41 (2.49-7.84)] but not ABG ≥ 180 could independently predict secondary outcomes AUROC of SHR in predicting mortality was significantly higher than ABG in all subgroups. CONCLUSION SHR better predicts mortality and adverse outcomes than ABG in patients with COVID-19, irrespective of pre-existing chronic glycemic status.
Collapse
Affiliation(s)
- Sunetra Mondal
- Department of Endocrinology and Metabolism, HealthWorld Hospitals, Gandhi More, Durgapur, India
| | - Riddhi DasGupta
- Department of Endocrinology and Metabolism, HealthWorld Hospitals, Gandhi More, Durgapur, India.
| | - Moushumi Lodh
- Laboratory Services, Healthworld Hospitals, Gandhi More, Durgapur, India
| | - Ramprasad Garai
- Department of Critical Care Medicine, HealthWorld Hospitals, Gandhi More, Durgapur, India
| | - Brojen Choudhury
- Department of Critical Care Medicine, HealthWorld Hospitals, Gandhi More, Durgapur, India
| | - Arindam Kumar Hazra
- Department of Critical Care Medicine, HealthWorld Hospitals, Gandhi More, Durgapur, India
| | - Aniket Mondal
- Department of Radiology, HealthWorld Hospitals, Gandhi More, Durgapur, India
| | - Arunangshu Ganguly
- Department of Cardiology, HealthWorld Hospitals, Gandhi More, Durgapur, India
| |
Collapse
|
13
|
Jedrzejak AP, Urbaniak EK, Wasko JA, Ziojla N, Borowiak M. Diabetes and SARS-CoV-2-Is There a Mutual Connection? Front Cell Dev Biol 2022; 10:913305. [PMID: 35769263 PMCID: PMC9234398 DOI: 10.3389/fcell.2022.913305] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2022] [Accepted: 05/09/2022] [Indexed: 01/08/2023] Open
Abstract
SARS-CoV-2, a newly emerged virus described for the first time in late 2019, affects multiple organs in humans, including the pancreas. Here, we present the bilateral link between the pathophysiology of diabetes and COVID-19, with diabetes being COVID-19 comorbidity, and a complication of SARS-CoV-2 infection. Analysis of clinical data indicates that patients with chronic conditions like diabetes are at increased risk of severe COVID-19, hospitalization, ICU admission, and death compared to the healthy subjects. Further, we show that SARS-CoV-2 infection might be also associated with the development of new-onset diabetes and diabetic ketoacidosis. We then discuss the options for studying SARS-CoV-2 infection in pancreatic settings, including the use of human pluripotent stem cell-derived pancreatic organoids. Further, we review the presence of SARS-CoV-2 receptors in different pancreatic cell types and the infection efficiency based on pancreatic sections from COVID-19 patients and primary human islet in vitro studies. Finally, we discuss the impact of SARS-CoV-2 infection on human pancreatic cell homeostasis, focusing on β-cells.
Collapse
Affiliation(s)
- Anna P. Jedrzejak
- Institute of Molecular Biology and Biotechnology, Adam Mickiewicz University, Poznan, Poland
| | - Edyta K. Urbaniak
- Institute of Molecular Biology and Biotechnology, Adam Mickiewicz University, Poznan, Poland
| | - Jadwiga A. Wasko
- Institute of Molecular Biology and Biotechnology, Adam Mickiewicz University, Poznan, Poland
| | - Natalia Ziojla
- Institute of Molecular Biology and Biotechnology, Adam Mickiewicz University, Poznan, Poland
| | - Malgorzata Borowiak
- Institute of Molecular Biology and Biotechnology, Adam Mickiewicz University, Poznan, Poland
- Center for Cell and Gene Therapy, Stem Cell and Regenerative Medicine Center, Baylor College of Medicine, Texas Children’s Hospital, Methodist Hospital, Houston, TX, United States
- McNair Medical Institute, Baylor College of Medicine, Houston, TX, United States
| |
Collapse
|