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Park SH, Song SH, Burton F, Arsan C, Jobst B, Feldman M. Machine learning characterization of a rare neurologic disease via electronic health records: a proof-of-principle study on stiff person syndrome. BMC Neurol 2024; 24:272. [PMID: 39097681 PMCID: PMC11297611 DOI: 10.1186/s12883-024-03760-7] [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: 02/01/2024] [Accepted: 07/12/2024] [Indexed: 08/05/2024] Open
Abstract
BACKGROUND Despite the frequent diagnostic delays of rare neurologic diseases (RND), it remains difficult to study RNDs and their comorbidities due to their rarity and hence the statistical underpowering. Affecting one to two in a million annually, stiff person syndrome (SPS) is an RND characterized by painful muscle spasms and rigidity. Leveraging underutilized electronic health records (EHR), this study showcased a machine-learning-based framework to identify clinical features that optimally characterize the diagnosis of SPS. METHODS A machine-learning-based feature selection approach was employed on 319 items from the past medical histories of 48 individuals (23 with a diagnosis of SPS and 25 controls) with elevated serum autoantibodies against glutamic-acid-decarboxylase-65 (anti-GAD65) in Dartmouth Health's EHR to determine features with the highest discriminatory power. Each iteration of the algorithm implemented a Support Vector Machine (SVM) model, generating importance scores-SHapley Additive exPlanation (SHAP) values-for each feature and removing one with the least salient. Evaluation metrics were calculated through repeated stratified cross-validation. RESULTS Depression, hypothyroidism, GERD, and joint pain were the most characteristic features of SPS. Utilizing these features, the SVM model attained precision of 0.817 (95% CI 0.795-0.840), sensitivity of 0.766 (95% CI 0.743-0.790), F-score of 0.761 (95% CI 0.744-0.778), AUC of 0.808 (95% CI 0.791-0.825), and accuracy of 0.775 (95% CI 0.759-0.790). CONCLUSIONS This framework discerned features that, with further research, may help fully characterize the pathologic mechanism of SPS: depression, hypothyroidism, and GERD may respectively represent comorbidities through common inflammatory, genetic, and dysautonomic links. This methodology could address diagnostic challenges in neurology by uncovering latent associations and generating hypotheses for RNDs.
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Affiliation(s)
- Soo Hwan Park
- Geisel School of Medicine at Dartmouth, Hanover, NH, USA
- Department of Neurology, Dartmouth Health, Lebanon, NH, USA
| | - Seo Ho Song
- Department of Psychiatry, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Frederick Burton
- Department of Psychiatry, University of California Los Angeles Health, Los Angeles, CA, USA
| | - Cybèle Arsan
- Department of Psychiatry, Oakland Medical Center, Kaiser Permanente, Oakland, CA, USA
| | - Barbara Jobst
- Geisel School of Medicine at Dartmouth, Hanover, NH, USA
- Department of Neurology, Dartmouth Health, Lebanon, NH, USA
| | - Mary Feldman
- Geisel School of Medicine at Dartmouth, Hanover, NH, USA.
- Department of Neurology, Dartmouth Health, Lebanon, NH, USA.
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Basilisco G, Marchi M, Coletta M. Chronic intestinal pseudo-obstruction in adults: A practical guide to identify patient subgroups that are suitable for more specific treatments. Neurogastroenterol Motil 2024; 36:e14715. [PMID: 37994282 DOI: 10.1111/nmo.14715] [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: 07/30/2023] [Revised: 11/06/2023] [Accepted: 11/10/2023] [Indexed: 11/24/2023]
Abstract
Chronic intestinal pseudo-obstruction is a rare and heterogeneous syndrome characterized by recurrent symptoms of intestinal obstruction with radiological features of dilated small or large intestine with air/fluid levels in the absence of any mechanical occlusive lesion. Several diseases may be associated with chronic intestinal pseudo-obstruction and in these cases, the prognosis and treatment are related to the underlying disease. Also, in its "primary or idiopathic" form, two subgroups of patients should be determined as they require a more specific therapeutic approach: patients whose chronic intestinal pseudo-obstruction is due to sporadic autoimmune/inflammatory mechanisms and patients whose neuromuscular changes are genetically determined. In a context of a widely heterogeneous adult population presenting chronic intestinal pseudo-obstruction, this review aims to summarize a practical diagnostic workup for identifying definite subgroups of patients who might benefit from more specific treatments, based on the etiology of their underlying condition.
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Affiliation(s)
- Guido Basilisco
- Gastroenterology and Endoscopic Unit, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Margherita Marchi
- Neuroalgology Unit, Fondazione IRCCS Istituto Neurologico "Carlo Besta", Milan, Italy
| | - Marina Coletta
- Gastroenterology and Endoscopic Unit, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
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Antibody Testing for Suspected Autoimmune Autonomic Dysfunction and Small Fiber Neuropathies. J Clin Neurophysiol 2021; 38:274-278. [PMID: 34009850 DOI: 10.1097/wnp.0000000000000627] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
SUMMARY Autonomic dysfunction and small fiber neuropathies are heterogeneous disorders with a wide array of potential etiologies. As with other neurologic diseases, autoantibodies specific to neural tissue, either in the setting of cancer or systemic autoimmunity, may cause autonomic abnormalities. Given the complex and varied functions of the autonomic nervous system, however, the presentation of these conditions may be quite variable. This, in addition to pitfalls of autonomic testing especially for the novice, can lead to inaccuracies in recognizing and characterizing these conditions. We now have a large number of autoantibodies available for testing with more in the pipeline thanks to unprecedented developments in the field of neuroimmunology. Those have been very helpful in uncovering potentially treatable mechanisms of autonomic disease, but also pose a challenge to the clinician given their multiplicity and variable specificity. Growing knowledge regarding autoimmune autonomic implications and the autonomic specificities of each antibody, in addition to the increasing attention to the relevance of antibody titers are of utmost importance for clinicians concerned with autonomic neurology. This review attempts to shed a light on the frequently encountered antibodies in relation to autonomic dysfunction.
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Yan J, Chen Z, Liang Y, Yang H, Cao L, Zhou Y, Zhao Y, Zhang Y. Anti-CV2/CRMP5 antibody-positive paraneoplastic neurological syndromes with chronic intestinal pseudo-obstruction in a small-cell lung cancer patient: a case report and literature review. J Int Med Res 2021; 48:300060520974466. [PMID: 33305627 PMCID: PMC7734506 DOI: 10.1177/0300060520974466] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
Patients with anti-CV2/collapsin response mediator protein (CRMP)5 antibodies present with more frequent chorea, cerebellar ataxia, uveo/retinal symptoms, and Lambert–Eaton myasthenic syndrome or myasthenia gravis. Chronic intestinal pseudo-obstruction (CIPO) is an intestinal motility dysfunction disease dysmotility that is caused by a neuromuscular disease with recurrent or persistent intestinal obstruction in the absence of mechanical obstruction. We report the case of a patient with CRMP5 antibody-positive paraneoplastic neurological syndrome (PNS) that is associated with autonomic dysfunction (presenting most remarkably as CIPO). CIPO is one of the rarest forms of PNS. Some PNS patients who are positive for anti-CV2/CRMP5 antibodies may have fatal complications such as CIPO. To detect if PNS patients are at risk for CIPO, a timely diagnosis and appropriate treatment are required.
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Affiliation(s)
- Jinhua Yan
- Department of Neurology and Neuroscience Center, First Hospital of Jilin University, Changchun, China
| | - Zhongbo Chen
- Department of Neurology and Neuroscience Center, First Hospital of Jilin University, Changchun, China
| | - Yumei Liang
- Department of Neurology and Neuroscience Center, First Hospital of Jilin University, Changchun, China
| | - Huijia Yang
- Department of Neurology and Neuroscience Center, First Hospital of Jilin University, Changchun, China
| | - Lizhi Cao
- Department of Neurology and Neuroscience Center, First Hospital of Jilin University, Changchun, China
| | - Yuling Zhou
- Department of Neurology and Neuroscience Center, First Hospital of Jilin University, Changchun, China
| | - Yang Zhao
- Department of Neurology and Neuroscience Center, First Hospital of Jilin University, Changchun, China
| | - Ying Zhang
- Department of Neurology and Neuroscience Center, First Hospital of Jilin University, Changchun, China
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Kesserwani H. Glutamic Acid Decarboxylase (GAD-65) Autoimmunity Associated With Profound Daytime Hypersomnia, Nighttime Insomnia, Mild Autonomic Neuropathy and Axonal Sensori-Motor Polyneuropathy: A Case Report on a New Phenotype. Cureus 2020; 12:e11112. [PMID: 33240708 PMCID: PMC7682535 DOI: 10.7759/cureus.11112] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
Abstract
We describe the case of a 74-year-old fit and healthy man who developed a profound sleep disorder characterized by mid-day hypersomnia and debilitating insomnia. A wide range of therapies, including a large number of stimulants and hypnotics with multiple different mechanisms of action, failed to improve his condition. Trials with oral prosthetic devices and a wide range of face masks with positive pressure assistance and multiple continuous positive airway pressure (CPAP) titration studies failed to help. Along with his sleep disorder, our patient developed a slowly evolving axonal sensorimotor polyneuropathy with a subtle autonomic neuropathy. Due to the latter two conditions, a comprehensive paraneoplastic panel was obtained and revealed extremely high titer glutamic acid decarboxylase (GAD-65) autoantibodies. This was confirmed by three independent laboratories and by cerebrospinal fluid staining of rat hippocampus, revealing the classic tram-track lines along the dentate gyrus. Our patient was treated empirically with intravenous immunoglobulin. We believe that our case reveals a unique syndrome related to GAD-65 autoantibodies and adds to the growing list of GAD-65 associated diseases. This case is particularly provocative as it raises the idea to check for GAD-65 autoimmunity in patients who suffer from a profound sleep disorder resistant to conventional treatment.
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Nakane S, Mukaino A, Ihara E, Ogawa Y. Autoimmune gastrointestinal dysmotility: the interface between clinical immunology and neurogastroenterology. Immunol Med 2020; 44:74-85. [DOI: 10.1080/25785826.2020.1797319] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Affiliation(s)
- Shunya Nakane
- Department of Molecular Neurology and Therapeutics, Kumamoto University Hospital, Kumamoto, Japan
| | - Akihiro Mukaino
- Department of Molecular Neurology and Therapeutics, Kumamoto University Hospital, Kumamoto, Japan
| | - Eikichi Ihara
- Department of Gastroenterology and Metabolism, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
- Department of Medicine and Bioregulatory Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Yoshihiro Ogawa
- Department of Medicine and Bioregulatory Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
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Nguyen A, de Boysson H, Audrey F, Yameogo S, Aouba A. Chronic intestinal pseudo-obstruction with dilated biliary tract as a spectrum of stiff person syndrome in a nondiabetic patient. JOURNAL OF MUSCULOSKELETAL & NEURONAL INTERACTIONS 2019; 19:526-530. [PMID: 31789305 PMCID: PMC6944797] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Stiff person syndrome (SPS) is a rare and challenging neuromuscular junction disorder with typical musculoskeletal manifestations associated with anti-GAD65 antibodies, extra rheumatological manifestations, including neuropsychiatric symptoms and severe dysautonomic troubles. Chronic intestinal pseudo-obstruction (CIPO) is also a rare condition corresponding to a sub-occlusive syndrome, resulting from the functional or structural impairment of smooth neuromuscular tissues of the intestinal tract. In the clinical spectrum of SPS, CIPO has rarely been described and dilated biliary tract has never been described. This present report is therefore the first in the context of anti-GAD65 antibodies with the additional involvement of the biliary tract. Here, we report the case of a 44-year-old woman hospitalized for a rapidly progressive CIPO associated with dilated biliary tract, revealing a typical SPS with slowly progressive rheumatologic complaints relegated to the background. The concomitant improvement of the neuromuscular function on skeletal, intestinal and biliary tree systems with the good outcomes of anti-GAD65 titer under immunosuppressant drugs, allowed us to link all three organic involvements to the antibody pathogenicity on the respective neuromuscular junctions. Therefore, we discussed their common pathogeny based on our patient's treatment outcome.
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Affiliation(s)
- Alexandre Nguyen
- Department of Internal Medicine, Caen University Hospital, France; Normandy University, Caen, France
| | - Hubert de Boysson
- Department of Internal Medicine, Caen University Hospital, France; Normandy University, Caen, France
| | - Fohlen Audrey
- Department of Radiology, Caen University Hospital, France; Normandy University, Caen, France
| | - Seydou Yameogo
- Department of Internal Medicine, Caen University Hospital, France; Normandy University, Caen, France
| | - Achille Aouba
- Department of Internal Medicine, Caen University Hospital, France; Normandy University, Caen, France,Corresponding author: Achille Aouba, MD, PhD, Department of Internal Medicine, Caen University Hospital, Avenue de la Côte de Nacre, 14000 Caen, France E-mail:
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Mauro A, Basilisco G, Franchina M, Elvevi A, Pugliese D, Conte D, Penagini R. Oesophageal motor function in chronic intestinal idiopathic pseudo-obstruction: A study with high-resolution manometry. Dig Liver Dis 2018; 50:142-146. [PMID: 29089268 DOI: 10.1016/j.dld.2017.10.008] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/06/2017] [Revised: 10/08/2017] [Accepted: 10/09/2017] [Indexed: 12/11/2022]
Abstract
BACKGROUND Chronic intestinal idiopathic pseudo-obstruction (idiopathic CIPO) is a rare heterogeneous condition for which the different phenotypes are difficult to be established. Oesophageal motility has shown to be impaired in patients with idiopathic CIPO at traditional manometry, whereas no studies have assessed it by high resolution manometry (HRM). AIMS To evaluate oesophageal motility by HRM in patients with idiopathic CIPO. METHODS 14 patients with idiopathic CIPO underwent oesophageal HRM. Multiple rapid swallows (MRS) were performed in order to evaluate contraction reserve. The Chicago Classification 3.0 was used to classify the oesophageal motility disorders. RESULTS One idiopathic CIPO patient had type-II achalasia, one aperistalsis and 12 had minor disorder of peristalsis (11 ineffective oesophageal motility and one fragmented peristalsis). These minor disorders were not significantly different from those of 50 other consecutive patients who underwent HRM for dysphagia or GERD and received the diagnosis of ineffective oesophageal motility. Three of the 12 idiopathic CIPO patients with minor disorder of peristalsis had no contraction reserve after MRS. CONCLUSIONS HRM is able to identify different grades of oesophageal motor impairment in patients with idiopathic CIPO. Presence of major oesophageal dismotility or absent contraction reserve suggest a more severe and widespread motor disorder.
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Affiliation(s)
- Aurelio Mauro
- Gastroenterology and Endoscopy Unit, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Department of Pathophysiology and Transplantation; Università degli Studi di Milano, Italy.
| | - Guido Basilisco
- Gastroenterology and Endoscopy Unit, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Department of Pathophysiology and Transplantation; Università degli Studi di Milano, Italy
| | - Marianna Franchina
- Gastroenterology and Endoscopy Unit, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Department of Pathophysiology and Transplantation; Università degli Studi di Milano, Italy
| | - Alessandra Elvevi
- Gastroenterology and Endoscopy Unit, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Department of Pathophysiology and Transplantation; Università degli Studi di Milano, Italy
| | - Delia Pugliese
- Gastroenterology and Endoscopy Unit, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Department of Pathophysiology and Transplantation; Università degli Studi di Milano, Italy
| | - Dario Conte
- Gastroenterology and Endoscopy Unit, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Department of Pathophysiology and Transplantation; Università degli Studi di Milano, Italy
| | - Roberto Penagini
- Gastroenterology and Endoscopy Unit, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Department of Pathophysiology and Transplantation; Università degli Studi di Milano, Italy
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Fileccia E, Rinaldi R, Liguori R, Incensi A, D'Angelo R, Giannoccaro MP, Donadio V. Post-ganglionic autonomic neuropathy associated with anti-glutamic acid decarboxylase antibodies. Clin Auton Res 2016; 27:51-55. [PMID: 27913968 DOI: 10.1007/s10286-016-0390-6] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2016] [Accepted: 11/18/2016] [Indexed: 12/26/2022]
Abstract
PURPOSE Antibodies to glutamic acid decarboxylase (GAD-Abs) have been associated with several conditions, rarely involving the autonomic nervous system. Here, we describe two patients complaining of autonomic symptoms in whom a post-ganglionic autonomic neuropathy has been demonstrated in association with significantly elevated serum and CSF GAD-Abs levels. METHODS Patients underwent nerve conduction studies, sympathetic skin response testing, evaluation of autonomic control of the cardiovascular system and skin biopsy. Also, serum screening to exclude predisposing causes of peripheral neuropathy was performed. Anti-GAD65 antibodies were evaluated in serum and CSF. RESULTS GAD-Abs titer was increased in both serum and CSF in both patients. Sympathetic skin response was absent and skin biopsy revealed a non-length-dependent small-fiber neuropathy with sympathetic cholinergic and adrenergic post-ganglionic damage in both patients. Nerve conduction studies and evaluation of autonomic control of the cardiovascular system were normal in both patients. Both patients were treated with steroids with good, but partial, (patient 2) recovery of the autonomic dysfunctions. CONCLUSIONS Although the pathophysiological mechanisms involved are not fully defined, GAD-abs positivity in serum and CSF should be searched in patients with autonomic neuropathy when no other acquired causes are evident. This positivity may help to clarify autoimmune etiology and, subsequently, to consider immunomodulatory treatment.
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Affiliation(s)
- E Fileccia
- Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy.
| | - R Rinaldi
- Neurology Unit, S. Orsola-Malpighi Hospital, Bologna, Italy
| | - R Liguori
- Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy.,IRCCS Institute of Neurological Sciences of Bologna, Bologna, Italy
| | - A Incensi
- IRCCS Institute of Neurological Sciences of Bologna, Bologna, Italy
| | - R D'Angelo
- Neurology Unit, S. Orsola-Malpighi Hospital, Bologna, Italy
| | - M P Giannoccaro
- Department of Biomedical and Neuromotor Sciences, University of Bologna, Bologna, Italy
| | - V Donadio
- IRCCS Institute of Neurological Sciences of Bologna, Bologna, Italy
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Delic-Sarac M, Mutevelic S, Karamehic J, Subasic D, Jukic T, Coric J, Ridjic O, Panjeta M, Zunic L. ELISA Test for Analyzing of Incidence of Type 1 Diabetes Autoantibodies (GAD and IA2) in Children and Adolescents. Acta Inform Med 2016; 24:61-5. [PMID: 27041813 PMCID: PMC4789625 DOI: 10.5455/aim.2016.24.61-65] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2015] [Accepted: 01/07/2016] [Indexed: 12/30/2022] Open
Abstract
Introduction: Anti GAD (antibodies on glutamic acid decarboxylase) and anti-IA2 antibodies (against tyrosine phosphatase), today, have their place and importance in diagnosis and prognosis of Type 1 diabetes. Huge number of patients with diabetes mellitus type 1 have these antibodies. Insulin antibodies are of critical importance in diagnosis of diabetes mellitus type 1 for pediatric population. Materials and methods: During 2014, the samples of 80 patients from Clinical Center University Sarajevo (CCUS) Pediatrics clinic’s, Endocrinology department were analyzed on anti-GAD and IA2 antibodies. The samples of serums of all patients were analyzed with ELISA tests using Anti GAD ELISA (IgG) kites from EUROIMMUN company. These are quantitative in vitro tests for human antibodies against decarboxylase of glutamine acid (GAD) and IA2, in serum or EDTA plasm. Results: During the period of one year, in CCUS’s Organizational unit, Institute for Clinical Immunology, 80 samples of patients with anti GAD and IA2 antibodies were analyzed. Out of total number of samples, 41 were male patients, or 51% and 39 female, or 49%. The youngest patient was born in 2012, and the oldest in 1993. Age average was represented by the patients born in 2001. Share of positive results for IA2 antibodies and GAD antibodies was 37% for IA2 antibodies, and 63% for GAD antibodies. Discussion: During an autoimmune – mediated Diabetes mellitus type 1 leads to T-cell mediated destruction of beta cells of pancreatic islets, reduced production of insulin and glucose metabolism. Studies have shown that these bodies are the most intense single marker for identifying persons with increased risk for diabetes development.
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Affiliation(s)
- Marina Delic-Sarac
- Department of Clinical Immunology, Clinical Center University of Sarajevo, Sarajevo, Bosnia and Herzegovina
| | - Selma Mutevelic
- Department of Biomedicine and Health, Medical Faculty, Josip Juraj Štrosmajer University, Osijek, Croatia
| | - Jasenko Karamehic
- Department of Clinical Immunology, Clinical Center University of Sarajevo, Sarajevo, Bosnia and Herzegovina
| | - Djemo Subasic
- Department of Clinical Immunology, Clinical Center University of Sarajevo, Sarajevo, Bosnia and Herzegovina
| | - Tomislav Jukic
- Department of Biomedicine and Health, Medical Faculty, Josip Juraj Štrosmajer University, Osijek, Croatia
| | - Jozo Coric
- Department of Clinical Chemistry and Biochemistry, Clinical Center University of Sarajevo, Sarajevo, Bosnia and Herzegovina
| | - Ognjen Ridjic
- Sarajevo School of Science and Technology (SSST), Economics Department, International University of Sarajevo (IUS), Sarajevo, Bosnia and Herzegovina
| | - Mirsad Panjeta
- Faculty for Health Sciences, University of Zenica, Bosnia and Herzegovina
| | - Lejla Zunic
- Faculty for Health Sciences, University of Zenica, Bosnia and Herzegovina
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