A machine learning analysis to predict the response to intravenous and subcutaneous immunoglobulin in inflammatory myopathies. A proposal for a future multi-omics approach in autoimmune diseases

Replacement and Immunomodulatory Activities of 20% Subcutaneous Immunoglobulin Treatment: A Single-Center Retrospective Study in Autoimmune Myositis and CVID Patients

(2022) Maria Giovanna Danieli et al.   Frontiers in Immunology

Autoantibodies targeting GPCRs and RAS-related molecules associate with COVID-19 severity

(2022) Otavio Cabral-Marques et al.   Nature Communications

Real life picture of the use of intravenous immunoglobulins in idiopathic inflammatory myopathies: Results of a multicentric study

(2021) Simone Barsotti et al.   AUTOIMMUNITY REVIEWS

Machine Learning in Liver Transplantation: a tool for some unsolved questions?

(2021) Alberto Ferrarese et al.   TRANSPLANT INTERNATIONAL

Predictors, Outcome and Characteristics of Oropharyngeal Dysphagia in Idiopathic Inflammatory Myopathy

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Texture analysis of muscle MRI: machine learning-based classifications in idiopathic inflammatory myopathies

(2021) Keita Nagawa et al.   Scientific Reports

A novel CT scoring method predicts the prognosis of interstitial lung disease associated with anti-MDA5 positive dermatomyositis

(2021) Wenwen Xu et al.   Scientific Reports

Vitamin D and Folate as Predictors of MMSE in Alzheimer’s Disease: A Machine Learning Analysis

(2021) Giuseppe Murdaca et al.   Diagnostics

Efficacy and safety of intravenous and subcutaneous immunoglobulin therapy in idiopathic inflammatory myopathy: A systematic review and meta-analysis

(2021) Rudra Prosad Goswami et al.   AUTOIMMUNITY REVIEWS

Gaussian noise up-sampling is better suited than SMOTE and ADASYN for clinical decision making

(2021) Jacqueline Beinecke et al.   BioData Mining

A Machine Learning Application to Predict Early Lung Involvement in Scleroderma: A Feasibility Evaluation

(2021) Giuseppe Murdaca et al.   Diagnostics

Precision health: A pragmatic approach to understanding and addressing key factors in autoimmune diseases

(2020) Karsten Conrad et al.   AUTOIMMUNITY REVIEWS

Machine learning algorithms reveal unique gene expression profiles in muscle biopsies from patients with different types of myositis

(2020) Iago Pinal-Fernandez et al.   ANNALS OF THE RHEUMATIC DISEASES

Long-term efficacy of adding intravenous immunoglobulins as treatment of refractory dysphagia related to myositis: a retrospective analysis

(2020) Margherita Giannini et al.   RHEUMATOLOGY

Machine Learning–Based Model for Prediction of Outcomes in Acute Stroke

(2019) JoonNyung Heo et al.   STROKE

Machine learning for clinical decision support in infectious diseases: A narrative review of current applications

(2019) Nathan Peiffer-Smadja et al.   CLINICAL MICROBIOLOGY AND INFECTION

Intravenous immunoglobulin is an effective treatment for refractory cutaneous dermatomyositis

(2018) F. Galimberti et al.   CLINICAL AND EXPERIMENTAL DERMATOLOGY

Update on outcome assessment in myositis

(2018) Lisa G. Rider et al.   Nature Reviews Rheumatology

Classification of myositis

(2018) Ingrid E. Lundberg et al.   Nature Reviews Rheumatology

Subclinical Cardiac Dysfunction in Polymyositis and Dermatomyositis: A Speckle-tracking Case-control Study

(2017) Federico Guerra et al.   JOURNAL OF RHEUMATOLOGY

Automated diagnosis of myositis from muscle ultrasound: Exploring the use of machine learning and deep learning methods

(2017) Philippe Burlina et al.   PLoS One

Anti-HMGCR antibodies as a biomarker for immune-mediated necrotizing myopathies: A history of statins and experience from a large international multi-center study

(2016) Lucile Musset et al.   AUTOIMMUNITY REVIEWS

Shift from intravenous or 16% subcutaneous replacement therapy to 20% subcutaneous immunoglobulin in patients with primary antibody deficiencies

(2016) Clementina Canessa et al.   INTERNATIONAL JOURNAL OF IMMUNOPATHOLOGY AND PHARMACOLOGY

Inflammatory Muscle Diseases

(2015) Marinos C. Dalakas   NEW ENGLAND JOURNAL OF MEDICINE

Functional outcome and prognostic factors in anti-Jo1 patients with antisynthetase syndrome

(2013) Isabelle Marie et al.   ARTHRITIS RESEARCH & THERAPY

Predictors of survival in a cohort of patients with polymyositis and dermatomyositis: effect of corticosteroids, methotrexate and azathioprine

(2012) Elena Schiopu et al.   ARTHRITIS RESEARCH & THERAPY

Morbidity and Mortality in Adult Polymyositis and Dermatomyositis

(2012) Isabelle Marie   Current Rheumatology Reports

Measures of adult and juvenile dermatomyositis, polymyositis, and inclusion body myositis: Physician and Patient/Parent Global Activity, Manual Muscle Testing (MMT), Health Assessment Questionnaire (HAQ)/Childhood Health Assessment Questionnaire (C-HAQ),

(2011) Lisa G. Rider et al.   ARTHRITIS CARE & RESEARCH

Subcutaneous immunoglobulin in polymyositis and dermatomyositis: A novel application

(2010) Maria Giovanna Danieli et al.   AUTOIMMUNITY REVIEWS

Effect of early treatment in polymyositis and dermatomyositis

(2010) Farhad Shahram et al.   NEUROLOGY INDIA

Comparison between swallowing-related and limb muscle involvement in dermatomyositis patients

(2010) SJ Kim et al.   SCANDINAVIAN JOURNAL OF RHEUMATOLOGY

Intravenous immunoglobulins for steroid-refractory esophageal involvement related to polymyositis and dermatomyositis: A series of 73 patients

(2010) I. Marie et al.   ARTHRITIS CARE & RESEARCH

Damage extent and predictors in adult and juvenile dermatomyositis and polymyositis as determined with the myositis damage index

(2009) Lisa G. Rider et al.   ARTHRITIS AND RHEUMATISM