scholarly journals Multimodal Machine Learning-based Knee Osteoarthritis Progression Prediction from Plain Radiographs and Clinical Data

2019 ◽  
Vol 9 (1) ◽  
Author(s):  
Aleksei Tiulpin ◽  
Stefan Klein ◽  
Sita M. A. Bierma-Zeinstra ◽  
Jérôme Thevenot ◽  
Esa Rahtu ◽  
...  
Keyword(s):  
Machine Learning ◽  
Drug Development ◽  
Knee Osteoarthritis ◽  
Total Joint Replacement ◽  
Selection Process ◽  
Symptomatic Relief ◽  
Treatment Options ◽  
Current Treatment ◽  
Subject Selection ◽  
Progression Prediction

AbstractKnee osteoarthritis (OA) is the most common musculoskeletal disease without a cure, and current treatment options are limited to symptomatic relief. Prediction of OA progression is a very challenging and timely issue, and it could, if resolved, accelerate the disease modifying drug development and ultimately help to prevent millions of total joint replacement surgeries performed annually. Here, we present a multi-modal machine learning-based OA progression prediction model that utilises raw radiographic data, clinical examination results and previous medical history of the patient. We validated this approach on an independent test set of 3,918 knee images from 2,129 subjects. Our method yielded area under the ROC curve (AUC) of 0.79 (0.78–0.81) and Average Precision (AP) of 0.68 (0.66–0.70). In contrast, a reference approach, based on logistic regression, yielded AUC of 0.75 (0.74–0.77) and AP of 0.62 (0.60–0.64). The proposed method could significantly improve the subject selection process for OA drug-development trials and help the development of personalised therapeutic plans.

scholarly journals Injections in the osteoarthritic knee: a review of current treatment options

2021 ◽  
Vol 6 (6) ◽  
pp. 501-509
Author(s):  
Gerardo Fusco ◽  
Francesco M. Gambaro ◽  
Berardo Di Matteo ◽  
Elizaveta Kon
Keyword(s):  
Platelet Rich Plasma ◽  
Symptomatic Relief ◽  
Treatment Options ◽  
Cartilage Degradation ◽  
Current Treatment ◽  
Biologic Agents ◽  
Knee Oa ◽  
Molecular Approaches

Knee osteoarthritis is a degenerative condition characterized by progressive cartilage degradation, subchondral damage, and bone remodelling. Among the approaches implemented to achieve symptomatic and functional improvements, injection treatments have gained increasing attention due to the possibility of intra-articular delivery with reduced side effects compared to systemic therapies. In addition to well-established treatment options such as hyaluronic acid (HA), cortico-steroids (CS) and oxygen-ozone therapy, many other promising products have been employed in the last decades such as polydeoxyribonucleotide (PDRN) and biologic agents such as platelet-rich plasma (PRP) and mesenchymal stem cells (MSCs). Moreover, ultrasound-guided intra-meniscal injection and X-ray-guided subchondral injection techniques have been introduced into clinical practice. Even when not supported by high evidence consensus, intra-articular CS and HA injections have gained precise indications for symptomatic relief and clinical improvement in OA. Biological products are strongly supported by in vitro evidence but there is still a lack of robust clinical evidence. PRP and MSCs seem to relieve OA symptoms through a regulation of the joint homeostasis, even if their capability to restore articular cartilage is still to be proved in vivo. Due to increasing interest in the subchondral bone pathology, subchondral injections have been developed with promising results in delaying joint replacement. Nevertheless, due to their recent development and the heterogeneity of the injected products (biologic agents or calcium phosphate), this approach still lacks strong enough evidence to be fully endorsed. Combined biological treatments, nano-molecular approaches, monoclonal antibodies and ‘personalized’ target therapies are currently under development or under investigation with the aim of expanding our armamentarium against knee OA. Cite this article: EFORT Open Rev 2021;6:501-509. DOI: 10.1302/2058-5241.6.210026

scholarly journals Treatment of Refractory Postural Tachycardia Syndrome with Subcutaneous Octreotide Delivered Using an Insulin Pump

2015 ◽  
Vol 2015 ◽  
pp. 1-4 ◽  
Author(s):  
Muhammad Khan ◽  
Jing Ouyang ◽  
Karen Perkins ◽  
John Somauroo ◽  
Franklin Joseph
Keyword(s):  
Insulin Pump ◽  
Orthostatic Intolerance ◽  
Symptomatic Relief ◽  
Treatment Options ◽  
Current Treatment ◽  
Postural Tachycardia Syndrome ◽  
Treatment Regimens ◽  
Postural Tachycardia ◽  
Novel Treatment

Postural Tachycardia Syndrome (PoTS) represents a disorder of the autonomic nervous system that results in symptoms of orthostatic intolerance. Despite having a severe impact on the patient’s quality of life, the current treatment options for PoTS are based on limited evidence. Subsequently, this results in clinicians having to utilise a variety of treatment regimens in the hope of successfully providing symptomatic relief. However, the options available for PoTS are not without significant side effects that can worsen an already debilitating condition. Our cases provide a further novel treatment option for clinicians to consider in PoTS refractory to established treatments.

scholarly journals Review of Rifaximin: Latest Treatment Frontier for Irritable Bowel Syndrome Mechanism of Action and Clinical Profile

2017 ◽  
Vol 10 ◽  
pp. 117955221772890 ◽  
Author(s):  
Kamesh Gupta ◽  
Harparam Singh Ghuman ◽  
Shivani Vijay Handa
Keyword(s):  
Irritable Bowel Syndrome ◽  
Mechanism Of Action ◽  
Symptomatic Relief ◽  
Treatment Options ◽  
Bacterial Overgrowth ◽  
Gastrointestinal Disorder ◽  
Small Intestinal Bacterial Overgrowth ◽  
Current Treatment ◽  
Predominant Type ◽  
Irritable Bowel

Background: Irritable bowel syndrome is classified as a functional gastrointestinal disorder with the primary symptom of abdominal pain in conjunction with bloating and bowel movement disorder. It affects up to 15% of the world’s population. Among its subtypes, the most common is diarrhoea predominant. However, the current treatment options for diarrhoea-predominant irritable bowel syndrome have had not very promising results; most, such as antispasmodics, only provide partial symptomatic relief. Treatment with antidepressants and alosetron (a 5HT3 antagonist) has shown the most promise to date. The latest drug to be approved for the treatment of irritable bowel syndrome-diarrhoea is rifaximin, which was approved in May 2015. It is a minimally absorbed antibiotic that is used to change the gut microbiota. Small intestinal bacterial overgrowth is one of the causes suggested for irritable bowel syndrome, particularly for the diarrhoea-predominant type. There are various methods for detecting bacterial overgrowth, the simplest of which is breath tests. Rifaximin has been shown to be of benefit to these patients. Purpose: The purpose of the study is to discuss the potential mechanism of action of rifaximin, a minimally absorbed antibiotic. In addition, we evaluate the various clinical trials undertaken to study the efficacy and safety profile of rifaximin.

An Overview of Dementias

2012 ◽  
Vol 21 (3) ◽  
pp. 75-84
Author(s):  
Venkata Vijaya K. Dalai ◽  
Jason E. Childress ◽  
Paul E Schulz
Keyword(s):  
Clinical Presentation ◽  
Treatment Options ◽  
Current Treatment ◽  
Great Variability ◽  
Health Concern ◽  
Public Health Concern ◽  
Life Threatening ◽  
The Common ◽  
Neurodegenerative Dementias ◽  
Made In

Dementia is a major public health concern that afflicts an estimated 24.3 million people worldwide. Great strides are being made in order to better diagnose, prevent, and treat these disorders. Dementia is associated with multiple complications, some of which can be life-threatening, such as dysphagia. There is great variability between dementias in terms of when dysphagia and other swallowing disorders occur. In order to prepare the reader for the other articles in this publication discussing swallowing issues in depth, the authors of this article will provide a brief overview of the prevalence, risk factors, pathogenesis, clinical presentation, diagnosis, current treatment options, and implications for eating for the common forms of neurodegenerative dementias.

Initiation of Clozapine Therapy in a Patient With Preexisting Leukopenia: A Discussion of the Rationale of Current Treatment Options

2001 ◽  
Vol 13 (4) ◽  
pp. 233-237 ◽  
Author(s):  
Roger Boshes ◽  
Theo Manschreck ◽  
Jean Desrosiers ◽  
Steven Candela ◽  
Meredith Hanrahan-Boshes
Keyword(s):  
Treatment Options ◽  
Current Treatment ◽  
Clozapine Therapy

Nano Drug Delivery in Treatment of Oral Cancer, A Review of the Literature

2019 ◽  
Vol 20 (10) ◽  
pp. 1008-1017 ◽  
Author(s):  
Vandita Kakkar ◽  
Manoj Kumar Verma ◽  
Komal Saini ◽  
Indu Pal Kaur
Keyword(s):  
Drug Delivery ◽  
Oral Cancer ◽  
Treatment Options ◽  
Oral Submucous Fibrosis ◽  
Survival Rates ◽  
Cancer Therapeutics ◽  
Developed Countries ◽  
Current Treatment ◽  
Poor Overall Survival ◽  
Hereditary Disorders

Oral Cancer (OC) is a serious and growing problem which constitutes a huge burden on people in more and less economically developed countries alike. The scenario is clearly depicted from the increase in the expected number of new cases in the US diagnosed with OC from 49,670 people in 2016, to 49,750 cases in 2017. The situation is even more alarming in India, with 75,000 to 80,000 new cases being reported every year, thus making it the OC capital of the world. Leukoplakia, erythroplakia, oral lichen planus, oral submucous fibrosis, discoid lupus erythmatosus, hereditary disorders such as dyskeratosis congenital and epidermolisys bullosa are highlighted by WHO expert working group as the predisposing factors increasing the risk of OC. Consumption of tobacco and alcohol, genetic factors, and human papilloma virus are assigned as the factors contributing to the aetiology of OC. On the other hand, pathogenesis of OC involves not only apoptosis but also pain, inflammation and oxidative stress. Inspite of current treatment options (surgery, radiotherapy, and chemotherapy), OC is often associated with recurrence and formation of secondary primary tumours resulting in poor overall survival rates (∼50%). The intervention of nano technology-based drug delivery systems as therapeutics for cancers is often viewed as a cutting edge for technologists. Though ample literature on the usefulness of nano-coutured cancer therapeutics, rarely any product is in pipeline. Yet, despite all the hype about nanotechnology, there are few ongoing trials. This review discusses the current and future trends of nano-based drug delivery for the treatment of OC.

In Silico Machine Learning Methods in Drug Development

2014 ◽  
Vol 14 (16) ◽  
pp. 1913-1922 ◽  
Author(s):  
Dimitar Dobchev ◽  
Girinath Pillai ◽  
Mati Karelson
Keyword(s):  
Machine Learning ◽  
Drug Development ◽  
In Silico ◽  
Learning Methods ◽  
Machine Learning Methods

Precision medicine-based machine learning analyses to explore optimal exercise therapies for individuals with knee osteoarthritis

2021 ◽  
Vol 29 ◽  
pp. S397-S398
Author(s):  
S. Kim ◽  
M.R. Kosorok ◽  
L. Arbeeva ◽  
T. Schwartz ◽  
Y.M. Golightly ◽  
...  
Keyword(s):  
Machine Learning ◽  
Knee Osteoarthritis ◽  
Precision Medicine

scholarly journals Role of Dendritic Cell in Diabetic Nephropathy

2021 ◽  
Vol 22 (14) ◽  
pp. 7554
Author(s):  
Hyunwoo Kim ◽  
Miyeon Kim ◽  
Hwa-Young Lee ◽  
Ho-Young Park ◽  
Hyunjhung Jhun ◽  
...  
Keyword(s):  
T Cells ◽  
Diabetic Nephropathy ◽  
Microvascular Complications ◽  
Treatment Options ◽  
Renal Tissue ◽  
Current Treatment ◽  
Diabetic Patients ◽  
Activated T Cells ◽  
Stage Renal Disease ◽  
Incident Cases

Diabetic nephropathy (DN) is one of the most significant microvascular complications in diabetic patients. DN is the leading cause of end-stage renal disease, accounting for approximately 50% of incident cases. The current treatment options, such as optimal control of hyperglycemia and elevated blood pressure, are insufficient to prevent its progression. DN has been considered as a nonimmune, metabolic, or hemodynamic glomerular disease initiated by hyperglycemia. However, recent studies suggest that DN is an inflammatory disease, and immune cells related with innate and adaptive immunity, such as macrophage and T cells, might be involved in its development and progression. Although it has been revealed that kidney dendritic cells (DCs) accumulation in the renal tissue of human and animal models of DN require activated T cells in the kidney disease, little is known about the function of DCs in DN. In this review, we describe kidney DCs and their subsets, and the role in the pathogenesis of DN. We also suggest how to improve the kidney outcomes by modulating kidney DCs optimally in the patients with DN.

Sign in / Sign up

Export Citation Format

Share Document