Assessment and risk prediction of frailty using texture-based muscle ultrasound image analysis and machine learning techniques

Opportunistic Screening: Radiology Scientific Expert Panel

(2023) Perry J. Pickhardt et al.   RADIOLOGY

Quantitative Muscle Ultrasonography Using 2D Textural Analysis: A Novel Approach to Assess Skeletal Muscle Structure and Quality in Chronic Kidney Disease

(2021) Thomas J. Wilkinson et al.   ULTRASONIC IMAGING

Diagnostic Performance of Muscle Echo Intensity and Fractal Dimension for the Detection of Frailty Phenotype

(2021) Rebeca Mirón Mombiela et al.   ULTRASONIC IMAGING

Quantitative neuromuscular ultrasound analysis as biomarkers in amyotrophic lateral sclerosis

(2019) José Ríos-Díaz et al.   EUROPEAN RADIOLOGY

Importance of medical data preprocessing in predictive modeling and risk factor discovery for the frailty syndrome

(2019) Andreas Philipp Hassler et al.   BMC Medical Informatics and Decision Making

Frailty assessment: from clinical to radiological tools

(2019) Itay Bentov et al.   BRITISH JOURNAL OF ANAESTHESIA

Classifying brain metastases by their primary site of origin using a radiomics approach based on texture analysis: a feasibility study

(2018) Rafael Ortiz-Ramón et al.   EUROPEAN RADIOLOGY

Magnetic Resonance Imaging–Based Grading of Cartilaginous Bone Tumors

(2018) Benjamin Fritz et al.   INVESTIGATIVE RADIOLOGY

Simple Method of Screening for Frailty in Older Adults Using a Chronometer and Tape Measure in Clinic

(2018) Hee-Won Jung et al.   JOURNAL OF THE AMERICAN GERIATRICS SOCIETY

Predicting mortality and incident immobility in older Belgian men by characteristics related to sarcopenia and frailty

(2018) C. Kruse et al.   OSTEOPOROSIS INTERNATIONAL

OUP accepted manuscript

(2018)   AGE AND AGEING

Role of texture analysis in breast MRI as a cancer biomarker: A review

(2018) Rhea D. Chitalia et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Ultrasonic Echo Intensity as a New Noninvasive In Vivo Biomarker of Frailty

(2017) Rebeca Mirón Mombiela et al.   JOURNAL OF THE AMERICAN GERIATRICS SOCIETY

Muscle Ultrasound and Sarcopenia in Older Individuals: A Clinical Perspective

(2017) Andrea Ticinesi et al.   Journal of the American Medical Directors Association

Differential Characteristics of Skeletal Muscle in Community-Dwelling Older Adults

(2017) Minoru Yamada et al.   Journal of the American Medical Directors Association

Neurogenic and Myogenic Diseases: Quantitative Texture Analysis of Muscle US Data for Differentiation

(2017) Kazuki Sogawa et al.   RADIOLOGY

Can Sarcopenia Quantified by Ultrasound of the Rectus Femoris Muscle Predict Adverse Outcome of Surgical Intensive Care Unit Patients as well as Frailty? A Prospective, Observational Cohort Study

(2016) Noomi Mueller et al.   ANNALS OF SURGERY

Frailty: An Emerging Public Health Priority

(2016) Matteo Cesari et al.   Journal of the American Medical Directors Association

Radiomics: Images Are More than Pictures, They Are Data

(2016) Robert J. Gillies et al.   RADIOLOGY

Age-related frailty and its association with biological markers of ageing

(2015) Arnold Mitnitski et al.   BMC Medicine

Frailty in the clinical scenario

(2015) Leocadio Rodriguez-Mañas et al.   LANCET

A radiomics model from joint FDG-PET and MRI texture features for the prediction of lung metastases in soft-tissue sarcomas of the extremities

(2015) M Vallières et al.   PHYSICS IN MEDICINE AND BIOLOGY

Geriatric Trauma: A Radiologist’s Guide to Imaging Trauma Patients Aged 65 Years and Older

(2015) Claudia T. Sadro et al.   RADIOGRAPHICS

Metrology Standards for Quantitative Imaging Biomarkers

(2015) Daniel C. Sullivan et al.   RADIOLOGY

Texture classification using feature selection and kernel-based techniques

(2015) Carlos Fernandez-Lozano et al.   SOFT COMPUTING

Biomarkers for physical frailty and sarcopenia: state of the science and future developments

(2015) Riccardo Calvani et al.   Journal of Cachexia Sarcopenia and Muscle

Comparison of quadriceps strength and handgrip strength in their association with health outcomes in older adults in primary care

(2014) On Ying A. Chan et al.   AGE

Echo intensity is negatively associated with functional capacity in older women

(2014) Anderson Rech et al.   AGE

Frailty and other geriatric conditions for risk stratification of older patients with acute coronary syndrome

(2014) Juan Sanchis et al.   AMERICAN HEART JOURNAL

Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach

(2014) Hugo J. W. L. Aerts et al.   Nature Communications

Frequency analysis of ultrasonic echo intensities of the skeletal muscle in elderly and young individuals

(2014) Ken Nishihara et al.   Clinical Interventions in Aging

Echo intensity obtained from ultrasonography images reflecting muscle strength in elderly men

(2013) Yuya Watanabe et al.   Clinical Interventions in Aging

Radiomics: Extracting more information from medical images using advanced feature analysis

(2012) Philippe Lambin et al.   EUROPEAN JOURNAL OF CANCER

Echo intensity is associated with skeletal muscle power and cardiovascular performance in elderly men

(2012) Eduardo Lusa Cadore et al.   EXPERIMENTAL GERONTOLOGY

Searching for an Operational Definition of Frailty: A Delphi Method Based Consensus Statement. The Frailty Operative Definition-Consensus Conference Project

(2012) Leocadio Rodríguez-Mañas et al.   JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES

Radiomics: the process and the challenges

(2012) Virendra Kumar et al.   MAGNETIC RESONANCE IMAGING

Machine learning and radiology

(2012) Shijun Wang et al.   MEDICAL IMAGE ANALYSIS

Skeletal muscle quality assessed from echo intensity is associated with muscle strength of middle-aged and elderly persons

(2011) Yoshihiro Fukumoto et al.   EUROPEAN JOURNAL OF APPLIED PHYSIOLOGY

Skeletal muscle ultrasound

(2011) Sigrid Pillen et al.   NEUROLOGICAL RESEARCH

Muscle wasting in intensive care patients: Ultrasound observation of the M. quadriceps femoris muscle layer

(2008) W Gruther et al.   ACTA DERMATO-VENEREOLOGICA