Polygenic scores to assess atherosclerotic cardiovascular disease risk: clinical perspectives and basic implications

KG Aragam, P Natarajan - Circulation research, 2020 - Am Heart Assoc
An individual's susceptibility to atherosclerotic cardiovascular disease is influenced by
numerous clinical and lifestyle factors, motivating the multifaceted approaches currently …

How to develop, validate, and compare clinical prediction models involving radiological parameters: study design and statistical methods

K Han, K Song, BW Choi - Korean journal of radiology, 2016 - synapse.koreamed.org
Clinical prediction models are developed to calculate estimates of the probability of the
presence/occurrence or future course of a particular prognostic or diagnostic outcome from …

Detection and prognostic value of pulmonary congestion by lung ultrasound in ambulatory heart failure patients

E Platz, EF Lewis, H Uno, J Peck, E Pivetta… - European heart …, 2016 - academic.oup.com
Aims Pulmonary congestion is a common and important finding in heart failure (HF). While
clinical examination and chest radiography are insensitive, lung ultrasound (LUS) is a novel …

A unified inference procedure for a class of measures to assess improvement in risk prediction systems with survival data

H Uno, L Tian, T Cai, IS Kohane, LJ Wei - Statistics in medicine, 2013 - Wiley Online Library
Risk prediction procedures can be quite useful for the patient's treatment selection,
prevention strategy, or disease management in evidence‐based medicine. Often, potentially …

Quantifying the added value of new biomarkers: how and how not

NR Cook - Diagnostic and Prognostic Research, 2018 - Springer
Over the past few decades, interest in biomarkers to enhance predictive modeling has
soared. Methodology for evaluating these has also been an active area of research. There …

MicroRNA signatures differentiate preserved from reduced ejection fraction heart failure

CJ Watson, SK Gupta, E O'Connell… - European journal of …, 2015 - Wiley Online Library
Aims Differentiation of heart failure with reduced (HFrEF) or preserved (HFpEF) ejection
fraction independent of echocardiography is challenging in the community. Diagnostic …

The net reclassification index (NRI): a misleading measure of prediction improvement even with independent test data sets

MS Pepe, J Fan, Z Feng, T Gerds, J Hilden - Statistics in biosciences, 2015 - Springer
Abstract The Net Reclassification Index (NRI) is a very popular measure for evaluating the
improvement in prediction performance gained by adding a marker to a set of baseline …

Testing for improvement in prediction model performance

MS Pepe, KF Kerr, G Longton, Z Wang - Statistics in medicine, 2013 - Wiley Online Library
Authors have proposed new methodology in recent years for evaluating the improvement in
prediction performance gained by adding a new predictor, Y, to a risk model containing a set …

A note on the evaluation of novel biomarkers: do not rely on integrated discrimination improvement and net reclassification index

J Hilden, TA Gerds - Statistics in medicine, 2014 - Wiley Online Library
The 'integrated discrimination improvement'(IDI) and the 'net reclassification index'(NRI) are
statistics proposed as measures of the incremental prognostic impact that a new biomarker …

Performance metrics for the comparative analysis of clinical risk prediction models employing machine learning

C Huang, SX Li, C Caraballo, FA Masoudi… - … Quality and Outcomes, 2021 - Am Heart Assoc
Background: New methods such as machine learning techniques have been increasingly
used to enhance the performance of risk predictions for clinical decision-making. However …