activity
20162023
most citedLimitations of ROC on Imbalanced Data: Evaluation of LVAD Mortality Risk Scores

61 citations · 150 across the 15 of their papers we have counts for

collaborators

15 papers

physics.med-ph2023★ 1 cited

Exploratory Simulation of Thrombosis in a Temporary LVAD Catheter Pump within a Virtual In-vivo Left Heart Environment

Greg W. Burgreen, Mansur Zhussupbekov, Rodrigo Méndez Rojano +1

Percutaneous catheter pumps are intraventricular temporary mechanical circulatory support (MCS) devices that are positioned across the aortic valve into the left ventricle (LV) and…

physics.flu-dyn2023

In Vitro and In Silico Characterization of the Aggregation of Thrombi on Ventricular Assist Device Cannula

Wenxuan He, Abhishek Karmakar, Grant Rowlands +3

The unacceptably high stroke rate of HeartMate III VAD without signs of adherent pump thrombosis is hypothesized to be the result of the thrombi originating on the inflow cannula,…

physics.flu-dyn2022

Automated CFD shape optimization of stator blades for the PediaFlow pediatric ventricular assist device

Mansur Zhussupbekov, Greg W Burgreen, Jeongho Kim +1

PediaFlow is a miniature mixed-flow ventricular assist device for neonates and toddlers. PediaFlow has a fully magnetically levitated rotor which improves biocompatibility, but the…

physics.bio-ph2022★ 31 cited

von Willebrand Factor unfolding mediates platelet deposition in a model of high-shear thrombosis

Mansur Zhussupbekov, Rodrigo Mendez Rojano, Wei-Tao Wu +1

Thrombosis under high-shear conditions is mediated by the mechanosensitive blood glycoprotein von Willebrand Factor (vWF). vWF unfolds in response to strong flow gradients and faci…

q-bio.QM2021★ 16 cited

A continuum model for the unfolding of von Willebrand Factor

Mansur Zhussupbekov, Rodrigo Mendez Rojano, Wei-Tao Wu +2

von Willebrand Factor is a mechano-sensitive protein circulating in blood that mediates platelet adhesion to subendothelial collagen and platelet aggregation at high shear rates. I…

q-bio.QM2021★ 2 cited

Uncertainty quantification of a thrombosis model considering the clotting assay PFA-100

Rodrigo Méndez Rojano, Mansur Zhussupbekov, James F. Antaki +1

Mathematical models of thrombosis are currently used to study clinical scenarios of pathological thrombus formation. Most of these models involve inherent uncertainties that must b…

q-bio.TO2020

Synergistic effect of shear and ADP on platelet growth on ZTA and Ti6Al4V surfaces

Anjana Jayaraman, Junhyuk Kang, Megan A. Jamiolkowski +3

Continuous-flow ventricular assist devices (VADs) have been an increasingly common, life-saving therapy for advanced heart-failure patients, but elevate the risk of thrombosis due…

q-bio.TO2020

Multi-scale simulation of thrombus formation at LVAD inlet cannula connection: Importance of Virchow's triad

R. Mendez Rojano, M. Zhussupbekov, J. F. Antaki

As pump thrombosis is reduced in current-generation ventricular assist devices (VAD), adverse events such as bleeding or stroke remain at unacceptable rates. Thrombosis around the…

q-bio.TO2020★ 11 cited

Influence of shear rate and surface chemistry on thrombus formation in micro-crevice

Mansur Zhussupbekov, Wei-Tao Wu, Megan A. Jamiolkowski +2

Thromboembolic complications remain a central issue in management of patients on mechanical circulatory support. Despite the best practices employed in design and manufacturing of…

q-bio.QM2020★ 61 cited

Limitations of ROC on Imbalanced Data: Evaluation of LVAD Mortality Risk Scores

Faezeh Movahedi, Rema Padman, James F. Antaki

Objective: This study illustrates the ambiguity of ROC in evaluating two classifiers of 90-day LVAD mortality. This paper also introduces the precision recall curve (PRC) as a supp…

stat.AP2019

Sequential Pattern mining of Longitudinal Adverse Events After Left Ventricular Assist Device Implant

Faezeh Movahedi, Robert L. Kormos, Lisa Lohmueller +6

Left ventricular assist devices (LVADs) are an increasingly common therapy for patients with advanced heart failure. However, implantation of the LVAD increases the risk of stroke,…

physics.flu-dyn2018★ 12 cited

A non-linear fluid suspension model for blood flow

Wei-Tao Wu, Nadine Aubry, James F. Antaki +1

Motivated by the complex rheological behaviors observed in small/micro scale blood vessels, such as the Fahraeus effect, plasma-skimming, shear-thinning, etc., we develop a non-lin…

physics.flu-dyn2017

Transport of platelets induced by red blood cells based on mixture theory

Wei-Tao Wu, Nadine Aubry, James F. Antaki +1

Thrombosis is a common complication following the surgical implantation of blood contacting devices, and is strongly influenced by the phenomenon of near-wall enrichment of platele…

physics.flu-dyn2017★ 13 cited

Normal stress effects in the gravity driven flow of granular materials

Wei-Tao Wu, Nadine Aubry, James F. Antaki +1

In this paper, we study the fully developed gravity-driven flow of granular materials between two inclined planes. We assume that the granular materials can be represented by a mod…

physics.bio-ph2016★ 3 cited

Multi-Constituent Simulation of Thrombus Deposition

Wei-Tao Wu, Megan A. Jamiolkowski, William R. Wagner +3

In this paper, we present a spatio-temporal mathematical model for simulating the formation and growth of a thrombus. Blood is treated as a multi-constituent mixture comprised of a…