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Multiscale Predictive Modeling of Blood Cell Damage with Experimental Verification This proposal aims to develop a multiscale model to characterize blood cell damage under complex flow conditions. Blood damage is an important concern for various blood wetting medical devices. In literature, blood damage criterion is typically obtained through empirical fitting of experimental hemolysis data in a specific device, yet little is known about cellular scale process of blood cell damage, which hinders the accurate evaluation of blood damage in a general medical device. The goal of this proposal is to study blood cell damage at molecular and cellular level using combined computational modeling and experimental approaches. Specifically, we will develop a multiscale model that links molecular scale pores formation to cell membrane damage and hemoglobin release. The multiscale computational modeling will be applied for the first time to study of cellular flow over various channel geometries and clinically relevant devices with consideration of both hydrodynamics and membrane damage dynamics. Specifically, we plan to: 1) Develop a multiscale red blood cell membrane damage model. A localized coarse-grained molecular dynamics model at the high stress region will be concurrently linked with a network based cellular membrane model. 2) Couple the cell membrane damage model with local fluid flow through Immersed Boundary method to study cell deformation, pore formation and membrane rupture. Such computational model will be applied to predict blood cell damages in a channels with different geometries and flow conditions. A generalized cellular level blood cell damage model will be developed. 3) Verify the developed multiscale blood cell damage model using AFM measurements, microfluidic tests, and Couette-type blood-shearing devices. A few designed tests will be performed to evaluate cell damage based on hemoglobin analysis of individual cells under controlled stress history and compared to the simulation results. Finally, the developed blood damage model will be applied to study hemolysis in a ventricular assist device. The proposed multi-scale model can directly correlate the microscale state of the cell membrane to local stresses as well as predict cell damage in device with complex geometry and flow condition. Such model could serve as a predictive tool for hematologic biomedical device design and optimization.
期刊论文(35)
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DOI: 10.3389/fdata.2022.787421
发表时间: 2022
期刊: FRONTIERS IN BIG DATA
影响因子: 3.1
作者: [Deiana, Allison McCarn, Tran, Nhan, Agar, Joshua, Blott, Michaela, Di Guglielmo, Giuseppe, Duarte, Javier, Harris, Philip, Hauck, Scott, Liu, Mia, Neubauer, Mark S., Ngadiuba, Jennifer, Ogrenci-Memik, Seda, Pierini, Maurizio, Aarrestad, Thea, Baehr, Steffen, Becker, Juergen, Berthold, Anne-Sophie, Bonventre, Richard J., Bravo, Tomas E. Muller, Diefenthaler, Markus, Dong, Zhen, Fritzsche, Nick, Gholami, Amir, Govorkova, Ekaterina, Guo, Dongning, Hazelwood, Kyle J., Herwig, Christian, Khan, Babar, Kim, Sehoon, Klijnsma, Thomas, Liu, Yaling, Lo, Kin Ho, Nguyen, Tri, Pezzullo, Gianantonio, Rasoulinezhad, Seyedramin, Rivera, Ryan A., Scholberg, Kate, Selig, Justin, Sen, Sougata, Strukov, Dmitri, Tang, William, Thais, Savannah, Unger, Kai Lukas, Vilalta, Ricardo, von Krosigk, Belina, Wang, Shen, Warburton, Thomas K.]
通讯作者: Warburton, Thomas K.
DOI: 10.1039/d1nr04057j
发表时间: 2021-09
期刊: Nanoscale
影响因子: 6.7
作者: [M. Nikfar;M. Razizadeh;Ratul Paul;V. Muzykantov;Yaling Liu]
通讯作者: M. Nikfar;M. Razizadeh;Ratul Paul;V. Muzykantov;Yaling Liu
Numerical simulation of intracellular drug delivery via rapid squeezing.
通过快速挤压进行细胞内药物输送的数值模拟。
DOI: 10.1063/5.0059165
发表时间: 2021
期刊: Biomicrofluidics
影响因子: 3.2
作者: [Nikfar,Mehdi, Razizadeh,Meghdad, Paul,Ratul, Zhou,Yuyuan, Liu,Yaling]
通讯作者: Liu,Yaling
DOI: 10.1016/j.ceramint.2017.06.012
发表时间: 2017-10-15
期刊: Ceramics international
影响因子: 5.2
作者: [Yunus DE, He R, Shi W, Kaya O, Liu Y]
通讯作者: Liu Y
20
    An Affordable and Versatile Two-Dimensional Cell Isolation and Tracking Platform Based on Image Machine Learning and Maskless Photolithography Single Cell Encapsulation
    • 批准号:
      10432980
    • 项目类别:
    • 资助金额:
      $19.7万
    • 财政年份:
      2022
    • 负责人:
      Yaling Liu
    • 依托单位:
    An Integrated Biometric Platform for Evaluation of Nanomedicine Delivery
    • 批准号:
      8433908
    • 项目类别:
    • 资助金额:
      $44.25万
    • 财政年份:
      2013
    • 负责人:
      Yaling Liu
    • 依托单位:
    MULTISCALE MODELING OF NANOPARTICLE TRANSPORT IN CELL MEMBRANE
    • 批准号:
      8171886
    • 项目类别:
    • 资助金额:
      $0.11万
    • 财政年份:
      2010
    • 负责人:
      Yaling Liu
    • 依托单位:
    Modeling Particle Shape Effect in Nanomedicine
    • 批准号:
      8200965
    • 项目类别:
    • 资助金额:
      $7.31万
    • 财政年份:
      2009
    • 负责人:
      Yaling Liu
    • 依托单位:
    海外基金