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  4. TOWARDS AN UNDERSTANDING OF ACUTE TRAUMATIC COAGULOPATHY

TOWARDS AN UNDERSTANDING OF ACUTE TRAUMATIC COAGULOPATHY

File(s)
LeCover_cornellgrad_0058F_12050.pdf (24.62 MB)
Permanent Link(s)
https://doi.org/10.7298/mtf1-px42
https://hdl.handle.net/1813/103043
Collections
Cornell Theses and Dissertations
Author
LeCover, Rachel
Abstract

In the United States, trauma is the leading cause of death for those under the age of 45, and the fourth leading cause of death for all Americans. In the world as a whole, according to the World Health Organization, more than 1.3 billion people die from road traffic related injuries. Of people who are severely injured, approximately 50% live long enough to receive medical treatment, however, about a quarter of them will go on to develop acute traumatic coagulopathy (ATC), a condition which puts these people at four-fold higher risk of death. Acute traumatic coagulopathy arises when the coagulation and intrinsic immune responses misfire. This work seeks to understand how such dysfunction can occur. To understand ATC, we have built a small model of coagulation and fibrinolysis, and then embedded it into a physiologically based pharmacokinetic model of the human body. We have also explored the prediction of ATC from a data science prospective, using two emergency room datasets. Our modeling highlighted the importance of blood as a resuscitation fluid, a possible mechanism for tranexamic acid efficacy, and addressed how clotting capacity may be affected by acidosis and hypothermia, two common complications of injury. Our work to predict ATC from emergency room data demonstrated that logistic regression performs poorly on the problem, however, a recurrent neural network joined to a support vector machine may perform well at separating non-ATC from ATC patients.

Description
287 pages
Date Issued
2020-08
Keywords
Acute Traumatic Coagulopathy
•
Coagulation
•
Computational Biology
•
Fibrinolysis
•
ROTEM
Committee Chair
Varner, Jeffrey D.
Committee Member
Butcher, Jonathan T.
Clancy, Paulette
Degree Discipline
Chemical Engineering
Degree Name
Ph. D., Chemical Engineering
Degree Level
Doctor of Philosophy
Rights
Attribution-NonCommercial-ShareAlike 4.0 International
Rights URI
https://creativecommons.org/licenses/by-nc-sa/4.0/
Type
dissertation or thesis
Link(s) to Catalog Record
https://catalog.library.cornell.edu/catalog/13277735

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