System Science Ph.D. Program Oregon Health & Science Univ. Complex Systems Laboratory 1 A Computer Model of Intracranial Pressure Dynamics during Traumatic.

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Presentation transcript:

System Science Ph.D. Program Oregon Health & Science Univ. Complex Systems Laboratory 1 A Computer Model of Intracranial Pressure Dynamics during Traumatic Brain Injury that Explicitly Models Fluid Flows and Volumes W. Wakeland 1 B. Goldstein 2 L. Macovsky 3 J. McNames 4 1 Systems Science Ph.D. Program, Portland State University 2 Complex Systems Laboratory, Oregon Health & Science University 3 Dynamic Biosystems, LLC 4 Biomedical Signal Processing Laboratory, Portland State University This work was supported in part by the Thrasher Research Fund

Oregon Health & Science Univ. Complex Systems Laboratory System Science Ph.D. Program 2 Objective To create a computer model of intracranial pressure (ICP) dynamics To use model to evaluate clinical treatment options for elevated ICP during traumatic brain injury (TBI)  Present work: replicate response to treatment  Future Work: predict response to treatment  Long term goal: optimize treatment

Oregon Health & Science Univ. Complex Systems Laboratory System Science Ph.D. Program 3 Approach Fluid volumes as the primary state variables  Parameters estimated: compliances, resistances, hematoma volume and rate, etc.  Flows and pressures caluculated from state vars. & parameters  Simplified logic used to model cerebrovascular autoregulation  Resistance at arterioles changes rapidly to adjust flow to match metabolic needs, within limits  The logic responds to diurnal variation or changes in ICP, respiration, arterial blood pressure, head of bed (HOB), etc.

Oregon Health & Science Univ. Complex Systems Laboratory System Science Ph.D. Program 4 Approach (continued) Trauma and therapies modeled  Hemorrhage and edema  Cerebrospinal fluid drainage, HOB, respiration rate Model calibrated to specific patients based on clinical data  Recorded data includes ICP, ABP, and CVP  Data is clinically annotated  Data is prospectively collected per experimental protocol  Protocol includes CSF drainage, and changes in head of bead and minute ventilation Tested capability of model to reproduce correct physiologic response to trauma and therapies

Oregon Health & Science Univ. Complex Systems Laboratory System Science Ph.D. Program 5 Model State Variables and Flows Link to Eqns. Link 2 Full D.

Oregon Health & Science Univ. Complex Systems Laboratory System Science Ph.D. Program 6 Clinical Data for ICP before and after CSF Drainage, Patient 1

Oregon Health & Science Univ. Complex Systems Laboratory System Science Ph.D. Program 7 Model Calibrated to Fit the Clinical Data for Patient 1 Estimated parameters Initial hematoma volume = 24 mL Hematoma increase rate = 0 CSF drainage volume = 6.5 mL CSF uptake resistance = 160 mmHg/mL/min This high value implies a significant impediment to flow/uptake  Presumably due either to the initial injury, subsequent swelling, or a combination of the two

Oregon Health & Science Univ. Complex Systems Laboratory System Science Ph.D. Program 8 Model Response to CSF Drainage, Patient 1

Oregon Health & Science Univ. Complex Systems Laboratory System Science Ph.D. Program 9 Prospective Clinical Data: Head of Bed Change, Patient 2 ICP (mmHg)

Oregon Health & Science Univ. Complex Systems Laboratory System Science Ph.D. Program 10 Model Calibration for HOB Change, Patient 2 Estimated parameters for lowering HOB  Initial hematoma volume = 6 mL  Hematoma increase rate =.5 mL/min.  Distance from heart to brain = 40 cm  CSF absorption resistance = 24 mmHg/mL/min Estimated parameters for raising HOB  Hematoma increase rate =.5 mL/min.  Distance from heart to brain = 45 cm (revised est.)

Oregon Health & Science Univ. Complex Systems Laboratory System Science Ph.D. Program 11 Model Response to Changing HOB, Patient 2

Oregon Health & Science Univ. Complex Systems Laboratory System Science Ph.D. Program 12 Prospective Clinical Data: Respiration Change, Patient 2 ICP (mmHg)

Oregon Health & Science Univ. Complex Systems Laboratory System Science Ph.D. Program 13 Model Calibration for Respiration Change Estimated Parameters for AR process  Flow multiplier = 75 ml/mmHg  PaCO 2 setpoint = 34 mmHg  PaCO 2 offset = 64 mmHg  Conversion factor = 2 mmHg-breaths/min.  Time constant for PaCO 2 response = 2.5 minutes The model was not able to fully replicate patient’s response to the VR change  Most likely due to the simplified cerebrovascular autoregulation logic

Oregon Health & Science Univ. Complex Systems Laboratory System Science Ph.D. Program 14 Model Response to Changing Respiration, Patient 2

Oregon Health & Science Univ. Complex Systems Laboratory System Science Ph.D. Program 15 Summary We developed a simple model of ICP dynamics that uses fluid volumes as primary state variables ICP calculated by the model closely resembles ICP signals recorded during treatment and during an experimental protocol  CSF drainage, changing HOB and respiration Cerebrovascular autoregulation logic only partially captured the patient’s response to respiration change

Oregon Health & Science Univ. Complex Systems Laboratory System Science Ph.D. Program 16 Key Variables and Equations Six intracranial compartments  Arterial blood (ABV)  Capillary blood (CBV)  Venous blood (VBV)  Cerebral spinal fluid (CSF)  Brain tissue (BTV)  Hematoma (HV) Compartmental pressures  P ab = ICP + (ABV)/(Arterial Compliance)  P cb = ICP + (CBV)/(Capillary Compliance)  P vb = ICP + (VBV)/(Venous Compliance) Intracranial Pressure (ICP)  ICP = BaseICP  10 (Total Cranial Volume–Base Cranial Volume)/PVI Back

Oregon Health & Science Univ. Complex Systems Laboratory System Science Ph.D. Program 17 Back

Oregon Health & Science Univ. Complex Systems Laboratory System Science Ph.D. Program 18 Hypothetical Test of the Model min min. Perturba- tion Arterial blood escapes to form a 25 mL hematoma 12 mL Cerebral spinal fluid drained ResponseICP increases to 24 mmHg Venous and arterial blood is forced from the cranial vault ICP decreases to 10 mmHg Venous and arterial blood volumes normalize

Oregon Health & Science Univ. Complex Systems Laboratory System Science Ph.D. Program 19 Time Plot for Hypothetical Test of Model

Oregon Health & Science Univ. Complex Systems Laboratory System Science Ph.D. Program 20 CSF Drainage Submodel

Oregon Health & Science Univ. Complex Systems Laboratory System Science Ph.D. Program 21 Head of Bed Logic

Oregon Health & Science Univ. Complex Systems Laboratory System Science Ph.D. Program 22 Cerebrovascular Autoregulation (AR) Logic