Gaps & Progress Toward Achieving a Precision Medicine Model in - - PowerPoint PPT Presentation

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Gaps & Progress Toward Achieving a Precision Medicine Model in - - PowerPoint PPT Presentation

Gaps & Progress Toward Achieving a Precision Medicine Model in TBI Michael McCrea, PhD, ABPP Professor and Vice Chair Co-Director, Center for Neurotrauma Research (CNTR) Department of Neurosurgery Medical College of Wisconsin Clement


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Michael McCrea, PhD, ABPP

Professor and Vice Chair Co-Director, Center for Neurotrauma Research (CNTR) Department of Neurosurgery Medical College of Wisconsin Clement Zablocki VA Medical Center

Gaps & Progress Toward Achieving a Precision Medicine Model in TBI

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Modern Precision Medicine

Understanding the Influence of Genomics, Proteomics, Environment, Behavior, and Life Factors

  • n Personal Health

Multidimensional Prediction: Recovery, RTT, Outcome

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Precision Medicine & Disease

Personalization

AIM: Targeted, Personalized Treatment

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In Pursuit of Precision Neurotrauma

Where Do We Stand?

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Uzma Samadani, MD, PhD, FAANS; Samuel R. Daly | Features AANS Neurosurgeon: Volume 25, Number 3, 2016

When Will a Clinical Trial for Traumatic Brain Injury Succeed?

40+ Failed Clinical Trials in TBI

(Non) Precision Medicine in Neurotrauma

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Gaps in Precision Medicine for TBI

STRATIFICATION

Characterization, Classification, Phenotyping

THERAPEUTICS

Targeted Intervention (if any treatment at all)

MEASUREMENT

Response to Treatment, Functional Outcome

What Factors Influence Recovery, Follow-up, Outcome & Risk

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Classical TBI Classification

Crude Approach to a Complex Condition

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TBI Diagnostics & Stratification: “Blunt Precision”

CT- CT+

A Critical, But Incomplete Distinction

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Not All TBI Created Equal

Contusion/Hematoma

EDH

DAI SDH SAH/IVH Diffuse Swelling

Lack of Precision- Targeted Therapeutics

Adapted from G. Manley, with permission

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GCS

Genome Proteome Clinical Data Imaging Signs/Sx’s

Precision Medicine Approach to Neurotrauma

From G. Manley, with permission

Multi-dimensional Enrichment & Prediction

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Modern “BIG SCIENCE” in TBI

Informing the Science of Brain Injury in all Populations at Risk

TBI Endpoints Development

A" Collabora) ve" for" Advancing" Diagnosis" and" Treatment"

  • f"

TBI" "

A Public-Private Partnership to Advance the Science of Concussion in Sports & Military

TRACK-TBI NET:

An innovative Phase 2 TBI adaptive clinical trials network

TRACK-TBI Precision Medicine

Pathomechanistic Classification of Traumatic Brain Injury: The Bridge to Targeted Therapies

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Advanced Diagnostics in TBI From Blunt to Precision

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Leveraging Technological Advances

Quantifying Effects of Injury & Recovery using Advanced Imaging

Susceptibility (QSM)

Regions of increased susceptibility at 24 hours postinjury Decreased mean diffusivity & increased axial kurtosis at 24 hour injury time point

White Matter Integrity (DTI/DKI)

Increased connectivity compared to controls

Functional Connectivity (rs-fMRI) Cerebral Blood Flow (ASL)

Decreased cerebral blood flow acutely

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MRI & TBI: Not So “Uncomplicated”

Implications for Predicted Recovery & Outcome

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Acute White-Matter Abnormalities in SRC: A DTI Study from the NCAA-DoD CARE Consortium

  • S. Mustafi, J. Harezlak, K.M. Koch, A.S. Nencka, T.B. Meier, J.D. West, C.C. Giza, J.P. DiFiori, K.M. Guskiewicz,

J.P.Mihalik, S.M. LaConte, S.M. Duma, S.P. Broglio, A.J. Saykin, M.McCrea, T.W. McAllister, and Y.C Wu J Neurotrauma. 2018 Nov 15;35(22):2653-2664.

Z=109 Y=129 X=108 RD MD

Concussed vs. Contact Control

Z=110 Y=127 X=112

Concussed vs. Non-Contact Control

Corrected p < 0.05, Location: Anterior and posterior corona radiata and corpus callosum

ACUTE DIFFUSION MRI (24-48 hrs PI)

Widespread elevations in mean diffusivity relative to controls

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Longitudinal White Matter Abnormalities in SRC: A Diffusion MRI Study of the NCAA-DOD CARE Consortium

Y.C. Wu, J. Harezlak, N.M.H. Elsaid, Z. Lin, Q., Wen, S.M. Mustafi, L.D. Riggen, K.M. Koch, A.S. Nencka, T.B. Meier, A.R. Mayer,

  • Y. Wang, C.C. Giza, J.P. DiFiori, K.M., Guskiewicz, J.P. Mihalik, S.M. LaConte, S.M. Duma, S.P. Broglio, A.J. Saykin,
  • M. McCrea, T.W. McAllister

Unpublished data; please do not photograph or distribute

Burden of acute MD abnormality associated with recovery time

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Diagnostic & Prognostic Biomarkers

With permission, Banyan Biomarkers

Objective Biomarkers of Injury & Recovery

From: Zetterberg, Smith & Blennow. Nat Rev Neurol. 2013 Apr; 9(4): 201–210

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Clinical Utility of Biomarkers

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AUC

0.00 0.25 0.50 0.75 1.00 0.00 0.25 0.50 0.75 1.00 False Positive Fraction True Positive Fraction

UCH-L1: 0.74 [0.65-0.83] SBDP150: 0.81 [0.74-0.89] S100B: 0.68 [0.60-0.77] IL-6: 0.78 [0.70-0.86] IL-1RA: 0.78 [0.70-0.85] Combined: 0.88 [0.82-0.95]

AUC

0.00 0.25 0.50 0.75 1.00 0.00 0.25 0.50 0.75 1.00 False Positive Fraction True Positive Fraction

UCH-L1: 0.79 [0.70-0.88] SBDP150: 0.73 [0.63-0.82] S100B: 0.79 [0.70-0.88] IL-6: 0.74 [0.64-0.85] IL-1RA: 0.84 [0.75-0.92] Combined: 0.90 [0.83-0.96]

SRC vs. CC SRC vs. NCC

Blood Biomarkers After Acute Concussion

Biomarkers + SCAT: AUC = 0.99 Biomarkers + SCAT: AUC = 1.00

Unpublished data; please do not photograph or distribute

Acute Biomarkers Correlate with Recovery Time

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FROM BENCH TO BEDSIDE

RAPID CLINICAL TRANSLATION

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Gaps in Precision Medicine for TBI

STRATIFICATION

Characterization, Classification, Phenotyping

THERAPEUTICS

Targeted Intervention (if any treatment at all)

MEASUREMENT

Response to Treatment, Functional Outcome

What Factors Influence Recovery, Follow-up, Outcome & Risk

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Glasgow Outcome Scale – Extended (GOSE)

1

Dead

2

Vegetative State (VS)

Condition of unawareness with only reflex responses but with periods of spontaneous eye

  • pening

3

Severe Disability – Lower (SD–)

Dependence on daily support for mental or physical disability or both. If the patient can be left alone for more than 8 hours at home, it is upper level of SD; if not, then it is low level of SD

4

Severe Disability – Upper (SD+)

5

Moderate Disability – Lower (MD–)

Patients have some disability such as aphasia, hemiparesis or epilepsy and/or deficits of memory or personality but are able to look after themselves. They are independent at home but dependent outside. If they are able to return to work event with special arrangement it is upper level of MD; if not then it is low level of MD.

6

Moderate Disability – Upper (MD+)

7

Good Recovery – Lower (GR–)

Resumption of normal life with the capacity to work even if pre-injury status has not been

  • achieved. Some patients have minor neurological or psychological deficits.

If these deficits are not disabling then it is upper level of GR; if disabling, then it is lower level of GR.

8

Good Recovery – Upper (GR+)

TBI Outcome Measurement

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Outcome Measurement: Can We Do Better?

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6 Month CDE Performance in Good Outcomes

(GOSE 7 & 8)

0% 5% 10% 15% 20% 25% 30% 35% 40% 45% CVLT 1-5 CVLT SDC CVLT SDF CVLT LDC CVLT LDF CVLT Rec WAIS PSI TMT A TMT B BSI GSI SWLS PCL-C

Percentage of TBI Patients Impaired on CDEs

GOSE 8 GOSE 7 Base Rate

Good vs. Not So Good Outcome after TBI

Nelson et al, 2017

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6 Month Symptom Reporting in Good Outcomes (GOSE 7 & 8)

36.9% 31.1% 7.0% 32.0% 42.7% 50.0% 37.9% 31.1% 39.8% 58.3% 49.5% 44.7% 21.4% 25.2% 7.8% 30.1% 0% 10% 20% 30% 40% 50% 60% 70% HA Dizz Naus Ns Sen SlpDist Fatg Irrit Dep Frust Mmry Conc Slow BlrVs LtSen DblVs Rstls

Percentage of TBI Patients Endorsing Symptoms on RPQ

GOSE 8 GOSE 7

Nelson et al, 2017

Good vs. Not So Good Outcome

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DETECTION CHARACTERIZATION QUANTIFICATION

TOWARD ENRICHMENT, STRATIFICATION AND PREDICTION TO GUIDE PERSONALIZED TREATMENT

PRECISION NEUROTRAUMA

IMPROVING OUTCOME AND REDUCING DISABILITY AFTER TBI

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TEAM SCIENCE