Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical...

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Wearables and Application Solutions for Parkinson’s Disease: An Overview Joseph P. Giuffrida, PhD President & Principal Investigator

Transcript of Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical...

Page 1: Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical Validation of Wearables. Start with Controlled Environment Include Broad Range of Severities

Wearables and Application Solutions for Parkinson’s Disease: An Overview

Joseph P. Giuffrida, PhD President & Principal Investigator

Page 2: Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical Validation of Wearables. Start with Controlled Environment Include Broad Range of Severities

Parkinson’s Disease: Challenges and Opportunities 5 min

Wearable Technology Space & Big Data

Wearables Road Map 10 min

Clinical Validation of Wearables

Targeted Applications within Targeted Applications

Closing the Clinical Workflow 10 min

Closing the Business Case

Closing the Patient Perspective

Questions 5 min

Page 3: Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical Validation of Wearables. Start with Controlled Environment Include Broad Range of Severities

Parkinson’s Disease: Challenges and Opportunities

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Parkinson’s is Very Difficult

SYMPTOMS

Tremor

Dyskinesias

Bradykinesia

Rigidity

Gait

Non-Motor et al.

TREATMENTS

Levodopa

Rasagiline

Duodopa

DBS

Exercise

Neuroprotection?

DEMOGRAPHICS

Over 60

Growing Incidence

Neurodegeneration

Medicare

VA

Access to Care

Page 5: Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical Validation of Wearables. Start with Controlled Environment Include Broad Range of Severities

Advanced Parkinson’s

Page 6: Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical Validation of Wearables. Start with Controlled Environment Include Broad Range of Severities

Wearable Technology Space & Big Data

Page 7: Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical Validation of Wearables. Start with Controlled Environment Include Broad Range of Severities
Page 8: Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical Validation of Wearables. Start with Controlled Environment Include Broad Range of Severities
Page 9: Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical Validation of Wearables. Start with Controlled Environment Include Broad Range of Severities
Page 10: Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical Validation of Wearables. Start with Controlled Environment Include Broad Range of Severities
Page 11: Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical Validation of Wearables. Start with Controlled Environment Include Broad Range of Severities
Page 12: Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical Validation of Wearables. Start with Controlled Environment Include Broad Range of Severities

Can Parkinson’s Wearables Learn from MS?

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Big Enough Data

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Agile Development: Systems, Algorithms, and Applications

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Over $25 Million in SBIR Funding NIH Funding

• National Institute of Health, US

• State of Ohio Commercialization Programs

Over 30 Collaborating Institutions Collaborators

• Clinical Testing

• Research Collaboration

• Commercialization Partners

• Controlled Database with over 1,000 Patients

Over 75 Peer-Reviewed & Presentations Publications

• Tremor, Bradykinesia & Dyskinesia Assessment

• Parkinson’s Telemedicine

• Deep Brain Stimulation Programming

• Clinical Trials

Clinical Validation and Publications

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Quality and Regulatory

FDA Clearance to Market

• 510k Clearance to Market

• Intended Use

• Kinesia is intended to monitor physical motion and muscle activity to quantify kinematics of movement disorder symptoms such as tremor and assess activity in any instance where quantifiable analysis of motion and muscle activity is desired.

ISO, CE Mark, Health Canada, and TGA

• ISO 13485:2003

• European Medical Device Directive 93/42/EEC

• Canadian Medical Device Conformity Assessment System

• EMERGO EUROPE: Authorized Agent

Standards and Testing

• Tested to IEC 60601 Standards

• Complies with FCC Part 15 Rules

• HIPAA Compliant

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Wearables Roadmap

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Context

Environment

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Hello My Name Is…

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Would I Use Wearables?

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I Want My Doctor to See…

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What Symptoms

are You Trying to

Measure?

Detection or Severity?

Are Symptoms

Voluntary or Involuntary?

Context of Daily Life?

Patient Environment

and Confounding

Factors?

A Road Map for Parkinson’s Wearables

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Clinical Validation of Wearables

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Start with Controlled Environment

Include Broad Range of Severities

Compare Versus Traditional Gold Standard (Video)

Demonstrate Correlations, Sensitivity, and Test-Retest Reliability

Move to Unconstrained Environment and Tasks That Mask or Mimic Symptoms

Clinical Validation Workflow

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Giuffrida, J. P., Riley, D, Maddux, B, and Heldman, D.A. Clinically deployable

Kinesia technology for automated tremor assessment. Movement Disorders

24 (5): 723-730, 2009.

Published

Discrete Tremor Assessment

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Kinematic features are highly correlated to clinician MBRS scores

Objective Quantification

Heldman, DA; Giuffrida, JP; Chen, R; Payne, M; Mazzella, F; Duker, AP; Sahay, A; Kim, SJ; Revilla, FJ; Espay, AJ. The Modified Bradykinesia Rating Scale for Parkinson’s disease: Reliability and Comparison with Kinematic Measures. Movement Disorders. 2011.

Published

Discrete Bradykinesia Assessment

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Mera, TO, Burack, MA, and Giuffrida, JP. “Quantitative Assessment of

Levodopa Induced Dyskinesia Using Automated Motion Sensing

Technology”, IEEE-EMBS Proceedings 2012.

Published

Discrete Dyskinesia Assessment

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TO. Mera, DE. Filipkowski, DE. Riley, Christina M. Whitney, Benjamin L. Walter, Steven A. Gunzler, Joseph P. Giuffrida, “Quantitative analysis of gait and balance response to deep brain stimulation in Parkinson's disease “ Gait & Posture - 07 December 2012

Recently Published

Discrete Gait and Balance Assessment

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Test-Retest Reliability: Intra Class Correlations

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

Rest tremor Posturaltremor

Finger-tapspeed

Finger-tapamplitude

Dyskinesia

Kinesia ICC

Clinicians ICC

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Sensitivity: Minimum Detectable Changes, % of Full Scale

0%

5%

10%

15%

20%

25%

30%

35%

40%

Resttremor

Posturaltremor

Finger-tapspeed

Finger-tapamplitude

Dyskinesia

Kinesia % MDC

Clinicians % MDC

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Targeted Applications

Targeted Applications

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Objective Sensor

Mobile App

Web Portal and Reports

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Task-Based Motor Assessments

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Sensitivity of Data Versus Patient Burden

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DA Heldman, J Jankovic, DE Vaillancourt, J Prodoehl, RJ Elble, and JP

Giuffrida. Essential Tremor Quantification During Activities of Daily Living.

Parkinsonism and Related Disorders. Accepted March 2011.

D. A. Heldman, J. Jankovic, D. E. Vaillancourt, J. Prodoehl, R. J. Elble, and J. P. Giuffrida. Essential tremor quantification during activities of daily living. Parkinsonism & Related Disorders, 2011.

Published

Continuous Tremor Assessment

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0 1 2 3 4

0

1

2

3

4

Dressing

Clinician Combined Average Score

Model S

core

R = 0.89 RMSE = 0.39

0 1 2 3 4

0

1

2

3

4

Bagging Groceries

Clinician Combined Average Score

Model S

core

R = 0.91 RMSE = 0.37

0 1 2 3 4

0

1

2

3

4

Hair Brushing

Model S

core

Clinician Combined Average Score

R = 0.88 RMSE = 0.35

0 1 2 3 4

0

1

2

3

4

Cutting Food

Clinician Combined Average Score

Model S

core

R = 0.91 RMSE = 0.37

0 1 2 3 4

0

1

2

3

4

Clinician Combined Average Score

Model S

core

Drinking from a Cup

R = 0.85 RMSE = 0.41

Christopher L. Pulliam, Michelle A. Burack, Dustin A. Heldman, Joseph P. Giuffrida and Thomas O. Mera. Motion Sensor Dyskinesia Assessment During Activities of Daily Living. Journal of Parkinson’s Disease 2014.

Published

Continuous Dyskinesia Assessment

Page 37: Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical Validation of Wearables. Start with Controlled Environment Include Broad Range of Severities

Wearable Sensors

Mobile App

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Continuous Parkinson’s Monitoring

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Continuous Parkinson’s Monitoring

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0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

Strongly Agree Agree Neutral Disagree StronglyDisagree

The sensor was easy to put on

0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

Strongly Agree Agree Neutral Disagree StronglyDisagree

The sensor is comfortable

Patient Perspective

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Deep Brain Stimulation: Outpatient Programming

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Objective Sensor

DBS Programming Map

Web Portal

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Closing The Clinical Workflow

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08:00 09:00 10:00 11:00 12:00 13:00 14:00 15:00 16:000

1

2

3

4T

rem

or

Score

Time of Day

0 1 2 3 40

25

50

75

100

Tim

e (

%)

Algorithm Tremor Score

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0 1 2 3

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Contact

Am

plit

ude (

v)

alg sub2 , prog 1 REST

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mplit

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alg sub4 , prog 1 POST

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mplit

ude (

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alg sub7 , prog 1 REST

0

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3.5

4Subject A Subject B Subject C

Rest Tremor DBS Tuning Maps

Page 46: Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical Validation of Wearables. Start with Controlled Environment Include Broad Range of Severities

Potential Solution for DBS Programming

Can a Computerized Sensing System…

1. Find DBS Settings that Improve Motor Outcomes Compared to Clinicians?

2. Find DBS Settings that Provide Similar Motor Outcomes at Lower Amplitude?

3. Automatically Guide a Programming Session to Improve Motor Outcomes?

Page 47: Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical Validation of Wearables. Start with Controlled Environment Include Broad Range of Severities

DBS Parameter Selection

0 1 2 3

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Am

plit

ude (

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cli sub7 , prog 1 REST

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4

Post Hoc Comparisons to Clinicians

Page 48: Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical Validation of Wearables. Start with Controlled Environment Include Broad Range of Severities

Optimization Algorithms for Tremor & Bradykinesia

Post Hoc Comparisons to Clinicians

Page 49: Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical Validation of Wearables. Start with Controlled Environment Include Broad Range of Severities

Optimization Algorithms for Tremor & Bradykinesia

Post Hoc Comparisons to Clinicians

Page 50: Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical Validation of Wearables. Start with Controlled Environment Include Broad Range of Severities

Algorithm Settings

Subject Contact / Polarity

Amplitude Pulse Width

(ms) Frequency

(Hz) Kinesia Score

Off

Kinesia Score On After Functional

Mapping

Percent Improvement

1 0-/C+ 1.8 mA 90 130 0.5 0.4 14.5%

2 1-/C+ 0.5 mA 90 130 0.9 0.5 47.9%

3 0-/C+ 1.2 mA 90 130 1.8 1.5 13.7%

4 2-/C+ 3.9 mA 90 130 2.8 2.0 29.6%

6 1-/C+ 1.5 mA 90 130 1.5 0.9 38.1%

7 1-/C+ 2.4 mA 90 130 2.8 0.5 82.7%

Average 1.7 1.0 37.8%*

*p = 0.01

Real-Time Computer Guided Programming

Page 51: Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical Validation of Wearables. Start with Controlled Environment Include Broad Range of Severities

Closing The Business Case

Page 52: Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical Validation of Wearables. Start with Controlled Environment Include Broad Range of Severities

Reimbursement

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Reimbursement

Delivery Models

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Reimbursement

Business Models

Delivery Models

Page 55: Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical Validation of Wearables. Start with Controlled Environment Include Broad Range of Severities

Reimbursement

Business Models

Delivery Models

EHR Integration

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Closing The Patient Perspective

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I, Myself, Want to See…

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Wearables are Important Because...

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Wearables Roadmap For the Future?

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Site Location Collaborator(s) Research Area

Baylor College of Medicine Houston, TX Dr. Joseph Jankovic Tremor Assessment, Telemedicine

Cleveland Clinic Cleveland, OH Dr. Hubert Fernandez; Bradykinesia Assessment

Henry Ford Health System Detroit, MI Dr. Peter LeWitt Quantitative PD Assessment, Neuroprotection

Kent State University Kent, OH Angie Ridgel, PhD PD Exercise Therapy

Johns Hopkins University Baltimore, MD Dr. Zoltan Mari Quantitative PD Assessment

University of Rochester Rochester, NY Dr. Ray Dorsey Telemedicine

NIH NINDS Bethesda, MD Dr. Mark Hallett tDCS for Parkinson's

Rush University Chicago, IL Dr. Christopher Goetz Patient Home Evaluations, Telemedicine

Southern Illinois University School of Medicine Springfield, IL Dr. Rodger Elble Tremor Assessment

Greenville Neuromodulation Center Greenville, PA Dr. Erwin Montgomery DBS, Rigidity, Telemedicine

University of Cincinnati College of Medicine Cincinnati, OH Dr. Espay, Dr. Revilla, and Dr. Duker Quantitative Assessments, Home Monitoring, Deep Brain Stimulation

University Hospitals Case Medical Center Cleveland, OH Dr. David Riley and Dr. Ben Walter Tremor, Bradykinesia, Gait, Balance, and DBS

University of Florida Gainesville, FL David Vallaincourt, PhD Tremor

University of Minnesota Minneapolis, MN Dr. Jerrold Vitek Deep Brain Stimulation

University of Rochester Rochester, NY Dr. Michelle Burack Dyskinesias

University of Florida Gainesville, FL Dr. Michael Okun Patient Home Evaluations

Hospital Universitario de Burgos B urgos, Spain Dr. Esther Cubo Telemedicine

Acknowledgements: Clinical Collaborators

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R44NS065554 R43NS081902 R44AG034708 R43NS071882 R44AG044293 R43NS074627 R43NS052020 R43NS076052 R44AG033947 R44AG033520 R44MD004049 R44NS043816

National Institute of Neurological Disorders and Stroke

National Institute on Aging

National Institute on Minority Health

and Health Disparities

Acknowledgements: NIH SBIR Funding

Page 62: Wearables and Application Solutions for · A Road Map for Parkinson’s Wearables. Clinical Validation of Wearables. Start with Controlled Environment Include Broad Range of Severities

Questions?

Joseph P. Giuffrida, PhD President & Principal Investigator

www.GLNeuroTech.com

[email protected]

216-619-5904