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CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
A New Wearable Diffuse
Optical Spectroscopic Imaging
(DOSI) Device:
Darren Roblyer, Ph.D.
Biomedical Optical Technologies Lab (BOTLab)
Boston University
1
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
Between 74-87% of breast cancer patients
treated with presurgical (neoadjuvant)
chemotherapy have a suboptimal/incomplete
response*
Clinical Problem: Chemotherapy does
not work for all patients
Zakhireh, Gomez, and
Esserman 2008, EJC
*National Surgical Adjuvant Breast and Bowel Project (NSABP) Protocol
B-18 Rastogi et al. 2008, JCO
Reasons for poor response rates:
• Redundant molecular escape
pathways/resistance
• Poor drug delivery
• Biopsy sampling errors/tumor
heterogeneity
• Tumors evolve
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
Current “Early” imaging markers are after
1.5-2 months of treatment
pre-surgical, neoadjuvant chemotherapy
Zakhireh, Gomez, and Esserman 2008, EJC
Non-response (NR):
<50% reduction
Partial Response (PR):
at least 50% reduction
Pathologic Complete Response (pCR):
no residual invasive disease
BeforeChemoAfterChemo
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
Potential Benefits of Early Monitoring
• Spare patients the side-effects of ineffective
treatment
• Reduce wasted resources
• Potential for adaptive treatment regimens
• Chemotherapy becomes promising to more
patients
• Optical technologies are suited to the task
– Non-invasive
– Non-ionizing, no contrast agents
– Can monitor patients frequently over time
4
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
Diffuse Optical Spectroscopy (DOS) is emerging
as a new tool for therapy monitoring )
Tromberg et al. 2005 Breast Cancer Research
Handheld probe scanned over the breast
Measurements take 20 min – 1 hour
handheld probe
clinical measurement procedure
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
DOS Measurement Procedure
Breast Cancer Training Model Image from: http://www.eworldpoint.com
Map
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Tromberg et al. 2005 Breast Cancer Research
Measurement Locations
Post Processed “Functional” Map
Tumor
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
DOS Functional Contrast
● Increased tumor perfusion, and metabolism detected
by elevated Total Hb, Oxy Hb, and Deoxy Hb
Elevated water
Elevated blood
Decreased lipid
● Tumor edema and tumor cell proliferation lead to
increased water content
● Tumors displace bulk lipid when growing leading to
decreased lipid content
TUMOR
TOI =
ctHHb´Water
Lipid
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
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Baseline
Week 3
of Therapy
Week 12
End Therapy
H2O (%) Tissue Optical IndexLipid (%)
0 1 2 365 70 75 80 8510 15 20 25
Oxyhemoglobin (µM) Deoxyhemoglobin (µM)
5 10 15 20 2 4 6 8
DOSI Measurements Predict Response
4cm Lipid
WaterctHHb
TOI


45 y.o.
pCR
Cerussi et al. 2007 PNAS; Cerussi et al. 2001 Academic Radiology
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
Roblyer et al. PNAS, 2011
17 subjects measured at least 3 times during the first
7 days of therapy
Long-term response can be predicted in the
first week of therapy with DOS
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
Hemodynamic Changes Occur During Infusion
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ctHbO2 ctHHb StO2
Baseline
0:00
Post-paclitaxel
2:19
Post carboplatin
3:14
1/3 bevacizumab
3:50
2/3 bevacizumab
4:47
Post bevacizumab
5:33
Post-premedications
1:23
µM
µM
%
mm
39 y.o.
2.4cm tumor (US)
0.2cm at surgery
Non-pCR
-30%
Less than 10% change in lipids and water
-10% -7%
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
Safe: DOS uses non-ionizing light
Content Rich: Provides tumor
metabolic/functional information
Minimal Infrastructure: Relatively
inexpensive, increasingly portable
Diffuse Optical Spectroscopy (DOS)
A. Cerussi et al., Trans. Royl. Soc. (2011)
These features allow us to measure patients
at exciting new timepoints
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
Current DOS technology is not optimized for the
doctors office, infusion suite, or home use.)
Tromberg et al. 2005 Breast Cancer Research
Past generation DOS
New generation DOS
Deliverable 2: wearable probe
Deliverable 1: portable
digital DOS system
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
Frequency-Domain DOSContinuous Wave (CW) DOS
O’Sullivan, JBO 2012
)Frequency-Domain DOS provides quantitative information )
• Least complex
• measures relative changes in
tissue oxygenation of short times
• more complex
• measures absolute
concentrations of:
• Oxyhemoglobin
• Deoxyhemoglobin
• Water
• Fat
• Measurements comparable days-
months
We use both of these
methods for monitoring
different parts of treatment
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
Deliverable 1: portable
frequency domain digital
DOS system
Deliverable 2: wearable
CW infusion probe
Different therapy timepoint require
different technologies
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
$15,000
Entry level Network Analyzer
$1,000
ADC12D1800 Analog-to-Digital
Converter
$200
ADS62P49 Analog-to-Digital
Converter
Deliverable 1:
Frequency Domain
digital DOS (dDOS)
Digital DOS can replace analog DOS
Error of Digital DOS
compared to analog DOS
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
Innovative Signal Processing is Necessary to
Reduce Costs and Power Consumption
• Input frequency swept 50-400MHz
• ADC Specifications (ADS62P49):
– Maximum sample rate of 250 MHz
• Shannon-Nyquist Criteria: sample rate must be greater
than 800MHz to reconstruct the original signal
• Undersampling technique is necessary to utilize low-
speed ADC for a high speed application.
16
undersampled or aliased signal
Undersampling
• reduces PCB design complexity
• reduces power consumption by 7x
• reduces ADC cost by 20x
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
Deliverable 1: dDOS prototype
17
Direct Digital Synthesizer (DDS) Motherboard and ADC
Price Reduction: ~15x
Size Reduction: ~45x
System on a Chip (SoC)
ECE Senior Design Group:
2014 Design Excellence Award
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
End User Software
Raw data
Patient informationInstrument parameters
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
Deliverable 1: Current Status
19
Novel Design Features:
• 6 signal generators
• Wavelength multiplexing
• Measurement speed: .34 seconds
• PCB dimensions: 9.5” x 6.4”
Ongoing/Future Work:
• Laboratory testing
• Integration of lasers
• Clinical testing
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
Deliverable 2: Wearable Probe/Infusion Monitor
Current Single Channel Probe:
Operator Moves probe point by point
~30 min to 1 hour measurement time
per breast
Proposed Imaging Probe:
Flexible probe conforms to breast
Continuous Measurements during infusion
5cm
side view
bottom view
Detector: Photodiode
Source: LED array
5cm
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
Deliverable 2: Wearable probe
21
Single-optode prototype
photodiodeDual wavelength LED
Bottom View
Transimpedance amplifier
Optical phantom
Data logger
Current controller
Prototype Test Parameters:
• LEDs
• Photodiodes
• Measurement electronics
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
Deliverable 2: Wearable probe
22
Multi-optode prototype
photodiode
Dual wavelength LEDs
Prototype Test Parameters:
• Optode geometry
Future Work:
• Flexible PCB
• Skin friendly interface
• Device packaging
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
Project Summary
• Working prototypes of the new portable dDOS system
(deliverable 1) and the wearable probe (deliverable 2)
have been fabricated.
• We have received follow-up funding from the CFTCC and
the ACS that will allow us to complete fabrication/testing
and conduct a clinical study with the DOS prototypes.
23
CFTCC team
CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02
Acknowledgements
Funding:
• CFTCC Summer Fellowship
• CFTCC Research Grant
• BU ACS Pilot Research Grant
• ACS Research Scholar Grant
Biomedical Optical
Technologies Lab (BOTLab):
BU Biostatstics:
Janice Weinberg, Ph.D.
BU ECE Senior Design Group:
Chris Woodall
Thomas Nadovich
Benjamin Harvery
Caroline Ekchian
Andy Mo
UC Irvine/Beckman Laser
Institute:
Bruce Tromberg, Ph.D.
Graduate Students:
Fei Teng
Syeda Tabassum
Yanyu Zhao
Staff:
Raeef Istfan
BU Biology:
David Waxman, Ph.D
BMC:
Rita Blanchard, M.D.
BU BME:
Irving Bigio, Ph.D.
BU Electronics Design Facility:
Eric Hazen
Contact Information:
Darren Roblyer
roblyer@bu.edu
Collaborators:
Undergraduates:
Justin Jung
Sanjana Pannem
Shaheer Piracha
Jason Porter
Justin Hong

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2014 CFTCC Annual Symposium: A New Wearable Diffuse Optical Spectroscopic Imaging (DOSI) Device

  • 1. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 A New Wearable Diffuse Optical Spectroscopic Imaging (DOSI) Device: Darren Roblyer, Ph.D. Biomedical Optical Technologies Lab (BOTLab) Boston University 1
  • 2. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 Between 74-87% of breast cancer patients treated with presurgical (neoadjuvant) chemotherapy have a suboptimal/incomplete response* Clinical Problem: Chemotherapy does not work for all patients Zakhireh, Gomez, and Esserman 2008, EJC *National Surgical Adjuvant Breast and Bowel Project (NSABP) Protocol B-18 Rastogi et al. 2008, JCO Reasons for poor response rates: • Redundant molecular escape pathways/resistance • Poor drug delivery • Biopsy sampling errors/tumor heterogeneity • Tumors evolve
  • 3. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 Current “Early” imaging markers are after 1.5-2 months of treatment pre-surgical, neoadjuvant chemotherapy Zakhireh, Gomez, and Esserman 2008, EJC Non-response (NR): <50% reduction Partial Response (PR): at least 50% reduction Pathologic Complete Response (pCR): no residual invasive disease BeforeChemoAfterChemo
  • 4. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 Potential Benefits of Early Monitoring • Spare patients the side-effects of ineffective treatment • Reduce wasted resources • Potential for adaptive treatment regimens • Chemotherapy becomes promising to more patients • Optical technologies are suited to the task – Non-invasive – Non-ionizing, no contrast agents – Can monitor patients frequently over time 4
  • 5. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 Diffuse Optical Spectroscopy (DOS) is emerging as a new tool for therapy monitoring ) Tromberg et al. 2005 Breast Cancer Research Handheld probe scanned over the breast Measurements take 20 min – 1 hour handheld probe clinical measurement procedure
  • 6. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 DOS Measurement Procedure Breast Cancer Training Model Image from: http://www.eworldpoint.com Map 10 15 20 25 65 70 75 80 85 0 0.5 1 1.5 2 2.5 3 10 15 20 25 65 70 75 80 85 0 0.5 1 1.5 2 2.5 3 10 15 20 25 65 70 75 80 85 0 0.5 1 1.5 2 2.5 3 Tromberg et al. 2005 Breast Cancer Research Measurement Locations Post Processed “Functional” Map Tumor
  • 7. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 DOS Functional Contrast ● Increased tumor perfusion, and metabolism detected by elevated Total Hb, Oxy Hb, and Deoxy Hb Elevated water Elevated blood Decreased lipid ● Tumor edema and tumor cell proliferation lead to increased water content ● Tumors displace bulk lipid when growing leading to decreased lipid content TUMOR TOI = ctHHb´Water Lipid
  • 8. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 10 15 20 25 65 70 75 80 85 10 15 20 25 65 70 75 80 85 10 15 20 25 65 70 75 80 85 5 10 15 20 2 3 4 5 6 7 8 50 60 70 80 5 10 15 20 2 3 4 5 6 7 8 50 60 70 80 5 10 15 20 2 3 4 5 6 7 8 50 60 70 80 5 10 15 20 2 3 4 5 6 7 8 50 60 70 80 5 10 15 20 2 3 4 5 6 7 8 50 60 70 80 5 10 15 20 2 3 4 5 6 7 8 50 60 70 80 10 15 20 25 65 70 75 80 85 10 15 20 25 65 70 75 80 85 10 15 20 25 65 70 75 80 85 10 15 20 25 65 70 75 80 85 10 15 20 25 65 70 75 80 85 10 15 20 25 65 70 75 80 85 Baseline Week 3 of Therapy Week 12 End Therapy H2O (%) Tissue Optical IndexLipid (%) 0 1 2 365 70 75 80 8510 15 20 25 Oxyhemoglobin (µM) Deoxyhemoglobin (µM) 5 10 15 20 2 4 6 8 DOSI Measurements Predict Response 4cm Lipid WaterctHHb TOI   45 y.o. pCR Cerussi et al. 2007 PNAS; Cerussi et al. 2001 Academic Radiology
  • 9. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 Roblyer et al. PNAS, 2011 17 subjects measured at least 3 times during the first 7 days of therapy Long-term response can be predicted in the first week of therapy with DOS
  • 10. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 Hemodynamic Changes Occur During Infusion -40 -20 0 20 40 -20 0 20 70 80 -40 -20 0 20 40 -20 0 20 70 80 -40 -20 0 20 40 -20 0 20 70 80 -40 -20 0 20 40 -20 0 20 70 80 -40 -20 0 20 40 -20 0 20 70 80 -40 -20 0 20 40 -20 0 20 70 80 -40 -20 0 20 40 -20 0 20 70 80 -20 0 20 70 80 -40 -20 0 20 40 -20 0 20 6 8 10 12 -40 -20 0 20 40 -20 0 20 6 8 10 12 -40 -20 0 20 40 -20 0 20 6 8 10 12 -40 -20 0 20 40 -20 0 20 6 8 10 12 -40 -20 0 20 40 -20 0 20 6 8 10 12 -40 -20 0 20 40 -20 0 20 6 8 10 12 -40 -20 0 20 40 -20 0 20 6 8 10 12 -20 0 20 6 8 10 12 -40 -20 0 20 40 -20 0 20 20 30 40 50 -40 -20 0 20 40 -20 0 20 20 30 40 50 -40 -20 0 20 40 -20 0 20 20 30 40 50 -40 -20 0 20 40 -20 0 20 20 30 40 50 -40 -20 0 20 40 -20 0 20 20 30 40 50 -40 -20 0 20 40 -20 0 20 20 30 40 50 -40 -20 0 20 40 -20 0 20 20 30 40 50 -20 0 20 20 30 40 50 ctHbO2 ctHHb StO2 Baseline 0:00 Post-paclitaxel 2:19 Post carboplatin 3:14 1/3 bevacizumab 3:50 2/3 bevacizumab 4:47 Post bevacizumab 5:33 Post-premedications 1:23 µM µM % mm 39 y.o. 2.4cm tumor (US) 0.2cm at surgery Non-pCR -30% Less than 10% change in lipids and water -10% -7%
  • 11. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 Safe: DOS uses non-ionizing light Content Rich: Provides tumor metabolic/functional information Minimal Infrastructure: Relatively inexpensive, increasingly portable Diffuse Optical Spectroscopy (DOS) A. Cerussi et al., Trans. Royl. Soc. (2011) These features allow us to measure patients at exciting new timepoints
  • 12. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 Current DOS technology is not optimized for the doctors office, infusion suite, or home use.) Tromberg et al. 2005 Breast Cancer Research Past generation DOS New generation DOS Deliverable 2: wearable probe Deliverable 1: portable digital DOS system
  • 13. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 Frequency-Domain DOSContinuous Wave (CW) DOS O’Sullivan, JBO 2012 )Frequency-Domain DOS provides quantitative information ) • Least complex • measures relative changes in tissue oxygenation of short times • more complex • measures absolute concentrations of: • Oxyhemoglobin • Deoxyhemoglobin • Water • Fat • Measurements comparable days- months We use both of these methods for monitoring different parts of treatment
  • 14. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 Deliverable 1: portable frequency domain digital DOS system Deliverable 2: wearable CW infusion probe Different therapy timepoint require different technologies
  • 15. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 $15,000 Entry level Network Analyzer $1,000 ADC12D1800 Analog-to-Digital Converter $200 ADS62P49 Analog-to-Digital Converter Deliverable 1: Frequency Domain digital DOS (dDOS) Digital DOS can replace analog DOS Error of Digital DOS compared to analog DOS
  • 16. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 Innovative Signal Processing is Necessary to Reduce Costs and Power Consumption • Input frequency swept 50-400MHz • ADC Specifications (ADS62P49): – Maximum sample rate of 250 MHz • Shannon-Nyquist Criteria: sample rate must be greater than 800MHz to reconstruct the original signal • Undersampling technique is necessary to utilize low- speed ADC for a high speed application. 16 undersampled or aliased signal Undersampling • reduces PCB design complexity • reduces power consumption by 7x • reduces ADC cost by 20x
  • 17. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 Deliverable 1: dDOS prototype 17 Direct Digital Synthesizer (DDS) Motherboard and ADC Price Reduction: ~15x Size Reduction: ~45x System on a Chip (SoC) ECE Senior Design Group: 2014 Design Excellence Award
  • 18. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 End User Software Raw data Patient informationInstrument parameters
  • 19. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 Deliverable 1: Current Status 19 Novel Design Features: • 6 signal generators • Wavelength multiplexing • Measurement speed: .34 seconds • PCB dimensions: 9.5” x 6.4” Ongoing/Future Work: • Laboratory testing • Integration of lasers • Clinical testing
  • 20. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 Deliverable 2: Wearable Probe/Infusion Monitor Current Single Channel Probe: Operator Moves probe point by point ~30 min to 1 hour measurement time per breast Proposed Imaging Probe: Flexible probe conforms to breast Continuous Measurements during infusion 5cm side view bottom view Detector: Photodiode Source: LED array 5cm
  • 21. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 Deliverable 2: Wearable probe 21 Single-optode prototype photodiodeDual wavelength LED Bottom View Transimpedance amplifier Optical phantom Data logger Current controller Prototype Test Parameters: • LEDs • Photodiodes • Measurement electronics
  • 22. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 Deliverable 2: Wearable probe 22 Multi-optode prototype photodiode Dual wavelength LEDs Prototype Test Parameters: • Optode geometry Future Work: • Flexible PCB • Skin friendly interface • Device packaging
  • 23. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 Project Summary • Working prototypes of the new portable dDOS system (deliverable 1) and the wearable probe (deliverable 2) have been fabricated. • We have received follow-up funding from the CFTCC and the ACS that will allow us to complete fabrication/testing and conduct a clinical study with the DOS prototypes. 23 CFTCC team
  • 24. CFTCC 2nd Annual Science Symposium – May 2014 NIH U54-EB-015403-02 Acknowledgements Funding: • CFTCC Summer Fellowship • CFTCC Research Grant • BU ACS Pilot Research Grant • ACS Research Scholar Grant Biomedical Optical Technologies Lab (BOTLab): BU Biostatstics: Janice Weinberg, Ph.D. BU ECE Senior Design Group: Chris Woodall Thomas Nadovich Benjamin Harvery Caroline Ekchian Andy Mo UC Irvine/Beckman Laser Institute: Bruce Tromberg, Ph.D. Graduate Students: Fei Teng Syeda Tabassum Yanyu Zhao Staff: Raeef Istfan BU Biology: David Waxman, Ph.D BMC: Rita Blanchard, M.D. BU BME: Irving Bigio, Ph.D. BU Electronics Design Facility: Eric Hazen Contact Information: Darren Roblyer roblyer@bu.edu Collaborators: Undergraduates: Justin Jung Sanjana Pannem Shaheer Piracha Jason Porter Justin Hong

Hinweis der Redaktion

  1. Hideki says general consensus is that early estimate of BC-NAC is after 2 cycles (1.5-2 months) with US/MRI/PET-CT
  2. - Regarding the early monitoring - React to feedback we get from early monitoring - And overall chemotherapy becomes promising to more patients
  3. Ideal for longitudinal measurements
  4. Right Breast, 45y.o., 1.6 cm IDC, Triple Negative, BRCA +, Ki67high, Treated with carboplatin + paclitaxel + Bevacizumab, pathologic complete response (pCR) FOV of image is 8 x 8cm. Dotted Circle indicates approximate tumor location
  5. 4NR, 7PR, 6pCR
  6. 7789-07 Carb+Abr+Bev 3.5 0.2 Non-pCR, ER-, PR-, her2-; 8x7cm grid
  7. Ideal for longitudinal measurements
  8. The number of labs that can do this is in the 10’s
  9. 6 signal generation sources A full measurement sweet in .34 seconds PCB dimension 9.475” by 6.4” – easily transportable Undergoing testing on optical phantoms Need to integrate laser diode control