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Ron Dandurand, MD
Respiratory Effectiveness Group Summit
Lyon, France
April 15, 2016
Introduction
Introduction
 Definition, prevalence, social & economic impact
Introduction
 Definition, prevalence, social & economic impact
 Emphysema
 permanent enlargement of the acinus and destruction of
lung parenchyma distal to the terminal bronchioles
 present in up to half of COPD
Introduction
 Definition, prevalence, social & economic impact
 Emphysema
 permanent enlargement of the acinus and destruction of
lung parenchyma distal to the terminal bronchioles
 present in up to half of COPD
 Despite > 60 years of quantitative research CTs continue
to be characterized qualitatively by clinicians
Gough-Wentworth Sections
Dr. W. Thurlbeck, circa 1968
Courtesy of Dr. R. Fraser
McGill University
Gough-Wentworth Sections
Human Pathology 1970;1:215-226
Macroscopic Emphysema Quantification
 Limitations of Gough-Wentworth sections
 Autopsy
 Time consuming
 Operator dependent
 Kappa scores 0.43-0.59
 Qualitative CT
 Operator dependent
 Kappa scores 0.45-0.63
Radiology 1999;211:851–858
COPD 2012;9:151–159
Principles of CT Scanning
Principles of CT Scanning
 All materials attenuate (absorb/scatter) radiation to a
varying degree
Principles of CT Scanning
 All materials attenuate (absorb/scatter) radiation to a
varying degree
 Rotating X-ray beam produces a 512 X 512 grid of
attenuation i.e. difference between delivered and
received
Principles of CT Scanning
 All materials attenuate (absorb/scatter) radiation to a
varying degree
 Rotating X-ray beam produces a 512 X 512 grid of
attenuation i.e. difference between delivered and
received
 Moving patient through gantry converts plane/grid to
volume
Principles of CT Scanning
 All materials attenuate (absorb/scatter) radiation to a
varying degree
 Rotating X-ray beam produces a 512 X 512 grid of
attenuation i.e. difference between delivered and
received
 Moving patient through gantry converts plane/grid to
volume
 Volumated pixels = Voxels
Principles of CT Scanning
 All materials attenuate (absorb/scatter) radiation to a
varying degree
 Rotating X-ray beam produces a 512 X 512 grid of
attenuation i.e. difference between delivered and
received
 Moving patient through gantry converts plane/grid to
volume
 Volumated pixels = Voxels
Principles of CT Scanning
 All materials attenuate (absorb/scatter) radiation to a
varying degree
 Rotating X-ray beam produces a 512 X 512 grid of
attenuation i.e. difference between delivered and
received
 Moving patient through gantry converts plane/grid to
volume
 Volumated pixels = Voxels
 Voxels have an attenuation number
Principles of CT Scanning
 All materials attenuate (absorb/scatter) radiation to a
varying degree
 Rotating X-ray beam produces a 512 X 512 grid of
attenuation i.e. difference between delivered and
received
 Moving patient through gantry converts plane/grid to
volume
 Volumated pixels = Voxels
 Voxels have an attenuation number
 Software creates images from raw quantitative data
Principles of CT Scanning
 All materials attenuate (absorb/scatter) radiation to a
varying degree
 Rotating X-ray beam produces a 512 X 512 grid of
attenuation i.e. difference between delivered and
received
 Moving patient through gantry converts plane/grid to
volume
 Volumated pixels = Voxels
 Voxels have an attenuation number
 Software creates images from raw quantitative data
 Each attenuation number is assigned a shade of gray
Principles of CT Scanning
 Attenuation number = Hounsfield Unit (HU)
-1000 0 +1000
 Lung tissue threshold < -400 HU
Medical Physics 1998:25;2432-2439
CT Data Processing
 OsiriX MD v. 2.6 64-bit
 Decompression
 Inspection
 Reconstruction
 AirwayInspector
www.airwayinspector.acil.bwh.org
 Lung density histogram
 TLV
 LAA<-950 HU
 P15 LD
QCT Metrics of Interest
 TLV
 Total lung volume, ideally TLC
 Volume < -400 HU
 LAA
 Low attenuation area
 Fraction or % of volume < a set threshold e.g. -950 HU
 LD
 Lung density
 15th percentile of the lung density histogram + 1000 HU
 g / L
QCT Metrics of Interest
QCT Metrics of Interest
TLV (ml)
QCT Metrics of Interest
QCT Metrics of Interest
LAA%<-950 HU = 5%
QCT Metrics of Interest
LAA%<-950 HU = 5%
QCT Metrics of Interest
LAA%<-950 HU = 5%
LD = 15th Percentile + 1000 HU
e.g. -925 HU + 1000 HU = 75 g/L
QCT Metrics of Interest
Upper Lobe Centrilobular Emphysema
Upper Lobe Centrilobular Emphysema
Upper Lobe Centrilobular Emphysema
Index Case Motivating Study
 ZZ AATD
Index Case Revisited
0.0
0.1
0.2
0.3
0.4
0 5 10 15 20 25
LAA<-950HU
Time (months)
 ZZ AATD
Index Case Revisited
0.0
0.1
0.2
0.3
0.4
0 5 10 15 20 25
LAA<-950HU
Time (months)
0
10
20
30
40
50
60
0 5 10 15 20 25
LungDensity(g/L)
Time (months)
 ZZ AATD
Index Case Revisited
0.0
0.1
0.2
0.3
0.4
0 5 10 15 20 25
LAA<-950HU
Time (months)
0
10
20
30
40
50
60
0 5 10 15 20 25
LungDensity(g/L)
Time (months)
 ZZ AATD
Proc Am Thorac Soc 2008;5:925–928
What is Going On?
What is Going On?
 QCT in the research setting has stringent quality control
 Make and model of scanner
 Calibration protocol and frequency
 Acquisition protocol
 Reconstruction protocol
 Lung volume corrected to predicted TLC
 Use of contrast media
What is Going On?
 QCT in the research setting has stringent quality control
 Make and model of scanner
 Calibration protocol and frequency
 Acquisition protocol
 Reconstruction protocol
 Lung volume corrected to predicted TLC
 Use of contrast media
 Clinical CT scans cannot match these conditions
Hypotheses
Hypotheses
 Selected clinical CT scans performed on differing
scanners from differing centres and without uniform
quality control can provide reproducible QCT metrics.
Hypotheses
 Selected clinical CT scans performed on differing
scanners from differing centres and without uniform
quality control can provide reproducible QCT metrics.
 QCT metrics are more reproducible when corrected for
measured TLC than predicted TLC.
Hypotheses
 Selected clinical CT scans performed on differing
scanners from differing centres and without uniform
quality control can provide reproducible QCT metrics.
 QCT metrics are more reproducible when corrected for
measured TLC than predicted TLC.
 Contrast media alters QCT metrics in a predictable
manner such that metrics from contrast and non
contrast scans may be compared if only correction
factors were available.
Methods: Subject Selection
 Population
 1000 CT scans from 600 COPD and 100 non-COPD subjects
 Subject selection
 2 CT scans within 13 months
 PFT within 14 months of at least 1 CT scan
 CT scan free of significant infiltrates
 1 focal > 4 cm
 2 focal > 2 cm
 Diffuse infiltrates
 Evolving infiltrates
Methods: CT Scan Selection
 109 CT scan pairs
 56 non-contrast/non-contrast
 53 contrast/non-contrast
 6 subjects had both non-contrast/non-contrast and
contrast/non-contrast pairs
 21 (19%) excluded because of infiltrates
 82 subjects included
 67 COPD
 15 non-COPD (14 asthma, 1 non-fibrotic sarcoidosis)
 RI-MUHC Review Board approval, 14-467-BMB
Methods: PFTs
 Spirometry before and after 200 μg salbutamol
 Lung volumes (Jaeger or Vmax22)
 Plethysmography, n=74
 Nitrogen washout, n=8
 Predicted values
 Spirometry, Knudson
 Lung volumes, Goldsman
Methods: CT Scanners
 10 different centres
 7 different models
 4 GE Lightspeed VCT
 1 GE Lightspeed Ultra
 1 GE Lightspeed CT750 HD
 2 Siemans Somatom Definition AS+
 1 Siemans Somatom Definition Edge
 1 Simeans Sensation 64
 1 Toshiba Aquillion
Methods: Volume Correction
 P15 LD
 P15 LDVC = P15 LD X TLV / Predicted TLC
 Reduces P15 LD in proportion to lung under-inflation
 Dirksen Proc Am Thorac Soc 2008;5:925–928
 LAA<-950 HU
 LAAVC-950 HU = LAA<-950 HU X Predicted TLC / TLV
 Increases LAA<-950 HU in proportion to lung under-inflation
 Both P15 LD and LAA<-950 HU corrected as above but using the
measured TLC
Biometrics and PFTs
GOLD Classification Distribution
CT-TLV vs. Predicted or Measured TLC
slope=1.15
r=0.76
P<0.001
CT-TLV vs. Predicted or Measured TLC
slope=1.15
r=0.76
P<0.001
slope=0.98
r=0.93
P<0.001
CT-TLV vs. Measured TLC-700 ml
slope=0.98
r=0.93
P<0.001
n=82
Effect of Contrast on TLV
slope=0.93
r=0.97
p<0.001
n=46
Effect of Contrast on TLV
slope=0.93
r=0.97
p<0.001
n=46
slope=0.90
r=0.91
p<0.001
n=42
Effect of Contrast on LAA<-950 HU
slope=1.01
r=0.95
p<0.001
n=46
Effect of Contrast on LAA<-950 HU
slope=1.01
r=0.95
p<0.001
n=46
slope=0.67
r=0.94
p<0.001
n=42
Effect of Contrast on Lung Density
slope=0.98
r=0.96
p<0.001
n=46
Effect of Contrast on Lung Density
slope=0.98
r=0.96
p<0.001
n=46
slope=1.21
r=0.96
p<0.001
n=42
Contrast Effect on LAAVC & LDVC
slope=0.75
r=0.94
p<0.001
n=46
slope=1.10
r=0.98
p<0.001
n=42
Lung Volume and Contrast Effects
Lung Volume and Contrast Effects
Lung Volume and Contrast Effects
Lung Volume and Contrast Effects
Lung Volume and Contrast Effects
Lung Volume and Contrast Effects
Lung Volume and Contrast Effects
Lung Volume and Contrast Effects
Lung Volume and Contrast Effects
Lung Volume and Contrast Effects
Lung Volume and Contrast Effects
Hypotheses
 Selected clinical CT scans performed on differing
scanners from differing centres and without uniform
quality control can provide reproducible QCT metrics.
 QCT metrics are more reproducible when corrected for
measured TLC than predicted TLC.
 Contrast media alters QCT metrics in a predictable
manner such that metrics from contrast and non
contrast scans may be compared.
Hypotheses
 Selected clinical CT scans performed on differing
scanners from differing centres and without uniform
quality control can provide reproducible QCT metrics.
 QCT metrics are more reproducible when corrected for
measured TLC than predicted TLC.
 Contrast media alters QCT metrics in a predictable
manner such that metrics from contrast and non
contrast scans may be compared.
Hypotheses
 Selected clinical CT scans performed on differing
scanners from differing centres and without uniform
quality control can provide reproducible QCT metrics.
 QCT metrics are more reproducible when corrected for
measured TLC than predicted TLC.
 Contrast media alters QCT metrics in a predictable
manner such that metrics from contrast and non
contrast scans may be compared.
Hypotheses
 Selected clinical CT scans performed on differing
scanners from differing centres and without uniform
quality control can provide reproducible QCT metrics.
 QCT metrics are more reproducible when corrected for
measured TLC than predicted TLC.
 Contrast media alters QCT metrics in a predictable
manner such that metrics from contrast and non
contrast scans may be compared.
Hypotheses
 Selected clinical CT scans performed on differing
scanners from differing centres and without uniform
quality control can provide reproducible QCT metrics.
 QCT metrics are more reproducible when corrected for
measured TLC than predicted TLC.
 Contrast media alters QCT metrics in a predictable
manner such that metrics from contrast and non
contrast scans may be compared. LAA=1.25, LD=0.90
Index Case Revisited
 ZZ AATD
Index Case Revisited
0.0
0.1
0.2
0.3
0.4
0 5 10 15 20 25
LAA<-950HU
Time (months)
0
10
20
30
40
50
60
0 5 10 15 20 25
LungDensity(g/L)
Time (months)
 ZZ AATD
Index Case Revisited
0.0
0.1
0.2
0.3
0.4
0 5 10 15 20 25
LAA<-950HU
Time (months)
0
10
20
30
40
50
60
0 5 10 15 20 25
LungDensity(g/L)
Time (months)
 ZZ AATD
Future Directions
Future Directions
 Validation in other cohorts
 ECLIPSE Cohort
 CanCOLD Cohort
Future Directions
 Validation in other cohorts
 ECLIPSE Cohort
 CanCOLD Cohort
 Elucidate mechanism behind reduced lung volume with
contrast
Future Directions
 Validation in other cohorts
 ECLIPSE Cohort
 CanCOLD Cohort
 Elucidate mechanism behind reduced lung volume with
contrast
 Is it involuntary gas compression?
Future Directions
 Validation in other cohorts
 ECLIPSE Cohort
 CanCOLD Cohort
 Elucidate mechanism behind reduced lung volume with
contrast
 Is it involuntary gas compression?
 Compare early (CTA) with delayed contrast infusion
Future Directions
 Validation in other cohorts
 ECLIPSE Cohort
 CanCOLD Cohort
 Elucidate mechanism behind reduced lung volume with
contrast
 Is it involuntary gas compression?
 Compare early (CTA) with delayed contrast infusion
 Application
Future Directions
 Validation in other cohorts
 ECLIPSE Cohort
 CanCOLD Cohort
 Elucidate mechanism behind reduced lung volume with
contrast
 Is it involuntary gas compression?
 Compare early (CTA) with delayed contrast infusion
 Application
 Longitudinal real-world data
Future Directions
 Validation in other cohorts
 ECLIPSE Cohort
 CanCOLD Cohort
 Elucidate mechanism behind reduced lung volume with
contrast
 Is it involuntary gas compression?
 Compare early (CTA) with delayed contrast infusion
 Application
 Longitudinal real-world data
 Revisit –ve alpha-1 trials
Future Directions
 Validation in other cohorts
 ECLIPSE Cohort
 CanCOLD Cohort
 Elucidate mechanism behind reduced lung volume with
contrast
 Is it involuntary gas compression?
 Compare early (CTA) with delayed contrast infusion
 Application
 Longitudinal real-world data
 Revisit –ve alpha-1 trials
 “Digital structure-function” modelling
 i.e. QCT-OS phenotyping
Acknowledgements
 Harvard School of Medicine
 Raúl San José Estépar – Department of Radiology
 University of British Columbia
 Harvey Coxson – Department of Radiology
 McGill University
 Jean Bourbeau – RECRU
 David Eidelman – Meakins-Christie Labs
 Myriam Dandurand – Research Assistant

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Validation of Real-World Thoracic CT Scanes for Quantitative Analysis of COPD

  • 1. Ron Dandurand, MD Respiratory Effectiveness Group Summit Lyon, France April 15, 2016
  • 3. Introduction  Definition, prevalence, social & economic impact
  • 4. Introduction  Definition, prevalence, social & economic impact  Emphysema  permanent enlargement of the acinus and destruction of lung parenchyma distal to the terminal bronchioles  present in up to half of COPD
  • 5. Introduction  Definition, prevalence, social & economic impact  Emphysema  permanent enlargement of the acinus and destruction of lung parenchyma distal to the terminal bronchioles  present in up to half of COPD  Despite > 60 years of quantitative research CTs continue to be characterized qualitatively by clinicians
  • 6. Gough-Wentworth Sections Dr. W. Thurlbeck, circa 1968 Courtesy of Dr. R. Fraser McGill University
  • 8. Macroscopic Emphysema Quantification  Limitations of Gough-Wentworth sections  Autopsy  Time consuming  Operator dependent  Kappa scores 0.43-0.59  Qualitative CT  Operator dependent  Kappa scores 0.45-0.63 Radiology 1999;211:851–858 COPD 2012;9:151–159
  • 9. Principles of CT Scanning
  • 10. Principles of CT Scanning  All materials attenuate (absorb/scatter) radiation to a varying degree
  • 11. Principles of CT Scanning  All materials attenuate (absorb/scatter) radiation to a varying degree  Rotating X-ray beam produces a 512 X 512 grid of attenuation i.e. difference between delivered and received
  • 12. Principles of CT Scanning  All materials attenuate (absorb/scatter) radiation to a varying degree  Rotating X-ray beam produces a 512 X 512 grid of attenuation i.e. difference between delivered and received  Moving patient through gantry converts plane/grid to volume
  • 13. Principles of CT Scanning  All materials attenuate (absorb/scatter) radiation to a varying degree  Rotating X-ray beam produces a 512 X 512 grid of attenuation i.e. difference between delivered and received  Moving patient through gantry converts plane/grid to volume  Volumated pixels = Voxels
  • 14. Principles of CT Scanning  All materials attenuate (absorb/scatter) radiation to a varying degree  Rotating X-ray beam produces a 512 X 512 grid of attenuation i.e. difference between delivered and received  Moving patient through gantry converts plane/grid to volume  Volumated pixels = Voxels
  • 15. Principles of CT Scanning  All materials attenuate (absorb/scatter) radiation to a varying degree  Rotating X-ray beam produces a 512 X 512 grid of attenuation i.e. difference between delivered and received  Moving patient through gantry converts plane/grid to volume  Volumated pixels = Voxels  Voxels have an attenuation number
  • 16. Principles of CT Scanning  All materials attenuate (absorb/scatter) radiation to a varying degree  Rotating X-ray beam produces a 512 X 512 grid of attenuation i.e. difference between delivered and received  Moving patient through gantry converts plane/grid to volume  Volumated pixels = Voxels  Voxels have an attenuation number  Software creates images from raw quantitative data
  • 17. Principles of CT Scanning  All materials attenuate (absorb/scatter) radiation to a varying degree  Rotating X-ray beam produces a 512 X 512 grid of attenuation i.e. difference between delivered and received  Moving patient through gantry converts plane/grid to volume  Volumated pixels = Voxels  Voxels have an attenuation number  Software creates images from raw quantitative data  Each attenuation number is assigned a shade of gray
  • 18. Principles of CT Scanning  Attenuation number = Hounsfield Unit (HU) -1000 0 +1000  Lung tissue threshold < -400 HU Medical Physics 1998:25;2432-2439
  • 19. CT Data Processing  OsiriX MD v. 2.6 64-bit  Decompression  Inspection  Reconstruction  AirwayInspector www.airwayinspector.acil.bwh.org  Lung density histogram  TLV  LAA<-950 HU  P15 LD
  • 20. QCT Metrics of Interest  TLV  Total lung volume, ideally TLC  Volume < -400 HU  LAA  Low attenuation area  Fraction or % of volume < a set threshold e.g. -950 HU  LD  Lung density  15th percentile of the lung density histogram + 1000 HU  g / L
  • 21. QCT Metrics of Interest
  • 22. QCT Metrics of Interest TLV (ml)
  • 23. QCT Metrics of Interest
  • 24. QCT Metrics of Interest
  • 25. LAA%<-950 HU = 5% QCT Metrics of Interest
  • 26. LAA%<-950 HU = 5% QCT Metrics of Interest
  • 27. LAA%<-950 HU = 5% LD = 15th Percentile + 1000 HU e.g. -925 HU + 1000 HU = 75 g/L QCT Metrics of Interest
  • 31. Index Case Motivating Study  ZZ AATD
  • 32. Index Case Revisited 0.0 0.1 0.2 0.3 0.4 0 5 10 15 20 25 LAA<-950HU Time (months)  ZZ AATD
  • 33. Index Case Revisited 0.0 0.1 0.2 0.3 0.4 0 5 10 15 20 25 LAA<-950HU Time (months) 0 10 20 30 40 50 60 0 5 10 15 20 25 LungDensity(g/L) Time (months)  ZZ AATD
  • 34. Index Case Revisited 0.0 0.1 0.2 0.3 0.4 0 5 10 15 20 25 LAA<-950HU Time (months) 0 10 20 30 40 50 60 0 5 10 15 20 25 LungDensity(g/L) Time (months)  ZZ AATD Proc Am Thorac Soc 2008;5:925–928
  • 36. What is Going On?  QCT in the research setting has stringent quality control  Make and model of scanner  Calibration protocol and frequency  Acquisition protocol  Reconstruction protocol  Lung volume corrected to predicted TLC  Use of contrast media
  • 37. What is Going On?  QCT in the research setting has stringent quality control  Make and model of scanner  Calibration protocol and frequency  Acquisition protocol  Reconstruction protocol  Lung volume corrected to predicted TLC  Use of contrast media  Clinical CT scans cannot match these conditions
  • 39. Hypotheses  Selected clinical CT scans performed on differing scanners from differing centres and without uniform quality control can provide reproducible QCT metrics.
  • 40. Hypotheses  Selected clinical CT scans performed on differing scanners from differing centres and without uniform quality control can provide reproducible QCT metrics.  QCT metrics are more reproducible when corrected for measured TLC than predicted TLC.
  • 41. Hypotheses  Selected clinical CT scans performed on differing scanners from differing centres and without uniform quality control can provide reproducible QCT metrics.  QCT metrics are more reproducible when corrected for measured TLC than predicted TLC.  Contrast media alters QCT metrics in a predictable manner such that metrics from contrast and non contrast scans may be compared if only correction factors were available.
  • 42. Methods: Subject Selection  Population  1000 CT scans from 600 COPD and 100 non-COPD subjects  Subject selection  2 CT scans within 13 months  PFT within 14 months of at least 1 CT scan  CT scan free of significant infiltrates  1 focal > 4 cm  2 focal > 2 cm  Diffuse infiltrates  Evolving infiltrates
  • 43. Methods: CT Scan Selection  109 CT scan pairs  56 non-contrast/non-contrast  53 contrast/non-contrast  6 subjects had both non-contrast/non-contrast and contrast/non-contrast pairs  21 (19%) excluded because of infiltrates  82 subjects included  67 COPD  15 non-COPD (14 asthma, 1 non-fibrotic sarcoidosis)  RI-MUHC Review Board approval, 14-467-BMB
  • 44. Methods: PFTs  Spirometry before and after 200 μg salbutamol  Lung volumes (Jaeger or Vmax22)  Plethysmography, n=74  Nitrogen washout, n=8  Predicted values  Spirometry, Knudson  Lung volumes, Goldsman
  • 45. Methods: CT Scanners  10 different centres  7 different models  4 GE Lightspeed VCT  1 GE Lightspeed Ultra  1 GE Lightspeed CT750 HD  2 Siemans Somatom Definition AS+  1 Siemans Somatom Definition Edge  1 Simeans Sensation 64  1 Toshiba Aquillion
  • 46. Methods: Volume Correction  P15 LD  P15 LDVC = P15 LD X TLV / Predicted TLC  Reduces P15 LD in proportion to lung under-inflation  Dirksen Proc Am Thorac Soc 2008;5:925–928  LAA<-950 HU  LAAVC-950 HU = LAA<-950 HU X Predicted TLC / TLV  Increases LAA<-950 HU in proportion to lung under-inflation  Both P15 LD and LAA<-950 HU corrected as above but using the measured TLC
  • 49.
  • 50. CT-TLV vs. Predicted or Measured TLC slope=1.15 r=0.76 P<0.001
  • 51. CT-TLV vs. Predicted or Measured TLC slope=1.15 r=0.76 P<0.001 slope=0.98 r=0.93 P<0.001
  • 52. CT-TLV vs. Measured TLC-700 ml slope=0.98 r=0.93 P<0.001 n=82
  • 53.
  • 54. Effect of Contrast on TLV slope=0.93 r=0.97 p<0.001 n=46
  • 55. Effect of Contrast on TLV slope=0.93 r=0.97 p<0.001 n=46 slope=0.90 r=0.91 p<0.001 n=42
  • 56. Effect of Contrast on LAA<-950 HU slope=1.01 r=0.95 p<0.001 n=46
  • 57. Effect of Contrast on LAA<-950 HU slope=1.01 r=0.95 p<0.001 n=46 slope=0.67 r=0.94 p<0.001 n=42
  • 58. Effect of Contrast on Lung Density slope=0.98 r=0.96 p<0.001 n=46
  • 59. Effect of Contrast on Lung Density slope=0.98 r=0.96 p<0.001 n=46 slope=1.21 r=0.96 p<0.001 n=42
  • 60.
  • 61. Contrast Effect on LAAVC & LDVC slope=0.75 r=0.94 p<0.001 n=46 slope=1.10 r=0.98 p<0.001 n=42
  • 62. Lung Volume and Contrast Effects
  • 63. Lung Volume and Contrast Effects
  • 64. Lung Volume and Contrast Effects
  • 65. Lung Volume and Contrast Effects
  • 66. Lung Volume and Contrast Effects
  • 67. Lung Volume and Contrast Effects
  • 68. Lung Volume and Contrast Effects
  • 69. Lung Volume and Contrast Effects
  • 70. Lung Volume and Contrast Effects
  • 71. Lung Volume and Contrast Effects
  • 72. Lung Volume and Contrast Effects
  • 73. Hypotheses  Selected clinical CT scans performed on differing scanners from differing centres and without uniform quality control can provide reproducible QCT metrics.  QCT metrics are more reproducible when corrected for measured TLC than predicted TLC.  Contrast media alters QCT metrics in a predictable manner such that metrics from contrast and non contrast scans may be compared.
  • 74. Hypotheses  Selected clinical CT scans performed on differing scanners from differing centres and without uniform quality control can provide reproducible QCT metrics.  QCT metrics are more reproducible when corrected for measured TLC than predicted TLC.  Contrast media alters QCT metrics in a predictable manner such that metrics from contrast and non contrast scans may be compared.
  • 75. Hypotheses  Selected clinical CT scans performed on differing scanners from differing centres and without uniform quality control can provide reproducible QCT metrics.  QCT metrics are more reproducible when corrected for measured TLC than predicted TLC.  Contrast media alters QCT metrics in a predictable manner such that metrics from contrast and non contrast scans may be compared.
  • 76. Hypotheses  Selected clinical CT scans performed on differing scanners from differing centres and without uniform quality control can provide reproducible QCT metrics.  QCT metrics are more reproducible when corrected for measured TLC than predicted TLC.  Contrast media alters QCT metrics in a predictable manner such that metrics from contrast and non contrast scans may be compared.
  • 77. Hypotheses  Selected clinical CT scans performed on differing scanners from differing centres and without uniform quality control can provide reproducible QCT metrics.  QCT metrics are more reproducible when corrected for measured TLC than predicted TLC.  Contrast media alters QCT metrics in a predictable manner such that metrics from contrast and non contrast scans may be compared. LAA=1.25, LD=0.90
  • 79. Index Case Revisited 0.0 0.1 0.2 0.3 0.4 0 5 10 15 20 25 LAA<-950HU Time (months) 0 10 20 30 40 50 60 0 5 10 15 20 25 LungDensity(g/L) Time (months)  ZZ AATD
  • 80. Index Case Revisited 0.0 0.1 0.2 0.3 0.4 0 5 10 15 20 25 LAA<-950HU Time (months) 0 10 20 30 40 50 60 0 5 10 15 20 25 LungDensity(g/L) Time (months)  ZZ AATD
  • 82. Future Directions  Validation in other cohorts  ECLIPSE Cohort  CanCOLD Cohort
  • 83. Future Directions  Validation in other cohorts  ECLIPSE Cohort  CanCOLD Cohort  Elucidate mechanism behind reduced lung volume with contrast
  • 84. Future Directions  Validation in other cohorts  ECLIPSE Cohort  CanCOLD Cohort  Elucidate mechanism behind reduced lung volume with contrast  Is it involuntary gas compression?
  • 85. Future Directions  Validation in other cohorts  ECLIPSE Cohort  CanCOLD Cohort  Elucidate mechanism behind reduced lung volume with contrast  Is it involuntary gas compression?  Compare early (CTA) with delayed contrast infusion
  • 86. Future Directions  Validation in other cohorts  ECLIPSE Cohort  CanCOLD Cohort  Elucidate mechanism behind reduced lung volume with contrast  Is it involuntary gas compression?  Compare early (CTA) with delayed contrast infusion  Application
  • 87. Future Directions  Validation in other cohorts  ECLIPSE Cohort  CanCOLD Cohort  Elucidate mechanism behind reduced lung volume with contrast  Is it involuntary gas compression?  Compare early (CTA) with delayed contrast infusion  Application  Longitudinal real-world data
  • 88. Future Directions  Validation in other cohorts  ECLIPSE Cohort  CanCOLD Cohort  Elucidate mechanism behind reduced lung volume with contrast  Is it involuntary gas compression?  Compare early (CTA) with delayed contrast infusion  Application  Longitudinal real-world data  Revisit –ve alpha-1 trials
  • 89. Future Directions  Validation in other cohorts  ECLIPSE Cohort  CanCOLD Cohort  Elucidate mechanism behind reduced lung volume with contrast  Is it involuntary gas compression?  Compare early (CTA) with delayed contrast infusion  Application  Longitudinal real-world data  Revisit –ve alpha-1 trials  “Digital structure-function” modelling  i.e. QCT-OS phenotyping
  • 90. Acknowledgements  Harvard School of Medicine  Raúl San José Estépar – Department of Radiology  University of British Columbia  Harvey Coxson – Department of Radiology  McGill University  Jean Bourbeau – RECRU  David Eidelman – Meakins-Christie Labs  Myriam Dandurand – Research Assistant