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Ron Dandurand, MD
Respiratory Effectiveness Group Summit
Lyon, France
April 15, 2016
Objectives
Objectives
 Prove non-inferiority of spirometry
Objectives
 Prove non-inferiority of spirometry
 Raise reasonable doubt that spirometry ought to be
abandoned at this point in time
Objectives
 Prove non-inferiority of spirometry
 Raise reasonable doubt that spirometry ought to be
abandoned at this point in time
Objectives
 Prove non-inferiority of spirometry
 Raise reasonable doubt that spirometry ought to be
abandoned at this point in time
 Present a proof of concept of a novel approach to the
analysis of spirometry
Timeline of Spirometry and OS
Timeline of Spirometry and OS
1846 Hutchison publishes paper on VC in first 2130 subjects
1947 Tiffineau proposes timed FVCs
Timeline of Spirometry and OS
1846 Hutchison publishes paper on VC in first 2130 subjects
1947 Tiffineau proposes timed FVCs
1951 duBois presents first abstract on OS
1956 duBois publishes first paper on OS
Timeline of Spirometry and OS
1846 Hutchison publishes paper on VC in first 2130 subjects
1947 Tiffineau proposes timed FVCs
1951 duBois presents first abstract on OS
1956 duBois publishes first paper on OS
1958 Hyatt describes F-V loop
1971 Menkes & Permitt introduce moment analysis
1978 Mead introduced slope ratio
1979 Mead proposes interrupted F-V loop
Timeline of Spirometry and OS
1846 Hutchison publishes paper on VC in first 2130 subjects
1947 Tiffineau proposes timed FVCs
1951 duBois presents first abstract on OS
1956 duBois publishes first paper on OS
1958 Hyatt describes F-V loop
1971 Menkes & Permitt introduce moment analysis
1978 Mead introduced slope ratio
1979 Mead proposes interrupted F-V loop
1992 First commercial OS system marketed
Timeline of Spirometry and OS
1846 Hutchison publishes paper on VC in first 2130 subjects
1947 Tiffineau proposes timed FVCs
1951 duBois presents first abstract on OS
1956 duBois publishes first paper on OS
1958 Hyatt describes F-V loop
1971 Menkes & Permitt introduce moment analysis
1978 Mead introduced slope ratio
1979 Mead proposes interrupted F-V loop
1992 First commercial OS system marketed
2016 Usmani - Dandurand debate
Then and Now
Hutchinson, Med Chir Trans 1846;29:137 Grimby et al., JCI 1968;47:1455
Spirometry vs. OS
 Advantages Spirometry OS
Cost € 1.4 K € 10-35 K
Availability Ubiquitous Rare
Portability Most 1/5
Longitudinal data 70 years 3 years
Treatment guidelines GINA/GOLD None
Intuitive concept Yes No
 Disadvantages
inhomogeneities
Spirometry vs. OS
 Advantages Spirometry OS
 Cost € 1.4 K € 10-35 K
 Availability Ubiquitous Rare
 Portability Most 1/5
 Longitudinal data 70 years 3 years
 Treatment guidelines GINA/GOLD None
 Intuitive concept Yes No
 Disadvantages
Forced manoeuvre Yes No
Insensitive
Small airways disease
Ventilatory inhomogeneities
Spirometry vs. OS
 Advantages Spirometry OS
 Cost € 1.4 K € 10-35 K
 Availability Ubiquitous Rare
 Portability Most 1/5
 Longitudinal data 70 years 3 years
 Treatment guidelines GINA/GOLD None
 Intuitive concept Yes No
 Disadvantages
Forced manoeuvre Yes No
Insensitive
Small airways disease
Ventilatory inhomogeneities
Spirometry vs. OS
 Advantages Spirometry OS
 Cost € 1.4 K € 10-35 K
 Availability Ubiquitous Rare
 Portability Most 1/5
 Longitudinal data 70 years 3 years
 Treatment guidelines GINA/GOLD None
 Intuitive concept Yes No
 Disadvantages
 Forced manoeuvre Yes No
 Insensitive
 Small airways disease
 Ventilatory inhomogeneities
Spirometry vs. OS
 Advantages Spirometry OS
 Cost € 1.4 K € 10-35 K
 Availability Ubiquitous Rare
 Portability Most 1/5
 Longitudinal data 70 years 3 years
 Treatment guidelines GINA/GOLD None
 Intuitive concept Yes No
 Disadvantages
 Forced manoeuvre Yes No
 Insensitive
 Small airways disease
 Ventilatory inhomogeneities
Spirometry vs. OS
 Advantages Spirometry OS
 Cost € 1.4 K € 10-35 K
 Availability Ubiquitous Rare
 Portability Most 1/5
 Longitudinal data 70 years 3 years
 Treatment guidelines GINA/GOLD None
 Intuitive concept Yes No
 Disadvantages
 Forced manoeuvre Yes No
 Insensitive
 Small airways disease
 Ventilatory inhomogeneities ?
Need for Better Biomarker Clear
Jones, Thorax 2001;56:880–887
Need for Better Biomarker Clear
Dandurand et al, ERS Congress 2013
Debate Not New
Chest 2015;148:1131-1139
But Is It Fare to Compare?
FEV1
vs.
OS
Thank You
But Is It Fare to Compare?
 FEV1
 Single parameter
 Typically 15-30 data points
 OS
 6 parameters (R5, R5-20, X5, Fres, AX, ΔX5)
 Typically 12,228 data points
Example Expiratory Spirogram
Index Base %Pred
FEV1 2.91 l 102%
FEV3 3.56 l
FVC 3.87 l 105%
PEF 498l/min 108%
FEV1/FVC 75% 100%
FEV3/FVC 91%
FEF75 5.87 l/s 86%
FEF50 2.66 l/s 67%
FEF25 0.91 l/s 68%
FEF25-75 2.23 l/s 73%
0
1
2
3
4
5
6
7
8
9
0 1 2 3 4
Flow(L/s)
Volume (L)
0
1
2
3
4
0 1 2 3 4 5 6 7
Volume(L)
Time (s)
MP, 2015-12-04
Example Expiratory Spirogram
Index Base %Pred
FEV1 2.91 l 102%
FEV3 3.56 l
FVC 3.87 l 105%
PEF 498l/min 108%
FEV1/FVC 75% 100%
FEV3/FVC 91%
FEF75 5.87 l/s 86%
FEF50 2.66 l/s 67%
FEF25 0.91 l/s 68%
FEF25-75 2.23 l/s 73%
0
1
2
3
4
5
6
7
8
9
0 1 2 3 4
Flow(L/s)
Volume (L)
37 data points
0
1
2
3
4
0 1 2 3 4 5 6 7
Volume(L)
Time (s)
MP, 2015-12-04
22 data points
Example OS Study
MP, 2015-12-04
Example OS Study
MP, 2015-12-04
256 Hz X 16 sec = 4096 data points 12,288 data points
But Is It Fare to Compare?
 FEV1
 Single parameter
 Typically 15-30 data points
 OS
 6 parameters (R5, R5-20, X5, Fres, AX, ΔX5)
 Typically 12,228 data points
But Is It Fare to Compare?
 FEV1
 Single parameter
 Typically 15-30 data points
 OS
 6 parameters (R5, R5-20, X5, Fres, AX, ΔX5)
 Typically 12,228 data points
 No, but’s time to level the playing field!
But Is It Fare to Compare?
 FEV1
 Single parameter
 Typically 15-30 data points
 OS
 6 parameters (R5, R5-20, X5, Fres, AX, ΔX5)
 Typically 12,228 data points
 No, but’s time to level the playing field!
…but first
What to We Wish to Achieve?
What to We Wish to Achieve?
 Detect obstructive lung disease at an earlier stage
What to We Wish to Achieve?
 Detect obstructive lung disease at an earlier stage
Dandurand et al, Chest 2015
What to We Wish to Achieve?
 Detect obstructive lung disease at an earlier stage
Dandurand et al, Chest 2015
What to We Wish to Achieve?
 Detect obstructive lung disease at an earlier stage
Dandurand et al, Chest 2015
What to We Wish to Achieve?
 Detect obstructive lung disease at an earlier stage
Dandurand et al, Chest 2015
What to We Wish to Achieve?
 Detect obstructive lung disease at an earlier stage
 Detect therapeutic responses more reliably
What to We Wish to Achieve?
 Detect obstructive lung disease at an earlier stage
 Detect therapeutic responses more reliably
 Ideally, approximate small airways function test results
 Multi-breath nitrogen washout
 Frequency dependence of compliance
What to We Wish to Achieve?
 Detect obstructive lung disease at an earlier stage
 Detect therapeutic responses more reliably
 Ideally, approximate small airways function test results
 Multi-breath nitrogen washout
 Frequency dependence of compliance
 Can this be done with spirometry?
What to We Wish to Achieve?
 Detect obstructive lung disease at an earlier stage
 Detect therapeutic responses more reliably
 Ideally, approximate small airways function test results
 Multi-breath nitrogen washout
 Frequency dependence of compliance
 Can this be done with spirometry?
 Certainly not as conventionally analyzed, but…
Spirometric Indices
Volume and Flow
 FVC
 FEV0.5, 1, 2, 3, 6
 MMEF
Spirometric Indices
Volume and Flow
 FVC
 FEV0.5, 1, 2, 3, 6
 MMEF
 PEFR
 V̇75, 50, 25, V̇75/V̇25, V̇50/V̇25
Spirometric Indices
Volume and Flow
 FVC
 FEV0.5, 1, 2, 3, 6
 MMEF
 PEFR
 V̇75, 50, 25, V̇75/V̇25, V̇50/V̇25
Time
 Moments about origin
 α1 , α2 , α3 , α4
 Moments about mean
 μ2 , μ3 , μ4
Spirometric Indices
Volume and Flow
 FVC
 FEV0.5, 1, 2, 3, 6
 MMEF
 PEFR
 V̇75, 50, 25, V̇75/V̇25, V̇50/V̇25
Time
 Moments about origin
 α1 , α2 , α3 , α4
 Moments about mean
 μ2 , μ3 , μ4
Nondementionalized Volume and Flow
 FEV0.5, 1, 2, 3, 6 / FVC
 MMEF / FVC
 PEFR / FVC
 V̇75, 50, 25 / FVC
Nondementionalized Time
Moments about origin
α1/t, α2/t , α3/t, α4/t
Moments about mean
μ2/t , μ3/t , μ4/t
Spirometric Indices
Volume and Flow
 FVC
 FEV0.5, 1, 2, 3, 6
 MMEF
 PEFR
 V̇75, 50, 25, V̇75/V̇25, V̇50/V̇25
Time
 Moments about origin
 α1 , α2 , α3 , α4
 Moments about mean
 μ2 , μ3 , μ4
Nondementionalized Volume and Flow
 FEV0.5, 1, 2, 3, 6 / FVC
 MMEF / FVC
 PEFR / FVC
 V̇75, 50, 25 / FVC
Nondementionalized Time
 Moments about origin
 α1/t, α2/t , α3/t, α4/t
 Moments about mean
 μ2/t , μ3/t , μ4/t
Spirometric Indices
Volume and Flow
 FVC
 FEV0.5, 1, 2, 3, 6
 MMEF
 PEFR
 V̇75, 50, 25, V̇75/V̇25, V̇50/V̇25
Time
 Moments about origin
 α1 , α2 , α3 , α4
 Moments about mean
 μ2 , μ3 , μ4
Nondementionalized Volume and Flow
 FEV0.5, 1, 2, 3, 6 / FVC
 MMEF / FVC
 PEFR / FVC
 V̇75, 50, 25 / FVC
Nondementionalized Time
 Moments about origin
 α1/t, α2/t , α3/t, α4/t
 Moments about mean
 μ2/t , μ3/t , μ4/t
Others: Slope ratio of Mead, ΔV̇, V̇iso
Example Expiratory Spirogram
Index Base %Pred
FEV1 2.91 l 102%
FEV3 3.56 l
FVC 3.87 l 105%
PEF 498l/min 108%
FEV1/FVC 75% 100%
FEV3/FVC 91%
FEF75 5.87 l/s 86%
FEF50 2.66 l/s 67%
FEF25 0.91 l/s 68%
FEF25-75 2.23 l/s 73%
0
1
2
3
4
5
6
7
8
9
0 1 2 3 4
Flow(L/s)
Volume (L)
0
1
2
3
4
0 1 2 3 4 5 6 7
Volume(L)
Time (s)
MP, 2015-12-04
Comparing Spirogram Volumes
0
1
2
3
4
5
6
7
8
9
0 1 2 3 4
Flow(L/s)
Volume (L)
0
1
2
3
4
0 1 2 3 4 5 6 7
Volume(L)
Time (s)
MP, 2015-12-04
JT, 2016-02-05
MP JT
Age 68 78
Sex M F
Ht (cm) 170 152
Wt (kg) 80 56
BMI 28 24
0.0
0.2
0.4
0.6
0.8
1.0
0 1 2 3 4 5 6
Volume/FVC
Time (s)
Nondementionalized Spirograms
MP, 2015-12-04
JT, 2016-02-05
MP JT
Age 68 78
Sex M F
Ht (cm) 170 152
Wt (kg) 80 56
BMI 28 24
Comparing Spirogram Times
JC, 2015-11-20
CR, 2015-11-20
JC CR
Age 62 62
Sex F F
Ht (cm) 158 154
Wt (kg) 45 70
BMI 18 30
0
1
2
3
4
5
0 1 2 3 4
Flow(L/s)
Volume (L)
0
1
2
3
4
0 2 4 6 8 10 12
Volume(L)
Time (s)
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Nondementionalized Spirograms
JC, 2015-11-20
CR, 2015-11-20
JC CR
Age 62 62
Sex F F
Ht (cm) 158 154
Wt (kg) 45 70
BMI 18 30
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
α1 α2
1/2 α3
1/3 α4
1/4 μ2
1/2 μ3
1/3 μ4
1/4
CR 0.161 0.060 0.036 0.027 0.034 2.549 6.796
JC 0.243 0.130 0.090 0.070 0.072 1.310 0.633
0.0
0.2
0.4
0.6
0.8
1.0
0.0 0.2 0.4 0.6 0.8 1.0
Volume/FVC
Time / Total Time
Time Domain Analysis - Moments
JC, 2015-11-20
CR, 2015-11-20
Novel Spirometric Analysis
Novel Spirometric Analysis
 30 asthmatics undergoing simultaneous OS and spirometry
Novel Spirometric Analysis
 30 asthmatics undergoing simultaneous OS and spirometry
 Derive absolute and nondementionalized volume, flow and
time domain indices
Novel Spirometric Analysis
 30 asthmatics undergoing simultaneous OS and spirometry
 Derive absolute and nondementionalized volume, flow and
time domain indices
 Perform pairwise analysis of 46 of these indices vs. OS
parameters
Novel Spirometric Analysis
 30 asthmatics undergoing simultaneous OS and spirometry
 Derive absolute and nondementionalized volume, flow and
time domain indices
 Perform pairwise analysis of 46 of these indices vs. OS
parameters
 Chose a reasonable number of indices based on
 Pearson’s r
 Intuitive judgment
Novel Spirometric Analysis
 30 asthmatics undergoing simultaneous OS and spirometry
 Derive absolute and nondementionalized volume, flow and
time domain indices
 Perform pairwise analysis of 46 of these indices vs. OS
parameters
 Chose a reasonable number of indices based on
 Pearson’s r
 Intuitive judgment
 Build a model using multiple linear regression
30 Asthma Clinic Subjects
Age (mean years±SD) 66 ± 15
Sex (M:F) 13 : 17
BMI (m/kg2) 29 ± 4
ACQ 5 ± 5
FEV1 (L) 2.06 ± 0.74
FEV1 (% predicted) 87 ± 23
FVC (L) 3.06 ± 0.92
FVC (% predicted) 104 ± 22
FEV1/FVC (%) 66 ± 12
MMEF (L/s) 1.29 ± 0.79
MMEF (% predicted) 43 ± 21
R5 (cmH2O/L/s) 4.33 ± 1.73
R5-19 (cmH2O/L/s) 1.09 ± 1.08
X5 (cmH2O/L/s) -2.23 ± 2.01
Fres (Hz) 21.85 ± 9.63
AX (cmH2O/L/s • Hz) 21.20 ± 21.61
Pairwise Correlation for ln R5-19
Index r p Index r p Index r p
FVC -0.25 0.18 α1 0.49 0.01 α1mode 0.50 0.01
FEV1 -0.46 0.01 α2
1/2 0.41 0.02 α2mode
1/2 0.41 0.02
FEV1/FVC -0.53 0.00 α3
1/3 0.32 0.09 α3mode
1/3 0.32 0.09
FEV3 -0.41 0.02 α4
1/4 0.25 0.18 α4mode
1/4 0.25 0.18
FEV3/FVC -0.55 0.00 μ2
1/2 0.39 0.03 μ2mode
1/2 0.35 0.05
PERF -0.26 0.17 μ3
1/3 -0.44 0.01 μ3mode
1/3 -0.54 0.00
PERF/FVC -0.11 0.57 μ4
1/4 -0.47 0.01 μ4mode
1/4 -0.53 0.00
MMEF -0.63 0.00 α1/t 0.17 0.36 α1mode/t 0.27 0.14
MMEF/FVC -0.58 0.00 α2/t
1/2 0.33 0.08 α2mode/t
1/2 0.34 0.06
V̇75 -0.50 0.01 α3/t
1/3 0.27 0.14 α3mode/t
1/3 0.32 0.09
V̇75/FVC -0.38 0.04 α4/t
1/4 0.16 0.39 α4mode/t
1/4 0.21 0.27
V̇50 -0.59 0.00 μ2/t
1/2 0.45 0.01 μ2mode/t
1/2 0.42 0.02
V̇50/FVC -0.58 0.00 μ3/t
1/3 -0.44 0.01 μ3mode/t
1/3 -0.54 0.00
V̇25 -0.63 0.00 μ4/t
1/4 -0.47 0.01 μ4mode/t
1/4 -0.53 0.00
V̇25/FVC -0.59 0.00
V̇75/V̇25 0.27 0.15
V̇50/V̇25 0.20 0.30
Pairwise Correlation for ln R5-19
Index r p Index r p Index r p
FVC -0.25 0.18 α1 0.49 0.01 α1mode 0.50 0.01
FEV1 -0.46 0.01 α2
1/2 0.41 0.02 α2mode
1/2 0.41 0.02
FEV1/FVC -0.53 0.00 α3
1/3 0.32 0.09 α3mode
1/3 0.32 0.09
FEV3 -0.41 0.02 α4
1/4 0.25 0.18 α4mode
1/4 0.25 0.18
FEV3/FVC -0.55 0.00 μ2
1/2 0.39 0.03 μ2mode
1/2 0.35 0.05
PERF -0.26 0.17 μ3
1/3 -0.44 0.01 μ3mode
1/3 -0.54 0.00
PERF/FVC -0.11 0.57 μ4
1/4 -0.47 0.01 μ4mode
1/4 -0.53 0.00
MMEF -0.63 0.00 α1/t 0.17 0.36 α1mode/t 0.27 0.14
MMEF/FVC -0.58 0.00 α2/t
1/2 0.33 0.08 α2mode/t
1/2 0.34 0.06
V̇75 -0.50 0.01 α3/t
1/3 0.27 0.14 α3mode/t
1/3 0.32 0.09
V̇75/FVC -0.38 0.04 α4/t
1/4 0.16 0.39 α4mode/t
1/4 0.21 0.27
V̇50 -0.59 0.00 μ2/t
1/2 0.45 0.01 μ2mode/t
1/2 0.42 0.02
V̇50/FVC -0.58 0.00 μ3/t
1/3 -0.44 0.01 μ3mode/t
1/3 -0.54 0.00
V̇25 -0.63 0.00 μ4/t
1/4 -0.47 0.01 μ4mode/t
1/4 -0.53 0.00
V̇25/FVC -0.59 0.00
V̇75/V̇25 0.27 0.15
V̇50/V̇25 0.20 0.30
Pairwise Correlation for ln R5-19
Index r p Index r p Index r p
FVC -0.25 0.18 α1 0.49 0.01 α1mode 0.50 0.01
FEV1 -0.46 0.01 α2
1/2 0.41 0.02 α2mode
1/2 0.41 0.02
FEV1/FVC -0.53 0.00 α3
1/3 0.32 0.09 α3mode
1/3 0.32 0.09
FEV3 -0.41 0.02 α4
1/4 0.25 0.18 α4mode
1/4 0.25 0.18
FEV3/FVC -0.55 0.00 μ2
1/2 0.39 0.03 μ2mode
1/2 0.35 0.05
PERF -0.26 0.17 μ3
1/3 -0.44 0.01 μ3mode
1/3 -0.54 0.00
PERF/FVC -0.11 0.57 μ4
1/4 -0.47 0.01 μ4mode
1/4 -0.53 0.00
MMEF -0.63 0.00 α1/t 0.17 0.36 α1mode/t 0.27 0.14
MMEF/FVC -0.58 0.00 α2/t
1/2 0.33 0.08 α2mode/t
1/2 0.34 0.06
V̇75 -0.50 0.01 α3/t
1/3 0.27 0.14 α3mode/t
1/3 0.32 0.09
V̇75/FVC -0.38 0.04 α4/t
1/4 0.16 0.39 α4mode/t
1/4 0.21 0.27
V̇50 -0.59 0.00 μ2/t
1/2 0.45 0.01 μ2mode/t
1/2 0.42 0.02
V̇50/FVC -0.58 0.00 μ3/t
1/3 -0.44 0.01 μ3mode/t
1/3 -0.54 0.00
V̇25 -0.63 0.00 μ4/t
1/4 -0.47 0.01 μ4mode/t
1/4 -0.53 0.00
V̇25/FVC -0.59 0.00
V̇75/V̇25 0.27 0.15
V̇50/V̇25 0.20 0.30
Pairwise Correlation for ln R5-19
Index r p Index r p Index r p
FVC -0.25 0.18 α1 0.49 0.01 α1mode 0.50 0.01
FEV1 -0.46 0.01 α2
1/2 0.41 0.02 α2mode
1/2 0.41 0.02
FEV1/FVC -0.53 0.00 α3
1/3 0.32 0.09 α3mode
1/3 0.32 0.09
FEV3 -0.41 0.02 α4
1/4 0.25 0.18 α4mode
1/4 0.25 0.18
FEV3/FVC -0.55 0.00 μ2
1/2 0.39 0.03 μ2mode
1/2 0.35 0.05
PERF -0.26 0.17 μ3
1/3 -0.44 0.01 μ3mode
1/3 -0.54 0.00
PERF/FVC -0.11 0.57 μ4
1/4 -0.47 0.01 μ4mode
1/4 -0.53 0.00
MMEF -0.63 0.00 α1/t 0.17 0.36 α1mode/t 0.27 0.14
MMEF/FVC -0.58 0.00 α2/t
1/2 0.33 0.08 α2mode/t
1/2 0.34 0.06
V̇75 -0.50 0.01 α3/t
1/3 0.27 0.14 α3mode/t
1/3 0.32 0.09
V̇75/FVC -0.38 0.04 α4/t
1/4 0.16 0.39 α4mode/t
1/4 0.21 0.27
V̇50 -0.59 0.00 μ2/t
1/2 0.45 0.01 μ2mode/t
1/2 0.42 0.02
V̇50/FVC -0.58 0.00 μ3/t
1/3 -0.44 0.01 μ3mode/t
1/3 -0.54 0.00
V̇25 -0.63 0.00 μ4/t
1/4 -0.47 0.01 μ4mode/t
1/4 -0.53 0.00
V̇25/FVC -0.59 0.00
V̇75/V̇25 0.27 0.15
V̇50/V̇25 0.20 0.30
The R5-19 Model Using Spirometry
The R5-19 Model Using Spirometry
ln R5-19 =
The R5-19 Model Using Spirometry
ln R5-19 = - 2•FVC + 2•FEV1 + 44•MMEF/FVC
The R5-19 Model Using Spirometry
ln R5-19 = - 2•FVC + 2•FEV1 + 44•MMEF/FVC
- 2•V̇75/FVC - 22•V̇50/FVC - 4•V̇25/FVC
The R5-19 Model Using Spirometry
ln R5-19 = - 2•FVC + 2•FEV1 + 44•MMEF/FVC
- 2•V̇75/FVC - 22•V̇50/FVC - 4•V̇25/FVC
-286•α1mode/t + 956• α2mode/t
1/2
-416• α3mode/t
1/3 - 10•α4mode/t
1/4 + 34
The R5-19 Model Using Spirometry
ln R5-19 = - 2•FVC + 2•FEV1 + 44•MMEF/FVC
- 2•V̇75/FVC - 22•V̇50/FVC - 4•V̇25/FVC
-286•α1mode/t + 956• α2mode/t
1/2
-416• α3mode/t
1/3 - 10•α4mode/t
1/4 + 34
r = 0.86
Conclusions
Conclusions
 Spirometry is cheap, widely available, well understood and
has almost 70 years of longitudinal validation
Conclusions
 Spirometry is cheap, widely available, well understood and
has almost 70 years of longitudinal validation
 Multiple regression of selected spirometric indices seems
to approximate frequency dependence of resistance and
hence, small airway disease
Conclusions
 Spirometry is cheap, widely available, well understood and
has almost 70 years of longitudinal validation
 Multiple regression of selected spirometric indices seems
to approximate frequency dependence of resistance and
hence, small airway disease
 If so, it is premature to recommend abandoning spirometry
in favour of OS
Conclusions
 Spirometry is cheap, widely available, well understood and
has almost 70 years of longitudinal validation
 Multiple regression of selected spirometric indices seems
to approximate frequency dependence of resistance and
hence, small airway disease
 If so, it is premature to recommend abandoning spirometry
in favour of OS
 Further work is necessary to validate and improve upon
this novel approach to the spirometric analysis of lung
mechanics
To FEV1 or Not…Rebuttal
“The proof
[of concept]
is in the pudding”
Proof of Concept: R5-19 Modeling
Derivation Cohort Validation Cohort
n=30 n=14
Age (mean years ± SE) 66±3 68±3
Sex (M:F) 13 : 17 5 : 9
BMI (Kg/m2) 29±1 28±1
ACQ 5±1 2±1
FEV1 (L) 2.06±0.13 2.02±0.14
FEV1 (% predicted) 87±4 87±4
FVC (L) 3.06±0.17 2.93±0
FVC (% predicted) 104±4 102±4.16
FEV1/FVC (%) 66±2 70±3
MMEF (L/s) 1.29±0.14 1.27±0.12
MMEF (% predicted) 43±4 45±3
R5 (cmH2O/L/s) 4.33±0.32 4.03±0.29
R5-19 (cmH2O/L/s) 1.09±0.20 0.79±0.21
X5 (cmH2O/L/s) -2.23±0.37 -1.67±0.28
Fres (Hz) 21.85±1.76 22.70±1.85
AX (cmH2O/L/s • Hz) 21.20±3.95 17.18±3.47
Proof of Concept: R5-19 Modeling
Derivation Cohort Validation Cohort
n=30 n=14
Age (mean years ± SE) 66±3 68±3
Sex (M:F) 13 : 17 5 : 9
BMI (Kg/m2) 29±1 28±1
ACQ 5±1 2±1
FEV1 (L) 2.06±0.13 2.02±0.14
FEV1 (% predicted) 87±4 87±4
FVC (L) 3.06±0.17 2.93±0
FVC (% predicted) 104±4 102±4.16
FEV1/FVC (%) 66±2 70±3
MMEF (L/s) 1.29±0.14 1.27±0.12
MMEF (% predicted) 43±4 45±3
R5 (cmH2O/L/s) 4.33±0.32 4.03±0.29
R5-19 (cmH2O/L/s) 1.09±0.20 0.79±0.21
X5 (cmH2O/L/s) -2.23±0.37 -1.67±0.28
Fres (Hz) 21.85±1.76 22.70±1.85
AX (cmH2O/L/s • Hz) 21.20±3.95 17.18±3.47
Proof of Concept: R5-19 Modeling
Derivation Cohort Validation Cohort
n=30 n=14
Age (mean years ± SE) 66±3 68±3
Sex (M:F) 13 : 17 5 : 9
BMI (Kg/m2) 29±1 28±1
ACQ 5±1 2±1
FEV1 (L) 2.06±0.13 2.02±0.14
FEV1 (% predicted) 87±4 87±4
FVC (L) 3.06±0.17 2.93±0
FVC (% predicted) 104±4 102±4.16
FEV1/FVC (%) 66±2 70±3
MMEF (L/s) 1.29±0.14 1.27±0.12
MMEF (% predicted) 43±4 45±3
R5 (cmH2O/L/s) 4.33±0.32 4.03±0.29
R5-19 (cmH2O/L/s) 1.09±0.20 0.79±0.21
X5 (cmH2O/L/s) -2.23±0.37 -1.67±0.28
Fres (Hz) 21.85±1.76 22.70±1.85
AX (cmH2O/L/s • Hz) 21.20±3.95 17.18±3.47
Proof of Concept: R5-19 Modeling
Derivation Cohort Validation Cohort
n=30 n=14
Age (mean years ± SE) 66±3 68±3
Sex (M:F) 13 : 17 5 : 9
BMI (Kg/m2) 29±1 28±1
ACQ 5±1 2±1
FEV1 (L) 2.06±0.13 2.02±0.14
FEV1 (% predicted) 87±4 87±4
FVC (L) 3.06±0.17 2.93±0
FVC (% predicted) 104±4 102±4.16
FEV1/FVC (%) 66±2 70±3
MMEF (L/s) 1.29±0.14 1.27±0.12
MMEF (% predicted) 43±4 45±3
R5 (cmH2O/L/s) 4.33±0.32 4.03±0.29
R5-19 (cmH2O/L/s) 1.09±0.20 0.79±0.21
X5 (cmH2O/L/s) -2.23±0.37 -1.67±0.28
Fres (Hz) 21.85±1.76 22.70±1.85
AX (cmH2O/L/s • Hz) 21.20±3.95 17.18±3.47
Proof of Concept: R5-19 Modeling
Derivation Cohort Validation Cohort
n=30 n=14
Age (mean years ± SE) 66±3 68±3
Sex (M:F) 13 : 17 5 : 9
BMI (Kg/m2) 29±1 28±1
ACQ 5±1 2±1
FEV1 (L) 2.06±0.13 2.02±0.14
FEV1 (% predicted) 87±4 87±4
FVC (L) 3.06±0.17 2.93±0
FVC (% predicted) 104±4 102±4.16
FEV1/FVC (%) 66±2 70±3
MMEF (L/s) 1.29±0.14 1.27±0.12
MMEF (% predicted) 43±4 45±3
R5 (cmH2O/L/s) 4.33±0.32 4.03±0.29
R5-19 (cmH2O/L/s) 1.09±0.20 0.79±0.21
X5 (cmH2O/L/s) -2.23±0.37 -1.67±0.28
Fres (Hz) 21.85±1.76 22.70±1.85
AX (cmH2O/L/s • Hz) 21.20±3.95 17.18±3.47
0.0
1.0
2.0
3.0
0.0 1.0 2.0 3.0
ModelledR5-19(cmH2O/L/s)
OS R5-19 (cmH2O/L/s)
Proof of Concept: R5-19 Modeling
0.0
1.0
2.0
3.0
0.0 1.0 2.0 3.0
ModelledR5-19(cmH2O/L/s)
OS R5-19 (cmH2O/L/s)
Proof of Concept: R5-19 Modeling
Proof of Concept: R5-19 Modeling
0.0
1.0
2.0
3.0
0.0 1.0 2.0 3.0
ModelledR5-19(cmH2O/L/s)
OS R5-19 (cmH2O/L/s)
Proof of Concept: R5-19 Modeling
0.0
1.0
2.0
3.0
0.0 1.0 2.0 3.0
ModelledR5-19(cmH2O/L/s)
OS R5-19 (cmH2O/L/s)
Proof of Concept: R5-19 Modeling
0.0
1.0
2.0
3.0
0.0 1.0 2.0 3.0
ModelledR5-19(cmH2O/L/s)
OS R5-19 (cmH2O/L/s)
Proof of Concept: R5-19 Modeling
0.0
1.0
2.0
3.0
0.0 1.0 2.0 3.0
ModelledR5-19(cmH2O/L/s)
OS R5-19 (cmH2O/L/s)
Proof of Concept: R5-19 Modeling
0.0
1.0
2.0
3.0
0.0 1.0 2.0 3.0
ModelledR5-19(cmH2O/L/s)
OS R5-19 (cmH2O/L/s)
Proof of Concept: R5-19 Modeling
0.0
1.0
2.0
3.0
0.0 1.0 2.0 3.0
ModelledR5-19(cmH2O/L/s)
OS R5-19 (cmH2O/L/s)
Proof of Concept: R5-19 Modeling
0.0
1.0
2.0
3.0
0.0 1.0 2.0 3.0
ModelledR5-19(cmH2O/L/s)
OS R5-19 (cmH2O/L/s)
Proof of Concept: R5-19 Modeling
0.0
1.0
2.0
3.0
0.0 1.0 2.0 3.0
ModelledR5-19(cmH2O/L/s)
OS R5-19 (cmH2O/L/s)
Proof of Concept: R5-19 Modeling
0.0
1.0
2.0
3.0
0.0 1.0 2.0 3.0
ModelledR5-19(cmH2O/L/s)
OS R5-19 (cmH2O/L/s)
Proof of Concept: R5-19 Modeling
0.0
1.0
2.0
3.0
0.0 1.0 2.0 3.0
ModelledR5-19(cmH2O/L/s)
OS R5-19 (cmH2O/L/s)
Proof of Concept: R5-19 Modeling
0.0
1.0
2.0
3.0
0.0 1.0 2.0 3.0
ModelledR5-19(cmH2O/L/s)
OS R5-19 (cmH2O/L/s)
Proof of Concept: R5-19 Modeling
0.0
1.0
2.0
3.0
0.0 1.0 2.0 3.0
ModelledR5-19(cmH2O/L/s)
OS R5-19 (cmH2O/L/s)
Proof of Concept: R5-19 Modeling
0.0
1.0
2.0
3.0
0.0 1.0 2.0 3.0
ModelledR5-19(cmH2O/L/s)
OS R5-19 (cmH2O/L/s)
Proof of Concept: R5-19 Modeling
0.0
1.0
2.0
3.0
0.0 1.0 2.0 3.0
ModelledR5-19(cmH2O/L/s)
OS R5-19 (cmH2O/L/s)
Proof of Concept: R5-19 Modeling
0.0
1.0
2.0
3.0
0.0 1.0 2.0 3.0
ModelledR5-19(cmH2O/L/s)
OS R5-19 (cmH2O/L/s)
Proof of Concept: R5-19 Modeling
r=0.83
0.0
1.0
2.0
3.0
0.0 1.0 2.0 3.0
ModelledR5-19(cmH2O/L/s)
OS R5-19 (cmH2O/L/s)
Proof of Concept: R5-19 Modeling
r=0.83
0.0
1.0
2.0
3.0
0.0 1.0 2.0 3.0
ModelledR5-19(cmH2O/L/s)
OS R5-19 (cmH2O/L/s)
Correct:
13/14
93%
Summary
 Spirometry may be comparable to OS for the detection
of small airway disease
 There is reasonable doubt that spirometry ought to be
abandoned at this point in time
 Further work is warranted on novel approaches to the
analysis of spirometry
“Don’t throw spirometry out
with the bath water!”

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Ron Dandurand presents novel spirometry analysis at Respiratory Effectiveness Group Summit

  • 1. Ron Dandurand, MD Respiratory Effectiveness Group Summit Lyon, France April 15, 2016
  • 4. Objectives  Prove non-inferiority of spirometry  Raise reasonable doubt that spirometry ought to be abandoned at this point in time
  • 5. Objectives  Prove non-inferiority of spirometry  Raise reasonable doubt that spirometry ought to be abandoned at this point in time
  • 6. Objectives  Prove non-inferiority of spirometry  Raise reasonable doubt that spirometry ought to be abandoned at this point in time  Present a proof of concept of a novel approach to the analysis of spirometry
  • 8. Timeline of Spirometry and OS 1846 Hutchison publishes paper on VC in first 2130 subjects 1947 Tiffineau proposes timed FVCs
  • 9. Timeline of Spirometry and OS 1846 Hutchison publishes paper on VC in first 2130 subjects 1947 Tiffineau proposes timed FVCs 1951 duBois presents first abstract on OS 1956 duBois publishes first paper on OS
  • 10. Timeline of Spirometry and OS 1846 Hutchison publishes paper on VC in first 2130 subjects 1947 Tiffineau proposes timed FVCs 1951 duBois presents first abstract on OS 1956 duBois publishes first paper on OS 1958 Hyatt describes F-V loop 1971 Menkes & Permitt introduce moment analysis 1978 Mead introduced slope ratio 1979 Mead proposes interrupted F-V loop
  • 11. Timeline of Spirometry and OS 1846 Hutchison publishes paper on VC in first 2130 subjects 1947 Tiffineau proposes timed FVCs 1951 duBois presents first abstract on OS 1956 duBois publishes first paper on OS 1958 Hyatt describes F-V loop 1971 Menkes & Permitt introduce moment analysis 1978 Mead introduced slope ratio 1979 Mead proposes interrupted F-V loop 1992 First commercial OS system marketed
  • 12. Timeline of Spirometry and OS 1846 Hutchison publishes paper on VC in first 2130 subjects 1947 Tiffineau proposes timed FVCs 1951 duBois presents first abstract on OS 1956 duBois publishes first paper on OS 1958 Hyatt describes F-V loop 1971 Menkes & Permitt introduce moment analysis 1978 Mead introduced slope ratio 1979 Mead proposes interrupted F-V loop 1992 First commercial OS system marketed 2016 Usmani - Dandurand debate
  • 13. Then and Now Hutchinson, Med Chir Trans 1846;29:137 Grimby et al., JCI 1968;47:1455
  • 14. Spirometry vs. OS  Advantages Spirometry OS Cost € 1.4 K € 10-35 K Availability Ubiquitous Rare Portability Most 1/5 Longitudinal data 70 years 3 years Treatment guidelines GINA/GOLD None Intuitive concept Yes No  Disadvantages inhomogeneities
  • 15. Spirometry vs. OS  Advantages Spirometry OS  Cost € 1.4 K € 10-35 K  Availability Ubiquitous Rare  Portability Most 1/5  Longitudinal data 70 years 3 years  Treatment guidelines GINA/GOLD None  Intuitive concept Yes No  Disadvantages Forced manoeuvre Yes No Insensitive Small airways disease Ventilatory inhomogeneities
  • 16. Spirometry vs. OS  Advantages Spirometry OS  Cost € 1.4 K € 10-35 K  Availability Ubiquitous Rare  Portability Most 1/5  Longitudinal data 70 years 3 years  Treatment guidelines GINA/GOLD None  Intuitive concept Yes No  Disadvantages Forced manoeuvre Yes No Insensitive Small airways disease Ventilatory inhomogeneities
  • 17. Spirometry vs. OS  Advantages Spirometry OS  Cost € 1.4 K € 10-35 K  Availability Ubiquitous Rare  Portability Most 1/5  Longitudinal data 70 years 3 years  Treatment guidelines GINA/GOLD None  Intuitive concept Yes No  Disadvantages  Forced manoeuvre Yes No  Insensitive  Small airways disease  Ventilatory inhomogeneities
  • 18. Spirometry vs. OS  Advantages Spirometry OS  Cost € 1.4 K € 10-35 K  Availability Ubiquitous Rare  Portability Most 1/5  Longitudinal data 70 years 3 years  Treatment guidelines GINA/GOLD None  Intuitive concept Yes No  Disadvantages  Forced manoeuvre Yes No  Insensitive  Small airways disease  Ventilatory inhomogeneities
  • 19. Spirometry vs. OS  Advantages Spirometry OS  Cost € 1.4 K € 10-35 K  Availability Ubiquitous Rare  Portability Most 1/5  Longitudinal data 70 years 3 years  Treatment guidelines GINA/GOLD None  Intuitive concept Yes No  Disadvantages  Forced manoeuvre Yes No  Insensitive  Small airways disease  Ventilatory inhomogeneities ?
  • 20. Need for Better Biomarker Clear Jones, Thorax 2001;56:880–887
  • 21. Need for Better Biomarker Clear Dandurand et al, ERS Congress 2013
  • 22. Debate Not New Chest 2015;148:1131-1139
  • 23. But Is It Fare to Compare? FEV1 vs. OS
  • 25. But Is It Fare to Compare?  FEV1  Single parameter  Typically 15-30 data points  OS  6 parameters (R5, R5-20, X5, Fres, AX, ΔX5)  Typically 12,228 data points
  • 26. Example Expiratory Spirogram Index Base %Pred FEV1 2.91 l 102% FEV3 3.56 l FVC 3.87 l 105% PEF 498l/min 108% FEV1/FVC 75% 100% FEV3/FVC 91% FEF75 5.87 l/s 86% FEF50 2.66 l/s 67% FEF25 0.91 l/s 68% FEF25-75 2.23 l/s 73% 0 1 2 3 4 5 6 7 8 9 0 1 2 3 4 Flow(L/s) Volume (L) 0 1 2 3 4 0 1 2 3 4 5 6 7 Volume(L) Time (s) MP, 2015-12-04
  • 27. Example Expiratory Spirogram Index Base %Pred FEV1 2.91 l 102% FEV3 3.56 l FVC 3.87 l 105% PEF 498l/min 108% FEV1/FVC 75% 100% FEV3/FVC 91% FEF75 5.87 l/s 86% FEF50 2.66 l/s 67% FEF25 0.91 l/s 68% FEF25-75 2.23 l/s 73% 0 1 2 3 4 5 6 7 8 9 0 1 2 3 4 Flow(L/s) Volume (L) 37 data points 0 1 2 3 4 0 1 2 3 4 5 6 7 Volume(L) Time (s) MP, 2015-12-04 22 data points
  • 28. Example OS Study MP, 2015-12-04
  • 29. Example OS Study MP, 2015-12-04 256 Hz X 16 sec = 4096 data points 12,288 data points
  • 30. But Is It Fare to Compare?  FEV1  Single parameter  Typically 15-30 data points  OS  6 parameters (R5, R5-20, X5, Fres, AX, ΔX5)  Typically 12,228 data points
  • 31. But Is It Fare to Compare?  FEV1  Single parameter  Typically 15-30 data points  OS  6 parameters (R5, R5-20, X5, Fres, AX, ΔX5)  Typically 12,228 data points  No, but’s time to level the playing field!
  • 32. But Is It Fare to Compare?  FEV1  Single parameter  Typically 15-30 data points  OS  6 parameters (R5, R5-20, X5, Fres, AX, ΔX5)  Typically 12,228 data points  No, but’s time to level the playing field! …but first
  • 33. What to We Wish to Achieve?
  • 34. What to We Wish to Achieve?  Detect obstructive lung disease at an earlier stage
  • 35. What to We Wish to Achieve?  Detect obstructive lung disease at an earlier stage Dandurand et al, Chest 2015
  • 36. What to We Wish to Achieve?  Detect obstructive lung disease at an earlier stage Dandurand et al, Chest 2015
  • 37. What to We Wish to Achieve?  Detect obstructive lung disease at an earlier stage Dandurand et al, Chest 2015
  • 38. What to We Wish to Achieve?  Detect obstructive lung disease at an earlier stage Dandurand et al, Chest 2015
  • 39. What to We Wish to Achieve?  Detect obstructive lung disease at an earlier stage  Detect therapeutic responses more reliably
  • 40. What to We Wish to Achieve?  Detect obstructive lung disease at an earlier stage  Detect therapeutic responses more reliably  Ideally, approximate small airways function test results  Multi-breath nitrogen washout  Frequency dependence of compliance
  • 41. What to We Wish to Achieve?  Detect obstructive lung disease at an earlier stage  Detect therapeutic responses more reliably  Ideally, approximate small airways function test results  Multi-breath nitrogen washout  Frequency dependence of compliance  Can this be done with spirometry?
  • 42. What to We Wish to Achieve?  Detect obstructive lung disease at an earlier stage  Detect therapeutic responses more reliably  Ideally, approximate small airways function test results  Multi-breath nitrogen washout  Frequency dependence of compliance  Can this be done with spirometry?  Certainly not as conventionally analyzed, but…
  • 43. Spirometric Indices Volume and Flow  FVC  FEV0.5, 1, 2, 3, 6  MMEF
  • 44. Spirometric Indices Volume and Flow  FVC  FEV0.5, 1, 2, 3, 6  MMEF  PEFR  V̇75, 50, 25, V̇75/V̇25, V̇50/V̇25
  • 45. Spirometric Indices Volume and Flow  FVC  FEV0.5, 1, 2, 3, 6  MMEF  PEFR  V̇75, 50, 25, V̇75/V̇25, V̇50/V̇25 Time  Moments about origin  α1 , α2 , α3 , α4  Moments about mean  μ2 , μ3 , μ4
  • 46. Spirometric Indices Volume and Flow  FVC  FEV0.5, 1, 2, 3, 6  MMEF  PEFR  V̇75, 50, 25, V̇75/V̇25, V̇50/V̇25 Time  Moments about origin  α1 , α2 , α3 , α4  Moments about mean  μ2 , μ3 , μ4 Nondementionalized Volume and Flow  FEV0.5, 1, 2, 3, 6 / FVC  MMEF / FVC  PEFR / FVC  V̇75, 50, 25 / FVC Nondementionalized Time Moments about origin α1/t, α2/t , α3/t, α4/t Moments about mean μ2/t , μ3/t , μ4/t
  • 47. Spirometric Indices Volume and Flow  FVC  FEV0.5, 1, 2, 3, 6  MMEF  PEFR  V̇75, 50, 25, V̇75/V̇25, V̇50/V̇25 Time  Moments about origin  α1 , α2 , α3 , α4  Moments about mean  μ2 , μ3 , μ4 Nondementionalized Volume and Flow  FEV0.5, 1, 2, 3, 6 / FVC  MMEF / FVC  PEFR / FVC  V̇75, 50, 25 / FVC Nondementionalized Time  Moments about origin  α1/t, α2/t , α3/t, α4/t  Moments about mean  μ2/t , μ3/t , μ4/t
  • 48. Spirometric Indices Volume and Flow  FVC  FEV0.5, 1, 2, 3, 6  MMEF  PEFR  V̇75, 50, 25, V̇75/V̇25, V̇50/V̇25 Time  Moments about origin  α1 , α2 , α3 , α4  Moments about mean  μ2 , μ3 , μ4 Nondementionalized Volume and Flow  FEV0.5, 1, 2, 3, 6 / FVC  MMEF / FVC  PEFR / FVC  V̇75, 50, 25 / FVC Nondementionalized Time  Moments about origin  α1/t, α2/t , α3/t, α4/t  Moments about mean  μ2/t , μ3/t , μ4/t Others: Slope ratio of Mead, ΔV̇, V̇iso
  • 49. Example Expiratory Spirogram Index Base %Pred FEV1 2.91 l 102% FEV3 3.56 l FVC 3.87 l 105% PEF 498l/min 108% FEV1/FVC 75% 100% FEV3/FVC 91% FEF75 5.87 l/s 86% FEF50 2.66 l/s 67% FEF25 0.91 l/s 68% FEF25-75 2.23 l/s 73% 0 1 2 3 4 5 6 7 8 9 0 1 2 3 4 Flow(L/s) Volume (L) 0 1 2 3 4 0 1 2 3 4 5 6 7 Volume(L) Time (s) MP, 2015-12-04
  • 50. Comparing Spirogram Volumes 0 1 2 3 4 5 6 7 8 9 0 1 2 3 4 Flow(L/s) Volume (L) 0 1 2 3 4 0 1 2 3 4 5 6 7 Volume(L) Time (s) MP, 2015-12-04 JT, 2016-02-05 MP JT Age 68 78 Sex M F Ht (cm) 170 152 Wt (kg) 80 56 BMI 28 24
  • 51. 0.0 0.2 0.4 0.6 0.8 1.0 0 1 2 3 4 5 6 Volume/FVC Time (s) Nondementionalized Spirograms MP, 2015-12-04 JT, 2016-02-05 MP JT Age 68 78 Sex M F Ht (cm) 170 152 Wt (kg) 80 56 BMI 28 24
  • 52. Comparing Spirogram Times JC, 2015-11-20 CR, 2015-11-20 JC CR Age 62 62 Sex F F Ht (cm) 158 154 Wt (kg) 45 70 BMI 18 30 0 1 2 3 4 5 0 1 2 3 4 Flow(L/s) Volume (L) 0 1 2 3 4 0 2 4 6 8 10 12 Volume(L) Time (s)
  • 53. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Nondementionalized Spirograms JC, 2015-11-20 CR, 2015-11-20 JC CR Age 62 62 Sex F F Ht (cm) 158 154 Wt (kg) 45 70 BMI 18 30
  • 54. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 55. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 56. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 57. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 58. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 59. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 60. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 61. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 62. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 63. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 64. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 65. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 66. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 67. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 68. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 69. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 70. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 71. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 72. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 73. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 74. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 75. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 76. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 77. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 78. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 79. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 80. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 81. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 82. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 83. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 84. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 85. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 86. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 87. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 88. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 89. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 90. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 91. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 92. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 93. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 94. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 95. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 96. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 97. 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 98. α1 α2 1/2 α3 1/3 α4 1/4 μ2 1/2 μ3 1/3 μ4 1/4 CR 0.161 0.060 0.036 0.027 0.034 2.549 6.796 JC 0.243 0.130 0.090 0.070 0.072 1.310 0.633 0.0 0.2 0.4 0.6 0.8 1.0 0.0 0.2 0.4 0.6 0.8 1.0 Volume/FVC Time / Total Time Time Domain Analysis - Moments JC, 2015-11-20 CR, 2015-11-20
  • 100. Novel Spirometric Analysis  30 asthmatics undergoing simultaneous OS and spirometry
  • 101. Novel Spirometric Analysis  30 asthmatics undergoing simultaneous OS and spirometry  Derive absolute and nondementionalized volume, flow and time domain indices
  • 102. Novel Spirometric Analysis  30 asthmatics undergoing simultaneous OS and spirometry  Derive absolute and nondementionalized volume, flow and time domain indices  Perform pairwise analysis of 46 of these indices vs. OS parameters
  • 103. Novel Spirometric Analysis  30 asthmatics undergoing simultaneous OS and spirometry  Derive absolute and nondementionalized volume, flow and time domain indices  Perform pairwise analysis of 46 of these indices vs. OS parameters  Chose a reasonable number of indices based on  Pearson’s r  Intuitive judgment
  • 104. Novel Spirometric Analysis  30 asthmatics undergoing simultaneous OS and spirometry  Derive absolute and nondementionalized volume, flow and time domain indices  Perform pairwise analysis of 46 of these indices vs. OS parameters  Chose a reasonable number of indices based on  Pearson’s r  Intuitive judgment  Build a model using multiple linear regression
  • 105. 30 Asthma Clinic Subjects Age (mean years±SD) 66 ± 15 Sex (M:F) 13 : 17 BMI (m/kg2) 29 ± 4 ACQ 5 ± 5 FEV1 (L) 2.06 ± 0.74 FEV1 (% predicted) 87 ± 23 FVC (L) 3.06 ± 0.92 FVC (% predicted) 104 ± 22 FEV1/FVC (%) 66 ± 12 MMEF (L/s) 1.29 ± 0.79 MMEF (% predicted) 43 ± 21 R5 (cmH2O/L/s) 4.33 ± 1.73 R5-19 (cmH2O/L/s) 1.09 ± 1.08 X5 (cmH2O/L/s) -2.23 ± 2.01 Fres (Hz) 21.85 ± 9.63 AX (cmH2O/L/s • Hz) 21.20 ± 21.61
  • 106. Pairwise Correlation for ln R5-19 Index r p Index r p Index r p FVC -0.25 0.18 α1 0.49 0.01 α1mode 0.50 0.01 FEV1 -0.46 0.01 α2 1/2 0.41 0.02 α2mode 1/2 0.41 0.02 FEV1/FVC -0.53 0.00 α3 1/3 0.32 0.09 α3mode 1/3 0.32 0.09 FEV3 -0.41 0.02 α4 1/4 0.25 0.18 α4mode 1/4 0.25 0.18 FEV3/FVC -0.55 0.00 μ2 1/2 0.39 0.03 μ2mode 1/2 0.35 0.05 PERF -0.26 0.17 μ3 1/3 -0.44 0.01 μ3mode 1/3 -0.54 0.00 PERF/FVC -0.11 0.57 μ4 1/4 -0.47 0.01 μ4mode 1/4 -0.53 0.00 MMEF -0.63 0.00 α1/t 0.17 0.36 α1mode/t 0.27 0.14 MMEF/FVC -0.58 0.00 α2/t 1/2 0.33 0.08 α2mode/t 1/2 0.34 0.06 V̇75 -0.50 0.01 α3/t 1/3 0.27 0.14 α3mode/t 1/3 0.32 0.09 V̇75/FVC -0.38 0.04 α4/t 1/4 0.16 0.39 α4mode/t 1/4 0.21 0.27 V̇50 -0.59 0.00 μ2/t 1/2 0.45 0.01 μ2mode/t 1/2 0.42 0.02 V̇50/FVC -0.58 0.00 μ3/t 1/3 -0.44 0.01 μ3mode/t 1/3 -0.54 0.00 V̇25 -0.63 0.00 μ4/t 1/4 -0.47 0.01 μ4mode/t 1/4 -0.53 0.00 V̇25/FVC -0.59 0.00 V̇75/V̇25 0.27 0.15 V̇50/V̇25 0.20 0.30
  • 107. Pairwise Correlation for ln R5-19 Index r p Index r p Index r p FVC -0.25 0.18 α1 0.49 0.01 α1mode 0.50 0.01 FEV1 -0.46 0.01 α2 1/2 0.41 0.02 α2mode 1/2 0.41 0.02 FEV1/FVC -0.53 0.00 α3 1/3 0.32 0.09 α3mode 1/3 0.32 0.09 FEV3 -0.41 0.02 α4 1/4 0.25 0.18 α4mode 1/4 0.25 0.18 FEV3/FVC -0.55 0.00 μ2 1/2 0.39 0.03 μ2mode 1/2 0.35 0.05 PERF -0.26 0.17 μ3 1/3 -0.44 0.01 μ3mode 1/3 -0.54 0.00 PERF/FVC -0.11 0.57 μ4 1/4 -0.47 0.01 μ4mode 1/4 -0.53 0.00 MMEF -0.63 0.00 α1/t 0.17 0.36 α1mode/t 0.27 0.14 MMEF/FVC -0.58 0.00 α2/t 1/2 0.33 0.08 α2mode/t 1/2 0.34 0.06 V̇75 -0.50 0.01 α3/t 1/3 0.27 0.14 α3mode/t 1/3 0.32 0.09 V̇75/FVC -0.38 0.04 α4/t 1/4 0.16 0.39 α4mode/t 1/4 0.21 0.27 V̇50 -0.59 0.00 μ2/t 1/2 0.45 0.01 μ2mode/t 1/2 0.42 0.02 V̇50/FVC -0.58 0.00 μ3/t 1/3 -0.44 0.01 μ3mode/t 1/3 -0.54 0.00 V̇25 -0.63 0.00 μ4/t 1/4 -0.47 0.01 μ4mode/t 1/4 -0.53 0.00 V̇25/FVC -0.59 0.00 V̇75/V̇25 0.27 0.15 V̇50/V̇25 0.20 0.30
  • 108. Pairwise Correlation for ln R5-19 Index r p Index r p Index r p FVC -0.25 0.18 α1 0.49 0.01 α1mode 0.50 0.01 FEV1 -0.46 0.01 α2 1/2 0.41 0.02 α2mode 1/2 0.41 0.02 FEV1/FVC -0.53 0.00 α3 1/3 0.32 0.09 α3mode 1/3 0.32 0.09 FEV3 -0.41 0.02 α4 1/4 0.25 0.18 α4mode 1/4 0.25 0.18 FEV3/FVC -0.55 0.00 μ2 1/2 0.39 0.03 μ2mode 1/2 0.35 0.05 PERF -0.26 0.17 μ3 1/3 -0.44 0.01 μ3mode 1/3 -0.54 0.00 PERF/FVC -0.11 0.57 μ4 1/4 -0.47 0.01 μ4mode 1/4 -0.53 0.00 MMEF -0.63 0.00 α1/t 0.17 0.36 α1mode/t 0.27 0.14 MMEF/FVC -0.58 0.00 α2/t 1/2 0.33 0.08 α2mode/t 1/2 0.34 0.06 V̇75 -0.50 0.01 α3/t 1/3 0.27 0.14 α3mode/t 1/3 0.32 0.09 V̇75/FVC -0.38 0.04 α4/t 1/4 0.16 0.39 α4mode/t 1/4 0.21 0.27 V̇50 -0.59 0.00 μ2/t 1/2 0.45 0.01 μ2mode/t 1/2 0.42 0.02 V̇50/FVC -0.58 0.00 μ3/t 1/3 -0.44 0.01 μ3mode/t 1/3 -0.54 0.00 V̇25 -0.63 0.00 μ4/t 1/4 -0.47 0.01 μ4mode/t 1/4 -0.53 0.00 V̇25/FVC -0.59 0.00 V̇75/V̇25 0.27 0.15 V̇50/V̇25 0.20 0.30
  • 109. Pairwise Correlation for ln R5-19 Index r p Index r p Index r p FVC -0.25 0.18 α1 0.49 0.01 α1mode 0.50 0.01 FEV1 -0.46 0.01 α2 1/2 0.41 0.02 α2mode 1/2 0.41 0.02 FEV1/FVC -0.53 0.00 α3 1/3 0.32 0.09 α3mode 1/3 0.32 0.09 FEV3 -0.41 0.02 α4 1/4 0.25 0.18 α4mode 1/4 0.25 0.18 FEV3/FVC -0.55 0.00 μ2 1/2 0.39 0.03 μ2mode 1/2 0.35 0.05 PERF -0.26 0.17 μ3 1/3 -0.44 0.01 μ3mode 1/3 -0.54 0.00 PERF/FVC -0.11 0.57 μ4 1/4 -0.47 0.01 μ4mode 1/4 -0.53 0.00 MMEF -0.63 0.00 α1/t 0.17 0.36 α1mode/t 0.27 0.14 MMEF/FVC -0.58 0.00 α2/t 1/2 0.33 0.08 α2mode/t 1/2 0.34 0.06 V̇75 -0.50 0.01 α3/t 1/3 0.27 0.14 α3mode/t 1/3 0.32 0.09 V̇75/FVC -0.38 0.04 α4/t 1/4 0.16 0.39 α4mode/t 1/4 0.21 0.27 V̇50 -0.59 0.00 μ2/t 1/2 0.45 0.01 μ2mode/t 1/2 0.42 0.02 V̇50/FVC -0.58 0.00 μ3/t 1/3 -0.44 0.01 μ3mode/t 1/3 -0.54 0.00 V̇25 -0.63 0.00 μ4/t 1/4 -0.47 0.01 μ4mode/t 1/4 -0.53 0.00 V̇25/FVC -0.59 0.00 V̇75/V̇25 0.27 0.15 V̇50/V̇25 0.20 0.30
  • 110. The R5-19 Model Using Spirometry
  • 111. The R5-19 Model Using Spirometry ln R5-19 =
  • 112. The R5-19 Model Using Spirometry ln R5-19 = - 2•FVC + 2•FEV1 + 44•MMEF/FVC
  • 113. The R5-19 Model Using Spirometry ln R5-19 = - 2•FVC + 2•FEV1 + 44•MMEF/FVC - 2•V̇75/FVC - 22•V̇50/FVC - 4•V̇25/FVC
  • 114. The R5-19 Model Using Spirometry ln R5-19 = - 2•FVC + 2•FEV1 + 44•MMEF/FVC - 2•V̇75/FVC - 22•V̇50/FVC - 4•V̇25/FVC -286•α1mode/t + 956• α2mode/t 1/2 -416• α3mode/t 1/3 - 10•α4mode/t 1/4 + 34
  • 115. The R5-19 Model Using Spirometry ln R5-19 = - 2•FVC + 2•FEV1 + 44•MMEF/FVC - 2•V̇75/FVC - 22•V̇50/FVC - 4•V̇25/FVC -286•α1mode/t + 956• α2mode/t 1/2 -416• α3mode/t 1/3 - 10•α4mode/t 1/4 + 34 r = 0.86
  • 117. Conclusions  Spirometry is cheap, widely available, well understood and has almost 70 years of longitudinal validation
  • 118. Conclusions  Spirometry is cheap, widely available, well understood and has almost 70 years of longitudinal validation  Multiple regression of selected spirometric indices seems to approximate frequency dependence of resistance and hence, small airway disease
  • 119. Conclusions  Spirometry is cheap, widely available, well understood and has almost 70 years of longitudinal validation  Multiple regression of selected spirometric indices seems to approximate frequency dependence of resistance and hence, small airway disease  If so, it is premature to recommend abandoning spirometry in favour of OS
  • 120. Conclusions  Spirometry is cheap, widely available, well understood and has almost 70 years of longitudinal validation  Multiple regression of selected spirometric indices seems to approximate frequency dependence of resistance and hence, small airway disease  If so, it is premature to recommend abandoning spirometry in favour of OS  Further work is necessary to validate and improve upon this novel approach to the spirometric analysis of lung mechanics
  • 121.
  • 122. To FEV1 or Not…Rebuttal “The proof [of concept] is in the pudding”
  • 123. Proof of Concept: R5-19 Modeling Derivation Cohort Validation Cohort n=30 n=14 Age (mean years ± SE) 66±3 68±3 Sex (M:F) 13 : 17 5 : 9 BMI (Kg/m2) 29±1 28±1 ACQ 5±1 2±1 FEV1 (L) 2.06±0.13 2.02±0.14 FEV1 (% predicted) 87±4 87±4 FVC (L) 3.06±0.17 2.93±0 FVC (% predicted) 104±4 102±4.16 FEV1/FVC (%) 66±2 70±3 MMEF (L/s) 1.29±0.14 1.27±0.12 MMEF (% predicted) 43±4 45±3 R5 (cmH2O/L/s) 4.33±0.32 4.03±0.29 R5-19 (cmH2O/L/s) 1.09±0.20 0.79±0.21 X5 (cmH2O/L/s) -2.23±0.37 -1.67±0.28 Fres (Hz) 21.85±1.76 22.70±1.85 AX (cmH2O/L/s • Hz) 21.20±3.95 17.18±3.47
  • 124. Proof of Concept: R5-19 Modeling Derivation Cohort Validation Cohort n=30 n=14 Age (mean years ± SE) 66±3 68±3 Sex (M:F) 13 : 17 5 : 9 BMI (Kg/m2) 29±1 28±1 ACQ 5±1 2±1 FEV1 (L) 2.06±0.13 2.02±0.14 FEV1 (% predicted) 87±4 87±4 FVC (L) 3.06±0.17 2.93±0 FVC (% predicted) 104±4 102±4.16 FEV1/FVC (%) 66±2 70±3 MMEF (L/s) 1.29±0.14 1.27±0.12 MMEF (% predicted) 43±4 45±3 R5 (cmH2O/L/s) 4.33±0.32 4.03±0.29 R5-19 (cmH2O/L/s) 1.09±0.20 0.79±0.21 X5 (cmH2O/L/s) -2.23±0.37 -1.67±0.28 Fres (Hz) 21.85±1.76 22.70±1.85 AX (cmH2O/L/s • Hz) 21.20±3.95 17.18±3.47
  • 125. Proof of Concept: R5-19 Modeling Derivation Cohort Validation Cohort n=30 n=14 Age (mean years ± SE) 66±3 68±3 Sex (M:F) 13 : 17 5 : 9 BMI (Kg/m2) 29±1 28±1 ACQ 5±1 2±1 FEV1 (L) 2.06±0.13 2.02±0.14 FEV1 (% predicted) 87±4 87±4 FVC (L) 3.06±0.17 2.93±0 FVC (% predicted) 104±4 102±4.16 FEV1/FVC (%) 66±2 70±3 MMEF (L/s) 1.29±0.14 1.27±0.12 MMEF (% predicted) 43±4 45±3 R5 (cmH2O/L/s) 4.33±0.32 4.03±0.29 R5-19 (cmH2O/L/s) 1.09±0.20 0.79±0.21 X5 (cmH2O/L/s) -2.23±0.37 -1.67±0.28 Fres (Hz) 21.85±1.76 22.70±1.85 AX (cmH2O/L/s • Hz) 21.20±3.95 17.18±3.47
  • 126. Proof of Concept: R5-19 Modeling Derivation Cohort Validation Cohort n=30 n=14 Age (mean years ± SE) 66±3 68±3 Sex (M:F) 13 : 17 5 : 9 BMI (Kg/m2) 29±1 28±1 ACQ 5±1 2±1 FEV1 (L) 2.06±0.13 2.02±0.14 FEV1 (% predicted) 87±4 87±4 FVC (L) 3.06±0.17 2.93±0 FVC (% predicted) 104±4 102±4.16 FEV1/FVC (%) 66±2 70±3 MMEF (L/s) 1.29±0.14 1.27±0.12 MMEF (% predicted) 43±4 45±3 R5 (cmH2O/L/s) 4.33±0.32 4.03±0.29 R5-19 (cmH2O/L/s) 1.09±0.20 0.79±0.21 X5 (cmH2O/L/s) -2.23±0.37 -1.67±0.28 Fres (Hz) 21.85±1.76 22.70±1.85 AX (cmH2O/L/s • Hz) 21.20±3.95 17.18±3.47
  • 127. Proof of Concept: R5-19 Modeling Derivation Cohort Validation Cohort n=30 n=14 Age (mean years ± SE) 66±3 68±3 Sex (M:F) 13 : 17 5 : 9 BMI (Kg/m2) 29±1 28±1 ACQ 5±1 2±1 FEV1 (L) 2.06±0.13 2.02±0.14 FEV1 (% predicted) 87±4 87±4 FVC (L) 3.06±0.17 2.93±0 FVC (% predicted) 104±4 102±4.16 FEV1/FVC (%) 66±2 70±3 MMEF (L/s) 1.29±0.14 1.27±0.12 MMEF (% predicted) 43±4 45±3 R5 (cmH2O/L/s) 4.33±0.32 4.03±0.29 R5-19 (cmH2O/L/s) 1.09±0.20 0.79±0.21 X5 (cmH2O/L/s) -2.23±0.37 -1.67±0.28 Fres (Hz) 21.85±1.76 22.70±1.85 AX (cmH2O/L/s • Hz) 21.20±3.95 17.18±3.47
  • 128. 0.0 1.0 2.0 3.0 0.0 1.0 2.0 3.0 ModelledR5-19(cmH2O/L/s) OS R5-19 (cmH2O/L/s) Proof of Concept: R5-19 Modeling
  • 129. 0.0 1.0 2.0 3.0 0.0 1.0 2.0 3.0 ModelledR5-19(cmH2O/L/s) OS R5-19 (cmH2O/L/s) Proof of Concept: R5-19 Modeling
  • 130. Proof of Concept: R5-19 Modeling 0.0 1.0 2.0 3.0 0.0 1.0 2.0 3.0 ModelledR5-19(cmH2O/L/s) OS R5-19 (cmH2O/L/s)
  • 131. Proof of Concept: R5-19 Modeling 0.0 1.0 2.0 3.0 0.0 1.0 2.0 3.0 ModelledR5-19(cmH2O/L/s) OS R5-19 (cmH2O/L/s)
  • 132. Proof of Concept: R5-19 Modeling 0.0 1.0 2.0 3.0 0.0 1.0 2.0 3.0 ModelledR5-19(cmH2O/L/s) OS R5-19 (cmH2O/L/s)
  • 133. Proof of Concept: R5-19 Modeling 0.0 1.0 2.0 3.0 0.0 1.0 2.0 3.0 ModelledR5-19(cmH2O/L/s) OS R5-19 (cmH2O/L/s)
  • 134. Proof of Concept: R5-19 Modeling 0.0 1.0 2.0 3.0 0.0 1.0 2.0 3.0 ModelledR5-19(cmH2O/L/s) OS R5-19 (cmH2O/L/s)
  • 135. Proof of Concept: R5-19 Modeling 0.0 1.0 2.0 3.0 0.0 1.0 2.0 3.0 ModelledR5-19(cmH2O/L/s) OS R5-19 (cmH2O/L/s)
  • 136. Proof of Concept: R5-19 Modeling 0.0 1.0 2.0 3.0 0.0 1.0 2.0 3.0 ModelledR5-19(cmH2O/L/s) OS R5-19 (cmH2O/L/s)
  • 137. Proof of Concept: R5-19 Modeling 0.0 1.0 2.0 3.0 0.0 1.0 2.0 3.0 ModelledR5-19(cmH2O/L/s) OS R5-19 (cmH2O/L/s)
  • 138. Proof of Concept: R5-19 Modeling 0.0 1.0 2.0 3.0 0.0 1.0 2.0 3.0 ModelledR5-19(cmH2O/L/s) OS R5-19 (cmH2O/L/s)
  • 139. Proof of Concept: R5-19 Modeling 0.0 1.0 2.0 3.0 0.0 1.0 2.0 3.0 ModelledR5-19(cmH2O/L/s) OS R5-19 (cmH2O/L/s)
  • 140. Proof of Concept: R5-19 Modeling 0.0 1.0 2.0 3.0 0.0 1.0 2.0 3.0 ModelledR5-19(cmH2O/L/s) OS R5-19 (cmH2O/L/s)
  • 141. Proof of Concept: R5-19 Modeling 0.0 1.0 2.0 3.0 0.0 1.0 2.0 3.0 ModelledR5-19(cmH2O/L/s) OS R5-19 (cmH2O/L/s)
  • 142. Proof of Concept: R5-19 Modeling 0.0 1.0 2.0 3.0 0.0 1.0 2.0 3.0 ModelledR5-19(cmH2O/L/s) OS R5-19 (cmH2O/L/s)
  • 143. Proof of Concept: R5-19 Modeling 0.0 1.0 2.0 3.0 0.0 1.0 2.0 3.0 ModelledR5-19(cmH2O/L/s) OS R5-19 (cmH2O/L/s)
  • 144. Proof of Concept: R5-19 Modeling 0.0 1.0 2.0 3.0 0.0 1.0 2.0 3.0 ModelledR5-19(cmH2O/L/s) OS R5-19 (cmH2O/L/s)
  • 145. Proof of Concept: R5-19 Modeling r=0.83 0.0 1.0 2.0 3.0 0.0 1.0 2.0 3.0 ModelledR5-19(cmH2O/L/s) OS R5-19 (cmH2O/L/s)
  • 146. Proof of Concept: R5-19 Modeling r=0.83 0.0 1.0 2.0 3.0 0.0 1.0 2.0 3.0 ModelledR5-19(cmH2O/L/s) OS R5-19 (cmH2O/L/s) Correct: 13/14 93%
  • 147. Summary  Spirometry may be comparable to OS for the detection of small airway disease  There is reasonable doubt that spirometry ought to be abandoned at this point in time  Further work is warranted on novel approaches to the analysis of spirometry
  • 148. “Don’t throw spirometry out with the bath water!”