An Online Metric Of Sleep/Wake Using the Unitary Measure, Z-ratio.
description
Transcript of An Online Metric Of Sleep/Wake Using the Unitary Measure, Z-ratio.
An Online Metric Of Sleep/Wake Using the Unitary Measure,
Z-ratio.
Claude Albertario, RPSGTMineola, NY USA
ZOMNOGRAPHY
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
2WASM 2005
Polysomnography EEG Patterns
Adapted From: Current Concepts: The Sleep
Disorders. Peter Hauri, The Upjohn Company,
1977
?
?
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
3WASM 2005“Call to Arms”
From: Dement, William C., Commentary, Sleep: An Active Process, Ed. Wilse Webb, Scott, Foresman & Co. 1973, pg. 49.
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
4WASM 2005
“Call to Arms” cont’d
“More studies are needed that evaluate "sub-cortical" arousals, EEG arousals, and daytime function simultaneously.”
As stated in:The effect of sleep fragmentation on daytime function, Stepanski EJ.Sleep. 1984;7(1):18-26
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
5WASM 2005Polysomnography EEG Patterns
{
BETA>12 cps
ALPHA8-12 cps
DELTA.5 –2 cps
THETA3-7 cps
MIXED
Adapted From: Current Concepts: The Sleep
Disorders. Peter Hauri, The Upjohn Company,
1977
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
6WASM 2005
Standard R&K Scoring
“Stage 1 is defined by a relatively low voltage, mixed frequency EEG with a prominence of activity in the 2-7 cps range.”
“The faster frequencies are mostly of lower voltage than the 2-7 cps activity.”
Manual of Standardized Terminology, Techniques and Scoring System for Sleep Stages of Human Subjects., Rechtschaffen A, Kales A, eds., Los Angeles: UCLA Brain Information Services/Brain Research Institute; 1968.
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
7WASM 2005
Standard R&K Scoring cont'd
The information used to determine sleep or wake is derived specifically from the EEG.
The EOG and EMG are used basically to “qualify” sleep stage, NOT determine sleep vs. wake per se.
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
8WASM 2005SLEEP/WAKE EEG Pattern Recognition
Voltage
Lower
Higher
Frequency
Slower
Faster
Adapted From: Current Concepts:
The Sleep Disorders. Peter Hauri, The Upjohn Company, 1977
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
9WASM 2005
Historical EEG “Relativity” Analyses
Inter-hemispheric EEG studies reflect the RMS power between hemispheres using a simple relational formula:
Left Power – Right Power
Left Power + Right Power(“Total Power”)
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
10WASM 2005
A new Tool: The FFT
“Fast Fourier Transform: A class of
algorithms used in digital signal
processing that break down
complex signals into elementary
components.”http://computing-dictionary.thefreedictionary.com/FFT
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
11WASM 2005
FFT Results of a simple 5 Hz signal
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
12WASM 2005
FFT Results of a simple 10 Hz Signal
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
13WASM 2005
FFT Results of a mixed 5Hz+10Hz Signal
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
14WASM 2005
FFT Results of a Multi Hz signal
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
15WASM 2005
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
16WASM 2005
}SLOW<7 cps
“SLEEP”{
BETA>12 cps
ALPHA8-12 cps
DELTA.5 –2 cps
THETA3-7 cps
MIXED
}FAST>7 cps
“WAKE”
Adapted From: Current Concepts:
The Sleep Disorders. Peter Hauri, The Upjohn Company, 1977
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
17WASM 2005
R&K derived 1 sec Z-ratio “Domains”
Frequencies SLOWER than 7 cps are considered SLEEP related in nature
SLOW = SLEEP
Frequencies FASTER than 7 cps are considered WAKE related in nature
FAST = WAKE
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
18WASM 2005
“prominence”
prominence: noun: relative importance
Z-Ratio depicts the prominence of the background EEG, as instructed in R&K, by numerically highlighting the relative contribution of the slow frequencies compared to the wake frequencies.
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
19WASM 2005
R&K Meets FFT
Z-Ratio depicts the relative contribution of frequency domains derived from the Fast Fourier Transform.
“SLEEP” (<7cps) – “WAKE” (>7cps)
“SLEEP” (<7cps) + “WAKE” (>7cps)(“TOTAL POWER”)
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
20WASM 2005
Z-ratio Examples
When the background EEG has more power in the FASTER frequencies (>7 cps) the Z-ratio will be NEGATIVE
= -1= (0-1)
1
(SLOW – FAST)(SLOW + FAST)
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
21WASM 2005
Z-ratio Examples cont’d
When the background EEG has more power in the SLOWER frequencies (<7 cps) the Z-ratio will be POSITIVE
= +1= (1-0)
1
(SLOW – FAST)(SLOW + FAST)
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
22WASM 2005
Review of Z-ratio publications Quantification of Sleep/Wake in 2 seconds of EEG, Albertario, C.
and Maberino, M., Journal of Polysomnographic Technologists, Dec. 1991 First described the algorithm and depicted the onset of sleep using 2
second epochs of Z-ratio.
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
23WASM 2005
Review of Z-ratio publications cont’d
Computerized Quantification of Sleep and Wakefulness in the EEG, Albertario, C., Hertz, G. and Feinsilver, S., Sleep Research, 1991.
Across 10 normal subjects: The Mean Z-Ratio for each stage was
significantly different from every other stage at the p<.01 level or better, except for REM and Stage 2 which were not significantly different.
“No patient demonstrated a mean Z-ratio that was negative during sleep.”
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
24WASM 2005
Review of Z-ratio publications cont’d
Comparisons of Z Ratio and Standard scoring techniques for sleep/wake determination on the MSLT, Albertario, Zendell, Hertz, Maberino, and Feinsilver, Sleep Research, 1992
By using a Z-page threshold between -.10 and -.15 , Central and Occipital Z-Ratio agreement with expert scorers was 89% and 93% respectively.
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
25WASM 2005
Review of Z-ratio publications cont’d
Comparison of a Frequency-based Analysis of Electroencephalograms (Z-Ratio) and Visual Scoring on the Multiple Sleep Latency Test, Albertario, et al. Sleep, 1995
80% kappa for Sleep/Wake determination comparing Z-ratio to expert scorers.
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
26WASM 2005
Review of Z-ratio publications cont’d
Visual Scoring Versus Quantitative EEG Analysis: An Ambulatory Home PSG Study, Von Gizycki et al., Sleep Vol. 22 Supplement #1, 1999 Found no significant differences between Z-ratio and
visually scored methods of sleep/wake Agreement as to sleep or wake, was 87% between
expert scorers and Z-ratio“Together, these observations suggest that the Z-ratio
method could be used to perform quantitative analysis of EEG data during day and night.”
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
27WASM 2005
Applying Z-ratio on Previous data Discrimination Among States of Consciousness Using EEG Spectra,
Lubin, A, Johnson, LC, Austin, MT, Psychophysiology, 1969, 6, 122-132 as reprinted in Sleep: An Active Process, Wilse Webb, Scott, Foresman & Co. 1973, pg. 103
“Spectral Analysis of the parietal EEG lead does not provide enough information to differentiate among stages
W, 1, 2, 3, 4 and REM”
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
28WASM 2005
Z-ratio
Negative
Positive
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
29WASM 2005
Used as an “Online” tool … can be performed on each EEG channel
independently, no ancillary parameters required … is UNITARY in that the algorithm can be
computed from ANY EEG analysis, as long as the source EEG analysis does not perform a priori frequency weighting
… does not “score sleep,” instead It provides a metric upon which to gauge sleep/wake
…is the only simple, transparent, intuitive reduction of EEG into a single per second quantified sleep/wake metric
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
30WASM 2005
Present On-line Z-ratio from Medcare
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
31WASM 2005Z-ratio in Analysis
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
32WASM 2005Z-ratio Depicting Spindles (confound?)
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
33WASM 2005
Possible analyses using Z-ratio
Viewing second by second EEG
based numeric FFT values allows for
new methods and constructs of
depicting human sleep.
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
34WASM 2005
Consecutive 1 sec Occipital Z-ratios from Start of Recording
y = 2E-05x - 0.1568
R2 = 0.0756
-1.00
-.80
-.60
-.40
-.20
.00
.20
.40
.60
.80
1.00
Z-R
atio
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
35WASM 2005
Consecutive per second Occipital Z-ratios from Start of Recording y = 2E-06x + 0.5597
R2 = 0.0032-1
-0.8
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
0.8
1
Z-R
ati
o
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
36WASM 2005
Consecutive per second Occipital Z-ratios from Start of Recording
y = 9E-06x - 0.4615
R2 = 0.0328-1
-0.8
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
0.8
1
Z-R
ati
o
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
37WASM 2005
Occiptal Z-ratios of DSPS patienty = 4E-05x - 0.5067
R2 = 0.2894
-1
-0.8
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
0.8
1
1.2
Z-r
ati
o
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
38WASM 2005
Consecutive per second Occipital Z-ratios from Sleep onset
y = -3E-05x + 0.6165
R2 = 0.1017
-1-0.8-0.6
-0.4-0.2
00.20.40.6
0.81
1.2
Z-R
atio
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
39WASM 2005
Percentiles plot of 1 sec Z-ratios
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
40WASM 2005
Frequency Distribution
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
41WASM 2005
Some Further analyses using Z-ratio
Multi-site Z-ratio mapping
Infradian, Circadian and Ultradian EEG
rhythmicity similar to limb movements recorded
by actigraphy over multiple 24hr periods blindly
to subjective mental state and etiology.
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
42WASM 2005External EDF file
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
43WASM 2005
Posing Questions
Q. Is the following activity Cyclic Alternating Pattern, or Chervin’s “Respiratory cycle-related EEG changes (RCREC)“?
Method for detection of respiratory cycle-related EEG changes in sleep-disordered breathingChervin RD, Burns JW, Subotic NS, Roussi C, Thelen B, Ruzicka DLSleep. 2004 Feb 1;27(1):110-5
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
44WASM 2005
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
45WASM 2005During SWS
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
46WASM 2005Through Apneas
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
47WASM 2005Also through REM
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
48WASM 2005
Rhythms, Respiration and EEGQ. Is it respiration influencing EEG or an underlying EEG rhythmicity influencing or
controlling respiration and/or other bodily functions?
The influence of the respiratory cycle on the EEGBusek P, Kemlink D.Physiol Res. 2005;54(3):327-33
Electroencephalographic Changes during Respiratory Cycles Predict Sleepiness in Sleep Apnea, Chervin et al. Am. J. Respir. Crit. Care Med..2005; 171: 652-658
The cyclic alternating pattern as a physiologic component of normal NREM sleep. Terzano MG, Mancia D, Salati MR, Costani G, Decembrino A, Parrino L., SLEEP 1985;8:137-45
Obstructive sleep-disordered breathing with a dominant cyclic alternating pattern—a recognizable polysomnographic variant with practical clinical implications. Thomas RJ; Terzano MG; Parrino L; Weiss JW., SLEEP 2004;27(2):229-34.
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
49WASM 2005
Novel and transparent methods of depicting: Arousal Time Micro-Sleep during wake time Cyclic Alternating Pattern? Circadian sleep/wake EEG information Epileptiform activity Highlighting normal sleep EEG phenomenon
Tracé-Alternant Spindling, K-complexes Vertex sharp waves Delta and Alpha bursts
Further analyses using Z-ratio cont’d
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
50WASM 2005
Pros of utilizing Z-ratio Does not stage sleep Can be performed on-line Single intuitive value Impervious to sensitivity/gain and
voltage changes Can be used across hardware platforms
and/or analysis routines Can be performed identically, repeatedly Needs no calibration procedure
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
51WASM 2005
Cons of utilizing Z-ratio
× Does not stage sleep× Vulnerable to filtering of EEG signal× Similarly vulnerable to human susceptible
EEG artifact (i.e.. drug induced pseudo-spindling, motion artifact, etc.)
× Expectation of normal brain functioning, though may be sleep disordered
ZOMNOGRAPHY, C.Albertario WINTHROP UNIVERSITY HOSPITAL
52WASM 2005
Use of Z-Ratio
Use of the Algorithm is FREE*!
*Please visit www.zzzratio.com to review this presentation online and find out more
about the free use of Z-Ratio.