Difference between revisions of "Patient-specific cardiovascular model"
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− | This page was created to support article "Patient-specific model of the human cardiovascular system" sumbitted to 2015 International Conference on Biomedical Engineering and Computational Technologies | + | This page was created to support article "Patient-specific model of the human cardiovascular system" sumbitted to 2015 International Conference on Biomedical Engineering and Computational Technologies [http://www.soramn.ru/sibmedinfo/ SIBIRCON]. |
Article describes personalization procedure of [[1-dimensional arterial tree model]] validated against a set of data on ~1200 individuals. | Article describes personalization procedure of [[1-dimensional arterial tree model]] validated against a set of data on ~1200 individuals. | ||
+ | |||
+ | For personalization procedure model was updated with 4 new vessels and new function for input blood flow calculations. This version of the model is available [http://ie.biouml.org/bioumlweb/#de=databases/Patient-specific%20CVS%20models/Diagrams/Arterial%20Tree here]. | ||
+ | |||
+ | ==Simulation results== | ||
+ | |||
+ | <center> | ||
+ | Table 1. Simulation results for a. brachialis sinistra (left brachial artery) | ||
+ | {| class="wikitable" | ||
+ | ! rowspan = "2" |Parameters !! colspan = "3" |Correlations !! colspan="3" |Mean relative error | ||
+ | |- | ||
+ | !|Ps||Pd||Pp||Ps||Pd||Pp | ||
+ | |- | ||
+ | !! colspan = "7" |With personalization of TPR | ||
+ | |- | ||
+ | |TPR A0 β SV HR||0,7841||0,8641||0,011||0,055||0,208||0,372 | ||
+ | |- | ||
+ | |TPR SV HR||0,8971||0,9251||-0,070||0,041||0,164||0,283 | ||
+ | |- | ||
+ | |TPR HR||0,4841||0,5561||-0,3182||0,169||0,391||0,214 | ||
+ | |- | ||
+ | |TPR SV||0,4221||0,5301||-0,075||0,119||0,249||0,283 | ||
+ | |- | ||
+ | |TPR A0β||0,6931||0,7811||0,006||0,158||0,472||0,328 | ||
+ | |- | ||
+ | |TPR A0||0,5691||0,8381||-0,1252||0,209||0,385||0,285 | ||
+ | |- | ||
+ | |TPR β||0,8061||0,7591||0,0852||0,123||0,486||0,400 | ||
+ | |- | ||
+ | |TPR||0,8101||0,8381||-0,4011||0,164||0,425||0,210 | ||
+ | |- | ||
+ | !! colspan = "7" |Without personalization iof TPR | ||
+ | |- | ||
+ | |A0 β SV HR||0,007||-0,1621||0,046||0,171||0,126||0,342 | ||
+ | |- | ||
+ | |SV HR||-0,060||-0,012||0,014||0,165||0,129||0,253 | ||
+ | |- | ||
+ | |HR||0,034||0,077||-0,020||0,122||0,189||0,177 | ||
+ | |- | ||
+ | |SV||-0,035||-0,073||0,019||0,167||0,161||0,252 | ||
+ | |- | ||
+ | |A0 β||0,080||-0,226||0,051||0,092||0,181||0,301 | ||
+ | |- | ||
+ | |A0||-0,1451||0,1501||-0,0922||0,113||0,120||0,283 | ||
+ | |- | ||
+ | |β||0,2941||-0,2971||0,1372||0,086||0,195||0,365 | ||
+ | |} | ||
+ | |||
+ | |||
+ | Table 2. Simulation results for right brachial arterty and lower limbs. In total – 556 individuals | ||
+ | {| class="wikitable" | ||
+ | ! rowspan = "2" |Parameters !! colspan = "3" |Correlations !! colspan="3" |Mean relative error | ||
+ | |- | ||
+ | !Ps||Pd||Pp||Ps||Pd||Pp | ||
+ | |- | ||
+ | !! colspan = "7" |a. brachialis dextra | ||
+ | |- | ||
+ | |R A0 β SV HR||0,6811||0,7531||-0,0452||0,064||0,202||0,288 | ||
+ | |- | ||
+ | |R SV HR||0,8171||0,8171||-0,120||0,051||0,164||0,205 | ||
+ | |- | ||
+ | !! colspan = "7" |a. tibialis posterior sinistra | ||
+ | |- | ||
+ | |R A0 β SV HR||0,6661||0,6441||0,0912||0,246||0,095||0,493 | ||
+ | |- | ||
+ | |R SV HR||0,5721||0,6401||-0,001||0,187||0,093||0,346 | ||
+ | |- | ||
+ | !! colspan = "7" |a. tibialis posterior dextra | ||
+ | |- | ||
+ | |R A0 β SV HR||0,6161||0,6261||0,0872||0,248||0,098||0,492 | ||
+ | |- | ||
+ | |R SV HR||0,5681||0,6501||-0,026||0,193||0,087||0,375 | ||
+ | |} | ||
+ | |||
+ | Table 3. Simulation results for different allometric equations used for minute output. All parameters were personalized: R, A0, β, SV, HR. In total – 556 individuals | ||
+ | {| class="wikitable" | ||
+ | ! rowspan = "2" |Allometric equation !! colspan = "3" |Correlations !! colspan="3" |Mean relative error | ||
+ | |- | ||
+ | !|Ps||Pd||Pp||Ps||Pd||Pp | ||
+ | |- | ||
+ | |0,7691||0,8481||-0,0002||0,054||0,199||0,343 | ||
+ | |- | ||
+ | |0,7501||0,8311||-0,015||0,056||0,192||0,328 | ||
+ | |- | ||
+ | |0,7821||0,8641||0,011||0,055||0,208||0,372 | ||
+ | |- | ||
+ | |0,7591||0,8421||-0,006||0,055||0,197||0,338 | ||
+ | |} | ||
+ | |||
+ | Table 4. Simulation results with different model time. In each simulation last 2 seconds were used to obserev minimal and maximal ressures produced by the model | ||
+ | {| class="wikitable" | ||
+ | ! rowspan = "2" |Model time !! colspan = "3" |Correlations !! colspan="3" |Mean relative error | ||
+ | |- | ||
+ | !|Ps||Pd||Pp||Ps||Pd||Pp | ||
+ | |- | ||
+ | |6 секунд||0,7531||0,8671||0,031||0,058||0,197||0,364 | ||
+ | |- | ||
+ | |12 секунд||0,7841||0,8641||0,011||0,055||0,208||0,372 | ||
+ | |- | ||
+ | |20 секунд||0,7891||0,8621||0,008||0,055||0,209||0,373 | ||
+ | |} | ||
+ | |||
+ | Table 5. Simulation results for different age groups. Only TPR was personalized. | ||
+ | {| class="wikitable" | ||
+ | ! rowspan = "2" |Age !! #!!colspan = "3" |Correlations !! colspan="3" |Mean relative error | ||
+ | |- | ||
+ | !|Ps||Pd||Pp||Ps||Pd||Pp | ||
+ | |- | ||
+ | |<=30||24||0,9441||0,9641||0,257||0,043||0,195||0,306 | ||
+ | |- | ||
+ | |(30,50]||42||0,8421||0,8841||0,121||0,032||0,152||0,231 | ||
+ | |- | ||
+ | |(50,60]||178||0,8921||0,9371||-0,003||0,036||0,152||0,247 | ||
+ | |- | ||
+ | |(60,70]||246||0,9081||0,9311||-0,010||0,040||0,162||0,289 | ||
+ | |- | ||
+ | |(70,80]||181||0,8771||0,8961||-0,137||0,051||0,171||0,307 | ||
+ | |} | ||
+ | |||
+ | Table 6. Simulation results for control group (observation were recorded before 1 of May 1999) | ||
+ | {| class="wikitable" | ||
+ | ! rowspan = "2" |Observation date !! #!!colspan = "3" |Correlations !! colspan="3" |Mean relative error | ||
+ | |- | ||
+ | !|Ps||Pd||Pp||Ps||Pd||Pp | ||
+ | |- | ||
+ | |Before 01.05.1999||420||0,7331||0,8011||0,1112||0,073||0,199||0,335 | ||
+ | |- | ||
+ | |After 01.05.1999||556||0,7841||0,8641||0,011||0,055||0,208||0,372 | ||
+ | |- | ||
+ | |Any||976||0,7541||0,8361||0,098||0,062||0,205||0,356 | ||
+ | |} |
Latest revision as of 15:08, 25 September 2015
This page was created to support article "Patient-specific model of the human cardiovascular system" sumbitted to 2015 International Conference on Biomedical Engineering and Computational Technologies SIBIRCON.
Article describes personalization procedure of 1-dimensional arterial tree model validated against a set of data on ~1200 individuals.
For personalization procedure model was updated with 4 new vessels and new function for input blood flow calculations. This version of the model is available here.
[edit] Simulation results
Table 1. Simulation results for a. brachialis sinistra (left brachial artery)
Parameters | Correlations | Mean relative error | ||||
---|---|---|---|---|---|---|
Ps | Pd | Pp | Ps | Pd | Pp | |
With personalization of TPR | ||||||
TPR A0 β SV HR | 0,7841 | 0,8641 | 0,011 | 0,055 | 0,208 | 0,372 |
TPR SV HR | 0,8971 | 0,9251 | -0,070 | 0,041 | 0,164 | 0,283 |
TPR HR | 0,4841 | 0,5561 | -0,3182 | 0,169 | 0,391 | 0,214 |
TPR SV | 0,4221 | 0,5301 | -0,075 | 0,119 | 0,249 | 0,283 |
TPR A0β | 0,6931 | 0,7811 | 0,006 | 0,158 | 0,472 | 0,328 |
TPR A0 | 0,5691 | 0,8381 | -0,1252 | 0,209 | 0,385 | 0,285 |
TPR β | 0,8061 | 0,7591 | 0,0852 | 0,123 | 0,486 | 0,400 |
TPR | 0,8101 | 0,8381 | -0,4011 | 0,164 | 0,425 | 0,210 |
Without personalization iof TPR | ||||||
A0 β SV HR | 0,007 | -0,1621 | 0,046 | 0,171 | 0,126 | 0,342 |
SV HR | -0,060 | -0,012 | 0,014 | 0,165 | 0,129 | 0,253 |
HR | 0,034 | 0,077 | -0,020 | 0,122 | 0,189 | 0,177 |
SV | -0,035 | -0,073 | 0,019 | 0,167 | 0,161 | 0,252 |
A0 β | 0,080 | -0,226 | 0,051 | 0,092 | 0,181 | 0,301 |
A0 | -0,1451 | 0,1501 | -0,0922 | 0,113 | 0,120 | 0,283 |
β | 0,2941 | -0,2971 | 0,1372 | 0,086 | 0,195 | 0,365 |
Table 2. Simulation results for right brachial arterty and lower limbs. In total – 556 individuals
Parameters | Correlations | Mean relative error | ||||
---|---|---|---|---|---|---|
Ps | Pd | Pp | Ps | Pd | Pp | |
a. brachialis dextra | ||||||
R A0 β SV HR | 0,6811 | 0,7531 | -0,0452 | 0,064 | 0,202 | 0,288 |
R SV HR | 0,8171 | 0,8171 | -0,120 | 0,051 | 0,164 | 0,205 |
a. tibialis posterior sinistra | ||||||
R A0 β SV HR | 0,6661 | 0,6441 | 0,0912 | 0,246 | 0,095 | 0,493 |
R SV HR | 0,5721 | 0,6401 | -0,001 | 0,187 | 0,093 | 0,346 |
a. tibialis posterior dextra | ||||||
R A0 β SV HR | 0,6161 | 0,6261 | 0,0872 | 0,248 | 0,098 | 0,492 |
R SV HR | 0,5681 | 0,6501 | -0,026 | 0,193 | 0,087 | 0,375 |
Table 3. Simulation results for different allometric equations used for minute output. All parameters were personalized: R, A0, β, SV, HR. In total – 556 individuals
Allometric equation | Correlations | Mean relative error | ||||
---|---|---|---|---|---|---|
Ps | Pd | Pp | Ps | Pd | Pp | |
0,7691 | 0,8481 | -0,0002 | 0,054 | 0,199 | 0,343 | |
0,7501 | 0,8311 | -0,015 | 0,056 | 0,192 | 0,328 | |
0,7821 | 0,8641 | 0,011 | 0,055 | 0,208 | 0,372 | |
0,7591 | 0,8421 | -0,006 | 0,055 | 0,197 | 0,338 |
Table 4. Simulation results with different model time. In each simulation last 2 seconds were used to obserev minimal and maximal ressures produced by the model
Model time | Correlations | Mean relative error | ||||
---|---|---|---|---|---|---|
Ps | Pd | Pp | Ps | Pd | Pp | |
6 секунд | 0,7531 | 0,8671 | 0,031 | 0,058 | 0,197 | 0,364 |
12 секунд | 0,7841 | 0,8641 | 0,011 | 0,055 | 0,208 | 0,372 |
20 секунд | 0,7891 | 0,8621 | 0,008 | 0,055 | 0,209 | 0,373 |
Table 5. Simulation results for different age groups. Only TPR was personalized.
Age | # | Correlations | Mean relative error | ||||
---|---|---|---|---|---|---|---|
Ps | Pd | Pp | Ps | Pd | Pp | ||
<=30 | 24 | 0,9441 | 0,9641 | 0,257 | 0,043 | 0,195 | 0,306 |
(30,50] | 42 | 0,8421 | 0,8841 | 0,121 | 0,032 | 0,152 | 0,231 |
(50,60] | 178 | 0,8921 | 0,9371 | -0,003 | 0,036 | 0,152 | 0,247 |
(60,70] | 246 | 0,9081 | 0,9311 | -0,010 | 0,040 | 0,162 | 0,289 |
(70,80] | 181 | 0,8771 | 0,8961 | -0,137 | 0,051 | 0,171 | 0,307 |
Table 6. Simulation results for control group (observation were recorded before 1 of May 1999)
Observation date | # | Correlations | Mean relative error | ||||
---|---|---|---|---|---|---|---|
Ps | Pd | Pp | Ps | Pd | Pp | ||
Before 01.05.1999 | 420 | 0,7331 | 0,8011 | 0,1112 | 0,073 | 0,199 | 0,335 |
After 01.05.1999 | 556 | 0,7841 | 0,8641 | 0,011 | 0,055 | 0,208 | 0,372 |
Any | 976 | 0,7541 | 0,8361 | 0,098 | 0,062 | 0,205 | 0,356 |